From 4b03fa884b416f426880c85f34ded37aa52b1fbe Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Wed, 19 Jun 2024 15:38:47 -0500 Subject: [PATCH 01/11] update docs and notebooks --- docs/api_reference/data_types.md | 13 +- docs/api_reference/guard.md | 8 +- docs/api_reference/rail.md | 13 -- docs/api_reference/schema.md | 1 - docs/examples/bug_free_python_code.ipynb | 190 +++++++++-------- docs/examples/check_for_pii.ipynb | 16 +- docs/examples/competitors_check.ipynb | 31 +-- docs/examples/extracting_entities.ipynb | 5 +- docs/examples/generate_structured_data.ipynb | 156 +++++++++----- .../generate_structured_data_cohere.ipynb | 3 +- .../guardrails_with_chat_models.ipynb | 58 +++-- .../no_secrets_in_generated_text.ipynb | 72 ++++--- docs/examples/recipe_generation.ipynb | 82 +++---- .../select_choice_based_on_action.ipynb | 192 +++++++++-------- docs/examples/syntax_error_free_sql.ipynb | 95 +++++---- .../examples/text_summarization_quality.ipynb | 201 +++++++++--------- .../translation_to_specific_language.ipynb | 125 +++++------ docs/examples/valid_chess_moves.ipynb | 90 ++++---- docs/guardrails_ai/getting_started.md | 5 +- docs/how_to_guides/logs.md | 2 +- docs/how_to_guides/streaming.ipynb | 5 +- docs/hub/api_reference_markdown/validators.md | 6 +- docs/hub/concepts/validators.md | 2 +- docs/integrations/azure_openai.ipynb | 2 +- docs/integrations/langchain.ipynb | 2 +- docs/integrations/openai_functions.ipynb | 2 +- docs/llm_api_wrappers.md | 6 +- docs/the_guard.md | 8 +- guardrails/prompt/base_prompt.py | 16 -- 29 files changed, 725 insertions(+), 682 deletions(-) delete mode 100644 docs/api_reference/rail.md delete mode 100644 docs/api_reference/schema.md diff --git a/docs/api_reference/data_types.md b/docs/api_reference/data_types.md index cceadf2c6..1cc62daec 100644 --- a/docs/api_reference/data_types.md +++ b/docs/api_reference/data_types.md @@ -3,16 +3,5 @@ ::: guardrails.datatypes options: filters: - - "!get_validators" - - "!registry" - - "!DataType" - - "!register_type" - - "!Scalar" - - "!set_children" - - "!validate" - - "!from_str" - - "!from_xml" - - "!model" - - "!validators" - - "!to_object_element" + - "!types_registry" show_bases: true diff --git a/docs/api_reference/guard.md b/docs/api_reference/guard.md index 854732d21..1c4950e64 100644 --- a/docs/api_reference/guard.md +++ b/docs/api_reference/guard.md @@ -4,11 +4,17 @@ ::: guardrails.guard.Guard options: members: + - "__init__" - "from_rail" - "from_rail_string" - "from_pydantic" - "from_string" + - "use" + - "use_many" + - "to_runnable" - "configure" - "__call__" - "parse" - - "state" + - "validate" + - "history" + - "error_spans_in_output" diff --git a/docs/api_reference/rail.md b/docs/api_reference/rail.md deleted file mode 100644 index cab956f4b..000000000 --- a/docs/api_reference/rail.md +++ /dev/null @@ -1,13 +0,0 @@ -::: guardrails.rail.Rail - options: - members: - - "from_file" - - "from_string" - - "from_xml" - - "from_pydantic" - - "from_string_validators" - - "input_schema" - - "output_schema" - - "instructions" - - "prompt" - - "version" \ No newline at end of file diff --git a/docs/api_reference/schema.md b/docs/api_reference/schema.md deleted file mode 100644 index f92f07b90..000000000 --- a/docs/api_reference/schema.md +++ /dev/null @@ -1 +0,0 @@ -::: guardrails.schema \ No newline at end of file diff --git a/docs/examples/bug_free_python_code.ipynb b/docs/examples/bug_free_python_code.ipynb index d377b4eb5..315891f98 100644 --- a/docs/examples/bug_free_python_code.ipynb +++ b/docs/examples/bug_free_python_code.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +63,7 @@ "Problem Description:\n", "${leetcode_problem}\n", "\n", - "${gr.complete_json_suffix}\"\"\"\n", + "${gr.complete_xml_suffix}\"\"\"\n", "\n", "class BugFreePythonCode(BaseModel):\n", " python_code: str = Field(validators=[ValidPython(on_fail=\"reask\")])\n", @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -106,11 +106,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=BugFreePythonCode, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=BugFreePythonCode)" ] }, { @@ -118,80 +118,90 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `Guard` object compiles the output schema and adds it to the prompt. We can see the final prompt below:" + "## Step 3: Wrap the LLM API call with `Guard`" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 16, "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
\n",
-       "Given the following high level leetcode problem description, write a short Python code snippet that solves the \n",
-       "problem.\n",
-       "\n",
-       "Problem Description:\n",
-       "${leetcode_problem}\n",
-       "\n",
-       "\n",
-       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
-       "\n",
-       "<output>\n",
-       "    <string name=\"python_code\" format=\"reflex/valid_python\"/>\n",
-       "</output>\n",
-       "\n",
-       "\n",
-       "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
-       "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
-       "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
-       "specific types. Be correct and concise. If you are unsure anywhere, enter `null`.\n",
-       "\n",
-       "Here are examples of simple (XML, JSON) pairs that show the expected behavior:\n",
-       "- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\n",
-       "- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
-       "- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" format=\"1-indexed\" \n",
-       "/></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
-       "\n",
-       "
\n" - ], - "text/plain": [ - "\n", - "Given the following high level leetcode problem description, write a short Python code snippet that solves the \n", - "problem.\n", - "\n", - "Problem Description:\n", - "$\u001b[1m{\u001b[0mleetcode_problem\u001b[1m}\u001b[0m\n", - "\n", - "\n", - "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n", - "\n", - "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n", - "\u001b[39m \u001b[0m\n", - "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n", - "\n", - "\n", - "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n", - "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n", - "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n", - "\u001b[39mspecific types. Be correct and concise. If you are unsure anywhere, enter `null`.\u001b[0m\n", - "\n", - "\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n", - "\u001b[39m- `` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n", - "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n", - "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n", - "\n" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "PromptCallableException", + "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 195\u001b[0m \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m 200\u001b[0m \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m 201\u001b[0m \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m 202\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m 105\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m 106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m 107\u001b[0m (\n\u001b[1;32m 108\u001b[0m http_version,\n\u001b[1;32m 109\u001b[0m status,\n\u001b[1;32m 110\u001b[0m reason_phrase,\n\u001b[1;32m 111\u001b[0m headers,\n\u001b[1;32m 112\u001b[0m trailing_data,\n\u001b[0;32m--> 113\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 114\u001b[0m trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 115\u001b[0m http_version,\n\u001b[1;32m 116\u001b[0m status,\n\u001b[1;32m 117\u001b[0m reason_phrase,\n\u001b[1;32m 118\u001b[0m headers,\n\u001b[1;32m 119\u001b[0m )\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 237\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m 240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:958\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 958\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 959\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 961\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 962\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m 912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 915\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 916\u001b[0m \u001b[43m \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 917\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 918\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m 941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 943\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 947\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m 977\u001b[0m hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m 221\u001b[0m method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m 222\u001b[0m url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m 231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;66;03m# was passed to throw(). This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mAPIConnectionError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 61\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m 217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 219\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 220\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 221\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m 222\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 223\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 224\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 225\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 103\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 104\u001b[0m \u001b[43m 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\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, 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640\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 641\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 642\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 643\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m 644\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 645\u001b[0m \u001b[43m 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\u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 928\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 929\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 930\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 931\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 932\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 933\u001b[0m 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stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1064\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 983\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 984\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 985\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 986\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 989\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m 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994\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m 995\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 996\u001b[0m request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1000\u001b[0m response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m 1001\u001b[0m )\n", + "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mPromptCallableException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[16], line 7\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[1;32m 3\u001b[0m leetcode_problem \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124mGiven a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is 1000.\u001b[39m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m----> 7\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mleetcode_problem\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mleetcode_problem\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:798\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 792\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m 793\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 794\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 795\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 796\u001b[0m )\n\u001b[0;32m--> 798\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 799\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 800\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 801\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 802\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 803\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 804\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 805\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 806\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 807\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 808\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 809\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:682\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m 667\u001b[0m llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m 668\u001b[0m llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 679\u001b[0m )\n\u001b[1;32m 681\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 682\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[43m \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 684\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 685\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 686\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 687\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 688\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 689\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 690\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 691\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 692\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 693\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 694\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 695\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 696\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:666\u001b[0m, in \u001b[0;36mGuard._execute..__exec\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 653\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_server(\n\u001b[1;32m 654\u001b[0m llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[1;32m 655\u001b[0m llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 662\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 663\u001b[0m )\n\u001b[1;32m 665\u001b[0m \u001b[38;5;66;03m# Otherwise, call the LLM synchronously\u001b[39;00m\n\u001b[0;32m--> 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 667\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 668\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 670\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 671\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 672\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 673\u001b[0m \u001b[43m 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\u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:753\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 736\u001b[0m \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m 737\u001b[0m runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m 738\u001b[0m output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m 739\u001b[0m output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 751\u001b[0m exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m 752\u001b[0m )\n\u001b[0;32m--> 753\u001b[0m call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 754\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 239\u001b[0m \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m 240\u001b[0m call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m 192\u001b[0m \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 194\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 195\u001b[0m \u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 196\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 200\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 201\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 202\u001b[0m \u001b[43m \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 203\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 205\u001b[0m \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 330\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m 331\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m 297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m 301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m 559\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m 560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m 563\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m 60\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 61\u001b[0m )\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 64\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 69\u001b[0m )\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m 71\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 72\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 77\u001b[0m )\n", + "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string." + ] } ], "source": [ - "print(guard.rail.prompt)" + "import openai\n", + "\n", + "leetcode_problem = \"\"\"\n", + "Given a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is 1000.\n", + "\"\"\"\n", + "\n", + "response = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={\"leetcode_problem\": leetcode_problem},\n", + " max_tokens=2048,\n", + " temperature=0,\n", + ")" ] }, { @@ -199,27 +209,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" + "The `Guard` object compiles the output schema and adds it to the prompt. We can see the final prompt below:" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'Guard' object has no attribute 'rail'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mguard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrail\u001b[49m\u001b[38;5;241m.\u001b[39mprompt)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/pydantic/main.py:811\u001b[0m, in \u001b[0;36mBaseModel.__getattr__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 808\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__getattribute__\u001b[39m(item) \u001b[38;5;66;03m# Raises AttributeError if appropriate\u001b[39;00m\n\u001b[1;32m 809\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 810\u001b[0m \u001b[38;5;66;03m# this is the current error\u001b[39;00m\n\u001b[0;32m--> 811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m object has no attribute \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n", + "\u001b[0;31mAttributeError\u001b[0m: 'Guard' object has no attribute 'rail'" + ] + } + ], "source": [ - "import openai\n", - "\n", - "leetcode_problem = \"\"\"\n", - "Given a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is 1000.\n", - "\"\"\"\n", - "\n", - "response = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={\"leetcode_problem\": leetcode_problem},\n", - " max_tokens=2048,\n", - " temperature=0,\n", - ")" + "print(guard.history.last.prompt)" ] }, { @@ -234,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -279,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -351,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -393,7 +405,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.12.3" }, "orig_nbformat": 4, "vscode": { diff --git a/docs/examples/check_for_pii.ipynb b/docs/examples/check_for_pii.ipynb index 5afe56212..21743e11e 100644 --- a/docs/examples/check_for_pii.ipynb +++ b/docs/examples/check_for_pii.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -115,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -292,7 +292,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/docs/examples/competitors_check.ipynb b/docs/examples/competitors_check.ipynb index 8f9278c0b..9b46dbe22 100644 --- a/docs/examples/competitors_check.ipynb +++ b/docs/examples/competitors_check.ipynb @@ -26,11 +26,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Requirement already satisfied: nltk in ./.venv/lib/python3.10/site-packages (3.8.1)\n", - "Requirement already satisfied: click in ./.venv/lib/python3.10/site-packages (from nltk) (8.1.7)\n", - "Requirement already satisfied: joblib in ./.venv/lib/python3.10/site-packages (from nltk) (1.4.2)\n", - "Requirement already satisfied: regex>=2021.8.3 in ./.venv/lib/python3.10/site-packages (from nltk) (2023.12.25)\n", - "Requirement already satisfied: tqdm in ./.venv/lib/python3.10/site-packages (from nltk) (4.66.4)\n", + "Requirement already satisfied: nltk in ./.venv/lib/python3.12/site-packages (3.8.1)\n", + "Requirement already satisfied: click in ./.venv/lib/python3.12/site-packages (from nltk) (8.1.7)\n", + "Requirement already satisfied: joblib in ./.venv/lib/python3.12/site-packages (from nltk) (1.4.2)\n", + "Requirement already satisfied: regex>=2021.8.3 in ./.venv/lib/python3.12/site-packages (from nltk) (2023.12.25)\n", + "Requirement already satisfied: tqdm in ./.venv/lib/python3.12/site-packages (from nltk) (4.66.4)\n", "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mcompetitor_check...\u001b[0m\n", "✅Successfully installed guardrails/competitor_check!\n", "\n", @@ -47,24 +47,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validators/__init__.py:51: FutureWarning: \n", - " Importing validators from `guardrails.validators` is deprecated.\n", - " All validators are now available in the Guardrails Hub. Please install\n", - " and import them from the hub instead. All validators will be\n", - " removed from this module in the next major release.\n", - "\n", - " Install with: `guardrails hub install hub:///`\n", - " Import as: from guardrails.hub import `ValidatorName`\n", - " \n", - " warn(\n" - ] - } - ], + "outputs": [], "source": [ "from guardrails.hub import CompetitorCheck\n", "import guardrails as gd\n", @@ -325,7 +308,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/docs/examples/extracting_entities.ipynb b/docs/examples/extracting_entities.ipynb index 901132224..0272a00c4 100644 --- a/docs/examples/extracting_entities.ipynb +++ b/docs/examples/extracting_entities.ipynb @@ -148,7 +148,7 @@ "\n", "${document}\n", "\n", - "${gr.complete_json_suffix_v2}\n", + "${gr.complete_xml_suffix_v2}\n", "\"\"\"\n", "\n", "class Fee(BaseModel):\n", @@ -185,7 +185,7 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=CreditCardAgreement, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=CreditCardAgreement)" ] }, { @@ -216,6 +216,7 @@ "\n", "raw_llm_response, validated_response, *rest = guard(\n", " openai.completions.create,\n", + " prompt=prompt,\n", " prompt_params={\"document\": content[:6000]},\n", " model=\"gpt-3.5-turbo-instruct\",\n", " max_tokens=2048,\n", diff --git a/docs/examples/generate_structured_data.ipynb b/docs/examples/generate_structured_data.ipynb index ee80c9d24..f9d3a00b5 100644 --- a/docs/examples/generate_structured_data.ipynb +++ b/docs/examples/generate_structured_data.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ "prompt = \"\"\"\n", "Generate a dataset of fake user orders. Each row of the dataset should be valid.\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "class Order(BaseModel):\n", @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -120,11 +120,105 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=Orders, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=Orders)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/prompt/base_prompt.py:70: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n", + " warn(\n" + ] + }, + { + "ename": "PromptCallableException", + "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 195\u001b[0m \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m 200\u001b[0m \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m 201\u001b[0m \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m 202\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m 105\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m 106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m 107\u001b[0m (\n\u001b[1;32m 108\u001b[0m http_version,\n\u001b[1;32m 109\u001b[0m status,\n\u001b[1;32m 110\u001b[0m reason_phrase,\n\u001b[1;32m 111\u001b[0m headers,\n\u001b[1;32m 112\u001b[0m trailing_data,\n\u001b[0;32m--> 113\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 114\u001b[0m trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 115\u001b[0m http_version,\n\u001b[1;32m 116\u001b[0m status,\n\u001b[1;32m 117\u001b[0m reason_phrase,\n\u001b[1;32m 118\u001b[0m headers,\n\u001b[1;32m 119\u001b[0m )\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 237\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m 240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:958\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 958\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 959\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 961\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 962\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m 912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 915\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 916\u001b[0m \u001b[43m \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 917\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 918\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m 941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 943\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 947\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m 977\u001b[0m hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m 221\u001b[0m method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m 222\u001b[0m url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m 231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;66;03m# was passed to throw(). This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n", + "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mAPIConnectionError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 61\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m 217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 219\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 220\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 221\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m 222\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 223\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 224\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 225\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 103\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 104\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstruct_chat_response(\n\u001b[1;32m 107\u001b[0m stream\u001b[38;5;241m=\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 108\u001b[0m openai_response\u001b[38;5;241m=\u001b[39mresponse,\n\u001b[1;32m 109\u001b[0m )\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 607\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 638\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m 639\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 640\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 641\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 642\u001b[0m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 643\u001b[0m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m 644\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 645\u001b[0m \u001b[43m 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\u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 983\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 984\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 985\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 986\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 989\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1064\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 983\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 984\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 985\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 986\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 989\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1064\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:992\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 992\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m APIConnectionError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 994\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m 995\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 996\u001b[0m request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1000\u001b[0m response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m 1001\u001b[0m )\n", + "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mPromptCallableException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\n\u001b[1;32m 8\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:798\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 792\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m 793\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 794\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 795\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 796\u001b[0m )\n\u001b[0;32m--> 798\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 799\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 800\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 801\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 802\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 803\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 804\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 805\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 806\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 807\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 808\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 809\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:682\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m 667\u001b[0m llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m 668\u001b[0m llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 679\u001b[0m )\n\u001b[1;32m 681\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 682\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[43m \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 684\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 685\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 686\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 687\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 688\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 689\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 690\u001b[0m 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\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 667\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 668\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 670\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 671\u001b[0m \u001b[43m 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\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 678\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 679\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:753\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 736\u001b[0m \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m 737\u001b[0m runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m 738\u001b[0m output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m 739\u001b[0m output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 751\u001b[0m exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m 752\u001b[0m )\n\u001b[0;32m--> 753\u001b[0m call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 754\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 239\u001b[0m \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m 240\u001b[0m call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m 192\u001b[0m \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 194\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 195\u001b[0m \u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 196\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 200\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 201\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 202\u001b[0m \u001b[43m \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 203\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 205\u001b[0m \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 330\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m 331\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m 297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m 301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m 559\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m 560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m 563\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n", + "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m 60\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 61\u001b[0m )\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 64\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 69\u001b[0m )\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m 71\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 72\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 77\u001b[0m )\n", + "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string." + ] + } + ], + "source": [ + "import openai\n", + "\n", + "\n", + "res = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " max_tokens=2048,\n", + " temperature=0\n", + ")\n" ] }, { @@ -136,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -216,51 +310,17 @@ } ], "source": [ - "print(guard.rail.prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" + "print(guard.history.last.prompt)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'user_orders': [{'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},\n", - " {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},\n", - " {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},\n", - " {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},\n", - " {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},\n", - " {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},\n", - " {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},\n", - " {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},\n", - " {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},\n", - " {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}]}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "import openai\n", - "\n", - "\n", - "res = guard(\n", - " openai.chat.completions.create,\n", - " max_tokens=2048,\n", - " temperature=0\n", - ")\n", - "res.validated_output\n" + "print(res.raw_llm_output)\n", + "res.validated_output" ] }, { @@ -275,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -461,7 +521,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/docs/examples/generate_structured_data_cohere.ipynb b/docs/examples/generate_structured_data_cohere.ipynb index e22624ea8..294e50cf3 100644 --- a/docs/examples/generate_structured_data_cohere.ipynb +++ b/docs/examples/generate_structured_data_cohere.ipynb @@ -159,12 +159,13 @@ ], "source": [ "import guardrails as gd\n", - "guard = gd.Guard.from_pydantic(output_class=Orders, prompt=prompt)\n", + "guard = gd.Guard.from_pydantic(output_class=Orders)\n", "\n", "res = co.chat(message=\"hi\")\n", "\n", "raw_llm_response, validated_response, *rest = guard(\n", "\tco.chat,\n", + " \tprompt=prompt,\n", "\tmodel=\"command\",\n", "\tmax_tokens=1024,\n", "\ttemperature=0.3\n", diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb index d26409b4e..208ad5a0c 100644 --- a/docs/examples/guardrails_with_chat_models.ipynb +++ b/docs/examples/guardrails_with_chat_models.ipynb @@ -331,7 +331,7 @@ "\n", "${document}\n", "\n", - "${gr.complete_json_suffix_v2}\n", + "${gr.complete_xml_suffix_v2}\n", "\"\"\"\n", "\n", "class Fee(BaseModel):\n", @@ -410,16 +410,38 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=CreditCardAgreement, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=CreditCardAgreement)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As we can see, a few formatters weren't supported. These formatters won't be enforced in the output, but this information can still be used to generate a prompt.\n", + "As we can see, a few formatters weren't supported. These formatters won't be enforced in the output, but this information can still be used to generate a prompt." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import openai\n", "\n", - "We see the prompt that will be sent to the LLM. The `{document}` is substituted with the user provided value at runtime." + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={\"document\": content[:6000]},\n", + " max_tokens=2048,\n", + " temperature=0,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see in the prompt that was sent to the LLM, the `{document}` is substituted with the user provided value at runtime." ] }, { @@ -526,31 +548,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here's the formatted instructions sent as the system message to the LLM." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={\"document\": content[:6000]},\n", - " max_tokens=2048,\n", - " temperature=0,\n", - ")" + "print(guard.history.last.prompt)" ] }, { @@ -1652,7 +1650,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.12.3" }, "orig_nbformat": 4 }, diff --git a/docs/examples/no_secrets_in_generated_text.ipynb b/docs/examples/no_secrets_in_generated_text.ipynb index 05f0ecc16..6408f0fc2 100644 --- a/docs/examples/no_secrets_in_generated_text.ipynb +++ b/docs/examples/no_secrets_in_generated_text.ipynb @@ -117,7 +117,7 @@ "\n", "How do I use OpenAI's Completion API?\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\n", @@ -145,7 +145,7 @@ "\n", "How do I use OpenAI's Completion API?\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "class ScrubbedCode(BaseModel):\n", @@ -223,7 +223,40 @@ } ], "source": [ - "guard = gd.Guard.from_pydantic(output_class=ScrubbedCode, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=ScrubbedCode)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `guard` wrapper returns the raw_llm_respose (which is a simple string), and the validated and corrected output (which is a dictionary).\n", + "\n", + "We can see that the output is a dictionary with the correct schema and types." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import openai\n", + "\n", + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.completions.create,\n", + " model=\"gpt-3.5-turbo-instruct\",\n", + " max_tokens=2048,\n", + " temperature=0,\n", + " prompt=prompt\n", + ")" ] }, { @@ -231,7 +264,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We see the prompt that will be sent to the LLM." + "We can see the prompt that was sent to the LLM." ] }, { @@ -310,36 +343,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `guard` wrapper returns the raw_llm_respose (which is a simple string), and the validated and corrected output (which is a dictionary).\n", - "\n", - "We can see that the output is a dictionary with the correct schema and types." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.completions.create, model=\"gpt-3.5-turbo-instruct\", max_tokens=2048, temperature=0\n", - ")" + "print(guard.history.last.prompt)" ] }, { diff --git a/docs/examples/recipe_generation.ipynb b/docs/examples/recipe_generation.ipynb index 7996df62e..80d971084 100644 --- a/docs/examples/recipe_generation.ipynb +++ b/docs/examples/recipe_generation.ipynb @@ -119,7 +119,7 @@ "\n", "\n", "Generate a recipe for vegan mac and cheese.\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\n", @@ -145,7 +145,7 @@ "\n", "prompt = \"\"\"\n", "Generate a recipe for vegan mac and cheese.\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "class Ingredient(BaseModel):\n", @@ -233,16 +233,54 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=Recipe, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=Recipe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "As we can see, a few formatters weren't supported. These formatters won't be enforced in the output, but this information can still be used to generate a prompt.\n", + "As we can see, a few formatters weren't supported. These formatters won't be enforced in the output, but this information can still be used to generate a prompt." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" + ] + } + ], + "source": [ + "import openai\n", "\n", - "We see the prompt that will be sent to the LLM. The `{document}` is substituted with the user provided value at runtime." + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " max_tokens=2048,\n", + " temperature=0,\n", + " model=\"gpt-4\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the prompt that was sent to the LLM. The `{document}` param was substituted with the user provided value at runtime." ] }, { @@ -337,39 +375,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" - ] - } - ], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " max_tokens=2048,\n", - " temperature=0,\n", - " model=\"gpt-4\"\n", - ")" + "print(guard.history.last.prompt)" ] }, { diff --git a/docs/examples/select_choice_based_on_action.ipynb b/docs/examples/select_choice_based_on_action.ipynb index a26124879..e66225732 100644 --- a/docs/examples/select_choice_based_on_action.ipynb +++ b/docs/examples/select_choice_based_on_action.ipynb @@ -72,7 +72,7 @@ "\n", "You run into a ${opp_type}. What do you do?\n", "\n", - "${gr.complete_json_suffix_v2}\n", + "${gr.complete_xml_suffix_v2}\n", "\n", "\n", "\"\"\"" @@ -100,7 +100,7 @@ "\n", "You run into a ${opp_type}. What do you do?\n", "\n", - "${gr.complete_json_suffix_v2}\"\"\"\n", + "${gr.complete_xml_suffix_v2}\"\"\"\n", "\n", "class Fight(BaseModel):\n", " chosen_action: Literal['fight']\n", @@ -171,14 +171,108 @@ "\n", "from rich import print\n", "\n", - "guard = gd.Guard.from_pydantic(output_class=FightOrFlight, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=FightOrFlight)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The `Guard` object compiles the output schema and adds it to the prompt. We can see the final prompt below:" + "The `Guard` object compiles the output schema and adds it to the prompt." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now wrap the LLM API call with the `Guard` object. This will ensure that the LLM generates an output that is compliant with the RAIL spec.\n", + "\n", + "To start, we test with a 'giant' as an opponent, and look at the output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-23T15:10:08.998121Z", + "start_time": "2023-08-23T15:10:08.792027Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" + ] + } + ], + "source": [ + "import openai\n", + "\n", + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={'opp_type': 'giant'},\n", + " model=\"gpt-3.5-turbo\",\n", + " max_tokens=256,\n", + " temperature=0.0,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running the cell above returns:\n", + "1. The raw LLM text output as a single string.\n", + "2. A dictionary where the key is `python_code` and the value is the generated code.\n", + "\n", + "We can see that if the LLM chooses `flight`, the output is a dictionary with `flight_direction` and `distance` fields." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 1}}\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(validated_response)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also see the final prompt below:" ] }, { @@ -270,93 +364,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now wrap the LLM API call with the `Guard` object. This will ensure that the LLM generates an output that is compliant with the RAIL spec.\n", - "\n", - "To start, we test with a 'giant' as an opponent, and look at the output." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2023-08-23T15:10:08.998121Z", - "start_time": "2023-08-23T15:10:08.792027Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" - ] - } - ], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={'opp_type': 'giant'},\n", - " model=\"gpt-3.5-turbo\",\n", - " max_tokens=256,\n", - " temperature=0.0,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running the cell above returns:\n", - "1. The raw LLM text output as a single string.\n", - "2. A dictionary where the key is `python_code` and the value is the generated code.\n", - "\n", - "We can see that if the LLM chooses `flight`, the output is a dictionary with `flight_direction` and `distance` fields." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 1}}\n",
-       "
\n" - ], - "text/plain": [ - "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(validated_response)" + "print(guard.history.last.prompt)" ] }, { @@ -738,7 +746,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/docs/examples/syntax_error_free_sql.ipynb b/docs/examples/syntax_error_free_sql.ipynb index 30adf2121..606270e93 100644 --- a/docs/examples/syntax_error_free_sql.ipynb +++ b/docs/examples/syntax_error_free_sql.ipynb @@ -96,7 +96,7 @@ "\n", "${nl_instruction}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\n", @@ -135,7 +135,7 @@ "\n", "${nl_instruction}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "class ValidSql(BaseModel):\n", @@ -205,7 +205,7 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=ValidSql, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=ValidSql)" ] }, { @@ -213,7 +213,50 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We see the prompt that will be sent to the LLM:" + "Here, `nl_language` is the natural language instruction and will be provided by the user at runtime." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", + "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" + ] + } + ], + "source": [ + "import openai\n", + "\n", + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={\n", + " \"nl_instruction\": \"Select the name of the employee who has the highest salary.\"\n", + " },\n", + " max_tokens=2048,\n", + " temperature=0,\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the prompt that was sent to the LLM:" ] }, { @@ -288,49 +331,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, `nl_language` is the natural language instruction and will be provided by the user at runtime." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n", - "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n" - ] - } - ], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={\n", - " \"nl_instruction\": \"Select the name of the employee who has the highest salary.\"\n", - " },\n", - " max_tokens=2048,\n", - " temperature=0,\n", - ")" + "print(guard.history.last.prompt)" ] }, { diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb index b9c7e59ed..2994a0b0b 100644 --- a/docs/examples/text_summarization_quality.ipynb +++ b/docs/examples/text_summarization_quality.ipynb @@ -138,7 +138,7 @@ "\n", "${document}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\"\"\"\n", @@ -167,7 +167,7 @@ "\n", "${document}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "\n", @@ -251,14 +251,110 @@ } ], "source": [ - "guard = gd.Guard.from_pydantic(output_class=DocumentSummary, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=DocumentSummary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We see the prompt that will be sent to the LLM:" + "Here, `statement_to_be_translated` is the the statement and will be provided by the user at runtime." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, let's try translating a statement that doesn't have any profanity in it." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Similarity: 0.971, Type: \n" + ] + }, + { + "data": { + "text/html": [ + "
Validated Output: {'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United \n",
+       "States, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \n",
+       "composed of Members chosen every second Year by the People of the several States, and the Electors in each State \n",
+       "shall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \n",
+       "Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \n",
+       "a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \n",
+       "be chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \n",
+       "within this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \n",
+       "of free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \n",
+       "fifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\n",
+       "Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \n",
+       "direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \n",
+       "Least one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\n",
+       "chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \n",
+       "Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \n",
+       "five, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \n",
+       "thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \n",
+       "Speaker and other Officers; and shall have the sole Power of Impeachment.'}\n",
+       "
\n" + ], + "text/plain": [ + "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\n", + "\u001b[32mStates, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\n", + "\u001b[32mcomposed of Members chosen every second Year by the People of the several States, and the Electors in each State \u001b[0m\n", + "\u001b[32mshall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \u001b[0m\n", + "\u001b[32mPerson shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \u001b[0m\n", + "\u001b[32ma Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \u001b[0m\n", + "\u001b[32mbe chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\n", + "\u001b[32mwithin this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \u001b[0m\n", + "\u001b[32mof free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\n", + "\u001b[32mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\u001b[0m\n", + "\u001b[32mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \u001b[0m\n", + "\u001b[32mdirect. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \u001b[0m\n", + "\u001b[32mLeast one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\u001b[0m\n", + "\u001b[32mchuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \u001b[0m\n", + "\u001b[32mJersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \u001b[0m\n", + "\u001b[32mfive, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \u001b[0m\n", + "\u001b[32mthereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \u001b[0m\n", + "\u001b[32mSpeaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import openai\n", + "\n", + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={\"document\": document},\n", + " model=\"gpt-3.5-turbo\",\n", + " max_tokens=2048,\n", + " temperature=0,\n", + ")\n", + "\n", + "print(f\"Validated Output: {validated_response}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the prompt that was sent to the LLM:" ] }, { @@ -367,102 +463,7 @@ } ], "source": [ - "print(guard.rail.prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, `statement_to_be_translated` is the the statement and will be provided by the user at runtime." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, let's try translating a statement that doesn't have any profanity in it." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Similarity: 0.971, Type: \n" - ] - }, - { - "data": { - "text/html": [ - "
Validated Output: {'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United \n",
-       "States, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \n",
-       "composed of Members chosen every second Year by the People of the several States, and the Electors in each State \n",
-       "shall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \n",
-       "Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \n",
-       "a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \n",
-       "be chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \n",
-       "within this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \n",
-       "of free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \n",
-       "fifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\n",
-       "Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \n",
-       "direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \n",
-       "Least one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\n",
-       "chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \n",
-       "Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \n",
-       "five, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \n",
-       "thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \n",
-       "Speaker and other Officers; and shall have the sole Power of Impeachment.'}\n",
-       "
\n" - ], - "text/plain": [ - "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\n", - "\u001b[32mStates, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\n", - "\u001b[32mcomposed of Members chosen every second Year by the People of the several States, and the Electors in each State \u001b[0m\n", - "\u001b[32mshall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \u001b[0m\n", - "\u001b[32mPerson shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \u001b[0m\n", - "\u001b[32ma Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \u001b[0m\n", - "\u001b[32mbe chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\n", - "\u001b[32mwithin this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \u001b[0m\n", - "\u001b[32mof free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\n", - "\u001b[32mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\u001b[0m\n", - "\u001b[32mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \u001b[0m\n", - "\u001b[32mdirect. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \u001b[0m\n", - "\u001b[32mLeast one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\u001b[0m\n", - "\u001b[32mchuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \u001b[0m\n", - "\u001b[32mJersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \u001b[0m\n", - "\u001b[32mfive, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \u001b[0m\n", - "\u001b[32mthereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \u001b[0m\n", - "\u001b[32mSpeaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={\"document\": document},\n", - " model=\"gpt-3.5-turbo\",\n", - " max_tokens=2048,\n", - " temperature=0,\n", - ")\n", - "\n", - "print(f\"Validated Output: {validated_response}\")" + "print(guard.history.last.prompt)" ] }, { diff --git a/docs/examples/translation_to_specific_language.ipynb b/docs/examples/translation_to_specific_language.ipynb index c8dacdc39..2cf0fc519 100644 --- a/docs/examples/translation_to_specific_language.ipynb +++ b/docs/examples/translation_to_specific_language.ipynb @@ -163,7 +163,7 @@ "\n", "${statement_to_be_translated}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\n", @@ -204,7 +204,7 @@ "\n", "${statement_to_be_translated}\n", "\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "\n", @@ -304,14 +304,70 @@ } ], "source": [ - "guard = gd.Guard.from_pydantic(output_class=Translation, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=Translation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We see the prompt that will be sent to the LLM:" + "Here, `statement_to_be_translated` is the the statement and will be provided by the user at runtime." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Wrap the LLM API call with `Guard`" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, let's try translating a statement that doesn't have any profanity in it." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Validated Output: {'translated_statement': 'Chicken quesadilla'}\n",
+       "
\n" + ], + "text/plain": [ + "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'Chicken quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import openai\n", + "\n", + "raw_llm_response, validated_response, *rest = guard(\n", + " openai.chat.completions.create,\n", + " prompt=prompt,\n", + " prompt_params={\"statement_to_be_translated\": \"quesadilla de pollo\"},\n", + " model=\"gpt-3.5-turbo\",\n", + " max_tokens=2048,\n", + " temperature=0,\n", + ")\n", + "\n", + "print(f\"Validated Output: {validated_response}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see the prompt that was sent to the LLM:" ] }, { @@ -394,69 +450,14 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here, `statement_to_be_translated` is the the statement and will be provided by the user at runtime." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Wrap the LLM API call with `Guard`" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, let's try translating a statement that doesn't have any profanity in it." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Validated Output: {'translated_statement': 'Chicken quesadilla'}\n",
-       "
\n" - ], - "text/plain": [ - "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'Chicken quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import openai\n", - "\n", - "raw_llm_response, validated_response, *rest = guard(\n", - " openai.chat.completions.create,\n", - " prompt_params={\"statement_to_be_translated\": \"quesadilla de pollo\"},\n", - " model=\"gpt-3.5-turbo\",\n", - " max_tokens=2048,\n", - " temperature=0,\n", - ")\n", - "\n", - "print(f\"Validated Output: {validated_response}\")" + "print(guard.history.last.prompt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can take a look at the output of the LLM and the validated output using the Guard's internal logs:" + "We can also take a look at the output of the LLM and the validated output using the Guard's internal logs:" ] }, { @@ -757,7 +758,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.3" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/docs/examples/valid_chess_moves.ipynb b/docs/examples/valid_chess_moves.ipynb index 57980d31d..e3f57a160 100644 --- a/docs/examples/valid_chess_moves.ipynb +++ b/docs/examples/valid_chess_moves.ipynb @@ -121,7 +121,7 @@ "\n", "Generate a move for the chess board. The board is currently in the following state:\n", "${board_state}\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\n", "\n", "\n", @@ -146,7 +146,7 @@ "prompt = \"\"\"\n", "Generate a move for the chess board. The board is currently in the following state:\n", "${board_state}\n", - "${gr.complete_json_suffix}\n", + "${gr.complete_xml_suffix}\n", "\"\"\"\n", "\n", "class ChessMove(BaseModel):\n", @@ -198,7 +198,7 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=ChessMove, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=ChessMove)" ] }, { @@ -206,7 +206,46 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We see the prompt that will be sent to the LLM. The `{board_state}` is substituted with the current state of the board." + "Let's get the reference to the board." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "
r n b q k b n r\n",
+       "p p p p p p p p\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       ". . . . . . . .\n",
+       "P P P P P P P P\n",
+       "R N B Q K B N R
" + ], + "text/plain": [ + "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "board = guard._validator_map.get(\"move\")[0].board\n", + "board" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see in the prompt that was sent to the LLM, the `{board_state}` parameter is substituted with the current state of the board." ] }, { @@ -273,46 +312,7 @@ } ], "source": [ - "print(guard.base_prompt)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's get the reference to the board." - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "
r n b q k b n r\n",
-       "p p p p p p p p\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       ". . . . . . . .\n",
-       "P P P P P P P P\n",
-       "R N B Q K B N R
" - ], - "text/plain": [ - "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "board = guard.output_schema.root_datatype.children.__getattribute__(\"move\").validators[0].board\n", - "board" + "print(guard.history.last.prompt)" ] }, { @@ -559,7 +559,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.12.3" }, "orig_nbformat": 4, "vscode": { diff --git a/docs/guardrails_ai/getting_started.md b/docs/guardrails_ai/getting_started.md index c6499a365..c82a8c7c9 100644 --- a/docs/guardrails_ai/getting_started.md +++ b/docs/guardrails_ai/getting_started.md @@ -82,12 +82,13 @@ import openai prompt = """ What kind of pet should I get and what should I name it? - ${gr.complete_json_suffix_v2} + ${gr.complete_xml_suffix_v2} """ -guard = Guard.from_pydantic(output_class=Pet, prompt=prompt) +guard = Guard.from_pydantic(output_class=Pet) raw_output, validated_output, *rest = guard( llm_api=openai.chat.completions.create, + prompt=prompt, engine="gpt-3.5-turbo" ) diff --git a/docs/how_to_guides/logs.md b/docs/how_to_guides/logs.md index 13b4bc1ea..a503625af 100644 --- a/docs/how_to_guides/logs.md +++ b/docs/how_to_guides/logs.md @@ -56,7 +56,7 @@ You are a human in an enchanted forest. You come across opponents of different t You run into a ${opp_type}. What do you do? -${gr.complete_json_suffix_v2} +${gr.complete_xml_suffix_v2} Here are a few examples diff --git a/docs/how_to_guides/streaming.ipynb b/docs/how_to_guides/streaming.ipynb index 1e3254120..0c7920b14 100644 --- a/docs/how_to_guides/streaming.ipynb +++ b/docs/how_to_guides/streaming.ipynb @@ -116,7 +116,7 @@ "\n", "${doctors_notes}\n", "\n", - "${gr.complete_json_suffix_v2}\n", + "${gr.complete_xml_suffix_v2}\n", "\"\"\"\n", "\n", "doctors_notes = \"\"\"152 y/o female with chronic macular rash to face and hair, worse in beard, eyebrows and nares.\n", @@ -172,7 +172,7 @@ "metadata": {}, "outputs": [], "source": [ - "guard = gd.Guard.from_pydantic(output_class=PatientInfo, prompt=prompt)" + "guard = gd.Guard.from_pydantic(output_class=PatientInfo)" ] }, { @@ -236,6 +236,7 @@ "# Wrap the OpenAI API call with the `guard` object\n", "raw_llm_output, validated_output, *rest = guard(\n", " openai.chat.completions.create,\n", + " prompt=prompt,\n", " prompt_params={\"doctors_notes\": doctors_notes},\n", " max_tokens=1024,\n", " temperature=0.3,\n", diff --git a/docs/hub/api_reference_markdown/validators.md b/docs/hub/api_reference_markdown/validators.md index 7b0f047f0..ba9f966ab 100644 --- a/docs/hub/api_reference_markdown/validators.md +++ b/docs/hub/api_reference_markdown/validators.md @@ -764,7 +764,7 @@ distance in embedding space. guard = Guard.from_rail(...) guard( - openai.ChatCompletion.create(...), + openai.chat.completions.create(...), prompt_params={...}, temperature=0.0, metadata={"query_function": query_function}, @@ -785,7 +785,7 @@ distance in embedding space. guard = Guard.from_rail(...) guard( - openai.ChatCompletion.create(...), + openai.chat.completions.create(...), prompt_params={...}, temperature=0.0, metadata={ @@ -856,7 +856,7 @@ def embed_function(text: Union[str, List[str]]) -> np.ndarray: guard = Guard.from_rail(...) guard( - openai.ChatCompletion.create(...), + openai.chat.completions.create(...), prompt_params={...}, temperature=0.0, metadata={ diff --git a/docs/hub/concepts/validators.md b/docs/hub/concepts/validators.md index 578b8b9f5..1530ec1a7 100644 --- a/docs/hub/concepts/validators.md +++ b/docs/hub/concepts/validators.md @@ -18,7 +18,7 @@ As an example, the `ExtractedSummarySentencesMatch` validator accepts a `filepat guard = Guard.from_rail("my_railspec.rail") outcome = guard( - llm_api=openai.ChatCompletion.create, + llm_api=openai.chat.completions.create, model="gpt-3.5-turbo", num_reasks=3, metadata={ diff --git a/docs/integrations/azure_openai.ipynb b/docs/integrations/azure_openai.ipynb index cb3cd20d2..9040ef06e 100644 --- a/docs/integrations/azure_openai.ipynb +++ b/docs/integrations/azure_openai.ipynb @@ -119,7 +119,7 @@ ], "source": [ "raw_llm_output, validated_output, *rest = guard(\n", - " openai.ChatCompletion.create,\n", + " openai.chat.completions.create,\n", " engine=os.environ.get(\"AZURE_OPENAI_API_ENGINE\"),\n", " max_tokens=1024,\n", " temperature=0.3\n", diff --git a/docs/integrations/langchain.ipynb b/docs/integrations/langchain.ipynb index b82d75042..37090e04d 100644 --- a/docs/integrations/langchain.ipynb +++ b/docs/integrations/langchain.ipynb @@ -57,7 +57,7 @@ "\n", "${doctors_notes}\n", "\n", - "${gr.complete_json_suffix_v2}\n", + "${gr.complete_xml_suffix_v2}\n", "\n", "\n", "\"\"\"" diff --git a/docs/integrations/openai_functions.ipynb b/docs/integrations/openai_functions.ipynb index 029dee8a9..ba4e2dea1 100644 --- a/docs/integrations/openai_functions.ipynb +++ b/docs/integrations/openai_functions.ipynb @@ -78,7 +78,7 @@ "guard = gd.Guard.from_pydantic(Director, prompt=\"Generate data about a movie director.\")\n", "\n", "raw_llm_output, validated_output, *rest = guard(\n", - " openai.ChatCompletion.create,\n", + " openai.chat.completions.create,\n", " model=\"gpt-4-0613\",\n", " max_tokens=1024,\n", " temperature=0.0,\n", diff --git a/docs/llm_api_wrappers.md b/docs/llm_api_wrappers.md index 80fd31c1d..c62f6e090 100644 --- a/docs/llm_api_wrappers.md +++ b/docs/llm_api_wrappers.md @@ -19,9 +19,9 @@ guard = gd.Guard.from_rail(...) # Wrap openai API call raw_llm_output, guardrail_output, *rest = guard( - openai.Completion.create, + openai.completions.create, prompt_params={"prompt_param_1": "value_1", "prompt_param_2": "value_2", ..}, - engine="text-davinci-003", + model="gpt-3.5-turbo-instruct", max_tokens=100, temperature=0.0, ) @@ -38,7 +38,7 @@ guard = gd.Guard.from_rail(...) # Wrap openai API call raw_llm_output, guardrail_output, *rest = guard( - openai.ChatCompletion.create, + openai.chat.completions.create, prompt_params={"prompt_param_1": "value_1", "prompt_param_2": "value_2", ..}, system_prompt="You are a helpful assistant...", model="gpt-3.5-turbo", diff --git a/docs/the_guard.md b/docs/the_guard.md index 9c1c51c95..6837adfaa 100644 --- a/docs/the_guard.md +++ b/docs/the_guard.md @@ -19,8 +19,8 @@ from guardrails import Guard guard = Guard.from_rail(...) raw_output, validated_output, *rest = guard( - openai.Completion.create, - engine="text-davinci-003", + openai.completions.create, + model="gpt-3.5-turbo-instruct", max_tokens=1024, temperature=0.3 ) @@ -43,8 +43,8 @@ output = call_my_llm() validated_output = guard.parse( llm_output=output, - llm_api=openai.Completion.create, - engine="text-davinci-003", + llm_api=openai.completions.create, + model="gpt-3.5-turbo-instruct", max_tokens=1024, temperature=0.3, num_reasks=2 diff --git a/guardrails/prompt/base_prompt.py b/guardrails/prompt/base_prompt.py index 61a74aeed..1eed29cc1 100644 --- a/guardrails/prompt/base_prompt.py +++ b/guardrails/prompt/base_prompt.py @@ -6,7 +6,6 @@ import regex -from warnings import warn from guardrails.classes.templating.namespace_template import NamespaceTemplate from guardrails.utils.constants import constants from guardrails.utils.templating_utils import get_template_variables @@ -64,21 +63,6 @@ def substitute_constants(self, text): # Substitute all occurrences of ${gr.} # with the value of the constant. - json_constants = [m for m in matches if "json_" in m] - if len(json_constants) > 0: - first_const: str = json_constants[0] - warn( - Template( - "Prompt Primitives are moving! " - "To keep the same behaviour, " - "switch from `json` constants to `xml` constants. " - "Example: ${gr.${first_const}} -> ${gr.${xml_const}}", - ).safe_substitute( - first_const=first_const, - xml_const=first_const.replace("json_", "xml_"), - ), - FutureWarning, - ) for match in matches: template = NamespaceTemplate(text) mapping = {f"gr.{match}": constants[match]} From 373d8e36c7853588efaf7f139f24deeb2edd145c Mon Sep 17 00:00:00 2001 From: Caleb Courier Date: Thu, 20 Jun 2024 11:17:15 -0500 Subject: [PATCH 02/11] update most notebooks to latest syntax --- docs/examples/bug_free_python_code.ipynb | 257 ++-- docs/examples/check_for_pii.ipynb | 14 +- docs/examples/competitors_check.ipynb | 14 +- docs/examples/extracting_entities.ipynb | 640 ++++----- docs/examples/generate_structured_data.ipynb | 300 ++--- .../generate_structured_data_cohere.ipynb | 194 ++- .../guardrails_with_chat_models.ipynb | 892 ++++++++----- docs/examples/input_validation.ipynb | 33 +- .../no_secrets_in_generated_text.ipynb | 315 +++-- docs/examples/provenance.ipynb | 72 +- docs/examples/recipe_generation.ipynb | 868 ++++++------- docs/examples/regex_validation.ipynb | 51 +- docs/examples/response_is_on_topic.ipynb | 40 +- docs/examples/secrets_detection.ipynb | 31 +- .../select_choice_based_on_action.ipynb | 245 ++-- docs/examples/syntax_error_free_sql.ipynb | 143 +- .../examples/text_summarization_quality.ipynb | 285 ++-- docs/examples/toxic_language.ipynb | 34 +- .../translation_to_specific_language.ipynb | 181 +-- docs/examples/valid_chess_moves.ipynb | 174 ++- docs/examples/value_within_distribution.ipynb | 18 +- docs/hub/api_reference_markdown/validators.md | 1151 ----------------- guardrails/guard.py | 2 +- guardrails/utils/validator_utils.py | 7 +- 24 files changed, 2522 insertions(+), 3439 deletions(-) diff --git a/docs/examples/bug_free_python_code.ipynb b/docs/examples/bug_free_python_code.ipynb index 315891f98..fe3bde54d 100644 --- a/docs/examples/bug_free_python_code.ipynb +++ b/docs/examples/bug_free_python_code.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -123,71 +123,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 22, "metadata": {}, - "outputs": [ - { - "ename": "PromptCallableException", - "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 215\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m 219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 195\u001b[0m \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m 200\u001b[0m \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m 201\u001b[0m \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m 202\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m 105\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m 106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m 107\u001b[0m (\n\u001b[1;32m 108\u001b[0m http_version,\n\u001b[1;32m 109\u001b[0m status,\n\u001b[1;32m 110\u001b[0m reason_phrase,\n\u001b[1;32m 111\u001b[0m headers,\n\u001b[1;32m 112\u001b[0m trailing_data,\n\u001b[0;32m--> 113\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 114\u001b[0m trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 115\u001b[0m http_version,\n\u001b[1;32m 116\u001b[0m status,\n\u001b[1;32m 117\u001b[0m reason_phrase,\n\u001b[1;32m 118\u001b[0m headers,\n\u001b[1;32m 119\u001b[0m )\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 187\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 237\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m 240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n", - "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mRemoteProtocolError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:958\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 958\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 959\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 961\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 962\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m 912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 915\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 916\u001b[0m \u001b[43m \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 917\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 918\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m 941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 943\u001b[0m \u001b[43m \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 944\u001b[0m \u001b[43m \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 945\u001b[0m \u001b[43m \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 946\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 947\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m 977\u001b[0m hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m 221\u001b[0m method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m 222\u001b[0m url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m 231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m 233\u001b[0m \u001b[43m \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m 160\u001b[0m \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;66;03m# was passed to throw(). This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m 162\u001b[0m \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m 85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n", - "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mAPIConnectionError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 60\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 61\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m 217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 219\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 220\u001b[0m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 221\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m 222\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 223\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 224\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 225\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m 99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 103\u001b[0m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 104\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstruct_chat_response(\n\u001b[1;32m 107\u001b[0m stream\u001b[38;5;241m=\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m 108\u001b[0m openai_response\u001b[38;5;241m=\u001b[39mresponse,\n\u001b[1;32m 109\u001b[0m )\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 276\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 607\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 608\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 638\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m 639\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 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\u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 989\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1064\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 983\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 984\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 985\u001b[0m \u001b[43m \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 986\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 989\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1060\u001b[0m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1061\u001b[0m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1062\u001b[0m \u001b[43m \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1063\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1064\u001b[0m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:992\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m 991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 992\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m APIConnectionError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 994\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m 995\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 996\u001b[0m request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1000\u001b[0m response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m 1001\u001b[0m )\n", - "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mPromptCallableException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[16], line 7\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[1;32m 3\u001b[0m leetcode_problem \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;124mGiven a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is 1000.\u001b[39m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m----> 7\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mleetcode_problem\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mleetcode_problem\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:798\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 792\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m 793\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 794\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 795\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 796\u001b[0m )\n\u001b[0;32m--> 798\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 799\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 800\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 801\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 802\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 803\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 804\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 805\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 806\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 807\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 808\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 809\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:682\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m 667\u001b[0m llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m 668\u001b[0m llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 678\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 679\u001b[0m )\n\u001b[1;32m 681\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 682\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 683\u001b[0m \u001b[43m \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 684\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 685\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 686\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 687\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 688\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 689\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 690\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 691\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 692\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 693\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 694\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 695\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 696\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:666\u001b[0m, in \u001b[0;36mGuard._execute..__exec\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m 653\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_server(\n\u001b[1;32m 654\u001b[0m llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[1;32m 655\u001b[0m llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 662\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 663\u001b[0m )\n\u001b[1;32m 665\u001b[0m \u001b[38;5;66;03m# Otherwise, call the LLM synchronously\u001b[39;00m\n\u001b[0;32m--> 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 667\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 668\u001b[0m \u001b[43m \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 669\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 670\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 671\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 672\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 673\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 674\u001b[0m \u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 675\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 676\u001b[0m \u001b[43m \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 677\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 678\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 679\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:753\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 736\u001b[0m \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m 737\u001b[0m runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m 738\u001b[0m output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m 739\u001b[0m output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 751\u001b[0m exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m 752\u001b[0m )\n\u001b[0;32m--> 753\u001b[0m call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 754\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m 239\u001b[0m \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m 240\u001b[0m call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m 190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m 192\u001b[0m \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 194\u001b[0m \u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 195\u001b[0m \u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 196\u001b[0m \u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 197\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 199\u001b[0m \u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 200\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 201\u001b[0m \u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 202\u001b[0m \u001b[43m \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 203\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 205\u001b[0m \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m 206\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 330\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m 331\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m 295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m 297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m 301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m 559\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m 560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m 563\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 59\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m 60\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 61\u001b[0m )\n\u001b[1;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 64\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 67\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 69\u001b[0m )\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m 71\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m 72\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 77\u001b[0m )\n", - "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string." - ] - } - ], + "outputs": [], "source": [ "import openai\n", "\n", @@ -214,24 +152,77 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [ { - "ename": "AttributeError", - "evalue": "'Guard' object has no attribute 'rail'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[43mguard\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrail\u001b[49m\u001b[38;5;241m.\u001b[39mprompt)\n", - "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/pydantic/main.py:811\u001b[0m, in \u001b[0;36mBaseModel.__getattr__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 808\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__getattribute__\u001b[39m(item) \u001b[38;5;66;03m# Raises AttributeError if appropriate\u001b[39;00m\n\u001b[1;32m 809\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 810\u001b[0m \u001b[38;5;66;03m# this is the current error\u001b[39;00m\n\u001b[0;32m--> 811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m object has no attribute \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mitem\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n", - "\u001b[0;31mAttributeError\u001b[0m: 'Guard' object has no attribute 'rail'" - ] + "data": { + "text/html": [ + "
\n",
+       "Given the following high level leetcode problem description, write a short Python code snippet that solves the \n",
+       "problem.\n",
+       "\n",
+       "Problem Description:\n",
+       "\n",
+       "Given a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is 1000.\n",
+       "\n",
+       "\n",
+       "\n",
+       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
+       "\n",
+       "<output>\n",
+       "  <string format=\"reflex/valid_python\" name=\"python_code\" required=\"true\"></string>\n",
+       "</output>\n",
+       "\n",
+       "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
+       "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
+       "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
+       "specific types. Be correct and concise. If you are unsure anywhere, enter `null`.\n",
+       "\n",
+       "Here are examples of simple (XML, JSON) pairs that show the expected behavior:\n",
+       "- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\n",
+       "- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
+       "- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" format=\"1-indexed\" \n",
+       "/></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
+       "\n",
+       "
\n" + ], + "text/plain": [ + "\n", + "Given the following high level leetcode problem description, write a short Python code snippet that solves the \n", + "problem.\n", + "\n", + "Problem Description:\n", + "\n", + "Given a string s, find the longest palindromic substring in s. You may assume that the maximum length of s is \u001b[1;36m1000\u001b[0m.\n", + "\n", + "\n", + "\n", + "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n", + "\n", + "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n", + "\u001b[39m <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n", + "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n", + "\n", + "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n", + "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n", + "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n", + "\u001b[39mspecific types. Be correct and concise. If you are unsure anywhere, enter `null`.\u001b[0m\n", + "\n", + "\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n", + "\u001b[39m- `` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n", + "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n", + "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "print(guard.history.last.prompt)" + "print(guard.history.last.compiled_prompt)" ] }, { @@ -246,30 +237,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
{\n",
-       "    'python_code': 'def longest_palindromic_substring(s):\\n    if not s:\\n        return \"\"\\n    start = 0\\n    end\n",
-       "= 0\\n    for i in range(len(s)):\\n        len1 = expand_around_center(s, i, i)\\n        len2 = \n",
-       "expand_around_center(s, i, i + 1)\\n        max_len = max(len1, len2)\\n        if max_len > end - start:\\n          \n",
-       "start = i - (max_len - 1) // 2\\n            end = i + max_len // 2\\n    return s[start:end + 1]\\n\\n\\ndef \n",
-       "expand_around_center(s, left, right):\\n    while left >= 0 and right < len(s) and s[left] == s[right]:\\n        \n",
-       "left -= 1\\n        right += 1\\n    return right - left - 1'\n",
+       "    'python_code': 'class Solution:\\n    def longestPalindrome(self, s: str) -> str:\\n        if len(s) == 0:\\n    \n",
+       "return \"\"\\n        start = 0\\n        end = 0\\n        for i in range(len(s)):\\n            len1 = \n",
+       "self.expandAroundCenter(s, i, i)\\n            len2 = self.expandAroundCenter(s, i, i + 1)\\n            max_len = \n",
+       "max(len1, len2)\\n            if max_len > end - start:\\n                start = i - (max_len - 1) // 2\\n           \n",
+       "end = i + max_len // 2\\n        return s[start:end + 1]\\n\\n    def expandAroundCenter(self, s: str, left: int, \n",
+       "right: int) -> int:\\n        while left >= 0 and right < len(s) and s[left] == s[right]:\\n            left -= 1\\n  \n",
+       "right += 1\\n        return right - left - 1'\n",
        "}\n",
        "
\n" ], "text/plain": [ "\u001b[1m{\u001b[0m\n", - " \u001b[32m'python_code'\u001b[0m: \u001b[32m'def longest_palindromic_substring\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n if not s:\\n return \"\"\\n start = 0\\n end\u001b[0m\n", - "\u001b[32m= 0\\n for i in range\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlen\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n len1 = expand_around_center\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms, i, i\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n len2 = \u001b[0m\n", - "\u001b[32mexpand_around_center\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms, i, i + 1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n max_len = max\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlen1, len2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n if max_len > end - start:\\n \u001b[0m\n", - "\u001b[32mstart = i - \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmax_len - 1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m // 2\\n end = i + max_len // 2\\n return s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mstart:end + 1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\\n\\ndef \u001b[0m\n", - "\u001b[32mexpand_around_center\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms, left, right\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n while left >= 0 and right < len\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mleft\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mright\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n \u001b[0m\n", - "\u001b[32mleft -= 1\\n right += 1\\n return right - left - 1'\u001b[0m\n", + " \u001b[32m'python_code'\u001b[0m: \u001b[32m'class Solution:\\n def longestPalindrome\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself, s: str\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> str:\\n if len\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m == 0:\\n \u001b[0m\n", + "\u001b[32mreturn \"\"\\n start = 0\\n end = 0\\n for i in range\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlen\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m)\u001b[0m\u001b[32m:\\n len1 = \u001b[0m\n", + "\u001b[32mself.expandAroundCenter\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms, i, i\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n len2 = self.expandAroundCenter\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms, i, i + 1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n max_len = \u001b[0m\n", + "\u001b[32mmax\u001b[0m\u001b[32m(\u001b[0m\u001b[32mlen1, len2\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\n if max_len > end - start:\\n start = i - \u001b[0m\u001b[32m(\u001b[0m\u001b[32mmax_len - 1\u001b[0m\u001b[32m)\u001b[0m\u001b[32m // 2\\n \u001b[0m\n", + "\u001b[32mend = i + max_len // 2\\n return s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mstart:end + 1\u001b[0m\u001b[32m]\u001b[0m\u001b[32m\\n\\n def expandAroundCenter\u001b[0m\u001b[32m(\u001b[0m\u001b[32mself, s: str, left: int, \u001b[0m\n", + "\u001b[32mright: int\u001b[0m\u001b[32m)\u001b[0m\u001b[32m -> int:\\n while left >= 0 and right < len\u001b[0m\u001b[32m(\u001b[0m\u001b[32ms\u001b[0m\u001b[32m)\u001b[0m\u001b[32m and s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mleft\u001b[0m\u001b[32m]\u001b[0m\u001b[32m == s\u001b[0m\u001b[32m[\u001b[0m\u001b[32mright\u001b[0m\u001b[32m]\u001b[0m\u001b[32m:\\n left -= 1\\n \u001b[0m\n", + "\u001b[32mright += 1\\n return right - left - 1'\u001b[0m\n", "\u001b[1m}\u001b[0m\n" ] }, @@ -291,55 +284,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
def longest_palindromic_substring(s):\n",
-       "    if not s:\n",
-       "        return \"\"\n",
-       "    start = 0\n",
-       "    end = 0\n",
-       "    for i in range(len(s)):\n",
-       "        len1 = expand_around_center(s, i, i)\n",
-       "        len2 = expand_around_center(s, i, i + 1)\n",
-       "        max_len = max(len1, len2)\n",
-       "        if max_len > end - start:\n",
-       "            start = i - (max_len - 1) // 2\n",
-       "            end = i + max_len // 2\n",
-       "    return s\n",
+       "
class Solution:\n",
+       "    def longestPalindrome(self, s: str) -> str:\n",
+       "        if len(s) == 0:\n",
+       "            return \"\"\n",
+       "        start = 0\n",
+       "        end = 0\n",
+       "        for i in range(len(s)):\n",
+       "            len1 = self.expandAroundCenter(s, i, i)\n",
+       "            len2 = self.expandAroundCenter(s, i, i + 1)\n",
+       "            max_len = max(len1, len2)\n",
+       "            if max_len > end - start:\n",
+       "                start = i - (max_len - 1) // 2\n",
+       "                end = i + max_len // 2\n",
+       "        return s\n",
        "\n",
-       "\n",
-       "def expand_around_center(s, left, right):\n",
-       "    while left >= 0 and right < len(s) and s == s:\n",
-       "        left -= 1\n",
-       "        right += 1\n",
-       "    return right - left - 1\n",
+       "    def expandAroundCenter(self, s: str, left: int, right: int) -> int:\n",
+       "        while left >= 0 and right < len(s) and s == s:\n",
+       "            left -= 1\n",
+       "            right += 1\n",
+       "        return right - left - 1\n",
        "
\n"
       ],
       "text/plain": [
-       "def \u001b[1;35mlongest_palindromic_substring\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m:\n",
-       "    if not s:\n",
-       "        return \u001b[32m\"\"\u001b[0m\n",
-       "    start = \u001b[1;36m0\u001b[0m\n",
-       "    end = \u001b[1;36m0\u001b[0m\n",
-       "    for i in \u001b[1;35mrange\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m:\n",
-       "        len1 = \u001b[1;35mexpand_around_center\u001b[0m\u001b[1m(\u001b[0ms, i, i\u001b[1m)\u001b[0m\n",
-       "        len2 = \u001b[1;35mexpand_around_center\u001b[0m\u001b[1m(\u001b[0ms, i, i + \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m\n",
-       "        max_len = \u001b[1;35mmax\u001b[0m\u001b[1m(\u001b[0mlen1, len2\u001b[1m)\u001b[0m\n",
-       "        if max_len > end - start:\n",
-       "            start = i - \u001b[1m(\u001b[0mmax_len - \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n",
-       "            end = i + max_len \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n",
-       "    return s\n",
-       "\n",
+       "class Solution:\n",
+       "    def \u001b[1;35mlongestPalindrome\u001b[0m\u001b[1m(\u001b[0mself, s: str\u001b[1m)\u001b[0m -> str:\n",
+       "        if \u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m == \u001b[1;36m0\u001b[0m:\n",
+       "            return \u001b[32m\"\"\u001b[0m\n",
+       "        start = \u001b[1;36m0\u001b[0m\n",
+       "        end = \u001b[1;36m0\u001b[0m\n",
+       "        for i in \u001b[1;35mrange\u001b[0m\u001b[1m(\u001b[0m\u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m\u001b[1m)\u001b[0m:\n",
+       "            len1 = \u001b[1;35mself.expandAroundCenter\u001b[0m\u001b[1m(\u001b[0ms, i, i\u001b[1m)\u001b[0m\n",
+       "            len2 = \u001b[1;35mself.expandAroundCenter\u001b[0m\u001b[1m(\u001b[0ms, i, i + \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m\n",
+       "            max_len = \u001b[1;35mmax\u001b[0m\u001b[1m(\u001b[0mlen1, len2\u001b[1m)\u001b[0m\n",
+       "            if max_len > end - start:\n",
+       "                start = i - \u001b[1m(\u001b[0mmax_len - \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n",
+       "                end = i + max_len \u001b[35m/\u001b[0m\u001b[35m/\u001b[0m \u001b[1;36m2\u001b[0m\n",
+       "        return s\n",
        "\n",
-       "def \u001b[1;35mexpand_around_center\u001b[0m\u001b[1m(\u001b[0ms, left, right\u001b[1m)\u001b[0m:\n",
-       "    while left >= \u001b[1;36m0\u001b[0m and right < \u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m and s == s:\n",
-       "        left -= \u001b[1;36m1\u001b[0m\n",
-       "        right += \u001b[1;36m1\u001b[0m\n",
-       "    return right - left - \u001b[1;36m1\u001b[0m\n"
+       "    def \u001b[1;35mexpandAroundCenter\u001b[0m\u001b[1m(\u001b[0mself, s: str, left: int, right: int\u001b[1m)\u001b[0m -> int:\n",
+       "        while left >= \u001b[1;36m0\u001b[0m and right < \u001b[1;35mlen\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m and s == s:\n",
+       "            left -= \u001b[1;36m1\u001b[0m\n",
+       "            right += \u001b[1;36m1\u001b[0m\n",
+       "        return right - left - \u001b[1;36m1\u001b[0m\n"
       ]
      },
      "metadata": {},
diff --git a/docs/examples/check_for_pii.ipynb b/docs/examples/check_for_pii.ipynb
index 21743e11e..e3fd94814 100644
--- a/docs/examples/check_for_pii.ipynb
+++ b/docs/examples/check_for_pii.ipynb
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -176,7 +176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/examples/competitors_check.ipynb b/docs/examples/competitors_check.ipynb
index 9b46dbe22..7bf5d1d89 100644
--- a/docs/examples/competitors_check.ipynb
+++ b/docs/examples/competitors_check.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -39,13 +39,13 @@
     }
    ],
    "source": [
-    "! pip install nltk\n",
+    "! pip install nltk --quiet\n",
     "! guardrails hub install hub://guardrails/competitor_check --quiet"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -106,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -213,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
diff --git a/docs/examples/extracting_entities.ipynb b/docs/examples/extracting_entities.ipynb
index 0272a00c4..d9be0c291 100644
--- a/docs/examples/extracting_entities.ipynb
+++ b/docs/examples/extracting_entities.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -29,7 +29,11 @@
       "✅Successfully installed guardrails/one_line!\n",
       "\n",
       "\n",
-      "Requirement already satisfied: pypdfium2 in ./.venv/lib/python3.10/site-packages (4.30.0)\n",
+      "Collecting pypdfium2\n",
+      "  Using cached pypdfium2-4.30.0-py3-none-macosx_11_0_arm64.whl.metadata (48 kB)\n",
+      "Using cached pypdfium2-4.30.0-py3-none-macosx_11_0_arm64.whl (2.7 MB)\n",
+      "Installing collected packages: pypdfium2\n",
+      "Successfully installed pypdfium2-4.30.0\n",
       "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
@@ -69,17 +73,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
-      "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -136,7 +132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -181,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -208,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -236,7 +232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -244,7 +240,7 @@
       "text/html": [
        "
{\n",
        "    'fees': [\n",
-       "        {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},\n",
+       "        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\n",
        "        {\n",
        "            'name': 'my chase',\n",
        "            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \n",
@@ -252,9 +248,9 @@
        "the amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \n",
        "Fee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \n",
        "is paid in full.',\n",
-       "            'value': 0.0\n",
+       "            'value': 0\n",
        "        },\n",
-       "        {'name': 'transaction fees', 'explanation': 'None', 'value': 0.0},\n",
+       "        {'name': 'transaction fees', 'explanation': 'None', 'value': 0},\n",
        "        {\n",
        "            'name': 'balance transfers',\n",
        "            'explanation': 'Either $5 or 3% of the amount of each transfer, whichever is greater, on transfers made\n",
@@ -272,11 +268,11 @@
        "            'explanation': '3% of the amount of each transaction in U.S. dollars.',\n",
        "            'value': 3.0\n",
        "        },\n",
-       "        {'name': 'penalty fees', 'explanation': 'None', 'value': 0.0},\n",
+       "        {'name': 'penalty fees', 'explanation': 'None', 'value': 0},\n",
        "        {'name': 'late payment', 'explanation': 'Up to $40.', 'value': 40.0},\n",
-       "        {'name': 'over the', 'explanation': 'None', 'value': 0.0},\n",
+       "        {'name': 'over the', 'explanation': 'None', 'value': 0},\n",
        "        {'name': 'return payment', 'explanation': 'Up to $40.', 'value': 40.0},\n",
-       "        {'name': 'return check', 'explanation': 'None', 'value': 0.0}\n",
+       "        {'name': 'return check', 'explanation': 'None', 'value': 0}\n",
        "    ],\n",
        "    'interest_rates': [\n",
        "        {'account_type': 'purchase/my chase loan/balance transfer', 'rate': 19.49},\n",
@@ -289,7 +285,7 @@
       "text/plain": [
        "\u001b[1m{\u001b[0m\n",
        "    \u001b[32m'fees'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'my chase'\u001b[0m,\n",
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\n",
@@ -297,9 +293,9 @@
        "\u001b[32mthe amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \u001b[0m\n",
        "\u001b[32mFee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \u001b[0m\n",
        "\u001b[32mis paid in full.'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'transaction fees'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'transaction fees'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'balance transfers'\u001b[0m,\n",
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Either $5 or 3% of the amount of each transfer, whichever is greater, on transfers made\u001b[0m\n",
@@ -317,11 +313,11 @@
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'3% of the amount of each transaction in U.S. dollars.'\u001b[0m,\n",
        "            \u001b[32m'value'\u001b[0m: \u001b[1;36m3.0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'penalty fees'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'penalty fees'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'late payment'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'Up to $40.'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m40.0\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'over the'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'over the'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'return payment'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'Up to $40.'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m40.0\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'return check'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'return check'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m,\n",
        "    \u001b[32m'interest_rates'\u001b[0m: \u001b[1m[\u001b[0m\n",
        "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'purchase/my chase loan/balance transfer'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m19.49\u001b[0m\u001b[1m}\u001b[0m,\n",
@@ -341,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -482,23 +478,25 @@
        "│   │ │ it into.                                                                                                │ │\n",
        "│   │ │                                                                                                         │ │\n",
        "│   │ │ <output>                                                                                                │ │\n",
-       "│   │ │     <list name=\"fees\" description=\"What fees and charges are associated with my account?\">              │ │\n",
-       "│   │ │         <object>                                                                                        │ │\n",
-       "│   │ │             <string name=\"name\" format=\"guardrails/lowercase; guardrails/two_words\"/>                   │ │\n",
-       "│   │ │             <string name=\"explanation\" format=\"guardrails/one_line\"/>                                   │ │\n",
-       "│   │ │             <float name=\"value\" description=\"The fee amount in USD or as a percentage.\"/>               │ │\n",
-       "│   │ │         </object>                                                                                       │ │\n",
-       "│   │ │     </list>                                                                                             │ │\n",
-       "│   │ │     <list name=\"interest_rates\" description=\"What are the interest rates offered by the bank on         │ │\n",
-       "│   │ │ different kinds of accounts and products?\">                                                             │ │\n",
-       "│   │ │         <object>                                                                                        │ │\n",
-       "│   │ │             <string name=\"account_type\" format=\"guardrails/lowercase\"/>                                 │ │\n",
-       "│   │ │             <float name=\"rate\" description=\"The annual percentage rate (APR) for the account type.\"/>   │ │\n",
-       "│   │ │         </object>                                                                                       │ │\n",
-       "│   │ │     </list>                                                                                             │ │\n",
+       "│   │ │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"                 │ │\n",
+       "│   │ │ required=\"true\">                                                                                        │ │\n",
+       "│   │ │     <object required=\"true\">                                                                            │ │\n",
+       "│   │ │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string> │ │\n",
+       "│   │ │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>                 │ │\n",
+       "│   │ │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"                       │ │\n",
+       "│   │ │ required=\"true\"></float>                                                                                │ │\n",
+       "│   │ │     </object>                                                                                           │ │\n",
+       "│   │ │   </list>                                                                                               │ │\n",
+       "│   │ │   <list description=\"What are the interest rates offered by the bank on different kinds of accounts and │ │\n",
+       "│   │ │ products?\" name=\"interest_rates\" required=\"true\">                                                       │ │\n",
+       "│   │ │     <object required=\"true\">                                                                            │ │\n",
+       "│   │ │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>               │ │\n",
+       "│   │ │       <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\"           │ │\n",
+       "│   │ │ required=\"true\"></float>                                                                                │ │\n",
+       "│   │ │     </object>                                                                                           │ │\n",
+       "│   │ │   </list>                                                                                               │ │\n",
        "│   │ │ </output>                                                                                               │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
        "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -522,83 +520,83 @@
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "│   │ │ {                                                                                                       │ │\n",
-       "│   │ │     \"fees\": [                                                                                           │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"annual membership fee\",                                                            │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"my chase plan fee\",                                                                │ │\n",
-       "│   │ │             \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
-       "│   │ │ amount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that,        │ │\n",
-       "│   │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
-       "│   │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
-       "│   │ │ will remain the same until the My Chase Plan is paid in full.\",                                         │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"transaction fees\",                                                                 │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"balance transfers intro fee\",                                                      │ │\n",
-       "│   │ │             \"explanation\": \"Either $5 or 3% of the amount of each transfer, whichever is greater, on    │ │\n",
+       "│   │ │   \"fees\": [                                                                                             │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"annual membership fee\",                                                                  │ │\n",
+       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"my chase plan sm fee\",                                                                   │ │\n",
+       "│   │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
+       "│   │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
+       "│   │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
+       "│   │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
+       "│   │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
+       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"balance transfers intro fee\",                                                            │ │\n",
+       "│   │ │       \"explanation\": \"Either $5 or 3% of the amount of each transfer, whichever is greater, on          │ │\n",
        "│   │ │ transfers made within 60 days of account opening. After that: Either $5 or 5% of the amount of each     │ │\n",
        "│   │ │ transfer, whichever is greater.\",                                                                       │ │\n",
-       "│   │ │             \"value\": 5                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"cash advances\",                                                                    │ │\n",
-       "│   │ │             \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\", │ │\n",
-       "│   │ │             \"value\": 10                                                                                 │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"foreign transactions\",                                                             │ │\n",
-       "│   │ │             \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",                     │ │\n",
-       "│   │ │             \"value\": 3                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"penalty fees\",                                                                     │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"late payment\",                                                                     │ │\n",
-       "│   │ │             \"explanation\": \"Up to $40.\",                                                                │ │\n",
-       "│   │ │             \"value\": 40                                                                                 │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"over-the-credit-limit\",                                                            │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"return payment\",                                                                   │ │\n",
-       "│   │ │             \"explanation\": \"Up to $40.\",                                                                │ │\n",
-       "│   │ │             \"value\": 40                                                                                 │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"return check\",                                                                     │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         }                                                                                               │ │\n",
-       "│   │ │     ],                                                                                                  │ │\n",
-       "│   │ │     \"interest_rates\": [                                                                                 │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"purchase/my chase loan/balance transfer\",                                  │ │\n",
-       "│   │ │             \"rate\": 19.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"cash advance\",                                                             │ │\n",
-       "│   │ │             \"rate\": 29.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"penalty\",                                                                  │ │\n",
-       "│   │ │             \"rate\": 29.99                                                                               │ │\n",
-       "│   │ │         }                                                                                               │ │\n",
-       "│   │ │     ]                                                                                                   │ │\n",
+       "│   │ │       \"value\": 5                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"cash advances\",                                                                          │ │\n",
+       "│   │ │       \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",       │ │\n",
+       "│   │ │       \"value\": 10                                                                                       │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"foreign transactions\",                                                                   │ │\n",
+       "│   │ │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",                           │ │\n",
+       "│   │ │       \"value\": 3                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
+       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"late payment\",                                                                           │ │\n",
+       "│   │ │       \"explanation\": \"Up to $40.\",                                                                      │ │\n",
+       "│   │ │       \"value\": 40                                                                                       │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"over-the-credit-limit\",                                                                  │ │\n",
+       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"return payment\",                                                                         │ │\n",
+       "│   │ │       \"explanation\": \"Up to $40.\",                                                                      │ │\n",
+       "│   │ │       \"value\": 40                                                                                       │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"name\": \"return check\",                                                                           │ │\n",
+       "│   │ │       \"explanation\": \"None\",                                                                            │ │\n",
+       "│   │ │       \"value\": 0                                                                                        │ │\n",
+       "│   │ │     }                                                                                                   │ │\n",
+       "│   │ │   ],                                                                                                    │ │\n",
+       "│   │ │   \"interest_rates\": [                                                                                   │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
+       "│   │ │       \"rate\": 19.49                                                                                     │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
+       "│   │ │       \"rate\": 29.49                                                                                     │ │\n",
+       "│   │ │     },                                                                                                  │ │\n",
+       "│   │ │     {                                                                                                   │ │\n",
+       "│   │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
+       "│   │ │       \"rate\": 29.99                                                                                     │ │\n",
+       "│   │ │     }                                                                                                   │ │\n",
+       "│   │ │   ]                                                                                                     │ │\n",
        "│   │ │ }                                                                                                       │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
@@ -610,25 +608,29 @@
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
-       "│   │ │                         metadata=None,                                                                  │ │\n",
        "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
-       "│   │ │                         fix_value='annual membership'                                                   │ │\n",
+       "│   │ │                         fix_value='annual membership',                                                  │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
        "│   │ │                     )                                                                                   │ │\n",
        "│   │ │                 ],                                                                                      │ │\n",
        "│   │ │                 path=['fees', 0, 'name']                                                                │ │\n",
        "│   │ │             ),                                                                                          │ │\n",
        "│   │ │             'explanation': 'None',                                                                      │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
-       "│   │ │                 incorrect_value='my chase plan fee',                                                    │ │\n",
+       "│   │ │                 incorrect_value='my chase plan sm fee',                                                 │ │\n",
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
-       "│   │ │                         metadata=None,                                                                  │ │\n",
        "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
-       "│   │ │                         fix_value='my chase'                                                            │ │\n",
+       "│   │ │                         fix_value='my chase',                                                           │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
        "│   │ │                     )                                                                                   │ │\n",
        "│   │ │                 ],                                                                                      │ │\n",
        "│   │ │                 path=['fees', 1, 'name']                                                                │ │\n",
@@ -638,18 +640,20 @@
        "│   │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
        "│   │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
        "│   │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {'name': 'transaction fees', 'explanation': 'None', 'value': 0.0},                              │ │\n",
+       "│   │ │         {'name': 'transaction fees', 'explanation': 'None', 'value': 0},                                │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
        "│   │ │                 incorrect_value='balance transfers intro fee',                                          │ │\n",
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
-       "│   │ │                         metadata=None,                                                                  │ │\n",
        "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
-       "│   │ │                         fix_value='balance transfers'                                                   │ │\n",
+       "│   │ │                         fix_value='balance transfers',                                                  │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
        "│   │ │                     )                                                                                   │ │\n",
        "│   │ │                 ],                                                                                      │ │\n",
        "│   │ │                 path=['fees', 3, 'name']                                                                │ │\n",
@@ -669,7 +673,7 @@
        "│   │ │             'explanation': '3% of the amount of each transaction in U.S. dollars.',                     │ │\n",
        "│   │ │             'value': 3.0                                                                                │ │\n",
        "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {'name': 'penalty fees', 'explanation': 'None', 'value': 0.0},                                  │ │\n",
+       "│   │ │         {'name': 'penalty fees', 'explanation': 'None', 'value': 0},                                    │ │\n",
        "│   │ │         {'name': 'late payment', 'explanation': 'Up to $40.', 'value': 40.0},                           │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
@@ -677,18 +681,20 @@
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
-       "│   │ │                         metadata=None,                                                                  │ │\n",
        "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
-       "│   │ │                         fix_value='over the'                                                            │ │\n",
+       "│   │ │                         fix_value='over the',                                                           │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
        "│   │ │                     )                                                                                   │ │\n",
        "│   │ │                 ],                                                                                      │ │\n",
        "│   │ │                 path=['fees', 8, 'name']                                                                │ │\n",
        "│   │ │             ),                                                                                          │ │\n",
        "│   │ │             'explanation': 'None',                                                                      │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {'name': 'return payment', 'explanation': 'Up to $40.', 'value': 40.0},                         │ │\n",
-       "│   │ │         {'name': 'return check', 'explanation': 'None', 'value': 0.0}                                   │ │\n",
+       "│   │ │         {'name': 'return check', 'explanation': 'None', 'value': 0}                                     │ │\n",
        "│   │ │     ],                                                                                                  │ │\n",
        "│   │ │     'interest_rates': [                                                                                 │ │\n",
        "│   │ │         {                                                                                               │ │\n",
@@ -716,11 +722,11 @@
        "    │ │         ]                                                                                               │ │\n",
        "    │ │       },                                                                                                │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": {                                                                                         │ │\n",
-       "    │ │         \"incorrect_value\": \"my chase plan fee\",                                                         │ │\n",
+       "    │ │         \"incorrect_value\": \"my chase plan sm fee\",                                                      │ │\n",
        "    │ │         \"error_messages\": [                                                                             │ │\n",
        "    │ │           \"Value must be exactly two words\"                                                             │ │\n",
        "    │ │         ]                                                                                               │ │\n",
@@ -730,12 +736,12 @@
        "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
        "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
        "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": {                                                                                         │ │\n",
@@ -762,7 +768,7 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"late payment\",                                                                           │ │\n",
@@ -777,7 +783,7 @@
        "    │ │         ]                                                                                               │ │\n",
        "    │ │       },                                                                                                │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"return payment\",                                                                         │ │\n",
@@ -787,7 +793,7 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"return check\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"interest_rates\": [                                                                                   │ │\n",
@@ -812,23 +818,25 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <list name=\"fees\" description=\"What fees and charges are associated with my account?\">              │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <string name=\"name\" format=\"guardrails/lowercase; guardrails/two_words\"/>                   │ │\n",
-       "    │ │             <string name=\"explanation\" format=\"guardrails/one_line\"/>                                   │ │\n",
-       "    │ │             <float name=\"value\" description=\"The fee amount in USD or as a percentage.\"/>               │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
-       "    │ │     <list name=\"interest_rates\" description=\"What are the interest rates offered by the bank on         │ │\n",
-       "    │ │ different kinds of accounts and products?\">                                                             │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <string name=\"account_type\" format=\"guardrails/lowercase\"/>                                 │ │\n",
-       "    │ │             <float name=\"rate\" description=\"The annual percentage rate (APR) for the account type.\"/>   │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
+       "    │ │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"                 │ │\n",
+       "    │ │ required=\"true\">                                                                                        │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string> │ │\n",
+       "    │ │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>                 │ │\n",
+       "    │ │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"                       │ │\n",
+       "    │ │ required=\"true\"></float>                                                                                │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
+       "    │ │   <list description=\"What are the interest rates offered by the bank on different kinds of accounts and │ │\n",
+       "    │ │ products?\" name=\"interest_rates\" required=\"true\">                                                       │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>               │ │\n",
+       "    │ │       <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\"           │ │\n",
+       "    │ │ required=\"true\"></float>                                                                                │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -849,21 +857,21 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"annual membership fee\",                                                                  │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"my chase plan fee\",                                                                      │ │\n",
+       "    │ │       \"name\": \"my chase plan sm fee\",                                                                   │ │\n",
        "    │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
        "    │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
        "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
        "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
        "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"balance transfers intro fee\",                                                            │ │\n",
@@ -885,7 +893,7 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"late payment\",                                                                           │ │\n",
@@ -895,7 +903,7 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"over-the-credit-limit\",                                                                  │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"return payment\",                                                                         │ │\n",
@@ -905,7 +913,7 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"return check\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"interest_rates\": [                                                                                   │ │\n",
@@ -927,7 +935,7 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'fees': [                                                                                           │ │\n",
-       "    │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},                             │ │\n",
+       "    │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0},                               │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'my chase',                                                                         │ │\n",
        "    │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
@@ -935,9 +943,9 @@
        "    │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
        "    │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
        "    │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 0                                                                                  │ │\n",
        "    │ │         },                                                                                              │ │\n",
-       "    │ │         {'name': 'transaction fees', 'explanation': 'None', 'value': 0.0},                              │ │\n",
+       "    │ │         {'name': 'transaction fees', 'explanation': 'None', 'value': 0},                                │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'balance transfers',                                                                │ │\n",
        "    │ │             'explanation': 'Either $5 or 3% of the amount of each transfer, whichever is greater, on    │ │\n",
@@ -955,11 +963,11 @@
        "    │ │             'explanation': '3% of the amount of each transaction in U.S. dollars.',                     │ │\n",
        "    │ │             'value': 3.0                                                                                │ │\n",
        "    │ │         },                                                                                              │ │\n",
-       "    │ │         {'name': 'penalty fees', 'explanation': 'None', 'value': 0.0},                                  │ │\n",
+       "    │ │         {'name': 'penalty fees', 'explanation': 'None', 'value': 0},                                    │ │\n",
        "    │ │         {'name': 'late payment', 'explanation': 'Up to $40.', 'value': 40.0},                           │ │\n",
-       "    │ │         {'name': 'over the', 'explanation': 'None', 'value': 0.0},                                      │ │\n",
+       "    │ │         {'name': 'over the', 'explanation': 'None', 'value': 0},                                        │ │\n",
        "    │ │         {'name': 'return payment', 'explanation': 'Up to $40.', 'value': 40.0},                         │ │\n",
-       "    │ │         {'name': 'return check', 'explanation': 'None', 'value': 0.0}                                   │ │\n",
+       "    │ │         {'name': 'return check', 'explanation': 'None', 'value': 0}                                     │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'interest_rates': [                                                                                 │ │\n",
        "    │ │         {                                                                                               │ │\n",
@@ -1110,23 +1118,25 @@
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1150,83 +1160,83 @@
        "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"fees\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"annual membership fee\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"my chase plan fee\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mamount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwill remain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"balance transfers intro fee\",\u001b[0m\u001b[48;2;245;245;220m                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Either $5 or 3% of the amount of each transfer, whichever is greater, on \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"fees\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"balance transfers intro fee\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Either $5 or 3% of the amount of each transfer, whichever is greater, on \u001b[0m\u001b[48;2;245;245;220m        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mtransfers made within 60 days of account opening. After that: Either $5 or 5% of the amount of each \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mtransfer, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"cash advances\",\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"foreign transactions\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"late payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Up to $40.\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 40\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"over-the-credit-limit\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"return payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Up to $40.\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 40\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"return check\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 29.49\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"cash advances\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Either $10 or 5% of the amount of each transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"foreign transactions\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars.\",\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"late payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40.\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"over-the-credit-limit\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Up to $40.\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 40\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return check\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
@@ -1238,25 +1248,29 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='annual membership'\u001b[0m\u001b[48;2;240;255;240m                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='annual membership',\u001b[0m\u001b[48;2;240;255;240m                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 0, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan fee',\u001b[0m\u001b[48;2;240;255;240m                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan sm fee',\u001b[0m\u001b[48;2;240;255;240m                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='my chase'\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='my chase',\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 1, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1266,18 +1280,20 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'transaction fees', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'transaction fees', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='balance transfers intro fee',\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='balance transfers'\u001b[0m\u001b[48;2;240;255;240m                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='balance transfers',\u001b[0m\u001b[48;2;240;255;240m                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 3, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1297,7 +1313,7 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 3.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'penalty fees', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'penalty fees', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'late payment', 'explanation': 'Up to $40.', 'value': 40.0},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1305,18 +1321,20 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='over the'\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='over the',\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 8, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return payment', 'explanation': 'Up to $40.', 'value': 40.0},\u001b[0m\u001b[48;2;240;255;240m                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return check', 'explanation': 'None', 'value': 0.0}\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return check', 'explanation': 'None', 'value': 0}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1344,11 +1362,11 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      },\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"incorrect_value\": \"my chase plan fee\",\u001b[0m\u001b[48;2;240;248;255m                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"incorrect_value\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;240;248;255m                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m          \"Value must be exactly two words\"\u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1358,12 +1376,12 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;240;248;255m                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1390,7 +1408,7 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"late payment\",\u001b[0m\u001b[48;2;240;248;255m                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1405,7 +1423,7 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      },\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"return payment\",\u001b[0m\u001b[48;2;240;248;255m                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1415,7 +1433,7 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"return check\",\u001b[0m\u001b[48;2;240;248;255m                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ],\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"interest_rates\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1440,23 +1458,25 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1477,21 +1497,21 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan sm fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"balance transfers intro fee\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1513,7 +1533,7 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"late payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1523,7 +1543,7 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"over-the-credit-limit\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return payment\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1533,7 +1553,7 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"return check\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1555,7 +1575,7 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'fees': [\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'my chase',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1563,9 +1583,9 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'transaction fees', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'transaction fees', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'balance transfers',\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Either $5 or 3% of the amount of each transfer, whichever is greater, on \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1583,11 +1603,11 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars.',\u001b[0m\u001b[48;2;240;255;240m                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 3.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'penalty fees', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'penalty fees', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'late payment', 'explanation': 'Up to $40.', 'value': 40.0},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'over the', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'over the', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return payment', 'explanation': 'Up to $40.', 'value': 40.0},\u001b[0m\u001b[48;2;240;255;240m                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return check', 'explanation': 'None', 'value': 0.0}\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'return check', 'explanation': 'None', 'value': 0}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1602,7 +1622,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 136,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1628,7 +1648,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.12.3"
   },
   "vscode": {
    "interpreter": {
diff --git a/docs/examples/generate_structured_data.ipynb b/docs/examples/generate_structured_data.ipynb
index f9d3a00b5..890b44899 100644
--- a/docs/examples/generate_structured_data.ipynb
+++ b/docs/examples/generate_structured_data.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -61,9 +61,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "from guardrails.hub import ValidLength, TwoWords, ValidRange\n",
@@ -109,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -136,79 +145,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/prompt/base_prompt.py:70: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
-      "  warn(\n"
-     ]
-    },
-    {
-     "ename": "PromptCallableException",
-     "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m     \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    195\u001b[0m     \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m    201\u001b[0m     \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m    202\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m    203\u001b[0m     \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m     99\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    142\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m    106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m    107\u001b[0m     (\n\u001b[1;32m    108\u001b[0m         http_version,\n\u001b[1;32m    109\u001b[0m         status,\n\u001b[1;32m    110\u001b[0m         reason_phrase,\n\u001b[1;32m    111\u001b[0m         headers,\n\u001b[1;32m    112\u001b[0m         trailing_data,\n\u001b[0;32m--> 113\u001b[0m     ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    114\u001b[0m     trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    115\u001b[0m         http_version,\n\u001b[1;32m    116\u001b[0m         status,\n\u001b[1;32m    117\u001b[0m         reason_phrase,\n\u001b[1;32m    118\u001b[0m         headers,\n\u001b[1;32m    119\u001b[0m     )\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m     event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    187\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    237\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m    240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:958\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    957\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 958\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    959\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    960\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    961\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    962\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    963\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m    912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    915\u001b[0m \u001b[43m    \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    916\u001b[0m \u001b[43m    \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    917\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    918\u001b[0m \u001b[43m    \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m    941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    943\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    944\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    945\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    946\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    947\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m    977\u001b[0m     hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m   1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m    221\u001b[0m     method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m    222\u001b[0m     url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    230\u001b[0m     extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m    231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    233\u001b[0m \u001b[43m    \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m    157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m    160\u001b[0m     \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m    161\u001b[0m     \u001b[38;5;66;03m# was passed to throw().  This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m    162\u001b[0m     \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mAPIConnectionError\u001b[0m                        Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     60\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m    217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    219\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    220\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    221\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m    222\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    223\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    224\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    225\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m    100\u001b[0m     \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    103\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m    104\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstruct_chat_response(\n\u001b[1;32m    107\u001b[0m         stream\u001b[38;5;241m=\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m    108\u001b[0m         openai_response\u001b[38;5;241m=\u001b[39mresponse,\n\u001b[1;32m    109\u001b[0m     )\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m    606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m    607\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m    608\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    638\u001b[0m     timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m    639\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 640\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    641\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    642\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    643\u001b[0m \u001b[43m            \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m    644\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    645\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmodel\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    646\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfrequency_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    647\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunction_call\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    648\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunctions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    649\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogit_bias\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m 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     \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m            \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1246\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1243\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m   1244\u001b[0m     method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m   1245\u001b[0m )\n\u001b[0;32m-> 1246\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:927\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    918\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m    919\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m    920\u001b[0m     cast_to: Type[ResponseT],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    925\u001b[0m     stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    926\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m--> 927\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    928\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    929\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    930\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    931\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    932\u001b[0m \u001b[43m        \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    933\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    983\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    984\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    985\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    986\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1060\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1061\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1062\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1063\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:982\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 982\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    983\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    984\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    985\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    986\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    991\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1059\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1057\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1059\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1060\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1061\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1062\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1063\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:992\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    991\u001b[0m     log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 992\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m APIConnectionError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m    994\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m    995\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m    996\u001b[0m     request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1000\u001b[0m     response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m   1001\u001b[0m )\n",
-      "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mPromptCallableException\u001b[0m                   Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[5], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\n\u001b[1;32m      8\u001b[0m \u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:798\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    792\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m    793\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    794\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    795\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    796\u001b[0m         )\n\u001b[0;32m--> 798\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    799\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    800\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    801\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    802\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    803\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    804\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    805\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    806\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    807\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    808\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    809\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:682\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    666\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m    667\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m    668\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    678\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    679\u001b[0m     )\n\u001b[1;32m    681\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 682\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    683\u001b[0m \u001b[43m    \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    684\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    685\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    686\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    687\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    688\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    689\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    690\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    691\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    692\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    693\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    694\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    695\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    696\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:666\u001b[0m, in \u001b[0;36mGuard._execute..__exec\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    653\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_server(\n\u001b[1;32m    654\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[1;32m    655\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    662\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    663\u001b[0m     )\n\u001b[1;32m    665\u001b[0m \u001b[38;5;66;03m# Otherwise, call the LLM synchronously\u001b[39;00m\n\u001b[0;32m--> 666\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    667\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    668\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    677\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    678\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    679\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:753\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m    735\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    736\u001b[0m     \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m    737\u001b[0m     runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m    738\u001b[0m         output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m    739\u001b[0m         output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    751\u001b[0m         exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m    752\u001b[0m     )\n\u001b[0;32m--> 753\u001b[0m     call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    754\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    239\u001b[0m     \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m    240\u001b[0m     call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m    191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m    192\u001b[0m     \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m     iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    194\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    195\u001b[0m \u001b[43m        \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    196\u001b[0m \u001b[43m        \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    200\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    201\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    203\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    205\u001b[0m     \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m    206\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    330\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m    331\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m    297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m    301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m    559\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m    560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m    563\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m     60\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m     61\u001b[0m     )\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     64\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     66\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     67\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     68\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     69\u001b[0m     )\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m     71\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     72\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     73\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     77\u001b[0m     )\n",
-      "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string."
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import openai\n",
     "\n",
@@ -230,7 +169,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -243,19 +182,18 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <list name=\"user_orders\" description=\"Generate a list of user, and how many orders they have placed in the \n",
-       "past.\" format=\"guardrails/valid_length: min=10 max=10\">\n",
-       "        <object>\n",
-       "            <string name=\"user_id\" description=\"The user's id.\"/>\n",
-       "            <string name=\"user_name\" description=\"The user's first name and last name\" \n",
-       "format=\"guardrails/two_words\"/>\n",
-       "            <integer name=\"num_orders\" description=\"The number of orders the user has placed\" \n",
-       "format=\"guardrails/valid_range: min=0 max=50\"/>\n",
-       "        </object>\n",
-       "    </list>\n",
+       "  <list description=\"Generate a list of user, and how many orders they have placed in the past.\" \n",
+       "format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\">\n",
+       "    <object format=\"guardrails/valid_length: 10 10\" required=\"true\">\n",
+       "      <string description=\"The user's id.\" name=\"user_id\" required=\"true\"></string>\n",
+       "      <string description=\"The user's first name and last name\" format=\"guardrails/two_words\" name=\"user_name\" \n",
+       "required=\"true\"></string>\n",
+       "      <integer description=\"The number of orders the user has placed\" format=\"guardrails/valid_range: 0 50\" \n",
+       "name=\"num_orders\" required=\"true\"></integer>\n",
+       "    </object>\n",
+       "  </list>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -278,19 +216,18 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -310,14 +247,63 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "
{\"user_orders\":[{\"user_id\":\"u123\",\"user_name\":\"John Doe\",\"num_orders\":5},{\"user_id\":\"u456\",\"user_name\":\"Jane \n",
+       "Smith\",\"num_orders\":10},{\"user_id\":\"u789\",\"user_name\":\"Alice \n",
+       "Johnson\",\"num_orders\":3},{\"user_id\":\"u246\",\"user_name\":\"Bob \n",
+       "Brown\",\"num_orders\":20},{\"user_id\":\"u135\",\"user_name\":\"Emily \n",
+       "Davis\",\"num_orders\":8},{\"user_id\":\"u579\",\"user_name\":\"Michael \n",
+       "Wilson\",\"num_orders\":15},{\"user_id\":\"u357\",\"user_name\":\"Sarah \n",
+       "Lee\",\"num_orders\":7},{\"user_id\":\"u852\",\"user_name\":\"David \n",
+       "Moore\",\"num_orders\":12},{\"user_id\":\"u963\",\"user_name\":\"Laura \n",
+       "Taylor\",\"num_orders\":4},{\"user_id\":\"u741\",\"user_name\":\"Chris Anderson\",\"num_orders\":6}]}\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\u001b[1m{\u001b[0m\u001b[32m\"user_orders\"\u001b[0m:\u001b[1m[\u001b[0m\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u123\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"John Doe\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m5\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u456\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Jane \u001b[0m\n",
+       "\u001b[32mSmith\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m10\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u789\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Alice \u001b[0m\n",
+       "\u001b[32mJohnson\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m3\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u246\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Bob \u001b[0m\n",
+       "\u001b[32mBrown\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m20\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u135\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Emily \u001b[0m\n",
+       "\u001b[32mDavis\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m8\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u579\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Michael \u001b[0m\n",
+       "\u001b[32mWilson\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m15\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u357\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Sarah \u001b[0m\n",
+       "\u001b[32mLee\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m7\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u852\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"David \u001b[0m\n",
+       "\u001b[32mMoore\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m12\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u963\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Laura \u001b[0m\n",
+       "\u001b[32mTaylor\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m4\u001b[0m\u001b[1m}\u001b[0m,\u001b[1m{\u001b[0m\u001b[32m\"user_id\"\u001b[0m:\u001b[32m\"u741\"\u001b[0m,\u001b[32m\"user_name\"\u001b[0m:\u001b[32m\"Chris Anderson\"\u001b[0m,\u001b[32m\"num_orders\"\u001b[0m:\u001b[1;36m6\u001b[0m\u001b[1m}\u001b[0m\u001b[1m]\u001b[0m\u001b[1m}\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'user_orders': [{'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},\n",
+       "  {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 10},\n",
+       "  {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},\n",
+       "  {'user_id': 'u246', 'user_name': 'Bob Brown', 'num_orders': 20},\n",
+       "  {'user_id': 'u135', 'user_name': 'Emily Davis', 'num_orders': 8},\n",
+       "  {'user_id': 'u579', 'user_name': 'Michael Wilson', 'num_orders': 15},\n",
+       "  {'user_id': 'u357', 'user_name': 'Sarah Lee', 'num_orders': 7},\n",
+       "  {'user_id': 'u852', 'user_name': 'David Moore', 'num_orders': 12},\n",
+       "  {'user_id': 'u963', 'user_name': 'Laura Taylor', 'num_orders': 4},\n",
+       "  {'user_id': 'u741', 'user_name': 'Chris Anderson', 'num_orders': 6}]}"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "print(res.raw_llm_output)\n",
     "res.validated_output"
@@ -335,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -352,19 +338,18 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <list name=\"user_orders\" description=\"Generate a list of user, and how many orders they have placed │ │\n",
-       "    │ │ in the past.\" format=\"guardrails/valid_length: min=10 max=10\">                                          │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <string name=\"user_id\" description=\"The user's id.\"/>                                       │ │\n",
-       "    │ │             <string name=\"user_name\" description=\"The user's first name and last name\"                  │ │\n",
-       "    │ │ format=\"guardrails/two_words\"/>                                                                         │ │\n",
-       "    │ │             <integer name=\"num_orders\" description=\"The number of orders the user has placed\"           │ │\n",
-       "    │ │ format=\"guardrails/valid_range: min=0 max=50\"/>                                                         │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
+       "    │ │   <list description=\"Generate a list of user, and how many orders they have placed in the past.\"        │ │\n",
+       "    │ │ format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\">                             │ │\n",
+       "    │ │     <object format=\"guardrails/valid_length: 10 10\" required=\"true\">                                    │ │\n",
+       "    │ │       <string description=\"The user's id.\" name=\"user_id\" required=\"true\"></string>                     │ │\n",
+       "    │ │       <string description=\"The user's first name and last name\" format=\"guardrails/two_words\"           │ │\n",
+       "    │ │ name=\"user_name\" required=\"true\"></string>                                                              │ │\n",
+       "    │ │       <integer description=\"The number of orders the user has placed\" format=\"guardrails/valid_range: 0 │ │\n",
+       "    │ │ 50\" name=\"num_orders\" required=\"true\"></integer>                                                        │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -390,28 +375,28 @@
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {\"user_orders\":[{\"user_id\":\"u123\",\"user_name\":\"John                                                     │ │\n",
        "    │ │ Doe\",\"num_orders\":5},{\"user_id\":\"u456\",\"user_name\":\"Jane                                                │ │\n",
-       "    │ │ Smith\",\"num_orders\":12},{\"user_id\":\"u789\",\"user_name\":\"Alice                                            │ │\n",
-       "    │ │ Johnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Michael                                         │ │\n",
-       "    │ │ Brown\",\"num_orders\":8},{\"user_id\":\"u567\",\"user_name\":\"Emily                                             │ │\n",
-       "    │ │ Davis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"David                                            │ │\n",
-       "    │ │ Wilson\",\"num_orders\":15},{\"user_id\":\"u345\",\"user_name\":\"Sarah                                           │ │\n",
-       "    │ │ Martinez\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"Robert                                         │ │\n",
-       "    │ │ Anderson\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura                                         │ │\n",
-       "    │ │ Thompson\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"William Garcia\",\"num_orders\":18}]}             │ │\n",
+       "    │ │ Smith\",\"num_orders\":10},{\"user_id\":\"u789\",\"user_name\":\"Alice                                            │ │\n",
+       "    │ │ Johnson\",\"num_orders\":3},{\"user_id\":\"u246\",\"user_name\":\"Bob                                             │ │\n",
+       "    │ │ Brown\",\"num_orders\":20},{\"user_id\":\"u135\",\"user_name\":\"Emily                                            │ │\n",
+       "    │ │ Davis\",\"num_orders\":8},{\"user_id\":\"u579\",\"user_name\":\"Michael                                           │ │\n",
+       "    │ │ Wilson\",\"num_orders\":15},{\"user_id\":\"u357\",\"user_name\":\"Sarah                                           │ │\n",
+       "    │ │ Lee\",\"num_orders\":7},{\"user_id\":\"u852\",\"user_name\":\"David                                               │ │\n",
+       "    │ │ Moore\",\"num_orders\":12},{\"user_id\":\"u963\",\"user_name\":\"Laura                                            │ │\n",
+       "    │ │ Taylor\",\"num_orders\":4},{\"user_id\":\"u741\",\"user_name\":\"Chris Anderson\",\"num_orders\":6}]}                │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'user_orders': [                                                                                    │ │\n",
        "    │ │         {'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},                                  │ │\n",
-       "    │ │         {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},                               │ │\n",
+       "    │ │         {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 10},                               │ │\n",
        "    │ │         {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},                             │ │\n",
-       "    │ │         {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},                             │ │\n",
-       "    │ │         {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},                              │ │\n",
-       "    │ │         {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},                             │ │\n",
-       "    │ │         {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},                            │ │\n",
-       "    │ │         {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},                          │ │\n",
-       "    │ │         {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},                            │ │\n",
-       "    │ │         {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}                            │ │\n",
+       "    │ │         {'user_id': 'u246', 'user_name': 'Bob Brown', 'num_orders': 20},                                │ │\n",
+       "    │ │         {'user_id': 'u135', 'user_name': 'Emily Davis', 'num_orders': 8},                               │ │\n",
+       "    │ │         {'user_id': 'u579', 'user_name': 'Michael Wilson', 'num_orders': 15},                           │ │\n",
+       "    │ │         {'user_id': 'u357', 'user_name': 'Sarah Lee', 'num_orders': 7},                                 │ │\n",
+       "    │ │         {'user_id': 'u852', 'user_name': 'David Moore', 'num_orders': 12},                              │ │\n",
+       "    │ │         {'user_id': 'u963', 'user_name': 'Laura Taylor', 'num_orders': 4},                              │ │\n",
+       "    │ │         {'user_id': 'u741', 'user_name': 'Chris Anderson', 'num_orders': 6}                             │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -430,19 +415,18 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -468,28 +452,28 @@
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"user_orders\":[{\"user_id\":\"u123\",\"user_name\":\"John \u001b[0m\u001b[48;2;245;245;220m                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDoe\",\"num_orders\":5},{\"user_id\":\"u456\",\"user_name\":\"Jane \u001b[0m\u001b[48;2;245;245;220m                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mSmith\",\"num_orders\":12},{\"user_id\":\"u789\",\"user_name\":\"Alice \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJohnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Michael \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mBrown\",\"num_orders\":8},{\"user_id\":\"u567\",\"user_name\":\"Emily \u001b[0m\u001b[48;2;245;245;220m                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDavis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"David \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mWilson\",\"num_orders\":15},{\"user_id\":\"u345\",\"user_name\":\"Sarah \u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMartinez\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"Robert \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mAnderson\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThompson\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"William Garcia\",\"num_orders\":18}]}\u001b[0m\u001b[48;2;245;245;220m            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mSmith\",\"num_orders\":10},{\"user_id\":\"u789\",\"user_name\":\"Alice \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJohnson\",\"num_orders\":3},{\"user_id\":\"u246\",\"user_name\":\"Bob \u001b[0m\u001b[48;2;245;245;220m                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mBrown\",\"num_orders\":20},{\"user_id\":\"u135\",\"user_name\":\"Emily \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDavis\",\"num_orders\":8},{\"user_id\":\"u579\",\"user_name\":\"Michael \u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mWilson\",\"num_orders\":15},{\"user_id\":\"u357\",\"user_name\":\"Sarah \u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mLee\",\"num_orders\":7},{\"user_id\":\"u852\",\"user_name\":\"David \u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMoore\",\"num_orders\":12},{\"user_id\":\"u963\",\"user_name\":\"Laura \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mTaylor\",\"num_orders\":4},{\"user_id\":\"u741\",\"user_name\":\"Chris Anderson\",\"num_orders\":6}]}\u001b[0m\u001b[48;2;245;245;220m               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u246', 'user_name': 'Bob Brown', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u135', 'user_name': 'Emily Davis', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u579', 'user_name': 'Michael Wilson', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u357', 'user_name': 'Sarah Lee', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u852', 'user_name': 'David Moore', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u963', 'user_name': 'Laura Taylor', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u741', 'user_name': 'Chris Anderson', 'num_orders': 6}\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
diff --git a/docs/examples/generate_structured_data_cohere.ipynb b/docs/examples/generate_structured_data_cohere.ipynb
index 294e50cf3..837552847 100644
--- a/docs/examples/generate_structured_data_cohere.ipynb
+++ b/docs/examples/generate_structured_data_cohere.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "6a7c7d4a",
    "metadata": {},
    "outputs": [
@@ -68,7 +68,7 @@
     "!guardrails hub install hub://guardrails/valid_length --quiet\n",
     "!guardrails hub install hub://guardrails/two_words --quiet\n",
     "!guardrails hub install hub://guardrails/valid_range --quiet\n",
-    "!pip install cohere==5.3.2 --quiet"
+    "!pip install cohere --quiet"
    ]
   },
   {
@@ -81,10 +81,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "id": "3088fd99",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "from guardrails.hub import ValidLength, TwoWords, ValidRange\n",
@@ -121,7 +130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "840006ca-21ca-4f76-9ce1-e406d5d68412",
    "metadata": {},
    "outputs": [],
@@ -144,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "id": "42766922-14d0-4b5e-853a-23f05b896a09",
    "metadata": {},
    "outputs": [
@@ -152,12 +161,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator 1-indexed is not installed!\n",
-      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n"
+      "WARNING:guardrails-ai:Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
+      "WARNING:guardrails-ai:Invalid arguments! ('1-indexed', 'noop')\n"
      ]
     }
    ],
    "source": [
+    "from rich import print\n",
     "import guardrails as gd\n",
     "guard = gd.Guard.from_pydantic(output_class=Orders)\n",
     "\n",
@@ -200,19 +210,18 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <list name=\"user_orders\" description=\"Generate a list of users and how many orders they have placed │ │\n",
-       "    │ │ in the past.\" format=\"guardrails/valid_length: min=10 max=10\">                                          │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <integer name=\"user_id\" description=\"The user's id.\" format=\"1-indexed\"/>                   │ │\n",
-       "    │ │             <string name=\"user_name\" description=\"The user's first name and last name\"                  │ │\n",
-       "    │ │ format=\"guardrails/two_words\"/>                                                                         │ │\n",
-       "    │ │             <integer name=\"num_orders\" description=\"The number of orders the user has placed\"           │ │\n",
-       "    │ │ format=\"guardrails/valid_range: min=0 max=50\"/>                                                         │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
+       "    │ │   <list description=\"Generate a list of users and how many orders they have placed in the past.\"        │ │\n",
+       "    │ │ format=\"guardrails/valid_length: 10 10\" name=\"user_orders\" required=\"true\">                             │ │\n",
+       "    │ │     <object format=\"guardrails/valid_length: 10 10\" required=\"true\">                                    │ │\n",
+       "    │ │       <integer description=\"The user's id.\" name=\"user_id\" required=\"true\"></integer>                   │ │\n",
+       "    │ │       <string description=\"The user's first name and last name\" format=\"guardrails/two_words\"           │ │\n",
+       "    │ │ name=\"user_name\" required=\"true\"></string>                                                              │ │\n",
+       "    │ │       <integer description=\"The number of orders the user has placed\" format=\"guardrails/valid_range: 0 │ │\n",
+       "    │ │ 50\" name=\"num_orders\" required=\"true\"></integer>                                                        │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -247,53 +256,43 @@
        "    │ │     \"user_orders\": [                                                                                    │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 1,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"John Mcdonald\",                                                               │ │\n",
-       "    │ │             \"num_orders\": 6                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Fiona Gupta\",                                                                 │ │\n",
+       "    │ │             \"num_orders\": 8                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 2,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Jane Smith\",                                                                  │ │\n",
-       "    │ │             \"num_orders\": 4                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Roger Mcdonald\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 10                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 3,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"David Lee\",                                                                   │ │\n",
-       "    │ │             \"num_orders\": 2                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Matthew Logan\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 20                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 4,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Rachelle Gonzalez\",                                                           │ │\n",
-       "    │ │             \"num_orders\": 1                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Parisa Rafahari\",                                                             │ │\n",
+       "    │ │             \"num_orders\": 4                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 5,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Frank Anderson\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 3                                                                             │ │\n",
+       "    │ │             \"user_name\": \"John Mcdonald\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 6                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 6,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Lisa Taylor\",                                                                 │ │\n",
-       "    │ │             \"num_orders\": 5                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Micheal Anderson\",                                                            │ │\n",
+       "    │ │             \"num_orders\": 2                                                                             │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 7,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Peter Wilson\",                                                                │ │\n",
-       "    │ │             \"num_orders\": 7                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Hannah Wilson\",                                                               │ │\n",
+       "    │ │             \"num_orders\": 10                                                                            │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             \"user_id\": 8,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Micheal Harris\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 4                                                                             │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 9,                                                                               │ │\n",
-       "    │ │             \"user_name\": \"Sarah Anderson\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 2                                                                             │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"user_id\": 10,                                                                              │ │\n",
-       "    │ │             \"user_name\": \"Jessica Taylor\",                                                              │ │\n",
-       "    │ │             \"num_orders\": 1                                                                             │ │\n",
+       "    │ │             \"user_name\": \"Jessica Wilson\",                                                              │ │\n",
+       "    │ │             \"num_orders\": 18                                                                            │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
@@ -301,16 +300,16 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'user_orders': [                                                                                    │ │\n",
-       "    │ │         {'user_id': 1, 'user_name': 'John Mcdonald', 'num_orders': 6},                                  │ │\n",
-       "    │ │         {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 4},                                     │ │\n",
-       "    │ │         {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 2},                                      │ │\n",
-       "    │ │         {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 1},                              │ │\n",
-       "    │ │         {'user_id': 5, 'user_name': 'Frank Anderson', 'num_orders': 3},                                 │ │\n",
-       "    │ │         {'user_id': 6, 'user_name': 'Lisa Taylor', 'num_orders': 5},                                    │ │\n",
-       "    │ │         {'user_id': 7, 'user_name': 'Peter Wilson', 'num_orders': 7},                                   │ │\n",
-       "    │ │         {'user_id': 8, 'user_name': 'Micheal Harris', 'num_orders': 4},                                 │ │\n",
-       "    │ │         {'user_id': 9, 'user_name': 'Sarah Anderson', 'num_orders': 2},                                 │ │\n",
-       "    │ │         {'user_id': 10, 'user_name': 'Jessica Taylor', 'num_orders': 1}                                 │ │\n",
+       "    │ │         {'user_id': 1, 'user_name': 'Fiona Gupta', 'num_orders': 8},                                    │ │\n",
+       "    │ │         {'user_id': 2, 'user_name': 'Roger Mcdonald', 'num_orders': 10},                                │ │\n",
+       "    │ │         {'user_id': 3, 'user_name': 'Matthew Logan', 'num_orders': 20},                                 │ │\n",
+       "    │ │         {'user_id': 4, 'user_name': 'Parisa Rafahari', 'num_orders': 4},                                │ │\n",
+       "    │ │         {'user_id': 5, 'user_name': 'John Mcdonald', 'num_orders': 6},                                  │ │\n",
+       "    │ │         {'user_id': 6, 'user_name': 'Micheal Anderson', 'num_orders': 2},                               │ │\n",
+       "    │ │         {'user_id': 7, 'user_name': 'Hannah Wilson', 'num_orders': 10},                                 │ │\n",
+       "    │ │         {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18},                                │ │\n",
+       "    │ │         {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18},                                │ │\n",
+       "    │ │         {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18}                                 │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -329,19 +328,18 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -376,53 +374,43 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"user_orders\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"John Mcdonald\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 6\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Fiona Gupta\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 8\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jane Smith\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Roger Mcdonald\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Lee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Matthew Logan\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 20\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Rachelle Gonzalez\",\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Parisa Rafahari\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Frank Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"John Mcdonald\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 6\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Lisa Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Micheal Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Peter Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Hannah Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Micheal Harris\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 9,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sarah Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jessica Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jessica Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 18\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -430,16 +418,16 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 1, 'user_name': 'John Mcdonald', 'num_orders': 6},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 1},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'Frank Anderson', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Lisa Taylor', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 7, 'user_name': 'Peter Wilson', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Micheal Harris', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 9, 'user_name': 'Sarah Anderson', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Jessica Taylor', 'num_orders': 1}\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 1, 'user_name': 'Fiona Gupta', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Roger Mcdonald', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'Matthew Logan', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 4, 'user_name': 'Parisa Rafahari', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'John Mcdonald', 'num_orders': 6},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Micheal Anderson', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 7, 'user_name': 'Hannah Wilson', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18},\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Jessica Wilson', 'num_orders': 18}\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -473,7 +461,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index 208ad5a0c..406007a0b 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -20,7 +20,9 @@
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mone_line...\u001b[0m\n",
       "✅Successfully installed guardrails/one_line!\n",
       "\n",
-      "\n"
+      "\n",
+      "Requirement already satisfied: pypdfium2 in /Users/calebcourier/Projects/gr-mono/guardrails/.venv/lib/python3.12/site-packages (4.30.0)\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
      ]
     }
    ],
@@ -57,14 +59,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/pypdfium2/_helpers/textpage.py:80: UserWarning: get_text_range() call with default params will be implicitly redirected to get_text_bounded()\n",
       "  warnings.warn(\"get_text_range() call with default params will be implicitly redirected to get_text_bounded()\")\n"
      ]
     },
@@ -248,7 +250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -302,23 +304,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validators/__init__.py:51: FutureWarning: \n",
-      "    Importing validators from `guardrails.validators` is deprecated.\n",
-      "    All validators are now available in the Guardrails Hub. Please install\n",
-      "    and import them from the hub instead. All validators will be\n",
-      "    removed from this module in the next major release.\n",
-      "\n",
-      "    Install with: `guardrails hub install hub:///`\n",
-      "    Import as: from guardrails.hub import `ValidatorName`\n",
-      "    \n",
-      "  warn(\n"
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
    ],
@@ -370,29 +364,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator 1-indexed is not installed!\n",
-      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n",
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator hub is not installed!\n",
-      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n",
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validator_base.py:410: FutureWarning: Accessing `OneLine` using\n",
-      "`from guardrails.validators import OneLine` is deprecated and\n",
-      "support will be removed after version 0.5.x. Please switch to the Guardrails Hub syntax:\n",
-      "`from guardrails.hub import OneLine` for future updates and support.\n",
-      "For additional details, please visit: https://hub.guardrailsai.com/validator/guardrails/one_line.\n",
-      "\n",
-      "  warn(\n",
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator percentage is not installed!\n",
-      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -406,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -422,7 +396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -446,17 +420,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/ipykernel_82182/3983563700.py:1: DeprecationWarning: 'Guard.base_prompt' is deprecated and will be removed in versions 0.5.x and beyond. Use 'Guard.history.last.prompt' instead.\n",
-      "  print(guard.base_prompt)\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -464,29 +430,137 @@
        "Given the following document, answer the following questions. If the answer doesn't exist in the document, enter \n",
        "'None'.\n",
        "\n",
-       "${document}\n",
+       "2/25/23, 7:59 PM about:blank\n",
+       "about:blank 1/4\n",
+       "PRICING INFORMATION\n",
+       "INTEREST RATES AND INTEREST CHARGES\n",
+       "Purchase Annual\n",
+       "Percentage Rate (APR) 0% Intro APR for the first 18 months that your Account is open.\n",
+       "After that, 19.49%. This APR will vary with the market based on the Prime\n",
+       "Rate.\n",
+       "a\n",
+       "My Chase Loan\n",
+       "SM APR 19.49%. This APR will vary with the market based on the Prime Rate.\n",
+       "a\n",
+       "Promotional offers with fixed APRs and varying durations may be available from\n",
+       "time to time on some accounts.\n",
+       "Balance Transfer APR 0% Intro APR for the first 18 months that your Account is open.\n",
+       "After that, 19.49%. This APR will vary with the market based on the Prime\n",
+       "Rate.\n",
+       "a\n",
+       "Cash Advance APR 29.49%. This APR will vary with the market based on the Prime Rate.\n",
+       "b\n",
+       "Penalty APR and When\n",
+       "It Applies\n",
+       "Up to 29.99%. This APR will vary with the market based on the Prime Rate.\n",
+       "c\n",
+       "We may apply the Penalty APR to your account if you:\n",
+       "fail to make a Minimum Payment by the date and time that it is due; or\n",
+       "make a payment to us that is returned unpaid.\n",
+       "How Long Will the Penalty APR Apply?: If we apply the Penalty APR for\n",
+       "either of these reasons, the Penalty APR could potentially remain in effect\n",
+       "indefinitely.\n",
+       "How to Avoid Paying\n",
+       "Interest on Purchases\n",
+       "Your due date will be a minimum of 21 days after the close of each billing cycle.\n",
+       "We will not charge you interest on new purchases if you pay your entire balance\n",
+       "or Interest Saving Balance by the due date each month. We will begin charging\n",
+       "interest on balance transfers and cash advances on the transaction date.\n",
+       "Minimum Interest\n",
+       "Charge\n",
+       "None\n",
+       "Credit Card Tips from\n",
+       "the Consumer Financial\n",
+       "Protection Bureau\n",
+       "To learn more about factors to consider when applying for or using a credit card,\n",
+       "visit the website of the Consumer Financial Protection Bureau at\n",
+       "http://www.consumerfinance.gov/learnmore.\n",
+       "FEES\n",
+       "Annual Membership\n",
+       "Fee\n",
+       "None\n",
+       "My Chase Plan\n",
+       "SM Fee\n",
+       "(fixed finance charge)\n",
+       "Monthly fee of 0% of the amount of each eligible purchase transaction or\n",
+       "amount selected to create a My Chase Plan while in the 0% Intro Purchase\n",
+       "APR period.\n",
+       "After that, monthly fee of 1.72% of the amount of each eligible purchase\n",
+       "transaction or amount selected to create a My Chase Plan. The My Chase Plan\n",
+       "Fee will be determined at the time each My Chase Plan is created and will\n",
+       "remain the same until the My Chase Plan is paid in full.\n",
+       "d\n",
+       "Transaction Fees\n",
+       "Balance Transfers Intro fee of either $5 or 3% of the amount of each transfer, whichever is greater,\n",
+       "on transfers made within 60 days of account opening. After that: Either $5 or 5%\n",
+       "of the amount of each transfer, whichever is greater.\n",
+       "Cash Advances Either $10 or 5% of the amount of each transaction, whichever is greater.\n",
+       "2/25/23, 7:59 PM about:blank\n",
+       "about:blank 2/4\n",
+       "Foreign Transactions 3% of the amount of each transaction in U.S. dollars.\n",
+       "Penalty Fees\n",
+       "Late Payment Up to $40.\n",
+       "Over-the-Credit-Limit None\n",
+       "Return Payment Up to $40.\n",
+       "Return Check None\n",
+       "Note: This account may not be eligible for balance transfers.\n",
+       "Loss of Intro APR: We will end your introductory APR if any required Minimum Payment is 60 days late, and\n",
+       "apply the Penalty APR.\n",
+       "How We Will Calculate Your Balance: We use the daily balance method (including new transactions).\n",
+       "Prime Rate: Variable APRs are based on the 7.75% Prime Rate as of 2/7/2023.\n",
+       "aWe add 11.74% to the Prime Rate to determine the Purchase/My Chase Loan/Balance Transfer APR.\n",
+       "Maximum APR 29.99%.\n",
+       "bWe add 21.74% to the Prime Rate to determine the Cash Advance APR. Maximum APR 29.99%.\n",
+       "cWe add up to 26.99% to the Prime Rate to determine the Penalty APR. Maximum APR 29.99%.\n",
+       "dMy Chase Plan Fee: The My Chase Plan Fee is calculated at the time each plan is created and is based on\n",
+       "the amount of each purchase transaction or amount selected to create the plan, the number of billing periods\n",
+       "you choose to pay the balance in full, and other factors. The monthly and aggregate dollar amount of your My\n",
+       "Chase Plan Fee will be disclosed during the activation of each My Chase Plan.\n",
+       "MILITARY LENDING ACT NOTICE: Federal law provides important protections to members of the Armed\n",
+       "Forces and their dependents relating to extensions of consumer credit. In general, the cost of consumer credit\n",
+       "to a member of the Armed Forces and his or her dependent may not exceed an annual percentage rate of 36\n",
+       "percent. This rate must include, as applicable to the credit transaction or account: the costs associated with\n",
+       "credit insurance premiums; fees for ancillary products sold in connection with the credit transaction; any\n",
+       "application fee charged (other than certain application fees for specified credit transactions or accounts); and\n",
+       "any participation fee charged (other than certain participation fees for a credit card account). To receive this\n",
+       "information and a description of your payment obligation verbally, please call 1-800-235-9978.\n",
+       "TERMS & CONDITIONS\n",
+       "Authorization: When you respond to this credit card offer from JPMorgan Chase Bank, N.A., Member FDIC, a\n",
+       "subsidiary of JPMorgan Chase & Co. (\"Chase\", \"we\", or \"us\"), you agree to the following:\n",
+       "1. You authorize us to obtain credit bureau reports, employment, and income information about you that we\n",
+       "will use when considering your application for credit. We may obtain and use information about your\n",
+       "accounts with us and others such as Checking, Deposit, Investment, and Utility accounts from credit\n",
+       "bureaus and other entities. You also authorize us to obtain credit bureau reports and any other\n",
+       "information about you in connection with: 1) extensions of credit on your account; 2) the administration,\n",
+       "review or collection of your account; and 3) offering you enhanced or additional products and services. If\n",
+       "you ask, we will tell you the name and address of the credit bureau from which we obtained a report\n",
+       "about you.\n",
+       "2. If an account is opened, you will receive a Cardmember Agreement with your card(s). You agree to the\n",
+       "terms of this agreement by: using the account or any card, authorizing their use, or making any payment\n",
+       "on the account.\n",
+       "3. By providing your mobile ph\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <list name=\"fees\" description=\"What fees and charges are associated with my account?\">\n",
-       "        <object>\n",
-       "            <string name=\"name\" format=\"guardrails/lowercase; guardrails/two_words\"/>\n",
-       "            <string name=\"explanation\" format=\"guardrails/one_line\"/>\n",
-       "            <float name=\"value\" description=\"The fee amount in USD or as a percentage.\"/>\n",
-       "        </object>\n",
-       "    </list>\n",
-       "    <list name=\"interest_rates\" description=\"What are the interest rates offered by the bank on different kinds of \n",
-       "accounts and products?\">\n",
-       "        <object>\n",
-       "            <string name=\"account_type\" format=\"guardrails/lowercase\"/>\n",
-       "            <float name=\"rate\" description=\"The annual percentage rate (APR) for the account type.\"/>\n",
-       "        </object>\n",
-       "    </list>\n",
+       "  <list description=\"What fees and charges are associated with my account?\" name=\"fees\" required=\"true\">\n",
+       "    <object required=\"true\">\n",
+       "      <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string>\n",
+       "      <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>\n",
+       "      <float description=\"The fee amount in USD or as a percentage.\" name=\"value\" required=\"true\"></float>\n",
+       "    </object>\n",
+       "  </list>\n",
+       "  <list description=\"What are the interest rates offered by the bank on different kinds of accounts and products?\" \n",
+       "name=\"interest_rates\" required=\"true\">\n",
+       "    <object required=\"true\">\n",
+       "      <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>\n",
+       "      <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\" \n",
+       "required=\"true\"></float>\n",
+       "    </object>\n",
+       "  </list>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -506,29 +580,137 @@
        "Given the following document, answer the following questions. If the answer doesn't exist in the document, enter \n",
        "\u001b[32m'None'\u001b[0m.\n",
        "\n",
-       "$\u001b[1m{\u001b[0mdocument\u001b[1m}\u001b[0m\n",
+       "\u001b[1;36m2\u001b[0m/\u001b[1;36m25\u001b[0m/\u001b[1;36m23\u001b[0m, \u001b[1;92m7:59\u001b[0m PM about:blank\n",
+       "about:blank \u001b[1;36m1\u001b[0m/\u001b[1;36m4\u001b[0m\n",
+       "PRICING INFORMATION\n",
+       "INTEREST RATES AND INTEREST CHARGES\n",
+       "Purchase Annual\n",
+       "Percentage Rate \u001b[1m(\u001b[0mAPR\u001b[1m)\u001b[0m \u001b[1;36m0\u001b[0m% Intro APR for the first \u001b[1;36m18\u001b[0m months that your Account is open.\n",
+       "After that, \u001b[1;36m19.49\u001b[0m%. This APR will vary with the market based on the Prime\n",
+       "Rate.\n",
+       "a\n",
+       "My Chase Loan\n",
+       "SM APR \u001b[1;36m19.49\u001b[0m%. This APR will vary with the market based on the Prime Rate.\n",
+       "a\n",
+       "Promotional offers with fixed APRs and varying durations may be available from\n",
+       "time to time on some accounts.\n",
+       "Balance Transfer APR \u001b[1;36m0\u001b[0m% Intro APR for the first \u001b[1;36m18\u001b[0m months that your Account is open.\n",
+       "After that, \u001b[1;36m19.49\u001b[0m%. This APR will vary with the market based on the Prime\n",
+       "Rate.\n",
+       "a\n",
+       "Cash Advance APR \u001b[1;36m29.49\u001b[0m%. This APR will vary with the market based on the Prime Rate.\n",
+       "b\n",
+       "Penalty APR and When\n",
+       "It Applies\n",
+       "Up to \u001b[1;36m29.99\u001b[0m%. This APR will vary with the market based on the Prime Rate.\n",
+       "c\n",
+       "We may apply the Penalty APR to your account if you:\n",
+       "fail to make a Minimum Payment by the date and time that it is due; or\n",
+       "make a payment to us that is returned unpaid.\n",
+       "How Long Will the Penalty APR Apply?: If we apply the Penalty APR for\n",
+       "either of these reasons, the Penalty APR could potentially remain in effect\n",
+       "indefinitely.\n",
+       "How to Avoid Paying\n",
+       "Interest on Purchases\n",
+       "Your due date will be a minimum of \u001b[1;36m21\u001b[0m days after the close of each billing cycle.\n",
+       "We will not charge you interest on new purchases if you pay your entire balance\n",
+       "or Interest Saving Balance by the due date each month. We will begin charging\n",
+       "interest on balance transfers and cash advances on the transaction date.\n",
+       "Minimum Interest\n",
+       "Charge\n",
+       "\u001b[3;35mNone\u001b[0m\n",
+       "Credit Card Tips from\n",
+       "the Consumer Financial\n",
+       "Protection Bureau\n",
+       "To learn more about factors to consider when applying for or using a credit card,\n",
+       "visit the website of the Consumer Financial Protection Bureau at\n",
+       "\u001b[4;94mhttp://www.consumerfinance.gov/learnmore.\u001b[0m\n",
+       "FEES\n",
+       "Annual Membership\n",
+       "Fee\n",
+       "\u001b[3;35mNone\u001b[0m\n",
+       "My Chase Plan\n",
+       "SM Fee\n",
+       "\u001b[1m(\u001b[0mfixed finance charge\u001b[1m)\u001b[0m\n",
+       "Monthly fee of \u001b[1;36m0\u001b[0m% of the amount of each eligible purchase transaction or\n",
+       "amount selected to create a My Chase Plan while in the \u001b[1;36m0\u001b[0m% Intro Purchase\n",
+       "APR period.\n",
+       "After that, monthly fee of \u001b[1;36m1.72\u001b[0m% of the amount of each eligible purchase\n",
+       "transaction or amount selected to create a My Chase Plan. The My Chase Plan\n",
+       "Fee will be determined at the time each My Chase Plan is created and will\n",
+       "remain the same until the My Chase Plan is paid in full.\n",
+       "d\n",
+       "Transaction Fees\n",
+       "Balance Transfers Intro fee of either $\u001b[1;36m5\u001b[0m or \u001b[1;36m3\u001b[0m% of the amount of each transfer, whichever is greater,\n",
+       "on transfers made within \u001b[1;36m60\u001b[0m days of account opening. After that: Either $\u001b[1;36m5\u001b[0m or \u001b[1;36m5\u001b[0m%\n",
+       "of the amount of each transfer, whichever is greater.\n",
+       "Cash Advances Either $\u001b[1;36m10\u001b[0m or \u001b[1;36m5\u001b[0m% of the amount of each transaction, whichever is greater.\n",
+       "\u001b[1;36m2\u001b[0m/\u001b[1;36m25\u001b[0m/\u001b[1;36m23\u001b[0m, \u001b[1;92m7:59\u001b[0m PM about:blank\n",
+       "about:blank \u001b[1;36m2\u001b[0m/\u001b[1;36m4\u001b[0m\n",
+       "Foreign Transactions \u001b[1;36m3\u001b[0m% of the amount of each transaction in U.S. dollars.\n",
+       "Penalty Fees\n",
+       "Late Payment Up to $\u001b[1;36m40\u001b[0m.\n",
+       "Over-the-Credit-Limit \u001b[3;35mNone\u001b[0m\n",
+       "Return Payment Up to $\u001b[1;36m40\u001b[0m.\n",
+       "Return Check \u001b[3;35mNone\u001b[0m\n",
+       "Note: This account may not be eligible for balance transfers.\n",
+       "Loss of Intro APR: We will end your introductory APR if any required Minimum Payment is \u001b[1;36m60\u001b[0m days late, and\n",
+       "apply the Penalty APR.\n",
+       "How We Will Calculate Your Balance: We use the daily balance method \u001b[1m(\u001b[0mincluding new transactions\u001b[1m)\u001b[0m.\n",
+       "Prime Rate: Variable APRs are based on the \u001b[1;36m7.75\u001b[0m% Prime Rate as of \u001b[1;36m2\u001b[0m/\u001b[1;36m7\u001b[0m/\u001b[1;36m2023\u001b[0m.\n",
+       "aWe add \u001b[1;36m11.74\u001b[0m% to the Prime Rate to determine the Purchase/My Chase Loan/Balance Transfer APR.\n",
+       "Maximum APR \u001b[1;36m29.99\u001b[0m%.\n",
+       "bWe add \u001b[1;36m21.74\u001b[0m% to the Prime Rate to determine the Cash Advance APR. Maximum APR \u001b[1;36m29.99\u001b[0m%.\n",
+       "cWe add up to \u001b[1;36m26.99\u001b[0m% to the Prime Rate to determine the Penalty APR. Maximum APR \u001b[1;36m29.99\u001b[0m%.\n",
+       "dMy Chase Plan Fee: The My Chase Plan Fee is calculated at the time each plan is created and is based on\n",
+       "the amount of each purchase transaction or amount selected to create the plan, the number of billing periods\n",
+       "you choose to pay the balance in full, and other factors. The monthly and aggregate dollar amount of your My\n",
+       "Chase Plan Fee will be disclosed during the activation of each My Chase Plan.\n",
+       "MILITARY LENDING ACT NOTICE: Federal law provides important protections to members of the Armed\n",
+       "Forces and their dependents relating to extensions of consumer credit. In general, the cost of consumer credit\n",
+       "to a member of the Armed Forces and his or her dependent may not exceed an annual percentage rate of \u001b[1;36m36\u001b[0m\n",
+       "percent. This rate must include, as applicable to the credit transaction or account: the costs associated with\n",
+       "credit insurance premiums; fees for ancillary products sold in connection with the credit transaction; any\n",
+       "application fee charged \u001b[1m(\u001b[0mother than certain application fees for specified credit transactions or accounts\u001b[1m)\u001b[0m; and\n",
+       "any participation fee charged \u001b[1m(\u001b[0mother than certain participation fees for a credit card account\u001b[1m)\u001b[0m. To receive this\n",
+       "information and a description of your payment obligation verbally, please call \u001b[1;36m1\u001b[0m-\u001b[1;36m800\u001b[0m-\u001b[1;36m235\u001b[0m-\u001b[1;36m9978\u001b[0m.\n",
+       "TERMS & CONDITIONS\n",
+       "Authorization: When you respond to this credit card offer from JPMorgan Chase Bank, N.A., Member FDIC, a\n",
+       "subsidiary of JPMorgan Chase & Co. \u001b[1m(\u001b[0m\u001b[32m\"Chase\"\u001b[0m, \u001b[32m\"we\"\u001b[0m, or \u001b[32m\"us\"\u001b[0m\u001b[1m)\u001b[0m, you agree to the following:\n",
+       "\u001b[1;36m1\u001b[0m. You authorize us to obtain credit bureau reports, employment, and income information about you that we\n",
+       "will use when considering your application for credit. We may obtain and use information about your\n",
+       "accounts with us and others such as Checking, Deposit, Investment, and Utility accounts from credit\n",
+       "bureaus and other entities. You also authorize us to obtain credit bureau reports and any other\n",
+       "information about you in connection with: \u001b[1;36m1\u001b[0m\u001b[1m)\u001b[0m extensions of credit on your account; \u001b[1;36m2\u001b[0m\u001b[1m)\u001b[0m the administration,\n",
+       "review or collection of your account; and \u001b[1;36m3\u001b[0m\u001b[1m)\u001b[0m offering you enhanced or additional products and services. If\n",
+       "you ask, we will tell you the name and address of the credit bureau from which we obtained a report\n",
+       "about you.\n",
+       "\u001b[1;36m2\u001b[0m. If an account is opened, you will receive a Cardmember Agreement with your \u001b[1;35mcard\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m. You agree to the\n",
+       "terms of this agreement by: using the account or any card, authorizing their use, or making any payment\n",
+       "on the account.\n",
+       "\u001b[1;36m3\u001b[0m. By providing your mobile ph\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mfloat\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mfloat\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -548,7 +730,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -562,7 +744,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -570,7 +752,7 @@
       "text/html": [
        "
{\n",
        "    'fees': [\n",
-       "        {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},\n",
+       "        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\n",
        "        {\n",
        "            'name': 'my chase',\n",
        "            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \n",
@@ -578,7 +760,7 @@
        "the amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \n",
        "Fee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \n",
        "is paid in full.',\n",
-       "            'value': 0.0\n",
+       "            'value': 0\n",
        "        },\n",
        "        {\n",
        "            'name': 'transaction fees',\n",
@@ -586,24 +768,26 @@
        "whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the \n",
        "amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of each transaction, \n",
        "whichever is greater.',\n",
-       "            'value': 0.0\n",
+       "            'value': 0\n",
        "        },\n",
        "        {\n",
        "            'name': 'foreign transactions',\n",
        "            'explanation': '3% of the amount of each transaction in U.S. dollars',\n",
-       "            'value': 0.0\n",
+       "            'value': 0\n",
        "        },\n",
        "        {\n",
        "            'name': 'penalty fees',\n",
        "            'explanation': 'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. Return\n",
        "Check: None',\n",
-       "            'value': 0.0\n",
+       "            'value': 0\n",
        "        }\n",
        "    ],\n",
        "    'interest_rates': [\n",
-       "        {'account_type': 'purchase/my chase loan/balance transfer', 'rate': 19.49},\n",
-       "        {'account_type': 'cash advance', 'rate': 29.49},\n",
-       "        {'account_type': 'penalty', 'rate': 29.99}\n",
+       "        {'account_type': 'purchase annual percentage rate (apr)', 'rate': 0},\n",
+       "        {'account_type': 'my chase loan apr', 'rate': 19.49},\n",
+       "        {'account_type': 'balance transfer apr', 'rate': 0},\n",
+       "        {'account_type': 'cash advance apr', 'rate': 29.49},\n",
+       "        {'account_type': 'penalty apr', 'rate': 29.99}\n",
        "    ]\n",
        "}\n",
        "
\n"
@@ -611,7 +795,7 @@
       "text/plain": [
        "\u001b[1m{\u001b[0m\n",
        "    \u001b[32m'fees'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'name'\u001b[0m: \u001b[32m'annual membership'\u001b[0m, \u001b[32m'explanation'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'my chase'\u001b[0m,\n",
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\n",
@@ -619,7 +803,7 @@
        "\u001b[32mthe amount of each eligible purchase transaction or amount selected to create a My Chase Plan. The My Chase Plan \u001b[0m\n",
        "\u001b[32mFee will be determined at the time each My Chase Plan is created and will remain the same until the My Chase Plan \u001b[0m\n",
        "\u001b[32mis paid in full.'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'transaction fees'\u001b[0m,\n",
@@ -627,24 +811,26 @@
        "\u001b[32mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% of the \u001b[0m\n",
        "\u001b[32mamount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of each transaction, \u001b[0m\n",
        "\u001b[32mwhichever is greater.'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'foreign transactions'\u001b[0m,\n",
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'3% of the amount of each transaction in U.S. dollars'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'penalty fees'\u001b[0m,\n",
        "            \u001b[32m'explanation'\u001b[0m: \u001b[32m'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. Return\u001b[0m\n",
        "\u001b[32mCheck: None'\u001b[0m,\n",
-       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0.0\u001b[0m\n",
+       "            \u001b[32m'value'\u001b[0m: \u001b[1;36m0\u001b[0m\n",
        "        \u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m,\n",
        "    \u001b[32m'interest_rates'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'purchase/my chase loan/balance transfer'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m19.49\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'cash advance'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.49\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'penalty'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.99\u001b[0m\u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'purchase annual percentage rate \u001b[0m\u001b[32m(\u001b[0m\u001b[32mapr\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'my chase loan apr'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m19.49\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'balance transfer apr'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m0\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'cash advance apr'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.49\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'account_type'\u001b[0m: \u001b[32m'penalty apr'\u001b[0m, \u001b[32m'rate'\u001b[0m: \u001b[1;36m29.99\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
@@ -659,7 +845,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -800,23 +986,25 @@
        "│   │ │ it into.                                                                                                │ │\n",
        "│   │ │                                                                                                         │ │\n",
        "│   │ │ <output>                                                                                                │ │\n",
-       "│   │ │     <list name=\"fees\" description=\"What fees and charges are associated with my account?\">              │ │\n",
-       "│   │ │         <object>                                                                                        │ │\n",
-       "│   │ │             <string name=\"name\" format=\"guardrails/lowercase; guardrails/two_words\"/>                   │ │\n",
-       "│   │ │             <string name=\"explanation\" format=\"guardrails/one_line\"/>                                   │ │\n",
-       "│   │ │             <float name=\"value\" description=\"The fee amount in USD or as a percentage.\"/>               │ │\n",
-       "│   │ │         </object>                                                                                       │ │\n",
-       "│   │ │     </list>                                                                                             │ │\n",
-       "│   │ │     <list name=\"interest_rates\" description=\"What are the interest rates offered by the bank on         │ │\n",
-       "│   │ │ different kinds of accounts and products?\">                                                             │ │\n",
-       "│   │ │         <object>                                                                                        │ │\n",
-       "│   │ │             <string name=\"account_type\" format=\"guardrails/lowercase\"/>                                 │ │\n",
-       "│   │ │             <float name=\"rate\" description=\"The annual percentage rate (APR) for the account type.\"/>   │ │\n",
-       "│   │ │         </object>                                                                                       │ │\n",
-       "│   │ │     </list>                                                                                             │ │\n",
+       "│   │ │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"                 │ │\n",
+       "│   │ │ required=\"true\">                                                                                        │ │\n",
+       "│   │ │     <object required=\"true\">                                                                            │ │\n",
+       "│   │ │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string> │ │\n",
+       "│   │ │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>                 │ │\n",
+       "│   │ │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"                       │ │\n",
+       "│   │ │ required=\"true\"></float>                                                                                │ │\n",
+       "│   │ │     </object>                                                                                           │ │\n",
+       "│   │ │   </list>                                                                                               │ │\n",
+       "│   │ │   <list description=\"What are the interest rates offered by the bank on different kinds of accounts and │ │\n",
+       "│   │ │ products?\" name=\"interest_rates\" required=\"true\">                                                       │ │\n",
+       "│   │ │     <object required=\"true\">                                                                            │ │\n",
+       "│   │ │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>               │ │\n",
+       "│   │ │       <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\"           │ │\n",
+       "│   │ │ required=\"true\"></float>                                                                                │ │\n",
+       "│   │ │     </object>                                                                                           │ │\n",
+       "│   │ │   </list>                                                                                               │ │\n",
        "│   │ │ </output>                                                                                               │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
        "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -839,71 +1027,55 @@
        "│   │ │ No message history.                                                                                     │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "│   │ │ {                                                                                                       │ │\n",
-       "│   │ │     \"fees\": [                                                                                           │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"annual membership\",                                                                │ │\n",
-       "│   │ │             \"explanation\": \"None\",                                                                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"my chase plan fee\",                                                                │ │\n",
-       "│   │ │             \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
-       "│   │ │ amount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that,        │ │\n",
-       "│   │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
-       "│   │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
-       "│   │ │ will remain the same until the My Chase Plan is paid in full.\",                                         │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"transaction fees\",                                                                 │ │\n",
-       "│   │ │             \"explanation\": \"Balance Transfers: Intro fee of either $5 or 3% of the amount of each       │ │\n",
-       "│   │ │ transfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either │ │\n",
-       "│   │ │ $5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the   │ │\n",
-       "│   │ │ amount of each transaction, whichever is greater.\",                                                     │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"foreign transactions\",                                                             │ │\n",
-       "│   │ │             \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",                      │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"name\": \"penalty fees\",                                                                     │ │\n",
-       "│   │ │             \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to │ │\n",
-       "│   │ │ $40. Return Check: None\",                                                                               │ │\n",
-       "│   │ │             \"value\": 0                                                                                  │ │\n",
-       "│   │ │         }                                                                                               │ │\n",
-       "│   │ │     ],                                                                                                  │ │\n",
-       "│   │ │     \"interest_rates\": [                                                                                 │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"purchase/my chase loan/balance transfer\",                                  │ │\n",
-       "│   │ │             \"rate\": 19.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"cash advance\",                                                             │ │\n",
-       "│   │ │             \"rate\": 29.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             \"account_type\": \"penalty\",                                                                  │ │\n",
-       "│   │ │             \"rate\": 29.99                                                                               │ │\n",
-       "│   │ │         }                                                                                               │ │\n",
-       "│   │ │     ]                                                                                                   │ │\n",
-       "│   │ │ }                                                                                                       │ │\n",
+       "│   │ │ {\"fees\":[{\"name\":\"annual membership fee\",\"explanation\":\"None\",\"value\":0},{\"name\":\"my chase plan         │ │\n",
+       "│   │ │ fee\",\"explanation\":\"Monthly fee of 0% of the amount of each eligible purchase transaction or amount     │ │\n",
+       "│   │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
+       "│   │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
+       "│   │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
+       "│   │ │ remain the same until the My Chase Plan is paid in full.\",\"value\":0},{\"name\":\"transaction               │ │\n",
+       "│   │ │ fees\",\"explanation\":\"Balance Transfers: Intro fee of either $5 or 3% of the amount of each transfer,    │ │\n",
+       "│   │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
+       "│   │ │ of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of  │ │\n",
+       "│   │ │ each transaction, whichever is greater.\",\"value\":0},{\"name\":\"foreign transactions\",\"explanation\":\"3% of │ │\n",
+       "│   │ │ the amount of each transaction in U.S. dollars\",\"value\":0},{\"name\":\"penalty fees\",\"explanation\":\"Late   │ │\n",
+       "│   │ │ Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. Return Check:               │ │\n",
+       "│   │ │ None\",\"value\":0}],\"interest_rates\":[{\"account_type\":\"purchase annual percentage rate                    │ │\n",
+       "│   │ │ (apr)\",\"rate\":0},{\"account_type\":\"my chase loan apr\",\"rate\":19.49},{\"account_type\":\"balance transfer    │ │\n",
+       "│   │ │ apr\",\"rate\":0},{\"account_type\":\"cash advance apr\",\"rate\":29.49},{\"account_type\":\"penalty                │ │\n",
+       "│   │ │ apr\",\"rate\":29.99}]}                                                                                    │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "│   │ │ {                                                                                                       │ │\n",
        "│   │ │     'fees': [                                                                                           │ │\n",
-       "│   │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},                             │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
-       "│   │ │                 incorrect_value='my chase plan fee',                                                    │ │\n",
+       "│   │ │                 incorrect_value='annual membership fee',                                                │ │\n",
        "│   │ │                 fail_results=[                                                                          │ │\n",
        "│   │ │                     FailResult(                                                                         │ │\n",
        "│   │ │                         outcome='fail',                                                                 │ │\n",
+       "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
+       "│   │ │                         fix_value='annual membership',                                                  │ │\n",
        "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
+       "│   │ │                     )                                                                                   │ │\n",
+       "│   │ │                 ],                                                                                      │ │\n",
+       "│   │ │                 path=['fees', 0, 'name']                                                                │ │\n",
+       "│   │ │             ),                                                                                          │ │\n",
+       "│   │ │             'explanation': 'None',                                                                      │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
+       "│   │ │         },                                                                                              │ │\n",
+       "│   │ │         {                                                                                               │ │\n",
+       "│   │ │             'name': FieldReAsk(                                                                         │ │\n",
+       "│   │ │                 incorrect_value='my chase plan fee',                                                    │ │\n",
+       "│   │ │                 fail_results=[                                                                          │ │\n",
+       "│   │ │                     FailResult(                                                                         │ │\n",
+       "│   │ │                         outcome='fail',                                                                 │ │\n",
        "│   │ │                         error_message='Value must be exactly two words',                                │ │\n",
-       "│   │ │                         fix_value='my chase'                                                            │ │\n",
+       "│   │ │                         fix_value='my chase',                                                           │ │\n",
+       "│   │ │                         metadata=None,                                                                  │ │\n",
+       "│   │ │                         validated_chunk=None,                                                           │ │\n",
+       "│   │ │                         error_spans=None                                                                │ │\n",
        "│   │ │                     )                                                                                   │ │\n",
        "│   │ │                 ],                                                                                      │ │\n",
        "│   │ │                 path=['fees', 1, 'name']                                                                │ │\n",
@@ -913,7 +1085,7 @@
        "│   │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
        "│   │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
        "│   │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': 'transaction fees',                                                                 │ │\n",
@@ -921,27 +1093,26 @@
        "│   │ │ transfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either │ │\n",
        "│   │ │ $5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the   │ │\n",
        "│   │ │ amount of each transaction, whichever is greater.',                                                     │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': 'foreign transactions',                                                             │ │\n",
        "│   │ │             'explanation': '3% of the amount of each transaction in U.S. dollars',                      │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         },                                                                                              │ │\n",
        "│   │ │         {                                                                                               │ │\n",
        "│   │ │             'name': 'penalty fees',                                                                     │ │\n",
        "│   │ │             'explanation': 'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to │ │\n",
        "│   │ │ $40. Return Check: None',                                                                               │ │\n",
-       "│   │ │             'value': 0.0                                                                                │ │\n",
+       "│   │ │             'value': 0                                                                                  │ │\n",
        "│   │ │         }                                                                                               │ │\n",
        "│   │ │     ],                                                                                                  │ │\n",
        "│   │ │     'interest_rates': [                                                                                 │ │\n",
-       "│   │ │         {                                                                                               │ │\n",
-       "│   │ │             'account_type': 'purchase/my chase loan/balance transfer',                                  │ │\n",
-       "│   │ │             'rate': 19.49                                                                               │ │\n",
-       "│   │ │         },                                                                                              │ │\n",
-       "│   │ │         {'account_type': 'cash advance', 'rate': 29.49},                                                │ │\n",
-       "│   │ │         {'account_type': 'penalty', 'rate': 29.99}                                                      │ │\n",
+       "│   │ │         {'account_type': 'purchase annual percentage rate (apr)', 'rate': 0},                           │ │\n",
+       "│   │ │         {'account_type': 'my chase loan apr', 'rate': 19.49},                                           │ │\n",
+       "│   │ │         {'account_type': 'balance transfer apr', 'rate': 0},                                            │ │\n",
+       "│   │ │         {'account_type': 'cash advance apr', 'rate': 29.49},                                            │ │\n",
+       "│   │ │         {'account_type': 'penalty apr', 'rate': 29.99}                                                  │ │\n",
        "│   │ │     ]                                                                                                   │ │\n",
        "│   │ │ }                                                                                                       │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -954,9 +1125,14 @@
        "    │ │ {                                                                                                       │ │\n",
        "    │ │   \"fees\": [                                                                                             │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"annual membership\",                                                                      │ │\n",
+       "    │ │       \"name\": {                                                                                         │ │\n",
+       "    │ │         \"incorrect_value\": \"annual membership fee\",                                                     │ │\n",
+       "    │ │         \"error_messages\": [                                                                             │ │\n",
+       "    │ │           \"Value must be exactly two words\"                                                             │ │\n",
+       "    │ │         ]                                                                                               │ │\n",
+       "    │ │       },                                                                                                │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": {                                                                                         │ │\n",
@@ -970,7 +1146,7 @@
        "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
        "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
        "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
@@ -978,31 +1154,39 @@
        "    │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
        "    │ │ of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of  │ │\n",
        "    │ │ each transaction, whichever is greater.\",                                                               │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"foreign transactions\",                                                                   │ │\n",
        "    │ │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40.  │ │\n",
        "    │ │ Return Check: None\",                                                                                    │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"interest_rates\": [                                                                                   │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
+       "    │ │       \"account_type\": \"purchase annual percentage rate (apr)\",                                          │ │\n",
+       "    │ │       \"rate\": 0                                                                                         │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"my chase loan apr\",                                                              │ │\n",
        "    │ │       \"rate\": 19.49                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
+       "    │ │       \"account_type\": \"balance transfer apr\",                                                           │ │\n",
+       "    │ │       \"rate\": 0                                                                                         │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"cash advance apr\",                                                               │ │\n",
        "    │ │       \"rate\": 29.49                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
+       "    │ │       \"account_type\": \"penalty apr\",                                                                    │ │\n",
        "    │ │       \"rate\": 29.99                                                                                     │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ]                                                                                                     │ │\n",
@@ -1014,23 +1198,25 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <list name=\"fees\" description=\"What fees and charges are associated with my account?\">              │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <string name=\"name\" format=\"guardrails/lowercase; guardrails/two_words\"/>                   │ │\n",
-       "    │ │             <string name=\"explanation\" format=\"guardrails/one_line\"/>                                   │ │\n",
-       "    │ │             <float name=\"value\" description=\"The fee amount in USD or as a percentage.\"/>               │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
-       "    │ │     <list name=\"interest_rates\" description=\"What are the interest rates offered by the bank on         │ │\n",
-       "    │ │ different kinds of accounts and products?\">                                                             │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <string name=\"account_type\" format=\"guardrails/lowercase\"/>                                 │ │\n",
-       "    │ │             <float name=\"rate\" description=\"The annual percentage rate (APR) for the account type.\"/>   │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
+       "    │ │   <list description=\"What fees and charges are associated with my account?\" name=\"fees\"                 │ │\n",
+       "    │ │ required=\"true\">                                                                                        │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <string format=\"guardrails/lowercase; guardrails/two_words\" name=\"name\" required=\"true\"></string> │ │\n",
+       "    │ │       <string format=\"guardrails/one_line\" name=\"explanation\" required=\"true\"></string>                 │ │\n",
+       "    │ │       <float description=\"The fee amount in USD or as a percentage.\" name=\"value\"                       │ │\n",
+       "    │ │ required=\"true\"></float>                                                                                │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
+       "    │ │   <list description=\"What are the interest rates offered by the bank on different kinds of accounts and │ │\n",
+       "    │ │ products?\" name=\"interest_rates\" required=\"true\">                                                       │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <string format=\"guardrails/lowercase\" name=\"account_type\" required=\"true\"></string>               │ │\n",
+       "    │ │       <float description=\"The annual percentage rate (APR) for the account type.\" name=\"rate\"           │ │\n",
+       "    │ │ required=\"true\"></float>                                                                                │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -1051,16 +1237,16 @@
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"annual membership\",                                                                      │ │\n",
        "    │ │       \"explanation\": \"None\",                                                                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"name\": \"my chase plan fee\",                                                                      │ │\n",
+       "    │ │       \"name\": \"my chase\",                                                                               │ │\n",
        "    │ │       \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount   │ │\n",
        "    │ │ selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee   │ │\n",
        "    │ │ of 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase    │ │\n",
        "    │ │ Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will       │ │\n",
        "    │ │ remain the same until the My Chase Plan is paid in full.\",                                              │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"transaction fees\",                                                                       │ │\n",
@@ -1068,31 +1254,39 @@
        "    │ │ whichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5%  │ │\n",
        "    │ │ of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of  │ │\n",
        "    │ │ each transaction, whichever is greater.\",                                                               │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"foreign transactions\",                                                                   │ │\n",
        "    │ │       \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",                            │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
        "    │ │       \"name\": \"penalty fees\",                                                                           │ │\n",
        "    │ │       \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40.  │ │\n",
        "    │ │ Return Check: None\",                                                                                    │ │\n",
-       "    │ │       \"value\": 0.0                                                                                      │ │\n",
+       "    │ │       \"value\": 0                                                                                        │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ],                                                                                                    │ │\n",
        "    │ │   \"interest_rates\": [                                                                                   │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"purchase/my chase loan/balance transfer\",                                        │ │\n",
+       "    │ │       \"account_type\": \"purchase annual percentage rate (apr)\",                                          │ │\n",
+       "    │ │       \"rate\": 0                                                                                         │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"my chase loan apr\",                                                              │ │\n",
        "    │ │       \"rate\": 19.49                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"cash advance\",                                                                   │ │\n",
+       "    │ │       \"account_type\": \"balance transfer apr\",                                                           │ │\n",
+       "    │ │       \"rate\": 0                                                                                         │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"account_type\": \"cash advance apr\",                                                               │ │\n",
        "    │ │       \"rate\": 29.49                                                                                     │ │\n",
        "    │ │     },                                                                                                  │ │\n",
        "    │ │     {                                                                                                   │ │\n",
-       "    │ │       \"account_type\": \"penalty\",                                                                        │ │\n",
+       "    │ │       \"account_type\": \"penalty apr\",                                                                    │ │\n",
        "    │ │       \"rate\": 29.99                                                                                     │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │   ]                                                                                                     │ │\n",
@@ -1101,7 +1295,7 @@
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'fees': [                                                                                           │ │\n",
-       "    │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},                             │ │\n",
+       "    │ │         {'name': 'annual membership', 'explanation': 'None', 'value': 0},                               │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'my chase',                                                                         │ │\n",
        "    │ │             'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or    │ │\n",
@@ -1109,7 +1303,7 @@
        "    │ │ monthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a │ │\n",
        "    │ │ My Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and   │ │\n",
        "    │ │ will remain the same until the My Chase Plan is paid in full.',                                         │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 0                                                                                  │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'transaction fees',                                                                 │ │\n",
@@ -1117,27 +1311,26 @@
        "    │ │ transfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either │ │\n",
        "    │ │ $5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the   │ │\n",
        "    │ │ amount of each transaction, whichever is greater.',                                                     │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 0                                                                                  │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'foreign transactions',                                                             │ │\n",
        "    │ │             'explanation': '3% of the amount of each transaction in U.S. dollars',                      │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 0                                                                                  │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'name': 'penalty fees',                                                                     │ │\n",
        "    │ │             'explanation': 'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to │ │\n",
        "    │ │ $40. Return Check: None',                                                                               │ │\n",
-       "    │ │             'value': 0.0                                                                                │ │\n",
+       "    │ │             'value': 0                                                                                  │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'interest_rates': [                                                                                 │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             'account_type': 'purchase/my chase loan/balance transfer',                                  │ │\n",
-       "    │ │             'rate': 19.49                                                                               │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {'account_type': 'cash advance', 'rate': 29.49},                                                │ │\n",
-       "    │ │         {'account_type': 'penalty', 'rate': 29.99}                                                      │ │\n",
+       "    │ │         {'account_type': 'purchase annual percentage rate (apr)', 'rate': 0},                           │ │\n",
+       "    │ │         {'account_type': 'my chase loan apr', 'rate': 19.49},                                           │ │\n",
+       "    │ │         {'account_type': 'balance transfer apr', 'rate': 0},                                            │ │\n",
+       "    │ │         {'account_type': 'cash advance apr', 'rate': 29.49},                                            │ │\n",
+       "    │ │         {'account_type': 'penalty apr', 'rate': 29.99}                                                  │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -1280,23 +1473,25 @@
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1319,71 +1514,55 @@
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"fees\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"annual membership\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"my chase plan fee\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mamount selected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwill remain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Balance Transfers: Intro fee of either $5 or 3% of the amount of each \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mtransfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m$5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mamount of each transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"foreign transactions\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m$40. Return Check: None\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 29.49\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"fees\":[{\"name\":\"annual membership fee\",\"explanation\":\"None\",\"value\":0},{\"name\":\"my chase plan \u001b[0m\u001b[48;2;245;245;220m       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mfee\",\"explanation\":\"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\"value\":0},{\"name\":\"transaction \u001b[0m\u001b[48;2;245;245;220m             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mfees\",\"explanation\":\"Balance Transfers: Intro fee of either $5 or 3% of the amount of each transfer, \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach transaction, whichever is greater.\",\"value\":0},{\"name\":\"foreign transactions\",\"explanation\":\"3% of\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe amount of each transaction in U.S. dollars\",\"value\":0},{\"name\":\"penalty fees\",\"explanation\":\"Late \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPayment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. Return Check: \u001b[0m\u001b[48;2;245;245;220m             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mNone\",\"value\":0}],\"interest_rates\":[{\"account_type\":\"purchase annual percentage rate \u001b[0m\u001b[48;2;245;245;220m                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m(apr)\",\"rate\":0},{\"account_type\":\"my chase loan apr\",\"rate\":19.49},{\"account_type\":\"balance transfer \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mapr\",\"rate\":0},{\"account_type\":\"cash advance apr\",\"rate\":29.49},{\"account_type\":\"penalty \u001b[0m\u001b[48;2;245;245;220m              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mapr\",\"rate\":29.99}]}\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'fees': [\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan fee',\u001b[0m\u001b[48;2;240;255;240m                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='annual membership fee',\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='annual membership',\u001b[0m\u001b[48;2;240;255;240m                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 0, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            ),\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': FieldReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                incorrect_value='my chase plan fee',\u001b[0m\u001b[48;2;240;255;240m                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_message='Value must be exactly two words',\u001b[0m\u001b[48;2;240;255;240m                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='my chase'\u001b[0m\u001b[48;2;240;255;240m                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        fix_value='my chase',\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                        error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                    )\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                ],\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m                path=['fees', 1, 'name']\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1393,7 +1572,7 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'transaction fees',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1401,27 +1580,26 @@
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount of each transaction, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'foreign transactions',\u001b[0m\u001b[48;2;240;255;240m                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars',\u001b[0m\u001b[48;2;240;255;240m                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'penalty fees',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$40. Return Check: None',\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'account_type': 'purchase/my chase loan/balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'rate': 19.49\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 29.99}\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'purchase annual percentage rate (apr)', 'rate': 0},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'my chase loan apr', 'rate': 19.49},\u001b[0m\u001b[48;2;240;255;240m                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'balance transfer apr', 'rate': 0},\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance apr', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty apr', 'rate': 29.99}\u001b[0m\u001b[48;2;240;255;240m                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -1434,9 +1612,14 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"fees\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"annual membership\",\u001b[0m\u001b[48;2;240;248;255m                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"incorrect_value\": \"annual membership fee\",\u001b[0m\u001b[48;2;240;248;255m                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m          \"Value must be exactly two words\"\u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        ]\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      },\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1450,7 +1633,7 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;240;248;255m                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1458,31 +1641,39 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255meach transaction, whichever is greater.\",\u001b[0m\u001b[48;2;240;248;255m                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"foreign transactions\",\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",\u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;240;248;255m                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mReturn Check: None\",\u001b[0m\u001b[48;2;240;248;255m                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0.0\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"value\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ],\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"interest_rates\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;240;248;255m                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"purchase annual percentage rate (apr)\",\u001b[0m\u001b[48;2;240;248;255m                                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"my chase loan apr\",\u001b[0m\u001b[48;2;240;248;255m                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 19.49\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"balance transfer apr\",\u001b[0m\u001b[48;2;240;248;255m                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 0\u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"cash advance apr\",\u001b[0m\u001b[48;2;240;248;255m                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 29.49\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    },\u001b[0m\u001b[48;2;240;248;255m                                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    {\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;240;248;255m                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"account_type\": \"penalty apr\",\u001b[0m\u001b[48;2;240;248;255m                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \"rate\": 29.99\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    }\u001b[0m\u001b[48;2;240;248;255m                                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ]\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1494,23 +1685,25 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1531,16 +1724,16 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"annual membership\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"None\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase plan fee\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"my chase\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Monthly fee of 0% of the amount of each eligible purchase transaction or amount \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mselected to create a My Chase Plan while in the 0% Intro Purchase APR period. After that, monthly fee \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof 1.72% of the amount of each eligible purchase transaction or amount selected to create a My Chase \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and will \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mremain the same until the My Chase Plan is paid in full.\",\u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"transaction fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1548,31 +1741,39 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwhichever is greater, on transfers made within 60 days of account opening. After that: Either $5 or 5% \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the amount of \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach transaction, whichever is greater.\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"foreign transactions\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"3% of the amount of each transaction in U.S. dollars\",\u001b[0m\u001b[48;2;245;245;220m                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"penalty fees\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"explanation\": \"Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to $40. \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mReturn Check: None\",\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0.0\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"value\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"interest_rates\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase/my chase loan/balance transfer\",\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"purchase annual percentage rate (apr)\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"my chase loan apr\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 19.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"cash advance\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"balance transfer apr\",\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"cash advance apr\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.49\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"penalty\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"account_type\": \"penalty apr\",\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"rate\": 29.99\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -1581,7 +1782,7 @@
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'fees': [\u001b[0m\u001b[48;2;240;255;240m                                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0.0},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'name': 'annual membership', 'explanation': 'None', 'value': 0},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'my chase',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Monthly fee of 0% of the amount of each eligible purchase transaction or \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1589,7 +1790,7 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mmonthly fee of 1.72% of the amount of each eligible purchase transaction or amount selected to create a\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mMy Chase Plan. The My Chase Plan Fee will be determined at the time each My Chase Plan is created and \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mwill remain the same until the My Chase Plan is paid in full.',\u001b[0m\u001b[48;2;240;255;240m                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'transaction fees',\u001b[0m\u001b[48;2;240;255;240m                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1597,34 +1798,33 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtransfer, whichever is greater, on transfers made within 60 days of account opening. After that: Either\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$5 or 5% of the amount of each transfer, whichever is greater. Cash Advances: Either $10 or 5% of the \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mamount of each transaction, whichever is greater.',\u001b[0m\u001b[48;2;240;255;240m                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'foreign transactions',\u001b[0m\u001b[48;2;240;255;240m                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': '3% of the amount of each transaction in U.S. dollars',\u001b[0m\u001b[48;2;240;255;240m                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'penalty fees',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'explanation': 'Late Payment: Up to $40. Over-the-Credit-Limit: None. Return Payment: Up to\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m$40. Return Check: None',\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0.0\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'value': 0\u001b[0m\u001b[48;2;240;255;240m                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'interest_rates': [\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'account_type': 'purchase/my chase loan/balance transfer',\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'rate': 19.49\u001b[0m\u001b[48;2;240;255;240m                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty', 'rate': 29.99}\u001b[0m\u001b[48;2;240;255;240m                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'purchase annual percentage rate (apr)', 'rate': 0},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'my chase loan apr', 'rate': 19.49},\u001b[0m\u001b[48;2;240;255;240m                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'balance transfer apr', 'rate': 0},\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'cash advance apr', 'rate': 29.49},\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'account_type': 'penalty apr', 'rate': 29.99}\u001b[0m\u001b[48;2;240;255;240m                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/docs/examples/input_validation.ipynb b/docs/examples/input_validation.ipynb
index 3018c2c07..6b5ae7af2 100644
--- a/docs/examples/input_validation.ipynb
+++ b/docs/examples/input_validation.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -38,11 +38,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {
     "is_executing": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "from guardrails import Guard\n",
     "\n",
@@ -73,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "metadata": {
     "is_executing": true
    },
@@ -99,19 +108,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/zaydsimjee/workspace/guardrails/docs/examples/.venv/lib/python3.10/site-packages/IPython/core/interactiveshell.py:3577: FutureWarning: The `with_prompt_validation` method is deprecated,\n",
-      "        and will be removed in 0.5.x. Instead, please use\n",
-      "        `Guard().use(YourValidator, on='prompt')`.\n",
-      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -131,7 +130,7 @@
     "\n",
     "\n",
     "guard = Guard.from_pydantic(Pet)\n",
-    "guard.with_prompt_validation([TwoWords(on_fail=\"exception\")])\n",
+    "guard.use(TwoWords(on_fail=\"exception\"), on=\"prompt\")\n",
     "\n",
     "try:\n",
     "    guard(\n",
@@ -159,7 +158,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/no_secrets_in_generated_text.ipynb b/docs/examples/no_secrets_in_generated_text.ipynb
index 6408f0fc2..decaa7247 100644
--- a/docs/examples/no_secrets_in_generated_text.ipynb
+++ b/docs/examples/no_secrets_in_generated_text.ipynb
@@ -45,26 +45,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n",
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/validators/__init__.py:51: FutureWarning: \n",
-      "    Importing validators from `guardrails.validators` is deprecated.\n",
-      "    All validators are now available in the Guardrails Hub. Please install\n",
-      "    and import them from the hub instead. All validators will be\n",
-      "    removed from this module in the next major release.\n",
-      "\n",
-      "    Install with: `guardrails hub install hub:///`\n",
-      "    Import as: from guardrails.hub import `ValidatorName`\n",
-      "    \n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from guardrails.validators import Validator, register_validator, PassResult, FailResult, ValidationResult\n",
     "\n",
@@ -187,16 +168,7 @@
    "cell_type": "code",
    "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -212,16 +184,7 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=ScrubbedCode)"
    ]
@@ -244,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -269,17 +232,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/ipykernel_82075/3983563700.py:1: DeprecationWarning: 'Guard.base_prompt' is deprecated and will be removed in versions 0.5.x and beyond. Use 'Guard.history.last.prompt' instead.\n",
-      "  print(guard.base_prompt)\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -291,11 +246,10 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <string name=\"api_help\" description=\"Show an example curl command for using openai Completion API\" \n",
-       "format=\"no-code-secrets\"/>\n",
+       "  <string description=\"Show an example curl command for using openai Completion API\" format=\"no-code-secrets\" \n",
+       "name=\"api_help\" required=\"true\"></string>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -308,6 +262,10 @@
        "/></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
        "\n",
        "\n",
+       "\n",
+       "Json Output:\n",
+       "\n",
+       "\n",
        "\n"
       ],
       "text/plain": [
@@ -319,11 +277,10 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -335,6 +292,10 @@
        "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n",
        "\n",
+       "\n",
+       "\n",
+       "Json Output:\n",
+       "\n",
        "\n"
       ]
      },
@@ -343,22 +304,34 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
{'api_help': 'Show an example curl command for using openai Completion API'}\n",
+       "
{\n",
+       "    'api_help': 'curl -X POST https://api.openai.com/v1/engines/{engine}/completions \\\\\\n-H \\'Content-Type: \n",
+       "application/json\\' \\\\\\n-H \\'Authorization: Bearer {YOUR_API_KEY}\\' \\\\\\n-d \\'{\"prompt\": \"The <YOUR PROMPT HERE>\", \n",
+       "\"max_tokens\": <INTEGER>, \"temperature\": <DECIMAL>, \"top_p\": <DECIMAL>, \"n\": <INTEGER>, \"stream\": <BOOLEAN>, \n",
+       "\"logprobs\": <INTEGER>, \"stop\": <STRING>, \"presence_penalty\": <DECIMAL>, \"frequency_penalty\": <DECIMAL>, \"best_of\": \n",
+       "<INTEGER>, \"logit_bias\": <OBJECT>}\\''\n",
+       "}\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\u001b[32m'api_help'\u001b[0m: \u001b[32m'Show an example curl command for using openai Completion API'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\n",
+       "    \u001b[32m'api_help'\u001b[0m: \u001b[32m'curl -X POST https://api.openai.com/v1/engines/\u001b[0m\u001b[32m{\u001b[0m\u001b[32mengine\u001b[0m\u001b[32m}\u001b[0m\u001b[32m/completions \\\\\\n-H \\'Content-Type: \u001b[0m\n",
+       "\u001b[32mapplication/json\\' \\\\\\n-H \\'Authorization: Bearer \u001b[0m\u001b[32m{\u001b[0m\u001b[32mYOUR_API_KEY\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\' \\\\\\n-d \\'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"prompt\": \"The \u001b[0m\u001b[32m<\u001b[0m\u001b[32mYOUR\u001b[0m\u001b[32m PROMPT HERE>\", \u001b[0m\n",
+       "\u001b[32m\"max_tokens\": , \"temperature\": , \"top_p\": , \"n\": , \"stream\": , \u001b[0m\n",
+       "\u001b[32m\"logprobs\": , \"stop\": , \"presence_penalty\": , \"frequency_penalty\": , \"best_of\": \u001b[0m\n",
+       "\u001b[32m, \"logit_bias\": \u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\''\u001b[0m\n",
+       "\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -371,42 +344,112 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "
Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ How do I use OpenAI's Completion API?                                                                   │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
+       "│   │ │ it into.                                                                                                │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ <output>                                                                                                │ │\n",
+       "│   │ │   <string description=\"Show an example curl command for using openai Completion API\"                    │ │\n",
+       "│   │ │ format=\"no-code-secrets\" name=\"api_help\" required=\"true\"></string>                                      │ │\n",
+       "│   │ │ </output>                                                                                               │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
+       "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
+       "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
+       "│   │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
+       "│   │ │ enter `null`.                                                                                           │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
+       "│   │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
+       "│   │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
+       "│   │ │ etc.]}`                                                                                                 │ │\n",
+       "│   │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "│   │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │ Json Output:                                                                                            │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ │                                                                                                         │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
+       "│   │ │ No message history.                                                                                     │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "│   │ │ {                                                                                                       │ │\n",
+       "│   │ │   \"api_help\": {                                                                                         │ │\n",
+       "│   │ │     \"description\": \"Show an example curl command for using openai Completion API\",                      │ │\n",
+       "│   │ │     \"format\": \"no-code-secrets\",                                                                        │ │\n",
+       "│   │ │     \"name\": \"api_help\",                                                                                 │ │\n",
+       "│   │ │     \"required\": true                                                                                    │ │\n",
+       "│   │ │   }                                                                                                     │ │\n",
+       "│   │ │ }                                                                                                       │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
+       "│   │ │ SkeletonReAsk(                                                                                          │ │\n",
+       "│   │ │     incorrect_value={'api_help': {}},                                                                   │ │\n",
+       "│   │ │     fail_results=[                                                                                      │ │\n",
+       "│   │ │         FailResult(                                                                                     │ │\n",
+       "│   │ │             outcome='fail',                                                                             │ │\n",
+       "│   │ │             error_message='JSON does not match schema:\\n{\\n  \"$.api_help\": [\\n    \"{} is not of type    │ │\n",
+       "│   │ │ \\'string\\'\"\\n  ]\\n}',                                                                                   │ │\n",
+       "│   │ │             fix_value=None,                                                                             │ │\n",
+       "│   │ │             metadata=None,                                                                              │ │\n",
+       "│   │ │             validated_chunk=None,                                                                       │ │\n",
+       "│   │ │             error_spans=None                                                                            │ │\n",
+       "│   │ │         )                                                                                               │ │\n",
+       "│   │ │     ]                                                                                                   │ │\n",
+       "│   │ │ )                                                                                                       │ │\n",
+       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
        "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
        "    │ │                                                                                                         │ │\n",
+       "    │ │ I was given the following JSON response, which had problems due to incorrect values.                    │ │\n",
+       "    │ │                                                                                                         │ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │   \"incorrect_value\": {                                                                                  │ │\n",
+       "    │ │     \"api_help\": {}                                                                                      │ │\n",
+       "    │ │   },                                                                                                    │ │\n",
+       "    │ │   \"error_messages\": [                                                                                   │ │\n",
+       "    │ │     \"JSON does not match schema:\\n{\\n  \\\"$.api_help\\\": [\\n    \\\"{} is not of type 'string'\\\"\\n  ]\\n}\"   │ │\n",
+       "    │ │   ]                                                                                                     │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │ How do I use OpenAI's Completion API?                                                                   │ │\n",
+       "    │ │ Help me correct the incorrect values based on the given error messages.                                 │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"api_help\" description=\"Show an example curl command for using openai Completion API\"  │ │\n",
-       "    │ │ format=\"no-code-secrets\"/>                                                                              │ │\n",
+       "    │ │   <string description=\"Show an example curl command for using openai Completion API\"                    │ │\n",
+       "    │ │ format=\"no-code-secrets\" name=\"api_help\" required=\"true\"></string>                                      │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
        "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
        "    │ │ enter `null`.                                                                                           │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
+       "    │ │ Here's an example of the structure:                                                                     │ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │   \"api_help\": \"cup\"                                                                                     │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ Json Output:                                                                                            │ │\n",
@@ -418,46 +461,127 @@
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
-       "    │ │     \"api_help\": \"Show an example curl command for using openai Completion API\"                          │ │\n",
+       "    │ │   \"api_help\": \"curl -X POST https://api.openai.com/v1/engines/{engine}/completions \\\\\\n-H               │ │\n",
+       "    │ │ 'Content-Type: application/json' \\\\\\n-H 'Authorization: Bearer {YOUR_API_KEY}' \\\\\\n-d '{\\\"prompt\\\":     │ │\n",
+       "    │ │ \\\"The <YOUR PROMPT HERE>\\\", \\\"max_tokens\\\": <INTEGER>, \\\"temperature\\\": <DECIMAL>, \\\"top_p\\\":           │ │\n",
+       "    │ │ <DECIMAL>, \\\"n\\\": <INTEGER>, \\\"stream\\\": <BOOLEAN>, \\\"logprobs\\\": <INTEGER>, \\\"stop\\\": <STRING>,        │ │\n",
+       "    │ │ \\\"presence_penalty\\\": <DECIMAL>, \\\"frequency_penalty\\\": <DECIMAL>, \\\"best_of\\\": <INTEGER>,              │ │\n",
+       "    │ │ \\\"logit_bias\\\": <OBJECT>}'\"                                                                             │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {'api_help': 'Show an example curl command for using openai Completion API'}                            │ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     'api_help': 'curl -X POST https://api.openai.com/v1/engines/{engine}/completions \\\\\\n-H             │ │\n",
+       "    │ │ \\'Content-Type: application/json\\' \\\\\\n-H \\'Authorization: Bearer {YOUR_API_KEY}\\' \\\\\\n-d \\'{\"prompt\":  │ │\n",
+       "    │ │ \"The <YOUR PROMPT HERE>\", \"max_tokens\": <INTEGER>, \"temperature\": <DECIMAL>, \"top_p\": <DECIMAL>, \"n\":   │ │\n",
+       "    │ │ <INTEGER>, \"stream\": <BOOLEAN>, \"logprobs\": <INTEGER>, \"stop\": <STRING>, \"presence_penalty\": <DECIMAL>, │ │\n",
+       "    │ │ \"frequency_penalty\": <DECIMAL>, \"best_of\": <INTEGER>, \"logit_bias\": <OBJECT>}\\''                        │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
       ],
       "text/plain": [
        "Logs\n",
-       "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
+       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHow do I use OpenAI's Completion API?\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"description\": \"Show an example curl command for using openai Completion API\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"format\": \"no-code-secrets\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"name\": \"api_help\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"required\": true\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mSkeletonReAsk(\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    incorrect_value={'api_help': {}},\u001b[0m\u001b[48;2;240;255;240m                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    fail_results=[\u001b[0m\u001b[48;2;240;255;240m                                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        FailResult(\u001b[0m\u001b[48;2;240;255;240m                                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            outcome='fail',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_message='JSON does not match schema:\\n{\\n  \"$.api_help\": [\\n    \"{} is not of type \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\\'string\\'\"\\n  ]\\n}',\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            fix_value=None,\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            metadata=None,\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            validated_chunk=None,\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            error_spans=None\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        )\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m)\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
        "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following JSON response, which had problems due to incorrect values.\u001b[0m\u001b[48;2;240;248;255m                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHow do I use OpenAI's Completion API?\u001b[0m\u001b[48;2;240;248;255m                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"incorrect_value\": {\u001b[0m\u001b[48;2;240;248;255m                                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"api_help\": {}\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  },\u001b[0m\u001b[48;2;240;248;255m                                                                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"error_messages\": [\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \"JSON does not match schema:\\n{\\n  \\\"$.api_help\\\": [\\n    \\\"{} is not of type 'string'\\\"\\n  ]\\n}\"\u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  ]\u001b[0m\u001b[48;2;240;248;255m                                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct the incorrect values based on the given error messages.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere's an example of the structure:\u001b[0m\u001b[48;2;240;248;255m                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m{\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \"api_help\": \"cup\"\u001b[0m\u001b[48;2;240;248;255m                                                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m}\u001b[0m\u001b[48;2;240;248;255m                                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -469,11 +593,22 @@
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"api_help\": \"Show an example curl command for using openai Completion API\"\u001b[0m\u001b[48;2;245;245;220m                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": \"curl -X POST https://api.openai.com/v1/engines/{engine}/completions \\\\\\n-H \u001b[0m\u001b[48;2;245;245;220m             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m'Content-Type: application/json' \\\\\\n-H 'Authorization: Bearer {YOUR_API_KEY}' \\\\\\n-d '{\\\"prompt\\\": \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m\\\"The \\\", \\\"max_tokens\\\": , \\\"temperature\\\": , \\\"top_p\\\": \u001b[0m\u001b[48;2;245;245;220m         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m, \\\"n\\\": , \\\"stream\\\": , \\\"logprobs\\\": , \\\"stop\\\": , \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m\\\"presence_penalty\\\": , \\\"frequency_penalty\\\": , \\\"best_of\\\": , \u001b[0m\u001b[48;2;245;245;220m            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m\\\"logit_bias\\\": }'\"\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'api_help': 'Show an example curl command for using openai Completion API'}\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'api_help': 'curl -X POST https://api.openai.com/v1/engines/{engine}/completions \\\\\\n-H \u001b[0m\u001b[48;2;240;255;240m           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\\'Content-Type: application/json\\' \\\\\\n-H \\'Authorization: Bearer {YOUR_API_KEY}\\' \\\\\\n-d \\'{\"prompt\": \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"The \", \"max_tokens\": , \"temperature\": , \"top_p\": , \"n\": \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m, \"stream\": , \"logprobs\": , \"stop\": , \"presence_penalty\": ,\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"frequency_penalty\": , \"best_of\": , \"logit_bias\": }\\''\u001b[0m\u001b[48;2;240;255;240m                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -503,7 +638,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4,
   "vscode": {
diff --git a/docs/examples/provenance.ipynb b/docs/examples/provenance.ipynb
index 1b9e5e45a..3297601c0 100644
--- a/docs/examples/provenance.ipynb
+++ b/docs/examples/provenance.ipynb
@@ -2,12 +2,31 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mprovenance_embeddings...\u001b[0m\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n",
+      "✅Successfully installed guardrails/provenance_embeddings!\n",
+      "\n",
+      "\n",
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mprovenance_llm...\u001b[0m\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n",
+      "✅Successfully installed guardrails/provenance_llm!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/provenance_embeddings\n",
-    "!guardrails hub install hub://guardrails/provenance_llm"
+    "!guardrails hub install hub://guardrails/provenance_embeddings --quiet\n",
+    "!guardrails hub install hub://guardrails/provenance_llm --quiet"
    ]
   },
   {
@@ -57,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -269,9 +288,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "# Create an embedding function that uses a cohere model to embed the text\n",
     "from rich import print\n",
@@ -310,7 +338,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -332,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -389,7 +417,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -414,7 +442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -457,7 +485,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -496,7 +524,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -518,7 +546,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -540,11 +568,11 @@
        "    │ │ important to clean the litter box regularly and to provide a safe and healthy environment for the cat.  │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ 'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits │ │\n",
+       "    │ │ To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits  │ │\n",
        "    │ │ so the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter.   │ │\n",
        "    │ │ Place the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox    │ │\n",
        "    │ │ very clean, and do not punish the cat or confine her to just one room. Once training is complete, it is │ │\n",
-       "    │ │ important to clean the litter box regularly and to provide a safe and healthy environment for the cat.' │ │\n",
+       "    │ │ important to clean the litter box regularly and to provide a safe and healthy environment for the cat.  │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "\n"
@@ -566,16 +594,16 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mimportant to clean the litter box regularly and to provide a safe and healthy environment for the cat.\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'To retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mTo retrain a cat to use the litter box, put its litter box in a low traffic area with at least 2 exits \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mso the cat doesn’t feel cornered. Find the right litterbox for your cat, as well as the right litter. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mPlace the litterbox in a good spot, away from heavily trafficked and noisy areas. Keep the litterbox \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mvery clean, and do not punish the cat or confine her to just one room. Once training is complete, it is\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mimportant to clean the litter box regularly and to provide a safe and healthy environment for the cat.'\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mimportant to clean the litter box regularly and to provide a safe and healthy environment for the cat.\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -594,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -637,7 +665,7 @@
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -677,7 +705,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/recipe_generation.ipynb b/docs/examples/recipe_generation.ipynb
index 80d971084..7c62bf769 100644
--- a/docs/examples/recipe_generation.ipynb
+++ b/docs/examples/recipe_generation.ipynb
@@ -19,7 +19,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -135,7 +135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -197,25 +197,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/guardrails/validatorsattr.py:285: UserWarning: Validator 1-indexed is not valid for element integer.\n",
-      "  warnings.warn(\n",
-      "\n",
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/guardrails/validatorsattr.py:285: UserWarning: Validator units-imperial is not valid for element float.\n",
-      "  warnings.warn(\n",
-      "\n",
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/guardrails/validatorsattr.py:285: UserWarning: Validator units-imperial is not valid for element string.\n",
-      "  warnings.warn(\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -229,9 +213,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/validator_base.py:144: UserWarning: Validator with id 1-indexed was not found in the registry!  Ignoring...\n",
+      "  warn(f\"Validator with id {name} was not found in the registry!  Ignoring...\")\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/validator_base.py:144: UserWarning: Validator with id units-imperial was not found in the registry!  Ignoring...\n",
+      "  warn(f\"Validator with id {name} was not found in the registry!  Ignoring...\")\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=Recipe)"
    ]
@@ -252,18 +247,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import openai\n",
     "\n",
@@ -285,7 +271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -297,25 +283,24 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <list name=\"ingredients\" description=\"What are the ingredients for the recipe?\">\n",
-       "        <object>\n",
-       "            <integer name=\"index\" format=\"1-indexed\"/>\n",
-       "            <string name=\"name\" format=\"is-vegan\"/>\n",
-       "            <string name=\"brand\" description=\"Suggested brand for the ingredient (if any)\"/>\n",
-       "            <bool name=\"optional\" description=\"Is the ingredient necessary?\"/>\n",
-       "            <float name=\"quantity\" description=\"how much of this ingredient to use\" format=\"units-imperial\"/>\n",
-       "            <string name=\"units\" format=\"units-imperial\"/>\n",
-       "        </object>\n",
-       "    </list>\n",
-       "    <list name=\"instructions\" description=\"What are the instructions for the recipe?\">\n",
-       "        <object>\n",
-       "            <integer name=\"index\" format=\"1-indexed\"/>\n",
-       "            <string name=\"step\"/>\n",
-       "        </object>\n",
-       "    </list>\n",
+       "  <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\" required=\"true\">\n",
+       "    <object required=\"true\">\n",
+       "      <integer name=\"index\" required=\"true\"></integer>\n",
+       "      <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>\n",
+       "      <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\" required=\"true\"></string>\n",
+       "      <bool description=\"Is the ingredient necessary?\" name=\"optional\" required=\"true\"></bool>\n",
+       "      <float description=\"how much of this ingredient to use\" name=\"quantity\" required=\"true\"></float>\n",
+       "      <string name=\"units\" required=\"true\"></string>\n",
+       "    </object>\n",
+       "  </list>\n",
+       "  <list description=\"What are the instructions for the recipe?\" name=\"instructions\" required=\"true\">\n",
+       "    <object required=\"true\">\n",
+       "      <integer name=\"index\" required=\"true\"></integer>\n",
+       "      <string name=\"step\" required=\"true\"></string>\n",
+       "    </object>\n",
+       "  </list>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -337,25 +322,24 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mbool\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mfloat\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -375,7 +359,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -389,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -397,74 +381,75 @@
       "text/html": [
        "
{\n",
        "    'ingredients': [\n",
-       "        {'index': 1, 'name': 'macaroni', 'brand': 'None', 'optional': False, 'quantity': 8.0, 'units': 'ounces'},\n",
-       "        {'index': 2, 'name': 'almond milk', 'brand': 'Silk', 'optional': False, 'quantity': 1.0, 'units': 'cup'},\n",
        "        {\n",
-       "            'index': 3,\n",
-       "            'name': 'nutritional yeast',\n",
-       "            'brand': 'Bragg',\n",
+       "            'index': 1,\n",
+       "            'name': 'macaroni',\n",
+       "            'brand': 'Barilla',\n",
        "            'optional': False,\n",
-       "            'quantity': 0.25,\n",
-       "            'units': 'cup'\n",
+       "            'quantity': 8.0,\n",
+       "            'units': 'ounces'\n",
        "        },\n",
        "        {\n",
-       "            'index': 4,\n",
-       "            'name': 'tahini',\n",
-       "            'brand': 'None',\n",
+       "            'index': 2,\n",
+       "            'name': 'cashews',\n",
+       "            'brand': 'Whole Foods',\n",
        "            'optional': False,\n",
-       "            'quantity': 2.0,\n",
-       "            'units': 'tablespoons'\n",
+       "            'quantity': 1.0,\n",
+       "            'units': 'cup'\n",
        "        },\n",
        "        {\n",
-       "            'index': 5,\n",
-       "            'name': 'lemon juice',\n",
-       "            'brand': 'None',\n",
+       "            'index': 3,\n",
+       "            'name': 'nutritional yeast',\n",
+       "            'brand': \"Bob's Red Mill\",\n",
        "            'optional': False,\n",
-       "            'quantity': 1.0,\n",
-       "            'units': 'tablespoon'\n",
+       "            'quantity': 0.25,\n",
+       "            'units': 'cup'\n",
        "        },\n",
        "        {\n",
-       "            'index': 6,\n",
+       "            'index': 4,\n",
        "            'name': 'garlic powder',\n",
-       "            'brand': 'None',\n",
+       "            'brand': 'McCormick',\n",
        "            'optional': False,\n",
        "            'quantity': 0.5,\n",
        "            'units': 'teaspoon'\n",
        "        },\n",
        "        {\n",
-       "            'index': 7,\n",
+       "            'index': 5,\n",
        "            'name': 'onion powder',\n",
-       "            'brand': 'None',\n",
+       "            'brand': 'McCormick',\n",
        "            'optional': False,\n",
        "            'quantity': 0.5,\n",
        "            'units': 'teaspoon'\n",
        "        },\n",
        "        {\n",
-       "            'index': 8,\n",
+       "            'index': 6,\n",
        "            'name': 'turmeric',\n",
-       "            'brand': 'None',\n",
+       "            'brand': 'Simply Organic',\n",
        "            'optional': True,\n",
        "            'quantity': 0.25,\n",
        "            'units': 'teaspoon'\n",
        "        },\n",
-       "        {'index': 9, 'name': 'salt', 'brand': 'None', 'optional': True, 'quantity': 0.5, 'units': 'teaspoon'}\n",
-       "    ],\n",
-       "    'instructions': [\n",
+       "        {'index': 7, 'name': 'salt', 'brand': 'Morton', 'optional': False, 'quantity': 0.5, 'units': 'teaspoon'},\n",
        "        {\n",
-       "            'index': 1,\n",
-       "            'step': 'Cook the macaroni according to the package instructions, then drain and set aside.'\n",
+       "            'index': 8,\n",
+       "            'name': 'pepper',\n",
+       "            'brand': 'McCormick',\n",
+       "            'optional': True,\n",
+       "            'quantity': 0.25,\n",
+       "            'units': 'teaspoon'\n",
        "        },\n",
+       "        {'index': 9, 'name': 'water', 'brand': '', 'optional': False, 'quantity': 1.5, 'units': 'cups'}\n",
+       "    ],\n",
+       "    'instructions': [\n",
+       "        {'index': 1, 'step': 'Soak the cashews in water for at least 2 hours, then drain.'},\n",
+       "        {'index': 2, 'step': 'Cook the macaroni according to the package instructions, then drain.'},\n",
        "        {\n",
-       "            'index': 2,\n",
-       "            'step': 'In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice, garlic powder, \n",
-       "onion powder, turmeric (if using), and salt (if using). Blend until smooth.'\n",
+       "            'index': 3,\n",
+       "            'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion powder, \n",
+       "turmeric (if using), salt, pepper (if using), and water. Blend until smooth.'\n",
        "        },\n",
-       "        {'index': 3, 'step': 'Pour the sauce over the cooked macaroni and stir to combine.'},\n",
-       "        {\n",
-       "            'index': 4,\n",
-       "            'step': 'Serve the vegan mac and cheese hot, with additional nutritional yeast or other toppings if \n",
-       "desired.'\n",
-       "        }\n",
+       "        {'index': 4, 'step': 'Pour the sauce over the cooked macaroni and stir to combine.'},\n",
+       "        {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}\n",
        "    ]\n",
        "}\n",
        "
\n"
@@ -472,74 +457,75 @@
       "text/plain": [
        "\u001b[1m{\u001b[0m\n",
        "    \u001b[32m'ingredients'\u001b[0m: \u001b[1m[\u001b[0m\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'macaroni'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m8.0\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'ounces'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'almond milk'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'Silk'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.0\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'cup'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m3\u001b[0m,\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'nutritional yeast'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'Bragg'\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m,\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'macaroni'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'Barilla'\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m,\n",
-       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.25\u001b[0m,\n",
-       "            \u001b[32m'units'\u001b[0m: \u001b[32m'cup'\u001b[0m\n",
+       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m8.0\u001b[0m,\n",
+       "            \u001b[32m'units'\u001b[0m: \u001b[32m'ounces'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m,\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'tahini'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m,\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'cashews'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'Whole Foods'\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m,\n",
-       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m2.0\u001b[0m,\n",
-       "            \u001b[32m'units'\u001b[0m: \u001b[32m'tablespoons'\u001b[0m\n",
+       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.0\u001b[0m,\n",
+       "            \u001b[32m'units'\u001b[0m: \u001b[32m'cup'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m5\u001b[0m,\n",
-       "            \u001b[32m'name'\u001b[0m: \u001b[32m'lemon juice'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m3\u001b[0m,\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'nutritional yeast'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m\"Bob's Red Mill\"\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m,\n",
-       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.0\u001b[0m,\n",
-       "            \u001b[32m'units'\u001b[0m: \u001b[32m'tablespoon'\u001b[0m\n",
+       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.25\u001b[0m,\n",
+       "            \u001b[32m'units'\u001b[0m: \u001b[32m'cup'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m6\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m,\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'garlic powder'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'McCormick'\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m,\n",
        "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.5\u001b[0m,\n",
        "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m7\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m5\u001b[0m,\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'onion powder'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'McCormick'\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m,\n",
        "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.5\u001b[0m,\n",
        "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m8\u001b[0m,\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m6\u001b[0m,\n",
        "            \u001b[32m'name'\u001b[0m: \u001b[32m'turmeric'\u001b[0m,\n",
-       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'Simply Organic'\u001b[0m,\n",
        "            \u001b[32m'optional'\u001b[0m: \u001b[3;92mTrue\u001b[0m,\n",
        "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.25\u001b[0m,\n",
        "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m9\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'salt'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'None'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;92mTrue\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.5\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\u001b[1m}\u001b[0m\n",
-       "    \u001b[1m]\u001b[0m,\n",
-       "    \u001b[32m'instructions'\u001b[0m: \u001b[1m[\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m7\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'salt'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m'Morton'\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.5\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m,\n",
-       "            \u001b[32m'step'\u001b[0m: \u001b[32m'Cook the macaroni according to the package instructions, then drain and set aside.'\u001b[0m\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m8\u001b[0m,\n",
+       "            \u001b[32m'name'\u001b[0m: \u001b[32m'pepper'\u001b[0m,\n",
+       "            \u001b[32m'brand'\u001b[0m: \u001b[32m'McCormick'\u001b[0m,\n",
+       "            \u001b[32m'optional'\u001b[0m: \u001b[3;92mTrue\u001b[0m,\n",
+       "            \u001b[32m'quantity'\u001b[0m: \u001b[1;36m0.25\u001b[0m,\n",
+       "            \u001b[32m'units'\u001b[0m: \u001b[32m'teaspoon'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m9\u001b[0m, \u001b[32m'name'\u001b[0m: \u001b[32m'water'\u001b[0m, \u001b[32m'brand'\u001b[0m: \u001b[32m''\u001b[0m, \u001b[32m'optional'\u001b[0m: \u001b[3;91mFalse\u001b[0m, \u001b[32m'quantity'\u001b[0m: \u001b[1;36m1.5\u001b[0m, \u001b[32m'units'\u001b[0m: \u001b[32m'cups'\u001b[0m\u001b[1m}\u001b[0m\n",
+       "    \u001b[1m]\u001b[0m,\n",
+       "    \u001b[32m'instructions'\u001b[0m: \u001b[1m[\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Soak the cashews in water for at least 2 hours, then drain.'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Cook the macaroni according to the package instructions, then drain.'\u001b[0m\u001b[1m}\u001b[0m,\n",
        "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m2\u001b[0m,\n",
-       "            \u001b[32m'step'\u001b[0m: \u001b[32m'In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice, garlic powder, \u001b[0m\n",
-       "\u001b[32monion powder, turmeric \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif using\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and salt \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif using\u001b[0m\u001b[32m)\u001b[0m\u001b[32m. Blend until smooth.'\u001b[0m\n",
+       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m3\u001b[0m,\n",
+       "            \u001b[32m'step'\u001b[0m: \u001b[32m'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion powder, \u001b[0m\n",
+       "\u001b[32mturmeric \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif using\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, salt, pepper \u001b[0m\u001b[32m(\u001b[0m\u001b[32mif using\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, and water. Blend until smooth.'\u001b[0m\n",
        "        \u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m3\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Pour the sauce over the cooked macaroni and stir to combine.'\u001b[0m\u001b[1m}\u001b[0m,\n",
-       "        \u001b[1m{\u001b[0m\n",
-       "            \u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m,\n",
-       "            \u001b[32m'step'\u001b[0m: \u001b[32m'Serve the vegan mac and cheese hot, with additional nutritional yeast or other toppings if \u001b[0m\n",
-       "\u001b[32mdesired.'\u001b[0m\n",
-       "        \u001b[1m}\u001b[0m\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m4\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Pour the sauce over the cooked macaroni and stir to combine.'\u001b[0m\u001b[1m}\u001b[0m,\n",
+       "        \u001b[1m{\u001b[0m\u001b[32m'index'\u001b[0m: \u001b[1;36m5\u001b[0m, \u001b[32m'step'\u001b[0m: \u001b[32m'Serve the vegan mac and cheese hot.'\u001b[0m\u001b[1m}\u001b[0m\n",
        "    \u001b[1m]\u001b[0m\n",
        "\u001b[1m}\u001b[0m\n"
       ]
@@ -554,7 +540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -570,26 +556,25 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <list name=\"ingredients\" description=\"What are the ingredients for the recipe?\">                    │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <integer name=\"index\" format=\"1-indexed\"/>                                                  │ │\n",
-       "    │ │             <string name=\"name\" format=\"is-vegan\"/>                                                     │ │\n",
-       "    │ │             <string name=\"brand\" description=\"Suggested brand for the ingredient (if any)\"/>            │ │\n",
-       "    │ │             <bool name=\"optional\" description=\"Is the ingredient necessary?\"/>                          │ │\n",
-       "    │ │             <float name=\"quantity\" description=\"how much of this ingredient to use\"                     │ │\n",
-       "    │ │ format=\"units-imperial\"/>                                                                               │ │\n",
-       "    │ │             <string name=\"units\" format=\"units-imperial\"/>                                              │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
-       "    │ │     <list name=\"instructions\" description=\"What are the instructions for the recipe?\">                  │ │\n",
-       "    │ │         <object>                                                                                        │ │\n",
-       "    │ │             <integer name=\"index\" format=\"1-indexed\"/>                                                  │ │\n",
-       "    │ │             <string name=\"step\"/>                                                                       │ │\n",
-       "    │ │         </object>                                                                                       │ │\n",
-       "    │ │     </list>                                                                                             │ │\n",
+       "    │ │   <list description=\"What are the ingredients for the recipe?\" name=\"ingredients\" required=\"true\">      │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <integer name=\"index\" required=\"true\"></integer>                                                  │ │\n",
+       "    │ │       <string format=\"is-vegan\" name=\"name\" required=\"true\"></string>                                   │ │\n",
+       "    │ │       <string description=\"Suggested brand for the ingredient (if any)\" name=\"brand\"                    │ │\n",
+       "    │ │ required=\"true\"></string>                                                                               │ │\n",
+       "    │ │       <bool description=\"Is the ingredient necessary?\" name=\"optional\" required=\"true\"></bool>          │ │\n",
+       "    │ │       <float description=\"how much of this ingredient to use\" name=\"quantity\" required=\"true\"></float>  │ │\n",
+       "    │ │       <string name=\"units\" required=\"true\"></string>                                                    │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
+       "    │ │   <list description=\"What are the instructions for the recipe?\" name=\"instructions\" required=\"true\">    │ │\n",
+       "    │ │     <object required=\"true\">                                                                            │ │\n",
+       "    │ │       <integer name=\"index\" required=\"true\"></integer>                                                  │ │\n",
+       "    │ │       <string name=\"step\" required=\"true\"></string>                                                     │ │\n",
+       "    │ │     </object>                                                                                           │ │\n",
+       "    │ │   </list>                                                                                               │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -613,102 +598,105 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
+       "    │ │                                                                                                         │ │\n",
        "    │ │ {                                                                                                       │ │\n",
-       "    │ │     \"ingredients\": [                                                                                    │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 1,                                                                                 │ │\n",
-       "    │ │             \"name\": \"macaroni\",                                                                         │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 8.0,                                                                            │ │\n",
-       "    │ │             \"units\": \"ounces\"                                                                           │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 2,                                                                                 │ │\n",
-       "    │ │             \"name\": \"almond milk\",                                                                      │ │\n",
-       "    │ │             \"brand\": \"Silk\",                                                                            │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 1.0,                                                                            │ │\n",
-       "    │ │             \"units\": \"cup\"                                                                              │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 3,                                                                                 │ │\n",
-       "    │ │             \"name\": \"nutritional yeast\",                                                                │ │\n",
-       "    │ │             \"brand\": \"Bragg\",                                                                           │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 0.25,                                                                           │ │\n",
-       "    │ │             \"units\": \"cup\"                                                                              │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 4,                                                                                 │ │\n",
-       "    │ │             \"name\": \"tahini\",                                                                           │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 2.0,                                                                            │ │\n",
-       "    │ │             \"units\": \"tablespoons\"                                                                      │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 5,                                                                                 │ │\n",
-       "    │ │             \"name\": \"lemon juice\",                                                                      │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 1.0,                                                                            │ │\n",
-       "    │ │             \"units\": \"tablespoon\"                                                                       │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 6,                                                                                 │ │\n",
-       "    │ │             \"name\": \"garlic powder\",                                                                    │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 0.5,                                                                            │ │\n",
-       "    │ │             \"units\": \"teaspoon\"                                                                         │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 7,                                                                                 │ │\n",
-       "    │ │             \"name\": \"onion powder\",                                                                     │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": false,                                                                          │ │\n",
-       "    │ │             \"quantity\": 0.5,                                                                            │ │\n",
-       "    │ │             \"units\": \"teaspoon\"                                                                         │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 8,                                                                                 │ │\n",
-       "    │ │             \"name\": \"turmeric\",                                                                         │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": true,                                                                           │ │\n",
-       "    │ │             \"quantity\": 0.25,                                                                           │ │\n",
-       "    │ │             \"units\": \"teaspoon\"                                                                         │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 9,                                                                                 │ │\n",
-       "    │ │             \"name\": \"salt\",                                                                             │ │\n",
-       "    │ │             \"brand\": null,                                                                              │ │\n",
-       "    │ │             \"optional\": true,                                                                           │ │\n",
-       "    │ │             \"quantity\": 0.5,                                                                            │ │\n",
-       "    │ │             \"units\": \"teaspoon\"                                                                         │ │\n",
-       "    │ │         }                                                                                               │ │\n",
-       "    │ │     ],                                                                                                  │ │\n",
-       "    │ │     \"instructions\": [                                                                                   │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 1,                                                                                 │ │\n",
-       "    │ │             \"step\": \"Cook the macaroni according to the package instructions, then drain and set        │ │\n",
-       "    │ │ aside.\"                                                                                                 │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 2,                                                                                 │ │\n",
-       "    │ │             \"step\": \"In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice,     │ │\n",
-       "    │ │ garlic powder, onion powder, turmeric (if using), and salt (if using). Blend until smooth.\"             │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 3,                                                                                 │ │\n",
-       "    │ │             \"step\": \"Pour the sauce over the cooked macaroni and stir to combine.\"                      │ │\n",
-       "    │ │         },                                                                                              │ │\n",
-       "    │ │         {                                                                                               │ │\n",
-       "    │ │             \"index\": 4,                                                                                 │ │\n",
-       "    │ │             \"step\": \"Serve the vegan mac and cheese hot, with additional nutritional yeast or other     │ │\n",
-       "    │ │ toppings if desired.\"                                                                                   │ │\n",
-       "    │ │         }                                                                                               │ │\n",
-       "    │ │     ]                                                                                                   │ │\n",
+       "    │ │   \"ingredients\": [                                                                                      │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 1,                                                                                       │ │\n",
+       "    │ │       \"name\": \"macaroni\",                                                                               │ │\n",
+       "    │ │       \"brand\": \"Barilla\",                                                                               │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 8,                                                                                    │ │\n",
+       "    │ │       \"units\": \"ounces\"                                                                                 │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 2,                                                                                       │ │\n",
+       "    │ │       \"name\": \"cashews\",                                                                                │ │\n",
+       "    │ │       \"brand\": \"Whole Foods\",                                                                           │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 1,                                                                                    │ │\n",
+       "    │ │       \"units\": \"cup\"                                                                                    │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 3,                                                                                       │ │\n",
+       "    │ │       \"name\": \"nutritional yeast\",                                                                      │ │\n",
+       "    │ │       \"brand\": \"Bob's Red Mill\",                                                                        │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 0.25,                                                                                 │ │\n",
+       "    │ │       \"units\": \"cup\"                                                                                    │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 4,                                                                                       │ │\n",
+       "    │ │       \"name\": \"garlic powder\",                                                                          │ │\n",
+       "    │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 0.5,                                                                                  │ │\n",
+       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 5,                                                                                       │ │\n",
+       "    │ │       \"name\": \"onion powder\",                                                                           │ │\n",
+       "    │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 0.5,                                                                                  │ │\n",
+       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 6,                                                                                       │ │\n",
+       "    │ │       \"name\": \"turmeric\",                                                                               │ │\n",
+       "    │ │       \"brand\": \"Simply Organic\",                                                                        │ │\n",
+       "    │ │       \"optional\": true,                                                                                 │ │\n",
+       "    │ │       \"quantity\": 0.25,                                                                                 │ │\n",
+       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 7,                                                                                       │ │\n",
+       "    │ │       \"name\": \"salt\",                                                                                   │ │\n",
+       "    │ │       \"brand\": \"Morton\",                                                                                │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 0.5,                                                                                  │ │\n",
+       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 8,                                                                                       │ │\n",
+       "    │ │       \"name\": \"pepper\",                                                                                 │ │\n",
+       "    │ │       \"brand\": \"McCormick\",                                                                             │ │\n",
+       "    │ │       \"optional\": true,                                                                                 │ │\n",
+       "    │ │       \"quantity\": 0.25,                                                                                 │ │\n",
+       "    │ │       \"units\": \"teaspoon\"                                                                               │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 9,                                                                                       │ │\n",
+       "    │ │       \"name\": \"water\",                                                                                  │ │\n",
+       "    │ │       \"brand\": \"\",                                                                                      │ │\n",
+       "    │ │       \"optional\": false,                                                                                │ │\n",
+       "    │ │       \"quantity\": 1.5,                                                                                  │ │\n",
+       "    │ │       \"units\": \"cups\"                                                                                   │ │\n",
+       "    │ │     }                                                                                                   │ │\n",
+       "    │ │   ],                                                                                                    │ │\n",
+       "    │ │   \"instructions\": [                                                                                     │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 1,                                                                                       │ │\n",
+       "    │ │       \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"                             │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 2,                                                                                       │ │\n",
+       "    │ │       \"step\": \"Cook the macaroni according to the package instructions, then drain.\"                    │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 3,                                                                                       │ │\n",
+       "    │ │       \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion        │ │\n",
+       "    │ │ powder, turmeric (if using), salt, pepper (if using), and water. Blend until smooth.\"                   │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 4,                                                                                       │ │\n",
+       "    │ │       \"step\": \"Pour the sauce over the cooked macaroni and stir to combine.\"                            │ │\n",
+       "    │ │     },                                                                                                  │ │\n",
+       "    │ │     {                                                                                                   │ │\n",
+       "    │ │       \"index\": 5,                                                                                       │ │\n",
+       "    │ │       \"step\": \"Serve the vegan mac and cheese hot.\"                                                     │ │\n",
+       "    │ │     }                                                                                                   │ │\n",
+       "    │ │   ]                                                                                                     │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
@@ -717,15 +705,15 @@
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 1,                                                                                 │ │\n",
        "    │ │             'name': 'macaroni',                                                                         │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
+       "    │ │             'brand': 'Barilla',                                                                         │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
        "    │ │             'quantity': 8.0,                                                                            │ │\n",
        "    │ │             'units': 'ounces'                                                                           │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 2,                                                                                 │ │\n",
-       "    │ │             'name': 'almond milk',                                                                      │ │\n",
-       "    │ │             'brand': 'Silk',                                                                            │ │\n",
+       "    │ │             'name': 'cashews',                                                                          │ │\n",
+       "    │ │             'brand': 'Whole Foods',                                                                     │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
        "    │ │             'quantity': 1.0,                                                                            │ │\n",
        "    │ │             'units': 'cup'                                                                              │ │\n",
@@ -733,80 +721,79 @@
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 3,                                                                                 │ │\n",
        "    │ │             'name': 'nutritional yeast',                                                                │ │\n",
-       "    │ │             'brand': 'Bragg',                                                                           │ │\n",
+       "    │ │             'brand': \"Bob's Red Mill\",                                                                  │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
        "    │ │             'quantity': 0.25,                                                                           │ │\n",
        "    │ │             'units': 'cup'                                                                              │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 4,                                                                                 │ │\n",
-       "    │ │             'name': 'tahini',                                                                           │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
+       "    │ │             'name': 'garlic powder',                                                                    │ │\n",
+       "    │ │             'brand': 'McCormick',                                                                       │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
-       "    │ │             'quantity': 2.0,                                                                            │ │\n",
-       "    │ │             'units': 'tablespoons'                                                                      │ │\n",
+       "    │ │             'quantity': 0.5,                                                                            │ │\n",
+       "    │ │             'units': 'teaspoon'                                                                         │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 5,                                                                                 │ │\n",
-       "    │ │             'name': 'lemon juice',                                                                      │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
+       "    │ │             'name': 'onion powder',                                                                     │ │\n",
+       "    │ │             'brand': 'McCormick',                                                                       │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
-       "    │ │             'quantity': 1.0,                                                                            │ │\n",
-       "    │ │             'units': 'tablespoon'                                                                       │ │\n",
+       "    │ │             'quantity': 0.5,                                                                            │ │\n",
+       "    │ │             'units': 'teaspoon'                                                                         │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 6,                                                                                 │ │\n",
-       "    │ │             'name': 'garlic powder',                                                                    │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
-       "    │ │             'optional': False,                                                                          │ │\n",
-       "    │ │             'quantity': 0.5,                                                                            │ │\n",
+       "    │ │             'name': 'turmeric',                                                                         │ │\n",
+       "    │ │             'brand': 'Simply Organic',                                                                  │ │\n",
+       "    │ │             'optional': True,                                                                           │ │\n",
+       "    │ │             'quantity': 0.25,                                                                           │ │\n",
        "    │ │             'units': 'teaspoon'                                                                         │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 7,                                                                                 │ │\n",
-       "    │ │             'name': 'onion powder',                                                                     │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
+       "    │ │             'name': 'salt',                                                                             │ │\n",
+       "    │ │             'brand': 'Morton',                                                                          │ │\n",
        "    │ │             'optional': False,                                                                          │ │\n",
        "    │ │             'quantity': 0.5,                                                                            │ │\n",
        "    │ │             'units': 'teaspoon'                                                                         │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 8,                                                                                 │ │\n",
-       "    │ │             'name': 'turmeric',                                                                         │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
+       "    │ │             'name': 'pepper',                                                                           │ │\n",
+       "    │ │             'brand': 'McCormick',                                                                       │ │\n",
        "    │ │             'optional': True,                                                                           │ │\n",
        "    │ │             'quantity': 0.25,                                                                           │ │\n",
        "    │ │             'units': 'teaspoon'                                                                         │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 9,                                                                                 │ │\n",
-       "    │ │             'name': 'salt',                                                                             │ │\n",
-       "    │ │             'brand': 'None',                                                                            │ │\n",
-       "    │ │             'optional': True,                                                                           │ │\n",
-       "    │ │             'quantity': 0.5,                                                                            │ │\n",
-       "    │ │             'units': 'teaspoon'                                                                         │ │\n",
+       "    │ │             'name': 'water',                                                                            │ │\n",
+       "    │ │             'brand': '',                                                                                │ │\n",
+       "    │ │             'optional': False,                                                                          │ │\n",
+       "    │ │             'quantity': 1.5,                                                                            │ │\n",
+       "    │ │             'units': 'cups'                                                                             │ │\n",
        "    │ │         }                                                                                               │ │\n",
        "    │ │     ],                                                                                                  │ │\n",
        "    │ │     'instructions': [                                                                                   │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 1,                                                                                 │ │\n",
-       "    │ │             'step': 'Cook the macaroni according to the package instructions, then drain and set        │ │\n",
-       "    │ │ aside.'                                                                                                 │ │\n",
+       "    │ │             'step': 'Soak the cashews in water for at least 2 hours, then drain.'                       │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 2,                                                                                 │ │\n",
-       "    │ │             'step': 'In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice,     │ │\n",
-       "    │ │ garlic powder, onion powder, turmeric (if using), and salt (if using). Blend until smooth.'             │ │\n",
+       "    │ │             'step': 'Cook the macaroni according to the package instructions, then drain.'              │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 3,                                                                                 │ │\n",
-       "    │ │             'step': 'Pour the sauce over the cooked macaroni and stir to combine.'                      │ │\n",
+       "    │ │             'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion  │ │\n",
+       "    │ │ powder, turmeric (if using), salt, pepper (if using), and water. Blend until smooth.'                   │ │\n",
        "    │ │         },                                                                                              │ │\n",
        "    │ │         {                                                                                               │ │\n",
        "    │ │             'index': 4,                                                                                 │ │\n",
-       "    │ │             'step': 'Serve the vegan mac and cheese hot, with additional nutritional yeast or other     │ │\n",
-       "    │ │ toppings if desired.'                                                                                   │ │\n",
-       "    │ │         }                                                                                               │ │\n",
+       "    │ │             'step': 'Pour the sauce over the cooked macaroni and stir to combine.'                      │ │\n",
+       "    │ │         },                                                                                              │ │\n",
+       "    │ │         {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}                                     │ │\n",
        "    │ │     ]                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -824,26 +811,25 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -867,102 +853,105 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"ingredients\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"macaroni\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 8.0,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"ounces\"\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"almond milk\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": \"Silk\",\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"nutritional yeast\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": \"Bragg\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"tahini\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 2.0,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"tablespoons\"\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"lemon juice\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 1.0,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"tablespoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"garlic powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"onion powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"turmeric\",\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 9,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"name\": \"salt\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"brand\": null,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"instructions\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"step\": \"Cook the macaroni according to the package instructions, then drain and set \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220maside.\"\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"step\": \"In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice, \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgarlic powder, onion powder, turmeric (if using), and salt (if using). Blend until smooth.\"\u001b[0m\u001b[48;2;245;245;220m            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"step\": \"Pour the sauce over the cooked macaroni and stir to combine.\"\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"step\": \"Serve the vegan mac and cheese hot, with additional nutritional yeast or other \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mtoppings if desired.\"\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"ingredients\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"macaroni\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Barilla\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"ounces\"\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"cashews\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Whole Foods\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"nutritional yeast\",\u001b[0m\u001b[48;2;245;245;220m                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Bob's Red Mill\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cup\"\u001b[0m\u001b[48;2;245;245;220m                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"garlic powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"onion powder\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"turmeric\",\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Simply Organic\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"salt\",\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"Morton\",\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"pepper\",\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"McCormick\",\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": true,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 0.25,\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"teaspoon\"\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 9,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"name\": \"water\",\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"brand\": \"\",\u001b[0m\u001b[48;2;245;245;220m                                                                                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"optional\": false,\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"quantity\": 1.5,\u001b[0m\u001b[48;2;245;245;220m                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"units\": \"cups\"\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ],\u001b[0m\u001b[48;2;245;245;220m                                                                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"instructions\": [\u001b[0m\u001b[48;2;245;245;220m                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 1,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Soak the cashews in water for at least 2 hours, then drain.\"\u001b[0m\u001b[48;2;245;245;220m                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Cook the macaroni according to the package instructions, then drain.\"\u001b[0m\u001b[48;2;245;245;220m                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mpowder, turmeric (if using), salt, pepper (if using), and water. Blend until smooth.\"\u001b[0m\u001b[48;2;245;245;220m                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Pour the sauce over the cooked macaroni and stir to combine.\"\u001b[0m\u001b[48;2;245;245;220m                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    },\u001b[0m\u001b[48;2;245;245;220m                                                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"index\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m      \"step\": \"Serve the vegan mac and cheese hot.\"\u001b[0m\u001b[48;2;245;245;220m                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
@@ -971,15 +960,15 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 1,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'macaroni',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Barilla',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 8.0,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'ounces'\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 2,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'almond milk',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Silk',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'cashews',\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Whole Foods',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'cup'\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -987,80 +976,79 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 3,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'nutritional yeast',\u001b[0m\u001b[48;2;240;255;240m                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Bragg',\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': \"Bob's Red Mill\",\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.25,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'cup'\u001b[0m\u001b[48;2;240;255;240m                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 4,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'tahini',\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'garlic powder',\u001b[0m\u001b[48;2;240;255;240m                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 2.0,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'tablespoons'\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 5,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'lemon juice',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'onion powder',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 1.0,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'tablespoon'\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 6,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'garlic powder',\u001b[0m\u001b[48;2;240;255;240m                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'turmeric',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Simply Organic',\u001b[0m\u001b[48;2;240;255;240m                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': True,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.25,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 7,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'onion powder',\u001b[0m\u001b[48;2;240;255;240m                                                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'salt',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'Morton',\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 8,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'turmeric',\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'pepper',\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'McCormick',\u001b[0m\u001b[48;2;240;255;240m                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': True,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.25,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 9,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'salt',\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': 'None',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': True,\u001b[0m\u001b[48;2;240;255;240m                                                                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 0.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'teaspoon'\u001b[0m\u001b[48;2;240;255;240m                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'name': 'water',\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'brand': '',\u001b[0m\u001b[48;2;240;255;240m                                                                               \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'optional': False,\u001b[0m\u001b[48;2;240;255;240m                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'quantity': 1.5,\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'units': 'cups'\u001b[0m\u001b[48;2;240;255;240m                                                                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ],\u001b[0m\u001b[48;2;240;255;240m                                                                                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'instructions': [\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 1,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Cook the macaroni according to the package instructions, then drain and set \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240maside.'\u001b[0m\u001b[48;2;240;255;240m                                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Soak the cashews in water for at least 2 hours, then drain.'\u001b[0m\u001b[48;2;240;255;240m                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 2,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'In a blender, combine the almond milk, nutritional yeast, tahini, lemon juice, \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mgarlic powder, onion powder, turmeric (if using), and salt (if using). Blend until smooth.'\u001b[0m\u001b[48;2;240;255;240m            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Cook the macaroni according to the package instructions, then drain.'\u001b[0m\u001b[48;2;240;255;240m             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 3,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Pour the sauce over the cooked macaroni and stir to combine.'\u001b[0m\u001b[48;2;240;255;240m                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'In a blender, combine the soaked cashews, nutritional yeast, garlic powder, onion \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mpowder, turmeric (if using), salt, pepper (if using), and water. Blend until smooth.'\u001b[0m\u001b[48;2;240;255;240m                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'index': 4,\u001b[0m\u001b[48;2;240;255;240m                                                                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Serve the vegan mac and cheese hot, with additional nutritional yeast or other \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtoppings if desired.'\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        }\u001b[0m\u001b[48;2;240;255;240m                                                                                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m            'step': 'Pour the sauce over the cooked macaroni and stir to combine.'\u001b[0m\u001b[48;2;240;255;240m                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        },\u001b[0m\u001b[48;2;240;255;240m                                                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'index': 5, 'step': 'Serve the vegan mac and cheese hot.'}\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -1092,7 +1080,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4,
   "vscode": {
diff --git a/docs/examples/regex_validation.ipynb b/docs/examples/regex_validation.ipynb
index 3d9f948d7..cf6866892 100644
--- a/docs/examples/regex_validation.ipynb
+++ b/docs/examples/regex_validation.ipynb
@@ -2,11 +2,22 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mregex_match...\u001b[0m\n",
+      "✅Successfully installed guardrails/regex_match!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/regex_match"
+    "!guardrails hub install hub://guardrails/regex_match --quiet"
    ]
   },
   {
@@ -29,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -45,9 +56,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "import openai\n",
     "from guardrails import Guard\n",
@@ -66,16 +86,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -92,10 +105,10 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ Sure! Here's a fake phone number for your movie: 555-123-4567.                                          │ │\n",
+       "    │ │ 555-789-1234                                                                                            │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ \"Sure! Here's a fake phone number for your movie: 555-123-4567.\"                                        │ │\n",
+       "    │ │ '555-789-1234'                                                                                          │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "\n"
@@ -114,10 +127,10 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mSure! Here's a fake phone number for your movie: 555-123-4567.\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m555-789-1234\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"Sure! Here's a fake phone number for your movie: 555-123-4567.\"\u001b[0m\u001b[48;2;240;255;240m                                       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'555-789-1234'\u001b[0m\u001b[48;2;240;255;240m                                                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -156,7 +169,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/response_is_on_topic.ipynb b/docs/examples/response_is_on_topic.ipynb
index 58692a146..5f007b66b 100644
--- a/docs/examples/response_is_on_topic.ipynb
+++ b/docs/examples/response_is_on_topic.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -10,25 +10,15 @@
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/tryolabs/\u001b[0m\u001b[95mrestricttotopic...\u001b[0m\n",
-      "\u001b[2K\u001b[32m[ ===]\u001b[0m Fetching manifestst\n",
-      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependencies  Running command git clone --filter=blob:none --quiet https://github.com/tryolabs/restricttotopic.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-advwvzw9\n",
-      "\u001b[2K\u001b[32m[=== ]\u001b[0m Downloading dependencies\n",
-      "\u001b[1A\u001b[2K\u001b[?25l\u001b[32m[    ]\u001b[0m Running post-install setup\n",
-      "\u001b[1A\u001b[2K✅Successfully installed tryolabs/restricttotopic!\n",
-      "\n",
+      "✅Successfully installed tryolabs/restricttotopic!\n",
       "\n",
-      "\u001b[1mImport validator:\u001b[0m\n",
-      "from guardrails.hub import RestrictToTopic\n",
-      "\n",
-      "\u001b[1mGet more info:\u001b[0m\n",
-      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/tryolabs/restricttotopic\u001b[0m\n",
       "\n"
      ]
     }
    ],
    "source": [
     "\n",
-    "!guardrails hub install hub://tryolabs/restricttotopic"
+    "!guardrails hub install hub://tryolabs/restricttotopic --quiet"
    ]
   },
   {
@@ -68,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -85,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -107,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -146,9 +136,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -197,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -243,14 +241,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation failed for field with errors: Invalid topics found: ['tablet']\n"
+      "Validation failed for field with errors: Invalid topics found: ['tablet', 'phone']\n"
      ]
     }
    ],
@@ -295,7 +293,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/secrets_detection.ipynb b/docs/examples/secrets_detection.ipynb
index 3be7b0905..d26753353 100644
--- a/docs/examples/secrets_detection.ipynb
+++ b/docs/examples/secrets_detection.ipynb
@@ -2,11 +2,22 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msecrets_present...\u001b[0m\n",
+      "✅Successfully installed guardrails/secrets_present!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/secrets_present"
+    "!guardrails hub install hub://guardrails/secrets_present --quiet"
    ]
   },
   {
@@ -42,15 +53,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
-      "  warnings.warn(\"Can't initialize NVML\")\n"
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
    ],
@@ -65,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -154,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -237,7 +248,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/select_choice_based_on_action.ipynb b/docs/examples/select_choice_based_on_action.ipynb
index e66225732..acec7c5cd 100644
--- a/docs/examples/select_choice_based_on_action.ipynb
+++ b/docs/examples/select_choice_based_on_action.ipynb
@@ -2,11 +2,22 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_choices...\u001b[0m\n",
+      "✅Successfully installed guardrails/valid_choices!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/valid_choices"
+    "!guardrails hub install hub://guardrails/valid_choices --quiet"
    ]
   },
   {
@@ -43,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 24,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:26.331177Z",
@@ -87,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -138,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 26,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:28.590929Z",
@@ -163,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -197,30 +208,16 @@
     "To start, we test with a 'giant' as an opponent, and look at the output."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": []
-  },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 28,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:10:08.998121Z",
      "start_time": "2023-08-23T15:10:08.792027Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import openai\n",
     "\n",
@@ -247,17 +244,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 1}}\n",
+       "
{'action': {'chosen_action': 'flight', 'flight_direction': 'north', 'distance': 3}}\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\u001b[32m'action'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'chosen_action'\u001b[0m: \u001b[32m'flight'\u001b[0m, \u001b[32m'flight_direction'\u001b[0m: \u001b[32m'north'\u001b[0m, \u001b[32m'distance'\u001b[0m: \u001b[1;36m3\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -277,7 +274,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 30,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2023-08-23T15:09:32.364711Z",
@@ -292,24 +289,25 @@
        "You are a human in an enchanted forest. You come across opponents of different types, and you should fight smaller \n",
        "opponents and run away from bigger ones.\n",
        "\n",
-       "You run into a ${opp_type}. What do you do?\n",
+       "You run into a giant. What do you do?\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <choice name=\"action\" discriminator=\"chosen_action\">\n",
-       "        <case name=\"fight\">\n",
-       "            <string name=\"weapon\" format=\"valid-choices: choices=['crossbow', 'machine gun']\"/>\n",
-       "        </case>\n",
-       "        <case name=\"flight\">\n",
-       "            <string name=\"flight_direction\" format=\"valid-choices: choices=['north', 'south', 'east', 'west']\"/>\n",
-       "            <integer name=\"distance\" format=\"valid-choices: choices=[1, 2, 3, 4]\"/>\n",
-       "        </case>\n",
-       "    </choice>\n",
+       "  <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">\n",
+       "    <case name=\"fight\">\n",
+       "      <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\" \n",
+       "required=\"true\"></string>\n",
+       "    </case>\n",
+       "    <case name=\"flight\">\n",
+       "      <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\" name=\"flight_direction\" \n",
+       "required=\"true\"></string>\n",
+       "      <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\" required=\"true\"></integer>\n",
+       "    </case>\n",
+       "  </choice>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -328,24 +326,25 @@
        "You are a human in an enchanted forest. You come across opponents of different types, and you should fight smaller \n",
        "opponents and run away from bigger ones.\n",
        "\n",
-       "You run into a $\u001b[1m{\u001b[0mopp_type\u001b[1m}\u001b[0m. What do you do?\n",
+       "You run into a giant. What do you do?\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mcase\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m        \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m            \u001b[0m\n",
-       "\u001b[39m        <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mcase\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mchoice\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  \u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mcase\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m      <\u001b[0m\u001b[35m/\u001b[0m\u001b[95minteger\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mcase\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mchoice\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -364,7 +363,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -376,7 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -396,19 +395,20 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <choice name=\"action\" discriminator=\"chosen_action\">                                                │ │\n",
-       "    │ │         <case name=\"fight\">                                                                             │ │\n",
-       "    │ │             <string name=\"weapon\" format=\"valid-choices: choices=['crossbow', 'machine gun']\"/>         │ │\n",
-       "    │ │         </case>                                                                                         │ │\n",
-       "    │ │         <case name=\"flight\">                                                                            │ │\n",
-       "    │ │             <string name=\"flight_direction\" format=\"valid-choices: choices=['north', 'south', 'east',   │ │\n",
-       "    │ │ 'west']\"/>                                                                                              │ │\n",
-       "    │ │             <integer name=\"distance\" format=\"valid-choices: choices=[1, 2, 3, 4]\"/>                     │ │\n",
-       "    │ │         </case>                                                                                         │ │\n",
-       "    │ │     </choice>                                                                                           │ │\n",
+       "    │ │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                                  │ │\n",
+       "    │ │     <case name=\"fight\">                                                                                 │ │\n",
+       "    │ │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\"              │ │\n",
+       "    │ │ required=\"true\"></string>                                                                               │ │\n",
+       "    │ │     </case>                                                                                             │ │\n",
+       "    │ │     <case name=\"flight\">                                                                                │ │\n",
+       "    │ │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"                     │ │\n",
+       "    │ │ name=\"flight_direction\" required=\"true\"></string>                                                       │ │\n",
+       "    │ │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"                          │ │\n",
+       "    │ │ required=\"true\"></integer>                                                                              │ │\n",
+       "    │ │     </case>                                                                                             │ │\n",
+       "    │ │   </choice>                                                                                             │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -430,20 +430,14 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"action\": {                                                                                           │ │\n",
-       "    │ │     \"chosen_action\": \"flight\",                                                                          │ │\n",
-       "    │ │     \"flight_direction\": \"north\",                                                                        │ │\n",
-       "    │ │     \"distance\": 1                                                                                       │ │\n",
-       "    │ │   }                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
+       "    │ │ {\"action\":{\"chosen_action\":\"flight\",\"flight_direction\":\"north\",\"distance\":3}}                           │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {                                                                                                       │ │\n",
        "    │ │     'action': {                                                                                         │ │\n",
        "    │ │         'chosen_action': 'flight',                                                                      │ │\n",
        "    │ │         'flight_direction': 'north',                                                                    │ │\n",
-       "    │ │         'distance': 1                                                                                   │ │\n",
+       "    │ │         'distance': 3                                                                                   │ │\n",
        "    │ │     }                                                                                                   │ │\n",
        "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
@@ -465,19 +459,20 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -499,20 +494,14 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"chosen_action\": \"flight\",\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"flight_direction\": \"north\",\u001b[0m\u001b[48;2;245;245;220m                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"distance\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"action\":{\"chosen_action\":\"flight\",\"flight_direction\":\"north\",\"distance\":3}}\u001b[0m\u001b[48;2;245;245;220m                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'action': {\u001b[0m\u001b[48;2;240;255;240m                                                                                        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'chosen_action': 'flight',\u001b[0m\u001b[48;2;240;255;240m                                                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'flight_direction': 'north',\u001b[0m\u001b[48;2;240;255;240m                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'distance': 1\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        'distance': 3\u001b[0m\u001b[48;2;240;255;240m                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    }\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -538,21 +527,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    openai.chat.completions.create,\n",
+    "    prompt=prompt,\n",
     "    prompt_params={'opp_type': 'goblin'},\n",
     "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=256,\n",
@@ -562,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -592,7 +573,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -612,19 +593,20 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <choice name=\"action\" discriminator=\"chosen_action\">                                                │ │\n",
-       "    │ │         <case name=\"fight\">                                                                             │ │\n",
-       "    │ │             <string name=\"weapon\" format=\"valid-choices: choices=['crossbow', 'machine gun']\"/>         │ │\n",
-       "    │ │         </case>                                                                                         │ │\n",
-       "    │ │         <case name=\"flight\">                                                                            │ │\n",
-       "    │ │             <string name=\"flight_direction\" format=\"valid-choices: choices=['north', 'south', 'east',   │ │\n",
-       "    │ │ 'west']\"/>                                                                                              │ │\n",
-       "    │ │             <integer name=\"distance\" format=\"valid-choices: choices=[1, 2, 3, 4]\"/>                     │ │\n",
-       "    │ │         </case>                                                                                         │ │\n",
-       "    │ │     </choice>                                                                                           │ │\n",
+       "    │ │   <choice discriminator=\"chosen_action\" name=\"action\" required=\"true\">                                  │ │\n",
+       "    │ │     <case name=\"fight\">                                                                                 │ │\n",
+       "    │ │       <string format=\"guardrails/valid_choices: ['crossbow', 'machine gun']\" name=\"weapon\"              │ │\n",
+       "    │ │ required=\"true\"></string>                                                                               │ │\n",
+       "    │ │     </case>                                                                                             │ │\n",
+       "    │ │     <case name=\"flight\">                                                                                │ │\n",
+       "    │ │       <string format=\"guardrails/valid_choices: ['north', 'south', 'east', 'west']\"                     │ │\n",
+       "    │ │ name=\"flight_direction\" required=\"true\"></string>                                                       │ │\n",
+       "    │ │       <integer format=\"guardrails/valid_choices: [1, 2, 3, 4]\" name=\"distance\"                          │ │\n",
+       "    │ │ required=\"true\"></integer>                                                                              │ │\n",
+       "    │ │     </case>                                                                                             │ │\n",
+       "    │ │   </choice>                                                                                             │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -646,12 +628,7 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"action\": {                                                                                           │ │\n",
-       "    │ │     \"chosen_action\": \"fight\",                                                                           │ │\n",
-       "    │ │     \"weapon\": \"crossbow\"                                                                                │ │\n",
-       "    │ │   }                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
+       "    │ │ {\"action\":{\"chosen_action\":\"fight\",\"weapon\":\"crossbow\"}}                                                │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {'action': {'chosen_action': 'fight', 'weapon': 'crossbow'}}                                            │ │\n",
@@ -674,19 +651,20 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m                                                                                        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m                                                                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -708,12 +686,7 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"action\": {\u001b[0m\u001b[48;2;245;245;220m                                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"chosen_action\": \"fight\",\u001b[0m\u001b[48;2;245;245;220m                                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"weapon\": \"crossbow\"\u001b[0m\u001b[48;2;245;245;220m                                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  }\u001b[0m\u001b[48;2;245;245;220m                                                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"action\":{\"chosen_action\":\"fight\",\"weapon\":\"crossbow\"}}\u001b[0m\u001b[48;2;245;245;220m                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'action': {'chosen_action': 'fight', 'weapon': 'crossbow'}}\u001b[0m\u001b[48;2;240;255;240m                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
diff --git a/docs/examples/syntax_error_free_sql.ipynb b/docs/examples/syntax_error_free_sql.ipynb
index 606270e93..af9336556 100644
--- a/docs/examples/syntax_error_free_sql.ipynb
+++ b/docs/examples/syntax_error_free_sql.ipynb
@@ -2,11 +2,22 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_sql...\u001b[0m\n",
+      "✅Successfully installed guardrails/valid_sql!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/valid_sql"
+    "!guardrails hub install hub://guardrails/valid_sql --quiet"
    ]
   },
   {
@@ -32,22 +43,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: sqlvalidator in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (0.0.20)\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "! pip install sqlvalidator"
+    "! pip install sqlvalidator -q"
    ]
   },
   {
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -113,15 +113,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
-      "  warnings.warn(\"Can't initialize NVML\")\n"
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
      ]
     }
    ],
@@ -167,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -185,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -201,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -225,18 +225,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import openai\n",
     "\n",
@@ -261,7 +252,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -273,26 +264,7 @@
        "\n",
        "${nl_instruction}\n",
        "\n",
-       "\n",
-       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
-       "\n",
-       "<output>\n",
-       "    <string name=\"generated_sql\" description=\"Generate SQL for the given natural language instruction.\" \n",
-       "format=\"bug-free-sql\"/>\n",
-       "</output>\n",
-       "\n",
-       "\n",
-       "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
-       "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
-       "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
-       "specific types. Be correct and concise. If you are unsure anywhere, enter `null`.\n",
-       "\n",
-       "Here are examples of simple (XML, JSON) pairs that show the expected behavior:\n",
-       "- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\n",
-       "- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\n",
-       "- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" format=\"1-indexed\" \n",
-       "/></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\n",
-       "\n",
+       "${gr.complete_xml_suffix}\n",
        "\n",
        "
\n"
       ],
@@ -303,26 +275,7 @@
        "\n",
        "$\u001b[1m{\u001b[0mnl_instruction\u001b[1m}\u001b[0m\n",
        "\n",
-       "\n",
-       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
-       "\n",
-       "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
-       "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\n",
-       "\n",
-       "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
-       "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
-       "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
-       "\u001b[39mspecific types. Be correct and concise. If you are unsure anywhere, enter `null`.\u001b[0m\n",
-       "\n",
-       "\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n",
-       "\u001b[39m- `` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
-       "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
-       "\u001b[39m- `<\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n",
-       "\n",
+       "$\u001b[1m{\u001b[0mgr.complete_xml_suffix\u001b[1m}\u001b[0m\n",
        "\n"
       ]
      },
@@ -331,7 +284,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -345,17 +298,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
{'generated_sql': 'SELECT name FROM employee ORDER BY salary DESC LIMIT 1'}\n",
+       "
{'generated_sql': 'SELECT name FROM employees WHERE salary = (SELECT MAX(salary) FROM employees)'}\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\u001b[32m'generated_sql'\u001b[0m: \u001b[32m'SELECT name FROM employee ORDER BY salary DESC LIMIT 1'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\u001b[32m'generated_sql'\u001b[0m: \u001b[32m'SELECT name FROM employees WHERE salary = \u001b[0m\u001b[32m(\u001b[0m\u001b[32mSELECT MAX\u001b[0m\u001b[32m(\u001b[0m\u001b[32msalary\u001b[0m\u001b[32m)\u001b[0m\u001b[32m FROM employees\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -368,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -388,11 +341,10 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"generated_sql\" description=\"Generate SQL for the given natural language instruction.\" │ │\n",
-       "    │ │ format=\"bug-free-sql\"/>                                                                                 │ │\n",
+       "    │ │   <string description=\"Generate SQL for the given natural language instruction.\"                        │ │\n",
+       "    │ │ format=\"guardrails/valid_sql: None None\" name=\"generated_sql\" required=\"true\"></string>                 │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -416,12 +368,12 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"generated_sql\": \"SELECT name FROM employee ORDER BY salary DESC LIMIT 1\"                             │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
+       "    │ │ {\"generated_sql\":\"SELECT name FROM employees WHERE salary = (SELECT MAX(salary) FROM employees)\"}       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {'generated_sql': 'SELECT name FROM employee ORDER BY salary DESC LIMIT 1'}                             │ │\n",
+       "    │ │ {                                                                                                       │ │\n",
+       "    │ │     'generated_sql': 'SELECT name FROM employees WHERE salary = (SELECT MAX(salary) FROM employees)'    │ │\n",
+       "    │ │ }                                                                                                       │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -441,11 +393,10 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -469,12 +420,12 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"generated_sql\": \"SELECT name FROM employee ORDER BY salary DESC LIMIT 1\"\u001b[0m\u001b[48;2;245;245;220m                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"generated_sql\":\"SELECT name FROM employees WHERE salary = (SELECT MAX(salary) FROM employees)\"}\u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'generated_sql': 'SELECT name FROM employee ORDER BY salary DESC LIMIT 1'}\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'generated_sql': 'SELECT name FROM employees WHERE salary = (SELECT MAX(salary) FROM employees)'\u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -504,7 +455,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4,
   "vscode": {
diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb
index 2994a0b0b..51040ed88 100644
--- a/docs/examples/text_summarization_quality.ipynb
+++ b/docs/examples/text_summarization_quality.ipynb
@@ -2,44 +2,22 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
-      "To disable this warning, you can either:\n",
-      "\t- Avoid using `tokenizers` before the fork if possible\n",
-      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msimilar_to_document...\u001b[0m\n",
-      "\u001b[2K\u001b[32m[=   ]\u001b[0m Fetching manifestst\n",
-      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependenciespendencies  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/similar_to_document.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-oys8q6q2\n",
-      "\u001b[2K\u001b[32m[=== ]\u001b[0m Downloading dependencies\u001b[33mWARNING: Target directory /Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/similar_to_document/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[33mWARNING: Target directory /Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/similar_to_document/similar_to_document-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[2K\u001b[32m[  ==]\u001b[0m Downloading dependencies\n",
-      "\u001b[1A\u001b[2K\u001b[?25l\u001b[32m[    ]\u001b[0m Running post-install setup\n",
-      "\u001b[1A\u001b[2K✅Successfully installed guardrails/similar_to_document!\n",
-      "\n",
-      "\n",
-      "\u001b[1mImport validator:\u001b[0m\n",
-      "from guardrails.hub import SimilarToDocument\n",
+      "✅Successfully installed guardrails/similar_to_document!\n",
       "\n",
-      "\u001b[1mGet more info:\u001b[0m\n",
-      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/guardrails/similar_to_document\u001b[0m\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "!guardrails hub install hub://guardrails/similar_to_document"
+    "!guardrails hub install hub://guardrails/similar_to_document --quiet"
    ]
   },
   {
@@ -65,11 +43,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
-    "!pip install numpy"
+    "! pip install numpy -q"
    ]
   },
   {
@@ -95,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -114,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,9 +132,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
@@ -205,7 +207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -223,7 +225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,17 +241,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=DocumentSummary)"
    ]
@@ -277,9 +271,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -359,7 +363,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -368,35 +372,62 @@
        "
\n",
        "Summarize the following document:\n",
        "\n",
-       "${document}\n",
+       "Section. 1.\n",
+       "All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of a \n",
+       "Senate and House of Representatives.\n",
+       "\n",
+       "Section. 2.\n",
+       "The House of Representatives shall be composed of Members chosen every second Year by the People of the several \n",
+       "States, and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous \n",
+       "Branch of the State Legislature.\n",
+       "\n",
+       "No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \n",
+       "Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he \n",
+       "shall be chosen.\n",
+       "\n",
+       "Representatives and direct Taxes shall be apportioned among the several States which may be included within this \n",
+       "Union, according to their respective Numbers, which shall be determined by adding to the whole Number of free \n",
+       "Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all\n",
+       "other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the Congress of \n",
+       "the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The \n",
+       "Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.\n",
+       "\n",
+       "When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue Writs of \n",
+       "Election to fill such Vacancies.\n",
+       "\n",
+       "The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of \n",
+       "Impeachment.\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <string name=\"summary\" description=\"Summarize the given document faithfully.\" \n",
-       "format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be vested \n",
-       "in a Congress of the United States, which shall consist of a Senate and House of Representatives.Section. 2.The \n",
-       "House of Representatives shall be composed of Members chosen every second Year by the People of the several States,\n",
-       "and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous Branch of \n",
-       "the State Legislature.No Person shall be a Representative who shall not have attained to the Age of twenty five \n",
-       "Years, and been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of \n",
-       "that State in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several \n",
-       "States which may be included within this Union, according to their respective Numbers, which shall be determined by\n",
-       "adding to the whole Number of free Persons, including those bound to Service for a Term of Years, and excluding \n",
-       "Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three Years after\n",
-       "the first Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such \n",
-       "Manner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, \n",
-       "but each State shall have at Least one Representative; and until such enumeration shall be made, the State of New \n",
-       "Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, \n",
-       "Connecticut five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, \n",
-       "North Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from any \n",
-       "State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The House of \n",
-       "Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of Impeachment.' \n",
-       "threshold=0.6 model=all-MiniLM-L6-v2\"/>\n",
+       "  <string description=\"Summarize the given document faithfully.\" format=\"guardrails/similar_to_document: 'Section. \n",
+       "1.All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of \n",
+       "a Senate and House of Representatives.Section. 2.The House of Representatives shall be composed of Members chosen \n",
+       "every second Year by the People of the several States, and the Electors in each State shall have the Qualifications\n",
+       "requisite for Electors of the most numerous Branch of the State Legislature.No Person shall be a Representative who\n",
+       "shall not have attained to the Age of twenty five Years, and been seven Years a Citizen of the United States, and \n",
+       "who shall not, when elected, be an Inhabitant of that State in which he shall be chosen.Representatives and direct \n",
+       "Taxes shall be apportioned among the several States which may be included within this Union, according to their \n",
+       "respective Numbers, which shall be determined by adding to the whole Number of free Persons, including those bound \n",
+       "to Service for a Term of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual \n",
+       "Enumeration shall be made within three Years after the first Meeting of the Congress of the United States, and \n",
+       "within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of \n",
+       "Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.When vacancies happen in the Representation from any State, the Executive Authority thereof shall \n",
+       "issue Writs of Election to fill such Vacancies.The House of Representatives shall chuse their Speaker and other \n",
+       "Officers; and shall have the sole Power of Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" \n",
+       "required=\"true\"></string>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -415,35 +446,62 @@
        "\n",
        "Summarize the following document:\n",
        "\n",
-       "$\u001b[1m{\u001b[0mdocument\u001b[1m}\u001b[0m\n",
+       "Section. \u001b[1;36m1\u001b[0m.\n",
+       "All legislative Powers herein granted shall be vested in a Congress of the United States, which shall consist of a \n",
+       "Senate and House of Representatives.\n",
+       "\n",
+       "Section. \u001b[1;36m2\u001b[0m.\n",
+       "The House of Representatives shall be composed of Members chosen every second Year by the People of the several \n",
+       "States, and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous \n",
+       "Branch of the State Legislature.\n",
+       "\n",
+       "No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \n",
+       "Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he \n",
+       "shall be chosen.\n",
+       "\n",
+       "Representatives and direct Taxes shall be apportioned among the several States which may be included within this \n",
+       "Union, according to their respective Numbers, which shall be determined by adding to the whole Number of free \n",
+       "Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all\n",
+       "other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the Congress of \n",
+       "the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The \n",
+       "Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \n",
+       "Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to chuse \n",
+       "three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey\n",
+       "four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and \n",
+       "Georgia three.\n",
+       "\n",
+       "When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue Writs of \n",
+       "Election to fill such Vacancies.\n",
+       "\n",
+       "The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of \n",
+       "Impeachment.\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -463,7 +521,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -476,7 +534,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -524,9 +582,9 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │ │\n",
-       "    │ │ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │ │\n",
-       "    │ │ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │ │\n",
+       "    │ │   <string description=\"Summarize the given document faithfully.\"                                        │ │\n",
+       "    │ │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted shall be      │ │\n",
+       "    │ │ vested in a Congress of the United States, which shall consist of a Senate and House of                 │ │\n",
        "    │ │ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │ │\n",
        "    │ │ second Year by the People of the several States, and the Electors in each State shall have the          │ │\n",
        "    │ │ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │ │\n",
@@ -545,10 +603,9 @@
        "    │ │ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │ │\n",
        "    │ │ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │ │\n",
        "    │ │ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │ │\n",
-       "    │ │ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>                                                   │ │\n",
+       "    │ │ Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\"></string>                            │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -663,9 +720,9 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\">\u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -779,21 +835,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/html": [
-       "
Validated Output: None\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "Validated Output: \u001b[3;35mNone\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
+     "ename": "RuntimeError",
+     "evalue": "You must provide a prompt if msg_history is empty. Alternatively, you can provide a prompt in the Schema constructor.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m raw_llm_response, validated_response, \u001b[38;5;241m*\u001b[39mrest \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdocument\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdata/article1.txt\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mbabbage-002\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m512\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValidated Output: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalidated_response\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:795\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    793\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m prompt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    794\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[0;32m--> 795\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    796\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    797\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    798\u001b[0m         )\n\u001b[1;32m    800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_execute(\n\u001b[1;32m    801\u001b[0m     \u001b[38;5;241m*\u001b[39margs,\n\u001b[1;32m    802\u001b[0m     llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    810\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    811\u001b[0m )\n",
+      "\u001b[0;31mRuntimeError\u001b[0m: You must provide a prompt if msg_history is empty. Alternatively, you can provide a prompt in the Schema constructor."
+     ]
     }
    ],
    "source": [
@@ -818,7 +873,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1418,7 +1473,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/toxic_language.ipynb b/docs/examples/toxic_language.ipynb
index 78dbe51e9..b5b0fb36c 100644
--- a/docs/examples/toxic_language.ipynb
+++ b/docs/examples/toxic_language.ipynb
@@ -2,11 +2,24 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mtoxic_language...\u001b[0m\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n",
+      "✅Successfully installed guardrails/toxic_language!\n",
+      "\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "!guardrails hub install hub://guardrails/toxic_language"
+    "! guardrails hub install hub://guardrails/toxic_language --quiet"
    ]
   },
   {
@@ -22,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +51,16 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
    "source": [
     "# Create a Guard object with this validator\n",
     "# Here, we'll use the default validation method of \"sentence\"\n",
@@ -208,7 +230,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.12.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/translation_to_specific_language.ipynb b/docs/examples/translation_to_specific_language.ipynb
index 2cf0fc519..97ed817d7 100644
--- a/docs/examples/translation_to_specific_language.ipynb
+++ b/docs/examples/translation_to_specific_language.ipynb
@@ -23,39 +23,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Collecting alt-profanity-check\n",
-      "  Downloading alt_profanity_check-1.5.0.tar.gz (758 kB)\n",
-      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m759.0/759.0 kB\u001b[0m \u001b[31m7.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
-      "\u001b[?25h  Installing build dependencies ... \u001b[?25ldone\n",
-      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
-      "\u001b[?25h  Installing backend dependencies ... \u001b[?25ldone\n",
-      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
-      "\u001b[?25hRequirement already satisfied: scikit-learn==1.5.0 in ./.venv/lib/python3.10/site-packages (from alt-profanity-check) (1.5.0)\n",
-      "Requirement already satisfied: joblib>=1.4.0 in ./.venv/lib/python3.10/site-packages (from alt-profanity-check) (1.4.2)\n",
-      "Requirement already satisfied: numpy>=1.19.5 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (1.26.4)\n",
-      "Requirement already satisfied: scipy>=1.6.0 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (1.13.1)\n",
-      "Requirement already satisfied: threadpoolctl>=3.1.0 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (3.5.0)\n",
-      "Building wheels for collected packages: alt-profanity-check\n",
-      "  Building wheel for alt-profanity-check (pyproject.toml) ... \u001b[?25ldone\n",
-      "\u001b[?25h  Created wheel for alt-profanity-check: filename=alt_profanity_check-1.5.0-py3-none-any.whl size=758311 sha256=e0f54f82189ad2c90aeb27cb9239175c71d38606836be9e4762fb64b2e2de0a0\n",
-      "  Stored in directory: /Users/wyatt/Library/Caches/pip/wheels/18/c3/20/637574a9badb43cace85202ca31f49f47e3fe65e076459f3ed\n",
-      "Successfully built alt-profanity-check\n",
-      "Installing collected packages: alt-profanity-check\n",
-      "Successfully installed alt-profanity-check-1.5.0\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "! pip install alt-profanity-check"
+    "! pip install alt-profanity-check --quiet"
    ]
   },
   {
@@ -80,30 +54,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/wyatt/Projects/guardrails/docs/examples/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n",
-      "/Users/wyatt/Projects/guardrails/guardrails/validators/__init__.py:51: FutureWarning: \n",
-      "    Importing validators from `guardrails.validators` is deprecated.\n",
-      "    All validators are now available in the Guardrails Hub. Please install\n",
-      "    and import them from the hub instead. All validators will be\n",
-      "    removed from this module in the next major release.\n",
-      "\n",
-      "    Install with: `guardrails hub install hub:///`\n",
-      "    Import as: from guardrails.hub import `ValidatorName`\n",
-      "    \n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from profanity_check import predict\n",
     "from guardrails.validators import (\n",
@@ -139,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {
     "tags": []
    },
@@ -179,23 +134,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/wyatt/Projects/guardrails/guardrails/validator_base.py:460: FutureWarning: Accessing `IsProfanityFree` using\n",
-      "`from guardrails.validators import IsProfanityFree` is deprecated and\n",
-      "support will be removed after version 0.5.x. Please switch to the Guardrails Hub syntax:\n",
-      "`from guardrails.hub import ProfanityFree` for future updates and support.\n",
-      "For additional details, please visit: https://hub.guardrailsai.com/validator/guardrails/profanity_free.\n",
-      "\n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
@@ -239,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -257,20 +198,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/wyatt/Projects/guardrails/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -284,25 +216,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/wyatt/Projects/guardrails/guardrails/validator_base.py:460: FutureWarning: Accessing `IsProfanityFree` using\n",
-      "`from guardrails.validators import IsProfanityFree` is deprecated and\n",
-      "support will be removed after version 0.5.x. Please switch to the Guardrails Hub syntax:\n",
-      "`from guardrails.hub import ProfanityFree` for future updates and support.\n",
-      "For additional details, please visit: https://hub.guardrailsai.com/validator/guardrails/profanity_free.\n",
-      "\n",
-      "  warn(\n",
-      "/Users/wyatt/Projects/guardrails/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
-      "  warn(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=Translation)"
    ]
@@ -331,17 +247,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "
Validated Output: {'translated_statement': 'Chicken quesadilla'}\n",
+       "
Validated Output: {'translated_statement': 'chicken quesadilla'}\n",
        "
\n"
       ],
       "text/plain": [
-       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'Chicken quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'chicken quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -372,36 +288,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/8n/8qwytjb11kj_46_w3n2v4jzw0000gn/T/ipykernel_6330/3983563700.py:1: DeprecationWarning: 'Guard.base_prompt' is deprecated and will be removed in versions 0.5.x and beyond. Use 'Guard.history.last.prompt' instead.\n",
-      "  print(guard.base_prompt)\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
        "
\n",
        "Translate the given statement into english language:\n",
        "\n",
-       "${statement_to_be_translated}\n",
+       "quesadilla de pollo\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <string name=\"translated_statement\" description=\"Translate the given statement into english language\" \n",
-       "format=\"is-profanity-free\"/>\n",
+       "  <string description=\"Translate the given statement into english language\" format=\"is-profanity-free\" \n",
+       "name=\"translated_statement\" required=\"true\"></string>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -420,17 +327,16 @@
        "\n",
        "Translate the given statement into english language:\n",
        "\n",
-       "$\u001b[1m{\u001b[0mstatement_to_be_translated\u001b[1m}\u001b[0m\n",
+       "quesadilla de pollo\n",
        "\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -450,7 +356,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -462,7 +368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -481,11 +387,10 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"translated_statement\" description=\"Translate the given statement into english         │ │\n",
-       "    │ │ language\" format=\"is-profanity-free\"/>                                                                  │ │\n",
+       "    │ │   <string description=\"Translate the given statement into english language\" format=\"is-profanity-free\"  │ │\n",
+       "    │ │ name=\"translated_statement\" required=\"true\"></string>                                                   │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -509,10 +414,10 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {\"translated_statement\":\"Chicken quesadilla\"}                                                           │ │\n",
+       "    │ │ {\"translated_statement\":\"chicken quesadilla\"}                                                           │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {'translated_statement': 'Chicken quesadilla'}                                                          │ │\n",
+       "    │ │ {'translated_statement': 'chicken quesadilla'}                                                          │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "
\n"
@@ -531,11 +436,10 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -559,10 +463,10 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"Chicken quesadilla\"}\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"chicken quesadilla\"}\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': 'Chicken quesadilla'}\u001b[0m\u001b[48;2;240;255;240m                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': 'chicken quesadilla'}\u001b[0m\u001b[48;2;240;255;240m                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -587,7 +491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
@@ -609,6 +513,7 @@
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    openai.chat.completions.create,\n",
+    "    prompt=prompt,\n",
     "    prompt_params={\"statement_to_be_translated\": \"убей себя\"},\n",
     "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
@@ -628,7 +533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -647,11 +552,10 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"translated_statement\" description=\"Translate the given statement into english         │ │\n",
-       "    │ │ language\" format=\"is-profanity-free\"/>                                                                  │ │\n",
+       "    │ │   <string description=\"Translate the given statement into english language\" format=\"is-profanity-free\"  │ │\n",
+       "    │ │ name=\"translated_statement\" required=\"true\"></string>                                                   │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -675,7 +579,7 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {\"translated_statement\":\"Kill yourself\"}                                                                │ │\n",
+       "    │ │ {\"translated_statement\":\"kill yourself\"}                                                                │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ {'translated_statement': ''}                                                                            │ │\n",
@@ -697,11 +601,10 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -725,7 +628,7 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"Kill yourself\"}\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"kill yourself\"}\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': ''}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
diff --git a/docs/examples/valid_chess_moves.ipynb b/docs/examples/valid_chess_moves.ipynb
index e3f57a160..676784d72 100644
--- a/docs/examples/valid_chess_moves.ipynb
+++ b/docs/examples/valid_chess_moves.ipynb
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,19 +32,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: chess in /home/zayd/workspace/shreya/guardrails/.venv/lib/python3.11/site-packages (1.10.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "! pip install chess"
+    "! pip install chess --quiet"
    ]
   },
   {
@@ -66,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -106,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -137,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -178,7 +170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -194,7 +186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -211,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -230,16 +222,45 @@
        "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')"
       ]
      },
-     "execution_count": 73,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "board = guard._validator_map.get(\"move\")[0].board\n",
+    "board = guard._validator_map.get(\"$.move\")[0].board\n",
     "board"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3: Wrap the LLM API call with `Guard`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import openai\n",
+    "\n",
+    "raw_llm_response, validated_response, *rest = guard(\n",
+    "    openai.chat.completions.create,\n",
+    "    prompt=prompt,\n",
+    "    prompt_params={\n",
+    "        \"board_state\": str(board.move_stack)\n",
+    "        if board.move_stack\n",
+    "        else \"Starting position.\"\n",
+    "    },\n",
+    "    model=\"gpt-3.5-turbo\",\n",
+    "    max_tokens=2048,\n",
+    "    temperature=0.3,\n",
+    ")"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",
@@ -250,7 +271,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -258,15 +279,15 @@
       "text/html": [
        "
\n",
        "Generate a move for the chess board. The board is currently in the following state:\n",
-       "${board_state}\n",
+       "Starting position.\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<output>\n",
-       "    <string name=\"move\" format=\"is-valid-chess-move\" description=\"A move in standard algebraic notation.\"/>\n",
+       "  <string description=\"A move in standard algebraic notation.\" format=\"is-valid-chess-move\" name=\"move\" \n",
+       "required=\"true\"></string>\n",
        "</output>\n",
        "\n",
-       "\n",
        "ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the `name` \n",
        "attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\n",
        "MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \n",
@@ -284,15 +305,15 @@
       "text/plain": [
        "\n",
        "Generate a move for the chess board. The board is currently in the following state:\n",
-       "$\u001b[1m{\u001b[0mboard_state\u001b[1m}\u001b[0m\n",
+       "Starting position.\n",
        "\n",
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    \u001b[0m\n",
+       "\u001b[39m  <\u001b[0m\u001b[35m/\u001b[0m\u001b[95mstring\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
-       "\n",
        "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
        "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
        "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
@@ -312,43 +333,7 @@
     }
    ],
    "source": [
-    "print(guard.history.last.prompt)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 3: Wrap the LLM API call with `Guard`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Async event loop found, but guard was invoked synchronously.For validator parallelization, please call `validate_async` instead.\n"
-     ]
-    }
-   ],
-   "source": [
-    "import openai\n",
-    "\n",
-    "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.chat.completions.create,\n",
-    "    prompt_params={\n",
-    "        \"board_state\": str(board.move_stack)\n",
-    "        if board.move_stack\n",
-    "        else \"Starting position.\"\n",
-    "    },\n",
-    "    model=\"gpt-3.5-turbo\",\n",
-    "    max_tokens=2048,\n",
-    "    temperature=0.3,\n",
-    ")"
+    "print(guard.history.last.compiled_prompt)"
    ]
   },
   {
@@ -362,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -385,7 +370,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -404,7 +389,7 @@
        "Board('rnbqkbnr/pppppppp/8/8/4P3/8/PPPP1PPP/RNBQKBNR b KQkq - 0 1')"
       ]
      },
-     "execution_count": 76,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -423,7 +408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -442,7 +427,7 @@
        "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -462,21 +447,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Async event loop found, but guard was invoked synchronously.For validator parallelization, please call `validate_async` instead.\n",
-      "Async event loop found, but guard was invoked synchronously.For validator parallelization, please call `validate_async` instead.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    openai.chat.completions.create,\n",
+    "    prompt=prompt,\n",
     "    prompt_params={\n",
     "        \"board_state\": str(board.move_stack)\n",
     "        if board.move_stack\n",
@@ -490,7 +467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -509,7 +486,7 @@
        "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
       ]
      },
-     "execution_count": 79,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -520,25 +497,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
-     "ename": "IllegalMoveError",
-     "evalue": "illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIllegalMoveError\u001b[0m                          Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[80], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m board\u001b[39m.\u001b[39;49mpush_san(\u001b[39m\"\u001b[39;49m\u001b[39mNc6\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m      2\u001b[0m board\n",
-      "File \u001b[0;32m~/workspace/shreya/guardrails/.venv/lib/python3.11/site-packages/chess/__init__.py:3105\u001b[0m, in \u001b[0;36mBoard.push_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3091\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mpush_san\u001b[39m(\u001b[39mself\u001b[39m, san: \u001b[39mstr\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Move:\n\u001b[1;32m   3092\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m   3093\u001b[0m \u001b[39m    Parses a move in standard algebraic notation, makes the move and puts\u001b[39;00m\n\u001b[1;32m   3094\u001b[0m \u001b[39m    it onto the move stack.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   3103\u001b[0m \u001b[39m        - :exc:`AmbiguousMoveError` if the SAN is ambiguous.\u001b[39;00m\n\u001b[1;32m   3104\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 3105\u001b[0m     move \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mparse_san(san)\n\u001b[1;32m   3106\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpush(move)\n\u001b[1;32m   3107\u001b[0m     \u001b[39mreturn\u001b[39;00m move\n",
-      "File \u001b[0;32m~/workspace/shreya/guardrails/.venv/lib/python3.11/site-packages/chess/__init__.py:3087\u001b[0m, in \u001b[0;36mBoard.parse_san\u001b[0;34m(self, san)\u001b[0m\n\u001b[1;32m   3084\u001b[0m     matched_move \u001b[39m=\u001b[39m move\n\u001b[1;32m   3086\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m matched_move:\n\u001b[0;32m-> 3087\u001b[0m     \u001b[39mraise\u001b[39;00m IllegalMoveError(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39millegal san: \u001b[39m\u001b[39m{\u001b[39;00msan\u001b[39m!r}\u001b[39;00m\u001b[39m in \u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfen()\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n\u001b[1;32m   3089\u001b[0m \u001b[39mreturn\u001b[39;00m matched_move\n",
-      "\u001b[0;31mIllegalMoveError\u001b[0m: illegal san: 'Nc6' in rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2"
-     ]
+     "data": {
+      "image/svg+xml": [
+       "
r n b q k b n r\n",
+       "p p p p . p p p\n",
+       ". . . . . . . .\n",
+       ". . . . p . . .\n",
+       ". . . . P . . .\n",
+       ". . N . . . . .\n",
+       "P P P P . P P P\n",
+       "R . B Q K B N R
"
+      ],
+      "text/plain": [
+       "Board('rnbqkbnr/pppp1ppp/8/4p3/4P3/2N5/PPPP1PPP/R1BQKBNR b KQkq - 1 2')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "board.push_san(\"Nc6\")\n",
+    "board.push_san(\"Nc3\")\n",
     "board"
    ]
   }
diff --git a/docs/examples/value_within_distribution.ipynb b/docs/examples/value_within_distribution.ipynb
index 15192ed00..9cda5d34f 100644
--- a/docs/examples/value_within_distribution.ipynb
+++ b/docs/examples/value_within_distribution.ipynb
@@ -10,26 +10,16 @@
      "output_type": "stream",
      "text": [
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msimilar_to_previous_values...\u001b[0m\n",
-      "\u001b[2K\u001b[32m[=   ]\u001b[0m Fetching manifestst\n",
-      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependencies  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/similar_to_previous_values.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-8nvu7jlq\n",
-      "\u001b[2K\u001b[32m[ ===]\u001b[0m Downloading dependencies\n",
-      "\u001b[2K\u001b[32m[ ===]\u001b[0m Running post-install setuptall setup/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
       "  warnings.warn(\n",
-      "\u001b[2K\u001b[32m[  ==]\u001b[0m Running post-install setup\n",
-      "\u001b[1A\u001b[2K✅Successfully installed guardrails/similar_to_previous_values!\n",
+      "✅Successfully installed guardrails/similar_to_previous_values!\n",
       "\n",
-      "\n",
-      "\u001b[1mImport validator:\u001b[0m\n",
-      "from guardrails.hub import SimilarToPreviousValues\n",
-      "\n",
-      "\u001b[1mGet more info:\u001b[0m\n",
-      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/guardrails/similar_to_previous_values\u001b[0m\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "!guardrails hub install hub://guardrails/similar_to_previous_values"
+    "!guardrails hub install hub://guardrails/similar_to_previous_values --quiet"
    ]
   },
   {
@@ -256,7 +246,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.12.3"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/hub/api_reference_markdown/validators.md b/docs/hub/api_reference_markdown/validators.md
index ba9f966ab..57a2276bb 100644
--- a/docs/hub/api_reference_markdown/validators.md
+++ b/docs/hub/api_reference_markdown/validators.md
@@ -1,1153 +1,2 @@
 # Validators
 
-## TwoWords
-
-Validates that a value is two words.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `two-words`                       |
-| Supported data types          | `string`                          |
-| Programmatic fix              | Pick the first two words.         |
-
-## ExtractiveSummary
-
-Validates that a string is a valid extractive summary of a given
-document.
-
-This validator does a fuzzy match between the sentences in the
-summary and the sentences in the document. Each sentence in the
-summary must be similar to at least one sentence in the document.
-After the validation, the summary is updated to include the
-sentences from the document that were matched, and the citations for
-those sentences are added to the end of the summary.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `extractive-summary`                |
-| Supported data types          | `string`                            |
-| Programmatic fix              | Remove any sentences that can not be verified. |
-
-**Arguments**:
-
-  
-- `threshold` - The minimum fuzz ratio to be considered summarized.  Defaults to 85.
-  
-  Other parameters: Metadata
-  
-- `filepaths` _List[str]_ - A list of strings that specifies the filepaths for any documents that should be used for asserting the summary's similarity.
-
-#### validate(value: Any, metadata: Dict)
-
-```python
-def validate(value: Any, metadata: Dict) -> ValidationResult
-```
-
-Make sure each sentence was precisely copied from the document.
-
-## SaliencyCheck
-
-Checks that the summary covers the list of topics present in the
-document.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `saliency-check`                    |
-| Supported data types          | `string`                            |
-| Programmatic fix              | None                                |
-
-**Arguments**:
-
-  
-- `docs_dir` - Path to the directory containing the documents.
-- `threshold` - Threshold for overlap between topics in document and summary. Defaults to 0.25
-
-#### \_\_init\_\_(docs\_dir: str, llm\_callable: Optional[Callable] = None, on\_fail: Optional[Callable] = None, threshold: float = 0.25, \*\*kwargs)
-
-```python
-def __init__(docs_dir: str,
-             llm_callable: Optional[Callable] = None,
-             on_fail: Optional[Callable] = None,
-             threshold: float = 0.25,
-             **kwargs)
-```
-
-Initialize the SalienceCheck validator.
-
-**Arguments**:
-
-- `docs_dir` - Path to the directory containing the documents.
-- `on_fail` - Function to call when validation fails.
-- `threshold` - Threshold for overlap between topics in document and summary.
-
-## BugFreeSQL
-
-Validates that there are no SQL syntactic bugs in the generated code.
-
-This is a very minimal implementation that uses the Pypi `sqlvalidator` package
-to check if the SQL query is valid. You can implement a custom SQL validator
-that uses a database connection to check if the query is valid.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `bug-free-sql`                    |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-## RemoveRedundantSentences
-
-Removes redundant sentences from a string.
-
-This validator removes sentences from a string that are similar to
-other sentences in the string. This is useful for removing
-repetitive sentences from a string.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `remove-redundant-sentences`        |
-| Supported data types          | `string`                            |
-| Programmatic fix              | Remove any redundant sentences.     |
-
-**Arguments**:
-
-  
-- `threshold` - The minimum fuzz ratio to be considered redundant.  Defaults to 70.
-
-#### validate(value: Any, metadata: Dict)
-
-```python
-def validate(value: Any, metadata: Dict) -> ValidationResult
-```
-
-Remove redundant sentences from a string.
-
-## DetectSecrets
-
-Validates whether the generated code snippet contains any secrets.
-
-**Key Properties**
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `detect-secrets`                  |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-  None
-  
-  This validator uses the detect-secrets library to check whether the generated code
-  snippet contains any secrets. If any secrets are detected, the validator fails and
-  returns the generated code snippet with the secrets replaced with asterisks.
-  Else the validator returns the generated code snippet.
-  
-  Following are some caveats:
-  - Multiple secrets on the same line may not be caught. e.g.
-  - Minified code
-  - One-line lists/dictionaries
-  - Multi-variable assignments
-  - Multi-line secrets may not be caught. e.g.
-  - RSA/SSH keys
-  
-
-**Example**:
-
-    ```py
-
-    guard = Guard.from_string(validators=[
-        DetectSecrets(on_fail=OnFailAction.FIX)
-    ])
-    guard.parse(
-        llm_output=code_snippet,
-    )
-    ```
-
-#### get\_unique\_secrets(value: str)
-
-```python
-def get_unique_secrets(value: str) -> Tuple[Dict[str, Any], List[str]]
-```
-
-Get unique secrets from the value.
-
-**Arguments**:
-
-- `value` _str_ - The generated code snippet.
-  
-
-**Returns**:
-
-- `unique_secrets` _Dict[str, Any]_ - A dictionary of unique secrets and their
-  line numbers.
-- `lines` _List[str]_ - The lines of the generated code snippet.
-
-#### get\_modified\_value(unique\_secrets: Dict[str, Any], lines: List[str])
-
-```python
-def get_modified_value(unique_secrets: Dict[str, Any],
-                       lines: List[str]) -> str
-```
-
-Replace the secrets on the lines with asterisks.
-
-**Arguments**:
-
-- `unique_secrets` _Dict[str, Any]_ - A dictionary of unique secrets and their
-  line numbers.
-- `lines` _List[str]_ - The lines of the generated code snippet.
-  
-
-**Returns**:
-
-- `modified_value` _str_ - The generated code snippet with secrets replaced with
-  asterisks.
-
-## ValidRange
-
-Validates that a value is within a range.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `valid-range`                     |
-| Supported data types          | `integer`, `float`, `percentage`  |
-| Programmatic fix              | Closest value within the range.   |
-
-**Arguments**:
-
-- `min` - The inclusive minimum value of the range.
-- `max` - The inclusive maximum value of the range.
-
-#### validate(value: Any, metadata: Dict)
-
-```python
-def validate(value: Any, metadata: Dict) -> ValidationResult
-```
-
-Validates that a value is within a range.
-
-## ExtractedSummarySentencesMatch
-
-Validates that the extracted summary sentences match the original text
-by performing a cosine similarity in the embedding space.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `extracted-summary-sentences-match` |
-| Supported data types          | `string`                            |
-| Programmatic fix              | Remove any sentences that can not be verified. |
-
-**Arguments**:
-
-  
-- `threshold` - The minimum cosine similarity to be considered similar. Default to 0.7.
-  
-  Other parameters: Metadata
-  
-- `filepaths` _List[str]_ - A list of strings that specifies the filepaths for any documents that should be used for asserting the summary's similarity.
-- `document_store` _DocumentStoreBase, optional_ - The document store to use during validation. Defaults to EphemeralDocumentStore.
-- `vector_db` _VectorDBBase, optional_ - A vector database to use for embeddings.  Defaults to Faiss.
-- `embedding_model` _EmbeddingBase, optional_ - The embeddig model to use. Defaults to OpenAIEmbedding.
-
-## CompetitorCheck
-
-Validates that LLM-generated text is not naming any competitors from a
-given list.
-
-In order to use this validator you need to provide an extensive list of the
-competitors you want to avoid naming including all common variations.
-
-**Arguments**:
-
-- `competitors` _List[str]_ - List of competitors you want to avoid naming
-
-#### exact\_match(text: str, competitors: List[str])
-
-```python
-def exact_match(text: str, competitors: List[str]) -> List[str]
-```
-
-Performs exact match to find competitors from a list in a given
-text.
-
-**Arguments**:
-
-- `text` _str_ - The text to search for competitors.
-- `competitors` _list_ - A list of competitor entities to match.
-  
-
-**Returns**:
-
-- `list` - A list of matched entities.
-
-#### perform\_ner(text: str, nlp)
-
-```python
-def perform_ner(text: str, nlp) -> List[str]
-```
-
-Performs named entity recognition on text using a provided NLP
-model.
-
-**Arguments**:
-
-- `text` _str_ - The text to perform named entity recognition on.
-- `nlp` - The NLP model to use for entity recognition.
-  
-
-**Returns**:
-
-- `entities` - A list of entities found.
-
-#### is\_entity\_in\_list(entities: List[str], competitors: List[str])
-
-```python
-def is_entity_in_list(entities: List[str], competitors: List[str]) -> List
-```
-
-Checks if any entity from a list is present in a given list of
-competitors.
-
-**Arguments**:
-
-- `entities` _list_ - A list of entities to check
-- `competitors` _list_ - A list of competitor names to match
-  
-
-**Returns**:
-
-- `List` - List of found competitors
-
-#### validate(value: str, metadata=Dict)
-
-```python
-def validate(value: str, metadata=Dict) -> ValidationResult
-```
-
-Checks a text to find competitors' names in it.
-
-While running, store sentences naming competitors and generate a fixed output
-filtering out all flagged sentences.
-
-**Arguments**:
-
-- `value` _str_ - The value to be validated.
-- `metadata` _Dict, optional_ - Additional metadata. Defaults to empty dict.
-  
-
-**Returns**:
-
-- `ValidationResult` - The validation result.
-
-## BugFreePython
-
-Validates that there are no Python syntactic bugs in the generated code.
-
-This validator checks for syntax errors by running `ast.parse(code)`,
-and will raise an exception if there are any.
-Only the packages in the `python` environment are available to the code snippet.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `bug-free-python`                 |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-## LowerCase
-
-Validates that a value is lower case.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `lower-case`                      |
-| Supported data types          | `string`                          |
-| Programmatic fix              | Convert to lower case.            |
-
-## EndsWith
-
-Validates that a list ends with a given value.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `ends-with`                       |
-| Supported data types          | `list`                            |
-| Programmatic fix              | Append the given value to the list. |
-
-**Arguments**:
-
-- `end` - The required last element.
-
-## QARelevanceLLMEval
-
-Validates that an answer is relevant to the question asked by asking the
-LLM to self evaluate.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `qa-relevance-llm-eval`             |
-| Supported data types          | `string`                            |
-| Programmatic fix              | None                                |
-
-Other parameters: Metadata
-question (str): The original question the llm was given to answer.
-
-## ValidURL
-
-Validates that a value is a valid URL.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `valid-url`                       |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-## SqlColumnPresence
-
-Validates that all columns in the SQL query are present in the schema.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `sql-column-presence`             |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `cols` - The list of valid columns.
-
-## ValidChoices
-
-Validates that a value is within the acceptable choices.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `valid-choices`                   |
-| Supported data types          | `all`                             |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `choices` - The list of valid choices.
-
-#### validate(value: Any, metadata: Dict)
-
-```python
-def validate(value: Any, metadata: Dict) -> ValidationResult
-```
-
-Validates that a value is within a range.
-
-## ReadingTime
-
-Validates that the a string can be read in less than a certain amount of
-time.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `reading-time`                      |
-| Supported data types          | `string`                            |
-| Programmatic fix              | None                                |
-
-**Arguments**:
-
-  
-- `reading_time` - The maximum reading time in minutes.
-
-## IsProfanityFree
-
-Validates that a translated text does not contain profanity language.
-
-This validator uses the `alt-profanity-check` package to check if a string
-contains profanity language.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `is-profanity-free`               |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-## ValidLength
-
-Validates that the length of value is within the expected range.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `length`                          |
-| Supported data types          | `string`, `list`, `object`        |
-| Programmatic fix              | If shorter than the minimum, pad with empty last elements. If longer than the maximum, truncate. |
-
-**Arguments**:
-
-- `min` - The inclusive minimum length.
-- `max` - The inclusive maximum length.
-
-#### validate(value: Union[str, List], metadata: Dict)
-
-```python
-def validate(value: Union[str, List], metadata: Dict) -> ValidationResult
-```
-
-Validates that the length of value is within the expected range.
-
-## SimilarToList
-
-Validates that a value is similar to a list of previously known values.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `similar-to-list`                 |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `standard_deviations` _int_ - The number of standard deviations from the mean to check.
-- `threshold` _float_ - The threshold for the average semantic similarity for strings.
-  
-  For integer values, this validator checks whether the value lies
-  within 'k' standard deviations of the mean of the previous values.
-  (Assumes that the previous values are normally distributed.) For
-  string values, this validator checks whether the average semantic
-  similarity between the generated value and the previous values is
-  less than a threshold.
-
-#### get\_semantic\_similarity(text1: str, text2: str, embed\_function: Callable)
-
-```python
-def get_semantic_similarity(text1: str, text2: str,
-                            embed_function: Callable) -> float
-```
-
-Get the semantic similarity between two strings.
-
-**Arguments**:
-
-- `text1` _str_ - The first string.
-- `text2` _str_ - The second string.
-- `embed_function` _Callable_ - The embedding function.
-
-**Returns**:
-
-- `similarity` _float_ - The semantic similarity between the two strings.
-
-## PydanticFieldValidator
-
-Validates a specific field in a Pydantic model with the specified
-validator method.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `pydantic_field_validator`        |
-| Supported data types          | `Any`                             |
-| Programmatic fix              | Override with return value from `field_validator`.   |
-
-**Arguments**:
-
-  
-- `field_validator` _Callable_ - A validator for a specific field in a Pydantic model.
-
-## PIIFilter
-
-Validates that any text does not contain any PII.
-
-This validator uses Microsoft's Presidio (https://github.com/microsoft/presidio)
-to detect PII in the text. If PII is detected, the validator will fail with a
-programmatic fix that anonymizes the text. Otherwise, the validator will pass.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `pii`                               |
-| Supported data types          | `string`                            |
-| Programmatic fix              | Anonymized text with PII filtered   |
-
-**Arguments**:
-
-- `pii_entities` _str | List[str], optional_ - The PII entities to filter. Must be
-  one of `pii` or `spi`. Defaults to None. Can also be set in metadata.
-
-#### get\_anonymized\_text(text: str, entities: List[str])
-
-```python
-def get_anonymized_text(text: str, entities: List[str]) -> str
-```
-
-Analyze and anonymize the text for PII.
-
-**Arguments**:
-
-- `text` _str_ - The text to analyze.
-- `pii_entities` _List[str]_ - The PII entities to filter.
-  
-
-**Returns**:
-
-- `anonymized_text` _str_ - The anonymized text.
-
-## OnTopic
-
-Checks if text's main topic is specified within a list of valid topics
-and ensures that the text is not about any of the invalid topics.
-
-This validator accepts at least one valid topic and an optional list of
-invalid topics.
-
-Default behavior first runs a Zero-Shot model, and then falls back to
-ask OpenAI's `gpt-3.5-turbo` if the Zero-Shot model is not confident
-in the topic classification (score < 0.5).
-
-In our experiments this LLM fallback increases accuracy by 15% but also
-increases latency (more than doubles the latency in the worst case).
-
-Both the Zero-Shot classification and the GPT classification may be toggled.
-
-**Key Properties**
-
-| Property                      | Description                              |
-| ----------------------------- | ---------------------------------------- |
-| Name for `format` attribute   | `on_topic`                               |
-| Supported data types          | `string`                                 |
-| Programmatic fix              | Removes lines with off-topic information |
-
-**Arguments**:
-
-- `valid_topics` _List[str]_ - topics that the text should be about
-  (one or many).
-- `invalid_topics` _List[str], Optional, defaults to []_ - topics that the
-  text cannot be about.
-- `device` _int, Optional, defaults to -1_ - Device ordinal for CPU/GPU
-  supports for Zero-Shot classifier. Setting this to -1 will leverage
-  CPU, a positive will run the Zero-Shot model on the associated CUDA
-  device id.
-- `model` _str, Optional, defaults to 'facebook/bart-large-mnli'_ - The
-  Zero-Shot model that will be used to classify the topic. See a
-  list of all models here:
-  https://huggingface.co/models?pipeline_tag=zero-shot-classification
-  llm_callable (Union[str, Callable, None], Optional, defaults to
-- `'gpt-3.5-turbo')` - Either the name of the OpenAI model, or a callable
-  that takes a prompt and returns a response.
-- `disable_classifier` _bool, Optional, defaults to False_ - controls whether
-  to use the Zero-Shot model. At least one of disable_classifier and
-  disable_llm must be False.
-- `disable_llm` _bool, Optional, defaults to False_ - controls whether to use
-  the LLM fallback. At least one of disable_classifier and
-  disable_llm must be False.
-- `model_threshold` _float, Optional, defaults to 0.5_ - The threshold used to
-  determine whether to accept a topic from the Zero-Shot model. Must be
-  a number between 0 and 1.
-
-#### call\_llm(text: str, topics: List[str])
-
-```python
-@retry(wait=wait_random_exponential(min=1, max=60), stop=stop_after_attempt(5))
-def call_llm(text: str, topics: List[str]) -> str
-```
-
-Call the LLM with the given prompt.
-
-Expects a function that takes a string and returns a string.
-
-**Arguments**:
-
-- `text` _str_ - The input text to classify using the LLM.
-- `topics` _List[str]_ - The list of candidate topics.
-
-**Returns**:
-
-- `response` _str_ - String representing the LLM response.
-
-#### set\_callable(llm\_callable: Union[str, Callable, None])
-
-```python
-def set_callable(llm_callable: Union[str, Callable, None]) -> None
-```
-
-Set the LLM callable.
-
-**Arguments**:
-
-- `llm_callable` - Either the name of the OpenAI model, or a callable that takes
-  a prompt and returns a response.
-
-## UpperCase
-
-Validates that a value is upper case.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `upper-case`                      |
-| Supported data types          | `string`                          |
-| Programmatic fix              | Convert to upper case.            |
-
-## ProvenanceV0
-
-Validates that LLM-generated text matches some source text based on
-distance in embedding space.
-
-**Key Properties**
-
-| Property                      | Description                         |
-| ----------------------------- | ----------------------------------- |
-| Name for `format` attribute   | `provenance-v0`                     |
-| Supported data types          | `string`                            |
-| Programmatic fix              | None                                |
-
-**Arguments**:
-
-- `threshold` - The minimum cosine similarity between the generated text and
-  the source text. Defaults to 0.8.
-- `validation_method` - Whether to validate at the sentence level or over the full text.  Must be one of `sentence` or `full`. Defaults to `sentence`
-  
-  Other parameters: Metadata
-- `query_function` _Callable, optional_ - A callable that takes a string and returns a list of (chunk, score) tuples.
-- `sources` _List[str], optional_ - The source text.
-- `embed_function` _Callable, optional_ - A callable that creates embeddings for the sources. Must accept a list of strings and return an np.array of floats.
-  
-  In order to use this validator, you must provide either a `query_function` or
-  `sources` with an `embed_function` in the metadata.
-  
-  If providing query_function, it should take a string as input and return a list of
-  (chunk, score) tuples. The chunk is a string and the score is a float representing
-  the cosine distance between the chunk and the input string. The list should be
-  sorted in ascending order by score.
-  
-- `Note` - The score should represent distance in embedding space, not similarity. I.e.,
-  lower is better and the score should be 0 if the chunk is identical to the input
-  string.
-  
-
-**Example**:
-
-    ```py
-    def query_function(text: str, k: int) -> List[Tuple[str, float]]:
-        return [("This is a chunk", 0.9), ("This is another chunk", 0.8)]
-
-    guard = Guard.from_rail(...)
-    guard(
-        openai.chat.completions.create(...),
-        prompt_params={...},
-        temperature=0.0,
-        metadata={"query_function": query_function},
-    )
-    ```
-  
-  
-  If providing sources, it should be a list of strings. The embed_function should
-  take a string or a list of strings as input and return a np array of floats.
-  The vector should be normalized to unit length.
-  
-
-**Example**:
-
-    ```py
-    def embed_function(text: Union[str, List[str]]) -> np.ndarray:
-        return np.array([[0.1, 0.2, 0.3]])
-
-    guard = Guard.from_rail(...)
-    guard(
-        openai.chat.completions.create(...),
-        prompt_params={...},
-        temperature=0.0,
-        metadata={
-            "sources": ["This is a source text"],
-            "embed_function": embed_function
-        },
-    )
-    ```
-
-## ProvenanceV1
-
-Validates that the LLM-generated text is supported by the provided
-contexts.
-
-This validator uses an LLM callable to evaluate the generated text against the
-provided contexts (LLM-ception).
-
-In order to use this validator, you must provide either:
-1. a 'query_function' in the metadata. That function should take a string as input
-(the LLM-generated text) and return a list of relevant
-chunks. The list should be sorted in ascending order by the distance between the
-chunk and the LLM-generated text.
-
-Example using str callable:
-
-
-Example using a custom llm callable:
-
-
-OR
-
-2. `sources` with an `embed_function` in the metadata. The embed_function should
-take a string or a list of strings as input and return a np array of floats.
-The vector should be normalized to unit length.
-
-``` py
-def query_function(text: str, k: int) -> List[str]:
-    return ["This is a chunk", "This is another chunk"]
-
-guard = Guard.from_string(validators=[
-    ProvenanceV1(llm_callable="gpt-3.5-turbo", ...)
-])
-guard.parse(
-    llm_output=...,
-    metadata={"query_function": query_function}
-)
-```
-``` py
-def query_function(text: str, k: int) -> List[str]:
-    return ["This is a chunk", "This is another chunk"]
-
-guard = Guard.from_string(validators=[
-        ProvenanceV1(llm_callable=your_custom_callable, ...)
-    ]
-)
-guard.parse(
-    llm_output=...,
-    metadata={"query_function": query_function}
-)
-```
-
-**Example**:
-
-  
-```py
-def embed_function(text: Union[str, List[str]]) -> np.ndarray:
-    return np.array([[0.1, 0.2, 0.3]])
-
-guard = Guard.from_rail(...)
-guard(
-    openai.chat.completions.create(...),
-    prompt_params={...},
-    temperature=0.0,
-    metadata={
-        "sources": ["This is a source text"],
-        "embed_function": embed_function
-    },
-)
-```
-
-#### \_\_init\_\_(validation\_method: str = "sentence", llm\_callable: Union[str, Callable] = "gpt-3.5-turbo", top\_k: int = 3, max\_tokens: int = 2, on\_fail: Optional[Callable] = None, \*\*kwargs)
-
-```python
-def __init__(validation_method: str = "sentence",
-             llm_callable: Union[str, Callable] = "gpt-3.5-turbo",
-             top_k: int = 3,
-             max_tokens: int = 2,
-             on_fail: Optional[Callable] = None,
-             **kwargs)
-```
-
-args:
-validation_method (str): Whether to validate at the sentence level or over
-the full text.  One of `sentence` or `full`. Defaults to `sentence`
-llm_callable (Union[str, Callable]): Either the name of the OpenAI model,
-or a callable that takes a prompt and returns a response.
-top_k (int): The number of chunks to return from the query function.
-Defaults to 3.
-max_tokens (int): The maximum number of tokens to send to the LLM.
-Defaults to 2.
-
-Other args: Metadata
-query_function (Callable): A callable that takes a string and returns a
-list of chunks.
-sources (List[str], optional): The source text.
-embed_function (Callable, optional): A callable that creates embeddings for
-the sources. Must accept a list of strings and returns float np.array.
-
-#### set\_callable(llm\_callable: Union[str, Callable])
-
-```python
-def set_callable(llm_callable: Union[str, Callable]) -> None
-```
-
-Set the LLM callable.
-
-**Arguments**:
-
-- `llm_callable` - Either the name of the OpenAI model, or a callable that takes
-  a prompt and returns a response.
-
-#### call\_llm(prompt: str)
-
-```python
-@retry(wait=wait_random_exponential(min=1, max=60), stop=stop_after_attempt(6))
-def call_llm(prompt: str) -> str
-```
-
-Call the LLM with the given prompt.
-
-Expects a function that takes a string and returns a string.
-
-**Arguments**:
-
-- `prompt` _str_ - The prompt to send to the LLM.
-  
-
-**Returns**:
-
-- `response` _str_ - String representing the LLM response.
-
-#### evaluate\_with\_llm(text: str, query\_function: Callable)
-
-```python
-def evaluate_with_llm(text: str, query_function: Callable) -> bool
-```
-
-Validate that the LLM-generated text is supported by the provided
-contexts.
-
-**Arguments**:
-
-- `value` _Any_ - The LLM-generated text.
-- `query_function` _Callable_ - The query function.
-  
-
-**Returns**:
-
-- `self_eval` - The self-evaluation boolean
-
-## RegexMatch
-
-Validates that a value matches a regular expression.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `regex_match`                     |
-| Supported data types          | `string`                          |
-| Programmatic fix              | Generate a string that matches the regular expression |
-
-**Arguments**:
-
-- `regex` - Str regex pattern
-- `match_type` - Str in {"search", "fullmatch"} for a regex search or full-match option
-
-## ExcludeSqlPredicates
-
-Validates that the SQL query does not contain certain predicates.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `exclude-sql-predicates`          |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `predicates` - The list of predicates to avoid.
-
-## SimilarToDocument
-
-Validates that a value is similar to the document.
-
-This validator checks if the value is similar to the document by checking
-the cosine similarity between the value and the document, using an
-embedding.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `similar-to-document`             |
-| Supported data types          | `string`                             |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `document` - The document to use for the similarity check.
-- `threshold` - The minimum cosine similarity to be considered similar.  Defaults to 0.7.
-- `model` - The embedding model to use.  Defaults to text-embedding-ada-002.
-
-#### cosine\_similarity(a: "np.ndarray", b: "np.ndarray")
-
-```python
-@staticmethod
-def cosine_similarity(a: "np.ndarray", b: "np.ndarray") -> float
-```
-
-Calculate the cosine similarity between two vectors.
-
-**Arguments**:
-
-- `a` - The first vector.
-- `b` - The second vector.
-  
-
-**Returns**:
-
-- `float` - The cosine similarity between the two vectors.
-
-## IsHighQualityTranslation
-
-Validates that the translation is of high quality.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `is-high-quality-translation`     |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-Other parameters: Metadata
-translation_source (str): The source of the translation.
-
-This validator uses one of the reference-free models from Unbabel/COMET
-to check the quality of the translation. Specifically, it uses the
-`Unbabel/wmt22-cometkiwi-da` model.
-
-Unbabel/COMET details: https://github.com/Unbabel/COMET
-Model details: https://huggingface.co/Unbabel/wmt22-cometkiwi-da
-
-Pre-requisites:
-- Install the `unbabel-comet` from source:
-`pip install git+https://github.com/Unbabel/COMET`
-- Please accept the model license from:
-https://huggingface.co/Unbabel/wmt22-cometkiwi-da
-- Login into Huggingface Hub using:
-huggingface-cli login --token $HUGGINGFACE_TOKEN
-
-## EndpointIsReachable
-
-Validates that a value is a reachable URL.
-
-**Key Properties**
-
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `is-reachable`                    |
-| Supported data types          | `string`,                         |
-| Programmatic fix              | None                              |
-
-## ToxicLanguage
-
-Validates that the generated text is toxic.
-
-**Key Properties**
-| Property                      | Description                       |
-| ----------------------------- | --------------------------------- |
-| Name for `format` attribute   | `toxic-language`                  |
-| Supported data types          | `string`                          |
-| Programmatic fix              | None                              |
-
-**Arguments**:
-
-- `threshold` - The confidence threshold (model inference) for toxicity.
-  Defaults to 0.5.
-- `validation_method` - Whether to validate at the sentence level or
-  over the full text. Must be one of `sentence` or `full`.
-  Defaults to `sentence`
-  
-  This validator uses the pre-trained multi-label model from HuggingFace -
-  `unitary/unbiased-toxic-roberta` to check whether the generated text is toxic.
-  If the model predicts any label of: `toxicity`, `severe_toxicity`,
-  `obscene`, `threat`, `insult`, `identity_attack`, or `sexual_explicit` with
-  confidence higher than the specified threshold, the validator fails and returns
-  the generated text with the toxic sentences / entire text removed. Else the
-  validator returns the generated text as it is.
-  
-  If validation_method is `sentence`, the validator will remove the sentences
-  that are predicted to be toxic and return the remaining sentences. If
-  validation_method is `full`, the validator will remove the entire text if
-  the prediction is deemed toxic and return an empty string.
-  
-  In our experiments, a threshold of 0.5 worked best, hence set as default here.
-  However, you can try different values of threshold to see what works best for
-  your use case.
-  Link for experiments: https://wandb.ai/ml-guardrails/toxic-language-experiments
-
-#### get\_toxicity(value: str)
-
-```python
-def get_toxicity(value: str) -> List[str]
-```
-
-Check whether the generated text is toxic.
-
-Returns the labels predicted by the model with
-confidence higher than the threshold.
-
-**Arguments**:
-
-- `value` _str_ - The generated text.
-  
-
-**Returns**:
-
-- `pred_labels` _bool_ - Labels predicted by the model
-  with confidence higher than the threshold.
-
-#### validate\_each\_sentence(value: str, metadata: Dict[str, Any])
-
-```python
-def validate_each_sentence(value: str,
-                           metadata: Dict[str, Any]) -> ValidationResult
-```
-
-Validate that each sentence in the generated text is toxic.
-
-#### validate\_full\_text(value: str, metadata: Dict[str, Any])
-
-```python
-def validate_full_text(value: str, metadata: Dict[str,
-                                                  Any]) -> ValidationResult
-```
-
-Validate that the entire generated text is toxic.
-
-## OneLine
-
-Validates that a value is a single line, based on whether or not the
-output has a newline character (\n).
-
-**Key Properties**
-
-| Property                      | Description                            |
-| ----------------------------- | -------------------------------------- |
-| Name for `format` attribute   | `one-line`                             |
-| Supported data types          | `string`                               |
-| Programmatic fix              | Keep the first line, delete other text |
-
diff --git a/guardrails/guard.py b/guardrails/guard.py
index d79d46e38..f1cc9e051 100644
--- a/guardrails/guard.py
+++ b/guardrails/guard.py
@@ -229,7 +229,7 @@ def _configure_telemtry(
         if allow_metrics_collection is None:
             credentials = Credentials.from_rc_file(logger)
             # TODO: Check credentials.enable_metrics after merge from main
-            allow_metrics_collection = credentials.no_metrics is False
+            allow_metrics_collection = credentials.enable_metrics is True
 
         self._allow_metrics_collection = allow_metrics_collection
 
diff --git a/guardrails/utils/validator_utils.py b/guardrails/utils/validator_utils.py
index 31ae23b90..68b1dd7e9 100644
--- a/guardrails/utils/validator_utils.py
+++ b/guardrails/utils/validator_utils.py
@@ -63,19 +63,18 @@ def parse_rail_validator(
     if ":" in validator_spec:
         is_hub_validator = validator_spec.startswith(hub)
         max_splits = 2 if is_hub_validator else 1
-        parts = split_on(validator_spec, ":")
-        # parts = validator_spec.split(":", max_splits)
+        parts = validator_spec.split(":", max_splits)
         validator_id = (
             ":".join([parts[0], parts[1].strip()])
             if is_hub_validator
             else parts[0].strip()
         )
         arg_tokens = []
-        if len(parts) > 1:
+        if len(parts) > max_splits:
             arg_tokens = [
                 arg.strip()
                 for arg in split_on(
-                    parts[max_splits], "\s", exceptions=ESCAPED_OR_QUOTED
+                    parts[max_splits], r"\s", exceptions=ESCAPED_OR_QUOTED
                 )
             ]
         validator_args = parse_rail_arguments(arg_tokens)

From 2940895b53db53e4ade068cc6a67065b9c020d0a Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 12:27:00 -0500
Subject: [PATCH 03/11] update outputs

---
 docs/examples/value_within_distribution.ipynb | 43 +++++++------------
 1 file changed, 16 insertions(+), 27 deletions(-)

diff --git a/docs/examples/value_within_distribution.ipynb b/docs/examples/value_within_distribution.ipynb
index 9cda5d34f..dfe97532f 100644
--- a/docs/examples/value_within_distribution.ipynb
+++ b/docs/examples/value_within_distribution.ipynb
@@ -39,9 +39,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from tqdm.autonotebook import tqdm, trange\n"
+     ]
+    }
+   ],
    "source": [
     "# Create the Guard with the SimilarToList validator\n",
     "from typing import Union\n",
@@ -65,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -95,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -132,7 +141,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -157,19 +166,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -194,19 +193,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n",
-      "HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",

From 446c7f29b8c68c2a53c2cd299f5336c3def7ca02 Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 12:33:06 -0500
Subject: [PATCH 04/11] update text sum notebook

---
 .../examples/text_summarization_quality.ipynb | 148 ++++++++----------
 1 file changed, 69 insertions(+), 79 deletions(-)

diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb
index 51040ed88..5974f3ee2 100644
--- a/docs/examples/text_summarization_quality.ipynb
+++ b/docs/examples/text_summarization_quality.ipynb
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -132,17 +132,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from tqdm.autonotebook import tqdm, trange\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -207,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -225,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -241,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -271,72 +263,69 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
-      "To disable this warning, you can either:\n",
-      "\t- Avoid using `tokenizers` before the fork if possible\n",
-      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Similarity: 0.971, Type: \n"
+     "ename": "PromptCallableException",
+     "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m     \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    195\u001b[0m     \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m    201\u001b[0m     \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m    202\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m    203\u001b[0m     \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m     99\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    142\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m    106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m    107\u001b[0m     (\n\u001b[1;32m    108\u001b[0m         http_version,\n\u001b[1;32m    109\u001b[0m         status,\n\u001b[1;32m    110\u001b[0m         reason_phrase,\n\u001b[1;32m    111\u001b[0m         headers,\n\u001b[1;32m    112\u001b[0m         trailing_data,\n\u001b[0;32m--> 113\u001b[0m     ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    114\u001b[0m     trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    115\u001b[0m         http_version,\n\u001b[1;32m    116\u001b[0m         status,\n\u001b[1;32m    117\u001b[0m         reason_phrase,\n\u001b[1;32m    118\u001b[0m         headers,\n\u001b[1;32m    119\u001b[0m     )\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m     event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    187\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    237\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m    240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n",
+      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:962\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    961\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 962\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    963\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    964\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    965\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    966\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    967\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m    912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    915\u001b[0m \u001b[43m    \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    916\u001b[0m \u001b[43m    \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    917\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    918\u001b[0m \u001b[43m    \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m    941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    943\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    944\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    945\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    946\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    947\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m    977\u001b[0m     hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m   1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m    221\u001b[0m     method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m    222\u001b[0m     url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    230\u001b[0m     extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m    231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    233\u001b[0m \u001b[43m    \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m    157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m    160\u001b[0m     \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m    161\u001b[0m     \u001b[38;5;66;03m# was passed to throw().  This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m    162\u001b[0m     \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n",
+      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mAPIConnectionError\u001b[0m                        Traceback (most recent call last)",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     60\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m    217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    219\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    220\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    221\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m    222\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    223\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    224\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    225\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m    100\u001b[0m     \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    103\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m    104\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstruct_chat_response(\n\u001b[1;32m    107\u001b[0m         stream\u001b[38;5;241m=\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m    108\u001b[0m         openai_response\u001b[38;5;241m=\u001b[39mresponse,\n\u001b[1;32m    109\u001b[0m     )\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m    606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m    607\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m    608\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    638\u001b[0m     timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m    639\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 640\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    641\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    642\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    643\u001b[0m \u001b[43m            \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m    644\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    645\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmodel\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    646\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfrequency_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    647\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunction_call\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    648\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunctions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    649\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogit_bias\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    650\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogprobs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    651\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmax_tokens\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    652\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mn\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    653\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mparallel_tool_calls\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    654\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpresence_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    655\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mresponse_format\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    656\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mseed\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m 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\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstream_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    661\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtemperature\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    662\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtool_choice\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    663\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtools\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    664\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtop_logprobs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    665\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtop_p\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    666\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43muser\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    667\u001b[0m \u001b[43m            \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    668\u001b[0m \u001b[43m            \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m            \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1250\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1247\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m   1248\u001b[0m     method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m   1249\u001b[0m )\n\u001b[0;32m-> 1250\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:931\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    922\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m    923\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m    924\u001b[0m     cast_to: Type[ResponseT],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    929\u001b[0m     stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    930\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m--> 931\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    932\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    933\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    934\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    935\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    936\u001b[0m \u001b[43m        \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    937\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:986\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    985\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 986\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    990\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    991\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    992\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    993\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    995\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1063\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1061\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1063\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1066\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1067\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1068\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1069\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:986\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    985\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 986\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    990\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    991\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    992\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    993\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    995\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1063\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1061\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1063\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1066\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1067\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1068\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1069\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:996\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    995\u001b[0m     log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 996\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m APIConnectionError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m    998\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m    999\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m   1000\u001b[0m     request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1004\u001b[0m     response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m   1005\u001b[0m )\n",
+      "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mPromptCallableException\u001b[0m                   Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[20], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m raw_llm_response, validated_response, \u001b[38;5;241m*\u001b[39mrest \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdocument\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mdocument\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgpt-3.5-turbo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      8\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     10\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValidated Output: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalidated_response\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:800\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    794\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m    795\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    796\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    797\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    798\u001b[0m         )\n\u001b[0;32m--> 800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    801\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    802\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    803\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    804\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    805\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    806\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    807\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    808\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    809\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    810\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    811\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:684\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    668\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m    669\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m    670\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    680\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    681\u001b[0m     )\n\u001b[1;32m    683\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 684\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    685\u001b[0m \u001b[43m    \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    686\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    687\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    688\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    689\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    690\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    691\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    692\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    693\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    694\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    695\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    696\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    697\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    698\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:668\u001b[0m, in \u001b[0;36mGuard._execute..__exec\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    655\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_server(\n\u001b[1;32m    656\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[1;32m    657\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    664\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    665\u001b[0m     )\n\u001b[1;32m    667\u001b[0m \u001b[38;5;66;03m# Otherwise, call the LLM synchronously\u001b[39;00m\n\u001b[0;32m--> 668\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    677\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    678\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    679\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    680\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    681\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:755\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m    737\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    738\u001b[0m     \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m    739\u001b[0m     runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m    740\u001b[0m         output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m    741\u001b[0m         output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    753\u001b[0m         exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m    754\u001b[0m     )\n\u001b[0;32m--> 755\u001b[0m     call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    756\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    239\u001b[0m     \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m    240\u001b[0m     call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m    191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m    192\u001b[0m     \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m     iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    194\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    195\u001b[0m \u001b[43m        \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    196\u001b[0m \u001b[43m        \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    200\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    201\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    203\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    205\u001b[0m     \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m    206\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    330\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m    331\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m    297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m    301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m    559\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m    560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m    563\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n",
+      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m     60\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m     61\u001b[0m     )\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     64\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     66\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     67\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     68\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     69\u001b[0m     )\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m     71\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     72\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     73\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     77\u001b[0m     )\n",
+      "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string."
      ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "
Validated Output: {'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United \n",
-       "States, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \n",
-       "composed of Members chosen every second Year by the People of the several States, and the Electors in each State \n",
-       "shall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \n",
-       "Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \n",
-       "a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \n",
-       "be chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \n",
-       "within this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \n",
-       "of free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \n",
-       "fifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\n",
-       "Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \n",
-       "direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \n",
-       "Least one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\n",
-       "chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \n",
-       "Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \n",
-       "five, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \n",
-       "thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \n",
-       "Speaker and other Officers; and shall have the sole Power of Impeachment.'}\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\n",
-       "\u001b[32mStates, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\n",
-       "\u001b[32mcomposed of Members chosen every second Year by the People of the several States, and the Electors in each State \u001b[0m\n",
-       "\u001b[32mshall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \u001b[0m\n",
-       "\u001b[32mPerson shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \u001b[0m\n",
-       "\u001b[32ma Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \u001b[0m\n",
-       "\u001b[32mbe chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\n",
-       "\u001b[32mwithin this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \u001b[0m\n",
-       "\u001b[32mof free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\n",
-       "\u001b[32mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\u001b[0m\n",
-       "\u001b[32mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \u001b[0m\n",
-       "\u001b[32mdirect. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \u001b[0m\n",
-       "\u001b[32mLeast one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\u001b[0m\n",
-       "\u001b[32mchuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \u001b[0m\n",
-       "\u001b[32mJersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \u001b[0m\n",
-       "\u001b[32mfive, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \u001b[0m\n",
-       "\u001b[32mthereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \u001b[0m\n",
-       "\u001b[32mSpeaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -363,7 +352,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -534,7 +523,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -835,7 +824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -854,6 +843,7 @@
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    openai.completions.create,\n",
+    "    prompt=prompt,\n",
     "    prompt_params={\"document\": open(\"data/article1.txt\", \"r\").read()},\n",
     "    model=\"babbage-002\",\n",
     "    max_tokens=512,\n",

From e7bf3b64cdeca558944e2b38f50b35f11671cccc Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 12:50:23 -0500
Subject: [PATCH 05/11] update text sum outputs

---
 .../examples/text_summarization_quality.ipynb | 472 +++++-------------
 1 file changed, 121 insertions(+), 351 deletions(-)

diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb
index 5974f3ee2..b97c1e193 100644
--- a/docs/examples/text_summarization_quality.ipynb
+++ b/docs/examples/text_summarization_quality.ipynb
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -132,7 +132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -141,14 +141,6 @@
      "text": [
       "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
-      "  warnings.warn(\n"
-     ]
     }
    ],
    "source": [
@@ -199,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -217,7 +209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -233,7 +225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -263,69 +255,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
-     "ename": "PromptCallableException",
-     "evalue": "The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:69\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 69\u001b[0m     \u001b[38;5;28;01myield\u001b[39;00m\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:233\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 233\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    235\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:216\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_connections(closing)\n\u001b[0;32m--> 216\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    218\u001b[0m \u001b[38;5;66;03m# Return the response. Note that in this case we still have to manage\u001b[39;00m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;66;03m# the point at which the response is closed.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:196\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    195\u001b[0m     \u001b[38;5;66;03m# Send the request on the assigned connection.\u001b[39;00m\n\u001b[0;32m--> 196\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpool_request\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;66;03m# In some cases a connection may initially be available to\u001b[39;00m\n\u001b[1;32m    201\u001b[0m     \u001b[38;5;66;03m# handle a request, but then become unavailable.\u001b[39;00m\n\u001b[1;32m    202\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m    203\u001b[0m     \u001b[38;5;66;03m# In this case we clear the connection and try again.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/connection.py:101\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m     99\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[0;32m--> 101\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_connection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:143\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    142\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 143\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:113\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    104\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m    106\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m    107\u001b[0m     (\n\u001b[1;32m    108\u001b[0m         http_version,\n\u001b[1;32m    109\u001b[0m         status,\n\u001b[1;32m    110\u001b[0m         reason_phrase,\n\u001b[1;32m    111\u001b[0m         headers,\n\u001b[1;32m    112\u001b[0m         trailing_data,\n\u001b[0;32m--> 113\u001b[0m     ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_response_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    114\u001b[0m     trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    115\u001b[0m         http_version,\n\u001b[1;32m    116\u001b[0m         status,\n\u001b[1;32m    117\u001b[0m         reason_phrase,\n\u001b[1;32m    118\u001b[0m         headers,\n\u001b[1;32m    119\u001b[0m     )\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:186\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    185\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 186\u001b[0m     event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_receive_event\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    187\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpcore/_sync/http11.py:238\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    237\u001b[0m     msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mServer disconnected without sending a response.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 238\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m RemoteProtocolError(msg)\n\u001b[1;32m    240\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mreceive_data(data)\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m                       Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:962\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    961\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 962\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    963\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    964\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_should_stream_response_body\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    965\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    966\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    967\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:914\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m    912\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 914\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    915\u001b[0m \u001b[43m    \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    916\u001b[0m \u001b[43m    \u001b[49m\u001b[43mauth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mauth\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    917\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    918\u001b[0m \u001b[43m    \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    919\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    920\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:942\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m    941\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 942\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_handling_redirects\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    943\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    944\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfollow_redirects\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfollow_redirects\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    945\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhistory\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhistory\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    946\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    947\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:979\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m    977\u001b[0m     hook(request)\n\u001b[0;32m--> 979\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_send_single_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    980\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_client.py:1015\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m   1014\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1015\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[43mtransport\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1017\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:232\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    220\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m    221\u001b[0m     method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m    222\u001b[0m     url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    230\u001b[0m     extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m    231\u001b[0m )\n\u001b[0;32m--> 232\u001b[0m \u001b[43m\u001b[49m\u001b[38;5;28;43;01mwith\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmap_httpcore_exceptions\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\n\u001b[1;32m    233\u001b[0m \u001b[43m    \u001b[49m\u001b[43mresp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_pool\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhandle_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43mreq\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/homebrew/Cellar/python@3.12/3.12.3/Frameworks/Python.framework/Versions/3.12/lib/python3.12/contextlib.py:158\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__exit__\u001b[0;34m(self, typ, value, traceback)\u001b[0m\n\u001b[1;32m    157\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthrow\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    159\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exc:\n\u001b[1;32m    160\u001b[0m     \u001b[38;5;66;03m# Suppress StopIteration *unless* it's the same exception that\u001b[39;00m\n\u001b[1;32m    161\u001b[0m     \u001b[38;5;66;03m# was passed to throw().  This prevents a StopIteration\u001b[39;00m\n\u001b[1;32m    162\u001b[0m     \u001b[38;5;66;03m# raised inside the \"with\" statement from being suppressed.\u001b[39;00m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/httpx/_transports/default.py:86\u001b[0m, in \u001b[0;36mmap_httpcore_exceptions\u001b[0;34m()\u001b[0m\n\u001b[1;32m     85\u001b[0m message \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mstr\u001b[39m(exc)\n\u001b[0;32m---> 86\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m mapped_exc(message) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mexc\u001b[39;00m\n",
-      "\u001b[0;31mRemoteProtocolError\u001b[0m: Server disconnected without sending a response.",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mAPIConnectionError\u001b[0m                        Traceback (most recent call last)",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:59\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_invoke_llm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     60\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minit_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:218\u001b[0m, in \u001b[0;36mOpenAIChatCallable._invoke_llm\u001b[0;34m(self, text, model, instructions, msg_history, base_model, function_call, *args, **kwargs)\u001b[0m\n\u001b[1;32m    217\u001b[0m client \u001b[38;5;241m=\u001b[39m OpenAIClient(api_key\u001b[38;5;241m=\u001b[39mapi_key)\n\u001b[0;32m--> 218\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_chat_completion\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    219\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    220\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchat_prompt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    221\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\n\u001b[1;32m    222\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    223\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    224\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mfn_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    225\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    226\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/openai_utils/v1.py:102\u001b[0m, in \u001b[0;36mOpenAIClientV1.create_chat_completion\u001b[0;34m(self, model, messages, *args, **kwargs)\u001b[0m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate_chat_completion\u001b[39m(\n\u001b[1;32m    100\u001b[0m     \u001b[38;5;28mself\u001b[39m, model: \u001b[38;5;28mstr\u001b[39m, messages: List[Any], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    101\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LLMResponse:\n\u001b[0;32m--> 102\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    103\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m    104\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstruct_chat_response(\n\u001b[1;32m    107\u001b[0m         stream\u001b[38;5;241m=\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m    108\u001b[0m         openai_response\u001b[38;5;241m=\u001b[39mresponse,\n\u001b[1;32m    109\u001b[0m     )\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_utils/_utils.py:277\u001b[0m, in \u001b[0;36mrequired_args..inner..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 277\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/resources/chat/completions.py:640\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, frequency_penalty, function_call, functions, logit_bias, logprobs, max_tokens, n, parallel_tool_calls, presence_penalty, response_format, seed, service_tier, stop, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m    606\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m    607\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m    608\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    638\u001b[0m     timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m    639\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[0;32m--> 640\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    641\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/chat/completions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    642\u001b[0m \u001b[43m        \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    643\u001b[0m \u001b[43m            \u001b[49m\u001b[43m{\u001b[49m\n\u001b[1;32m    644\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmessages\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    645\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmodel\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    646\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfrequency_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    647\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunction_call\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    648\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfunctions\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    649\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogit_bias\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    650\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlogprobs\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    651\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmax_tokens\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    652\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mn\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    653\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mparallel_tool_calls\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    654\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpresence_penalty\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    655\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mresponse_format\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    656\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mseed\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    657\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mservice_tier\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    658\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstop\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    659\u001b[0m \u001b[43m                \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstream\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    660\u001b[0m \u001b[43m                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     \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mCompletionCreateParams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m            \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1250\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1247\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m   1248\u001b[0m     method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m   1249\u001b[0m )\n\u001b[0;32m-> 1250\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:931\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    922\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrequest\u001b[39m(\n\u001b[1;32m    923\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m    924\u001b[0m     cast_to: Type[ResponseT],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    929\u001b[0m     stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    930\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[0;32m--> 931\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    932\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    933\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    934\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    935\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    936\u001b[0m \u001b[43m        \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    937\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:986\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    985\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 986\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    990\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    991\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    992\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    993\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    995\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1063\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1061\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1063\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1066\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1067\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1068\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1069\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:986\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    985\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retries \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 986\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_retry_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    987\u001b[0m \u001b[43m        \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    988\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[43m        \u001b[49m\u001b[43mretries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    990\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    991\u001b[0m \u001b[43m        \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    992\u001b[0m \u001b[43m        \u001b[49m\u001b[43mresponse_headers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    993\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    995\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:1063\u001b[0m, in \u001b[0;36mSyncAPIClient._retry_request\u001b[0;34m(self, options, cast_to, remaining_retries, response_headers, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1061\u001b[0m time\u001b[38;5;241m.\u001b[39msleep(timeout)\n\u001b[0;32m-> 1063\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1064\u001b[0m \u001b[43m    \u001b[49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1065\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1066\u001b[0m \u001b[43m    \u001b[49m\u001b[43mremaining_retries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mremaining\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1067\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1068\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstream_cls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1069\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/openai/_base_client.py:996\u001b[0m, in \u001b[0;36mSyncAPIClient._request\u001b[0;34m(self, cast_to, options, remaining_retries, stream, stream_cls)\u001b[0m\n\u001b[1;32m    995\u001b[0m     log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRaising connection error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 996\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m APIConnectionError(request\u001b[38;5;241m=\u001b[39mrequest) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m    998\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\n\u001b[1;32m    999\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mHTTP Response: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%i\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m   1000\u001b[0m     request\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1004\u001b[0m     response\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m   1005\u001b[0m )\n",
-      "\u001b[0;31mAPIConnectionError\u001b[0m: Connection error.",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mPromptCallableException\u001b[0m                   Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[20], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mopenai\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m raw_llm_response, validated_response, \u001b[38;5;241m*\u001b[39mrest \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdocument\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mdocument\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgpt-3.5-turbo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      8\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     10\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValidated Output: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalidated_response\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:800\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    794\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[1;32m    795\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    796\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    797\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    798\u001b[0m         )\n\u001b[0;32m--> 800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    801\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    802\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    803\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    804\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    805\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    806\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    807\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    808\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    809\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    810\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    811\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:684\u001b[0m, in \u001b[0;36mGuard._execute\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    668\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec(\n\u001b[1;32m    669\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[1;32m    670\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    680\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    681\u001b[0m     )\n\u001b[1;32m    683\u001b[0m guard_context \u001b[38;5;241m=\u001b[39m contextvars\u001b[38;5;241m.\u001b[39mContext()\n\u001b[0;32m--> 684\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mguard_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    685\u001b[0m \u001b[43m    \u001b[49m\u001b[43m__exec\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    686\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    687\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    688\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    689\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    690\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    691\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    692\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    693\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    694\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    695\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    696\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    697\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    698\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:668\u001b[0m, in \u001b[0;36mGuard._execute..__exec\u001b[0;34m(self, llm_api, llm_output, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    655\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_server(\n\u001b[1;32m    656\u001b[0m         llm_output\u001b[38;5;241m=\u001b[39mllm_output,\n\u001b[1;32m    657\u001b[0m         llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    664\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    665\u001b[0m     )\n\u001b[1;32m    667\u001b[0m \u001b[38;5;66;03m# Otherwise, call the LLM synchronously\u001b[39;00m\n\u001b[0;32m--> 668\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    669\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_api\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_api\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    670\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm_output\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    671\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    672\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_reasks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_num_reasks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    673\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    674\u001b[0m \u001b[43m    \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    675\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    676\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    677\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfull_schema_reask\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfull_schema_reask\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    678\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    679\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    680\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    681\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:755\u001b[0m, in \u001b[0;36mGuard._exec\u001b[0;34m(self, llm_api, llm_output, call_log, prompt_params, num_reasks, metadata, full_schema_reask, prompt, instructions, msg_history, *args, **kwargs)\u001b[0m\n\u001b[1;32m    737\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    738\u001b[0m     \u001b[38;5;66;03m# Otherwise, use Runner\u001b[39;00m\n\u001b[1;32m    739\u001b[0m     runner \u001b[38;5;241m=\u001b[39m Runner(\n\u001b[1;32m    740\u001b[0m         output_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_output_type,\n\u001b[1;32m    741\u001b[0m         output_schema\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_schema\u001b[38;5;241m.\u001b[39mto_dict(),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    753\u001b[0m         exec_options\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_opts,\n\u001b[1;32m    754\u001b[0m     )\n\u001b[0;32m--> 755\u001b[0m     call \u001b[38;5;241m=\u001b[39m \u001b[43mrunner\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    756\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ValidationOutcome[OT]\u001b[38;5;241m.\u001b[39mfrom_guard_history(call)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:241\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    238\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    239\u001b[0m     \u001b[38;5;66;03m# Because Pydantic v1 doesn't respect property setters\u001b[39;00m\n\u001b[1;32m    240\u001b[0m     call_log\u001b[38;5;241m.\u001b[39m_set_exception(e)\n\u001b[0;32m--> 241\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m call_log\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:193\u001b[0m, in \u001b[0;36mRunner.__call__\u001b[0;34m(self, call_log, prompt_params)\u001b[0m\n\u001b[1;32m    190\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m    191\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnum_reasks \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[1;32m    192\u001b[0m     \u001b[38;5;66;03m# Run a single step.\u001b[39;00m\n\u001b[0;32m--> 193\u001b[0m     iteration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    194\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    195\u001b[0m \u001b[43m        \u001b[49m\u001b[43mapi\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    196\u001b[0m \u001b[43m        \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    198\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    199\u001b[0m \u001b[43m        \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprompt_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    200\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput_schema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moutput_schema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    201\u001b[0m \u001b[43m        \u001b[49m\u001b[43moutput\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mindex\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m==\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcall_log\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcall_log\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    203\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    205\u001b[0m     \u001b[38;5;66;03m# Loop again?\u001b[39;00m\n\u001b[1;32m    206\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdo_loop(index, iteration\u001b[38;5;241m.\u001b[39mreasks):\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:332\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    330\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39merror \u001b[38;5;241m=\u001b[39m error_message\n\u001b[1;32m    331\u001b[0m     iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mexception \u001b[38;5;241m=\u001b[39m e\n\u001b[0;32m--> 332\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    333\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m iteration\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:298\u001b[0m, in \u001b[0;36mRunner.step\u001b[0;34m(self, index, output_schema, call_log, api, instructions, prompt, msg_history, prompt_params, output)\u001b[0m\n\u001b[1;32m    295\u001b[0m iteration\u001b[38;5;241m.\u001b[39minputs\u001b[38;5;241m.\u001b[39mmsg_history \u001b[38;5;241m=\u001b[39m msg_history\n\u001b[1;32m    297\u001b[0m \u001b[38;5;66;03m# Call: run the API.\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m llm_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcall\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstructions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mprompt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmsg_history\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mapi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutput\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    300\u001b[0m iteration\u001b[38;5;241m.\u001b[39moutputs\u001b[38;5;241m.\u001b[39mllm_response_info \u001b[38;5;241m=\u001b[39m llm_response\n\u001b[1;32m    301\u001b[0m raw_output \u001b[38;5;241m=\u001b[39m llm_response\u001b[38;5;241m.\u001b[39moutput\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/utils/telemetry_utils.py:213\u001b[0m, in \u001b[0;36mtrace..trace_wrapper..to_trace_or_not_to_trace\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    211\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m    212\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 213\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/run/runner.py:561\u001b[0m, in \u001b[0;36mRunner.call\u001b[0;34m(self, instructions, prompt, msg_history, api, output)\u001b[0m\n\u001b[1;32m    559\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(msg_history\u001b[38;5;241m=\u001b[39mmsg_history_source(msg_history))\n\u001b[1;32m    560\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt \u001b[38;5;129;01mand\u001b[39;00m instructions:\n\u001b[0;32m--> 561\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m \u001b[43mapi_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprompt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minstructions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msource\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    562\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m prompt:\n\u001b[1;32m    563\u001b[0m     llm_response \u001b[38;5;241m=\u001b[39m api_fn(prompt\u001b[38;5;241m.\u001b[39msource)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/llm_providers.py:63\u001b[0m, in \u001b[0;36mPromptCallableBase.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     59\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_invoke_llm(\n\u001b[1;32m     60\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_args, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minit_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m     61\u001b[0m     )\n\u001b[1;32m     62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m---> 63\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     64\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` failed\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     65\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m with the following error: `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m`. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     66\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMake sure that `fn` can be called as a function that\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     67\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m takes in a single prompt string \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     68\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     69\u001b[0m     )\n\u001b[1;32m     70\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(result, LLMResponse):\n\u001b[1;32m     71\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m PromptCallableException(\n\u001b[1;32m     72\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe callable `fn` passed to `Guard(fn, ...)` returned\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     73\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m a non-string value: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mresult\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     76\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand returns a string.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     77\u001b[0m     )\n",
-      "\u001b[0;31mPromptCallableException\u001b[0m: The callable `fn` passed to `Guard(fn, ...)` failed with the following error: `Connection error.`. Make sure that `fn` can be called as a function that takes in a single prompt string and returns a string."
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Similarity: 0.971, Type: \n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
Validated Output: {'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United \n",
+       "States, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \n",
+       "composed of Members chosen every second Year by the People of the several States, and the Electors in each State \n",
+       "shall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \n",
+       "Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \n",
+       "a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \n",
+       "be chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \n",
+       "within this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \n",
+       "of free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \n",
+       "fifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\n",
+       "Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \n",
+       "direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \n",
+       "Least one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\n",
+       "chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \n",
+       "Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \n",
+       "five, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \n",
+       "thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \n",
+       "Speaker and other Officers; and shall have the sole Power of Impeachment.'}\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\n",
+       "\u001b[32mStates, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\n",
+       "\u001b[32mcomposed of Members chosen every second Year by the People of the several States, and the Electors in each State \u001b[0m\n",
+       "\u001b[32mshall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \u001b[0m\n",
+       "\u001b[32mPerson shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \u001b[0m\n",
+       "\u001b[32ma Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \u001b[0m\n",
+       "\u001b[32mbe chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\n",
+       "\u001b[32mwithin this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \u001b[0m\n",
+       "\u001b[32mof free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\n",
+       "\u001b[32mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\u001b[0m\n",
+       "\u001b[32mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \u001b[0m\n",
+       "\u001b[32mdirect. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \u001b[0m\n",
+       "\u001b[32mLeast one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\u001b[0m\n",
+       "\u001b[32mchuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \u001b[0m\n",
+       "\u001b[32mJersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \u001b[0m\n",
+       "\u001b[32mfive, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \u001b[0m\n",
+       "\u001b[32mthereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \u001b[0m\n",
+       "\u001b[32mSpeaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -352,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -523,7 +508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -824,20 +809,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
-     "ename": "RuntimeError",
-     "evalue": "You must provide a prompt if msg_history is empty. Alternatively, you can provide a prompt in the Schema constructor.",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m raw_llm_response, validated_response, \u001b[38;5;241m*\u001b[39mrest \u001b[38;5;241m=\u001b[39m \u001b[43mguard\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mopenai\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompletions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mprompt_params\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdocument\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdata/article1.txt\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mbabbage-002\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m512\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mValidated Output: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalidated_response\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m~/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.12/site-packages/guardrails/guard.py:795\u001b[0m, in \u001b[0;36mGuard.__call__\u001b[0;34m(self, llm_api, prompt_params, num_reasks, prompt, instructions, msg_history, metadata, full_schema_reask, *args, **kwargs)\u001b[0m\n\u001b[1;32m    793\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m prompt \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    794\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m msg_history \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(msg_history):\n\u001b[0;32m--> 795\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    796\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou must provide a prompt if msg_history is empty. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    797\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAlternatively, you can provide a prompt in the Schema constructor.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    798\u001b[0m         )\n\u001b[1;32m    800\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_execute(\n\u001b[1;32m    801\u001b[0m     \u001b[38;5;241m*\u001b[39margs,\n\u001b[1;32m    802\u001b[0m     llm_api\u001b[38;5;241m=\u001b[39mllm_api,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    810\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    811\u001b[0m )\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: You must provide a prompt if msg_history is empty. Alternatively, you can provide a prompt in the Schema constructor."
-     ]
+     "data": {
+      "text/html": [
+       "
Validated Output: None\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "Validated Output: \u001b[3;35mNone\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -863,7 +849,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -911,9 +897,9 @@
        "│   │ │ it into.                                                                                                │ │\n",
        "│   │ │                                                                                                         │ │\n",
        "│   │ │ <output>                                                                                                │ │\n",
-       "│   │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │ │\n",
-       "│   │ │ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │ │\n",
-       "│   │ │ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │ │\n",
+       "│   │ │   <string description=\"Summarize the given document faithfully.\"                                        │ │\n",
+       "│   │ │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted shall be      │ │\n",
+       "│   │ │ vested in a Congress of the United States, which shall consist of a Senate and House of                 │ │\n",
        "│   │ │ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │ │\n",
        "│   │ │ second Year by the People of the several States, and the Electors in each State shall have the          │ │\n",
        "│   │ │ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │ │\n",
@@ -932,10 +918,9 @@
        "│   │ │ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │ │\n",
        "│   │ │ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │ │\n",
        "│   │ │ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │ │\n",
-       "│   │ │ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>                                                   │ │\n",
+       "│   │ │ Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\"></string>                            │ │\n",
        "│   │ │ </output>                                                                                               │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
        "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -959,58 +944,20 @@
        "│   │ │ No message history.                                                                                     │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "│   │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "│   │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "│   │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "│   │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "│   │ │ of Representatives.',                                                                                   │ │\n",
-       "│   │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "│   │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "│   │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "│   │ │     }                                                                                                   │ │\n",
+       "│   │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
+       "│   │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
+       "│   │ │ etc.]}`                                                                                                 │ │\n",
+       "│   │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
+       "│   │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │ JSON Output:                                                                                            │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "│   │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "│   │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "│   │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "│   │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "│   │ │ of Representatives.',                                                                                   │ │\n",
-       "│   │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "│   │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "│   │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "│   │ │     }                                                                                                   │ │\n",
        "│   │ │                                                                                                         │ │\n",
        "│   │ │ JSON Output:                                                                                            │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "│   │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "│   │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "│   │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "│   │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "│   │ │ of Representatives.',                                                                                   │ │\n",
-       "│   │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "│   │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "│   │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "│   │ │     }                                                                                                   │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ JSON Output:                                                                                            │ │\n",
+       "│   │ │ - `{\"foo\": \"example one\"}`                                                                              │ │\n",
+       "│   │ │ - `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`                                                         │ │\n",
+       "│   │ │ - `{\"baz\": {'foo': 'Some String', 'index': 1}}`                                                         │ │\n",
        "│   │ │                                                                                                         │ │\n",
-       "│   │ │     {                                                                                                   │ │\n",
-       "│   │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "│   │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "│   │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "│   │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "│   │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "│   │ │ of Representatives.',                                                                                   │ │\n",
-       "│   │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "│   │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "│   │ │         \"model\": \"all-M                                                                                 │ │\n",
        "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "│   │ │ None                                                                                                    │ │\n",
@@ -1021,32 +968,12 @@
        "    │ │                                                                                                         │ │\n",
        "    │ │ I was given the following response, which was not parseable as JSON.                                    │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │ \"    {\\n        \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\":         │ │\n",
-       "    │ │ \\\"Section. 1.All legislative Powers herein granted shall be vested in a Congress of the United States,  │ │\n",
-       "    │ │ which shall consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\":                   │ │\n",
-       "    │ │ \\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be   │ │\n",
-       "    │ │ vested in a Congress of the United States, which shall consist of a Senate and House of                 │ │\n",
-       "    │ │ Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\":     │ │\n",
-       "    │ │ \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given        │ │\n",
-       "    │ │ document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall   │ │\n",
-       "    │ │ be vested in a Congress of the United States, which shall consist of a Senate and House of              │ │\n",
-       "    │ │ Representatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All     │ │\n",
-       "    │ │ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │ │\n",
-       "    │ │ consist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n                   │ │\n",
-       "    │ │ \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n          │ │\n",
-       "    │ │ \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All        │ │\n",
-       "    │ │ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │ │\n",
-       "    │ │ consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\":                               │ │\n",
-       "    │ │ \\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be   │ │\n",
-       "    │ │ vested in a Congress of the United States, which shall consist of a Senate and House of                 │ │\n",
-       "    │ │ Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\":     │ │\n",
-       "    │ │ \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given        │ │\n",
-       "    │ │ document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall   │ │\n",
-       "    │ │ be vested in a Congress of the United States, which shall consist of a Senate and House of              │ │\n",
-       "    │ │ Representatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All     │ │\n",
-       "    │ │ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │ │\n",
-       "    │ │ consist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n                   │ │\n",
-       "    │ │ \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-M\"                                                        │ │\n",
+       "    │ │ \"- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\\n- `<list          │ │\n",
+       "    │ │ name='bar'><string format='upper-case' /></list>` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- │ │\n",
+       "    │ │ `<object name='baz'><string name=\\\"foo\\\" format=\\\"capitalize two-words\\\" /><integer name=\\\"index\\\"      │ │\n",
+       "    │ │ format=\\\"1-indexed\\\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\n\\n\\nJSON          │ │\n",
+       "    │ │ Output:\\n\\n- `{\\\"foo\\\": \\\"example one\\\"}`\\n- `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n-         │ │\n",
+       "    │ │ `{\\\"baz\\\": {'foo': 'Some String', 'index': 1}}`\\n\"                                                      │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ Help me correct this by making it valid JSON.                                                           │ │\n",
        "    │ │                                                                                                         │ │\n",
@@ -1054,9 +981,9 @@
        "    │ │ it into.                                                                                                │ │\n",
        "    │ │                                                                                                         │ │\n",
        "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │ │\n",
-       "    │ │ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │ │\n",
-       "    │ │ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │ │\n",
+       "    │ │   <string description=\"Summarize the given document faithfully.\"                                        │ │\n",
+       "    │ │ format=\"guardrails/similar_to_document: 'Section. 1.All legislative Powers herein granted shall be      │ │\n",
+       "    │ │ vested in a Congress of the United States, which shall consist of a Senate and House of                 │ │\n",
        "    │ │ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │ │\n",
        "    │ │ second Year by the People of the several States, and the Electors in each State shall have the          │ │\n",
        "    │ │ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │ │\n",
@@ -1075,10 +1002,9 @@
        "    │ │ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │ │\n",
        "    │ │ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │ │\n",
        "    │ │ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │ │\n",
-       "    │ │ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>                                                   │ │\n",
+       "    │ │ Impeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\"></string>                            │ │\n",
        "    │ │ </output>                                                                                               │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
        "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
        "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
        "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
@@ -1094,58 +1020,10 @@
        "    │ │ No message history.                                                                                     │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "    │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "    │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "    │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "    │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "    │ │ of Representatives.',                                                                                   │ │\n",
-       "    │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "    │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "    │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ JSON Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "    │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "    │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "    │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "    │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "    │ │ of Representatives.',                                                                                   │ │\n",
-       "    │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "    │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "    │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
+       "    │ │ - `{\\\"foo\\\": \\\"example one\\\"}`\\n- `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `{\\\"baz\\\": {'foo': │ │\n",
+       "    │ │ 'Some String', 'index': 1}}`\\n                                                                          │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │ JSON Output:                                                                                            │ │\n",
        "    │ │                                                                                                         │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "    │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "    │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "    │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "    │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "    │ │ of Representatives.',                                                                                   │ │\n",
-       "    │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "    │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "    │ │         \"model\": \"all-MiniLM-L6-v2\"                                                                     │ │\n",
-       "    │ │     }                                                                                                   │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ JSON Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │     {                                                                                                   │ │\n",
-       "    │ │         \"summary\": \"Summarize the given document faithfully.\",                                          │ │\n",
-       "    │ │         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │ │\n",
-       "    │ │ the United States, which shall consist of a Senate and House of Representatives.\",                      │ │\n",
-       "    │ │         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │ │\n",
-       "    │ │ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │ │\n",
-       "    │ │ of Representatives.',                                                                                   │ │\n",
-       "    │ │         \"name\": \"summary\",                                                                              │ │\n",
-       "    │ │         \"threshold\": 0.6,                                                                               │ │\n",
-       "    │ │         \"model\": \"all-M                                                                                 │ │\n",
        "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
        "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
        "    │ │ None                                                                                                    │ │\n",
@@ -1196,9 +1074,9 @@
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\">\u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1244,58 +1121,20 @@
        "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;245;245;220m                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220metc.]}`\u001b[0m\u001b[48;2;245;245;220m                                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `{\"foo\": \"example one\"}`\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `{\"bar\": ['STRING ONE', 'STRING TWO', etc.]}`\u001b[0m\u001b[48;2;245;245;220m                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `{\"baz\": {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;245;245;220m                                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-M\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -1306,32 +1145,12 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following response, which was not parseable as JSON.\u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\"    {\\n        \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \u001b[0m\u001b[48;2;240;248;255m       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"Section. 1.All legislative Powers herein granted shall be vested in a Congress of the United States, \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhich shall consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\": \u001b[0m\u001b[48;2;240;248;255m                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mvested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdocument faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbe vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \u001b[0m\u001b[48;2;240;248;255m          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\": \u001b[0m\u001b[48;2;240;248;255m                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mvested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdocument faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbe vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \u001b[0m\u001b[48;2;240;248;255m          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-M\"\u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\"- `` => `{'foo': 'example one'}`\\n- `` => `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n-\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`` => `{'baz': {'foo': 'Some String', 'index': 1}}`\\n\\n\\n\\nJSON \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mOutput:\\n\\n- `{\\\"foo\\\": \\\"example one\\\"}`\\n- `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- \u001b[0m\u001b[48;2;240;248;255m       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`{\\\"baz\\\": {'foo': 'Some String', 'index': 1}}`\\n\"\u001b[0m\u001b[48;2;240;248;255m                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct this by making it valid JSON.\u001b[0m\u001b[48;2;240;248;255m                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1339,9 +1158,9 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' 0.6 all-MiniLM-L6-v2\" name=\"summary\" required=\"true\">\u001b[0m\u001b[48;2;240;248;255m                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
@@ -1379,58 +1197,10 @@
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m- `{\\\"foo\\\": \\\"example one\\\"}`\\n- `{\\\"bar\\\": ['STRING ONE', 'STRING TWO', etc.]}`\\n- `{\\\"baz\\\": {'foo':\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m'Some String', 'index': 1}}`\\n\u001b[0m\u001b[48;2;245;245;220m                                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-M\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",

From a1e77bf8026d0b89e75f35844b3f38ecc8b34e8a Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 13:43:40 -0500
Subject: [PATCH 06/11] use langchain 0.2 for python 3.12

---
 .github/workflows/ci.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9426615ad..7c6c36ef1 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -78,7 +78,7 @@ jobs:
       - name: Create .guardrailsrc
         run: |
           echo 'id="SYSTEM TESTING"' > ~/.guardrailsrc
-          echo 'no_metrics=false' >> ~/.guardrailsrc
+          echo 'enable_metrics=false' >> ~/.guardrailsrc
 
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
@@ -90,6 +90,9 @@ jobs:
 
       - name: Install Dependencies
         run: |
+          if ${{ matrix.python-version }} == "3.12"; then
+            pip install "langchain-core>=0.2"
+          fi
           make full
 
       - name: Run Pytests

From c1b61978bf834d9434d9a8463f2255007db72fd7 Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 13:54:27 -0500
Subject: [PATCH 07/11] quotes

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7c6c36ef1..4e31b2900 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -90,7 +90,7 @@ jobs:
 
       - name: Install Dependencies
         run: |
-          if ${{ matrix.python-version }} == "3.12"; then
+          if "${{ matrix.python-version }}" == "3.12"; then
             pip install "langchain-core>=0.2"
           fi
           make full

From 155d6e929753fb8fc0931f9bf29a543a8ccf4abd Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 14:02:48 -0500
Subject: [PATCH 08/11] fix if syntax

---
 .github/workflows/ci.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 4e31b2900..baf372aaa 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -90,7 +90,7 @@ jobs:
 
       - name: Install Dependencies
         run: |
-          if "${{ matrix.python-version }}" == "3.12"; then
+          if [ "${{ matrix.python-version }}" == "3.12" ]; then
             pip install "langchain-core>=0.2"
           fi
           make full

From 279f33f1f143a4dea5fbdecfe13fa06038ea9c11 Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 14:11:04 -0500
Subject: [PATCH 09/11] perform patch install after make full

---
 .github/workflows/ci.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index baf372aaa..10da5f7fe 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -90,10 +90,10 @@ jobs:
 
       - name: Install Dependencies
         run: |
+          make full
           if [ "${{ matrix.python-version }}" == "3.12" ]; then
-            pip install "langchain-core>=0.2"
+            pip install "langchain-core>=0.2" "langsmith<0.2.0,>=0.1.75"
           fi
-          make full
 
       - name: Run Pytests
         run: |

From f3db845962752bd6036693b4895253fbd82acfd5 Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 14:24:58 -0500
Subject: [PATCH 10/11] add debugging statements

---
 .github/workflows/ci.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 10da5f7fe..d02862203 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -92,11 +92,16 @@ jobs:
         run: |
           make full
           if [ "${{ matrix.python-version }}" == "3.12" ]; then
+            echo "Installing latest langchain-core and langsmith from PyPI"
             pip install "langchain-core>=0.2" "langsmith<0.2.0,>=0.1.75"
           fi
 
       - name: Run Pytests
         run: |
+          echo "langchain-core version:"
+          pip show langchain-core
+          echo "langsmith version:"
+          pip show langsmith
           make test-cov
 
       - name: Upload to codecov.io

From c54f51e8325eea25e5227a769e2f4e4c8d3c2f3c Mon Sep 17 00:00:00 2001
From: Caleb Courier 
Date: Thu, 20 Jun 2024 14:36:57 -0500
Subject: [PATCH 11/11] use virtual environment

---
 .github/workflows/ci.yml | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d02862203..881dda180 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -34,10 +34,14 @@ jobs:
       - name: Install Dependencies
         # TODO: fix errors so that we can run `make dev` instead
         run: |
+          # Setup Virtual Environment
+          python3 -m venv ./.venv
+          source .venv/bin/activate
           make full
 
       - name: Lint with ruff
         run: |
+          source .venv/bin/activate
           make lint
 
   Typing:
@@ -58,10 +62,14 @@ jobs:
       - name: Install Dependencies
         # TODO: fix errors so that we can run `make dev` instead
         run: |
+          # Setup Virtual Environment
+          python3 -m venv ./.venv
+          source .venv/bin/activate
           make full
 
       - name: Static analysis with pyright
         run: |
+          source .venv/bin/activate
           make type
 
   Pytests:
@@ -90,6 +98,10 @@ jobs:
 
       - name: Install Dependencies
         run: |
+          # Setup Virtual Environment
+          python3 -m venv ./.venv
+          source .venv/bin/activate
+          
           make full
           if [ "${{ matrix.python-version }}" == "3.12" ]; then
             echo "Installing latest langchain-core and langsmith from PyPI"
@@ -98,10 +110,13 @@ jobs:
 
       - name: Run Pytests
         run: |
+          source .venv/bin/activate
+
           echo "langchain-core version:"
           pip show langchain-core
           echo "langsmith version:"
           pip show langsmith
+
           make test-cov
 
       - name: Upload to codecov.io