From f6dcf36822b976dff7a07e5936998be73145bc90 Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Mon, 21 Oct 2024 12:47:27 -0700
Subject: [PATCH 1/8] Improve ChatAdapter's handling of typed values and
 Pydantic models

---
 dspy/adapters/chat_adapter.py | 58 +++++++++++++++++++++++++++--------
 1 file changed, 45 insertions(+), 13 deletions(-)

diff --git a/dspy/adapters/chat_adapter.py b/dspy/adapters/chat_adapter.py
index fa80fe556f..50565ef58b 100644
--- a/dspy/adapters/chat_adapter.py
+++ b/dspy/adapters/chat_adapter.py
@@ -1,32 +1,29 @@
+import re
 import ast
 import json
-import re
+import enum
+import inspect
+import pydantic
 import textwrap
-from typing import Any, Dict, KeysView, List, Literal, NamedTuple, get_args, get_origin
 
-import pydantic
 from pydantic import TypeAdapter
 from pydantic.fields import FieldInfo
+from typing import Any, Dict, KeysView, List, Literal, NamedTuple, get_args, get_origin
 
+from dspy.adapters.base import Adapter
 from ..signatures.field import OutputField
 from ..signatures.signature import SignatureMeta
 from ..signatures.utils import get_dspy_field_type
-from .base import Adapter
 
 field_header_pattern = re.compile(r"\[\[ ## (\w+) ## \]\]")
 
 
 class FieldInfoWithName(NamedTuple):
-    """
-    A tuple containing a field name and its corresponding FieldInfo object.
-    """
-
     name: str
     info: FieldInfo
 
 
-# Built-in field indicating that a chat turn (i.e. a user or assistant reply to a chat
-# thread) has been completed.
+# Built-in field indicating that a chat turn has been completed.
 BuiltInCompletedOutputFieldInfo = FieldInfoWithName(name="completed", info=OutputField())
 
 
@@ -127,7 +124,7 @@ def _format_field_value(field_info: FieldInfo, value: Any) -> str:
     """
     dspy_field_type: Literal["input", "output"] = get_dspy_field_type(field_info)
     if isinstance(value, list):
-        if dspy_field_type == "input" or field_info.annotation is str:
+        if dspy_field_type == "input" and field_info.annotation is str:
             # If the field is an input field or has no special type requirements, format it as
             # numbered list so that it's organized in a way suitable for presenting long context
             # to an LLM (i.e. not JSON)
@@ -166,8 +163,12 @@ def format_fields(fields_with_values: Dict[FieldInfoWithName, Any]) -> str:
 def parse_value(value, annotation):
     if annotation is str:
         return str(value)
+    
     parsed_value = value
-    if isinstance(value, str):
+
+    if isinstance(annotation, enum.EnumMeta):
+        parsed_value = annotation[value]
+    elif isinstance(value, str):
         try:
             parsed_value = json.loads(value)
         except json.JSONDecodeError:
@@ -175,6 +176,7 @@ def parse_value(value, annotation):
                 parsed_value = ast.literal_eval(value)
             except (ValueError, SyntaxError):
                 parsed_value = value
+    
     return TypeAdapter(annotation).validate_python(parsed_value)
 
 
@@ -222,6 +224,16 @@ def format_turn(signature: SignatureMeta, values: Dict[str, Any], role, incomple
     content.append(formatted_fields)
 
     if role == "user":
+        # def type_info(v):
+        #     return f" (must be formatted as a valid Python {get_annotation_name(v.annotation)})" \
+        #         if v.annotation is not str else ""
+        # 
+        # content.append(
+        #     "Respond with the corresponding output fields, starting with the field "
+        #     + ", then ".join(f"`[[ ## {f} ## ]]`{type_info(v)}" for f, v in signature.output_fields.items())
+        #     + ", and then ending with the marker for `[[ ## completed ## ]]`."
+        # )
+
         content.append(
             "Respond with the corresponding output fields, starting with the field "
             + ", then ".join(f"`{f}`" for f in signature.output_fields)
@@ -260,10 +272,30 @@ def prepare_instructions(signature: SignatureMeta):
     parts.append("Your output fields are:\n" + enumerate_fields(signature.output_fields))
     parts.append("All interactions will be structured in the following way, with the appropriate values filled in.")
 
+    def field_metadata(field_name, field_info):
+        type_ = field_info.annotation
+
+        if get_dspy_field_type(field_info) == 'input' or type_ is str:
+            desc = ""
+        elif type_ is bool:
+            desc = "must be True or False"
+        elif type_ in (int, float):
+            desc = f"must be a single {type_.__name__} value"
+        elif inspect.isclass(type_) and issubclass(type_, enum.Enum):
+            desc= f"must be one of: {'; '.join(type_.__members__)}"
+        elif hasattr(type_, '__origin__') and type_.__origin__ is Literal:
+            desc = f"must be one of: {'; '.join(type_.__args__)}"
+        else:
+            desc = "must be pareseable according to the following JSON schema: "
+            desc += json.dumps(pydantic.TypeAdapter(type_).json_schema())
+
+        desc = (" " * 8) + f"# note: the value you produce {desc}" if desc else ""
+        return f"{{{field_name}}}{desc}"
+
     def format_signature_fields_for_instructions(fields: Dict[str, FieldInfo]):
         return format_fields(
             fields_with_values={
-                FieldInfoWithName(name=field_name, info=field_info): f"{{{field_name}}}"
+                FieldInfoWithName(name=field_name, info=field_info): field_metadata(field_name, field_info)
                 for field_name, field_info in fields.items()
             }
         )

From 33a9182a98e63fb1de3c402eefc2cd91228abb18 Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Mon, 21 Oct 2024 13:09:00 -0700
Subject: [PATCH 2/8] Fixes for Literal

---
 dspy/adapters/chat_adapter.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/dspy/adapters/chat_adapter.py b/dspy/adapters/chat_adapter.py
index 50565ef58b..c71d3ba17c 100644
--- a/dspy/adapters/chat_adapter.py
+++ b/dspy/adapters/chat_adapter.py
@@ -284,7 +284,7 @@ def field_metadata(field_name, field_info):
         elif inspect.isclass(type_) and issubclass(type_, enum.Enum):
             desc= f"must be one of: {'; '.join(type_.__members__)}"
         elif hasattr(type_, '__origin__') and type_.__origin__ is Literal:
-            desc = f"must be one of: {'; '.join(type_.__args__)}"
+            desc = f"must be one of: {'; '.join([str(x) for x in type_.__args__])}"
         else:
             desc = "must be pareseable according to the following JSON schema: "
             desc += json.dumps(pydantic.TypeAdapter(type_).json_schema())

From 827053bb7b3a9a9f39086605de3ec94a19c7c6ad Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Mon, 21 Oct 2024 13:34:24 -0700
Subject: [PATCH 3/8] Fixes for formatting complex-typed values

---
 dspy/adapters/chat_adapter.py | 31 +++++++++++++++++--------------
 1 file changed, 17 insertions(+), 14 deletions(-)

diff --git a/dspy/adapters/chat_adapter.py b/dspy/adapters/chat_adapter.py
index c71d3ba17c..f2e270d825 100644
--- a/dspy/adapters/chat_adapter.py
+++ b/dspy/adapters/chat_adapter.py
@@ -111,6 +111,16 @@ def format_input_list_field_value(value: List[Any]) -> str:
     return "\n".join([f"[{idx+1}] {format_blob(txt)}" for idx, txt in enumerate(value)])
 
 
+def _serialize_for_json(value):
+    if isinstance(value, pydantic.BaseModel):
+        return value.model_dump()
+    elif isinstance(value, list):
+        return [_serialize_for_json(item) for item in value]
+    elif isinstance(value, dict):
+        return {key: _serialize_for_json(val) for key, val in value.items()}
+    else:
+        return value
+
 def _format_field_value(field_info: FieldInfo, value: Any) -> str:
     """
     Formats the value of the specified field according to the field's DSPy type (input or output),
@@ -122,24 +132,17 @@ def _format_field_value(field_info: FieldInfo, value: Any) -> str:
     Returns:
       The formatted value of the field, represented as a string.
     """
-    dspy_field_type: Literal["input", "output"] = get_dspy_field_type(field_info)
-    if isinstance(value, list):
-        if dspy_field_type == "input" and field_info.annotation is str:
-            # If the field is an input field or has no special type requirements, format it as
-            # numbered list so that it's organized in a way suitable for presenting long context
-            # to an LLM (i.e. not JSON)
-            return format_input_list_field_value(value)
-        else:
-            # If the field is an output field that has strict parsing requirements, format the
-            # value as a stringified JSON Array. This ensures that downstream routines can parse
-            # the field value correctly using methods from the `ujson` or `json` packages.
-            return json.dumps(value)
-    elif isinstance(value, pydantic.BaseModel):
-        return value.model_dump_json()
+
+    if isinstance(value, list) and field_info.annotation is str:
+        # If the field has no special type requirements, format it as a nice numbere list for the LM.
+        return format_input_list_field_value(value)
+    elif isinstance(value, pydantic.BaseModel) or isinstance(value, dict) or isinstance(value, list):
+        return json.dumps(_serialize_for_json(value))
     else:
         return str(value)
 
 
+
 def format_fields(fields_with_values: Dict[FieldInfoWithName, Any]) -> str:
     """
     Formats the values of the specified fields according to the field's DSPy type (input or output),

From 1b2de8875f7b2ca761267fcb2959d1a7f4e3eaa0 Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Sat, 26 Oct 2024 14:34:24 -0700
Subject: [PATCH 4/8] Improve ChatAdapter, introduce JsonAdapter, add default
 retries with the latter.

---
 dspy/__init__.py              |   3 +-
 dspy/adapters/__init__.py     |   3 +-
 dspy/adapters/base.py         |  18 +-
 dspy/adapters/chat_adapter.py |  16 +-
 dspy/adapters/json_adapter.py | 317 ++++++++++++++++++++++++++++++++++
 dspy/clients/lm.py            |   8 +-
 dspy/functional/functional.py |  24 ++-
 dspy/predict/predict.py       |   3 +-
 8 files changed, 376 insertions(+), 16 deletions(-)
 create mode 100644 dspy/adapters/json_adapter.py

diff --git a/dspy/__init__.py b/dspy/__init__.py
index 0c93486415..9120f5625d 100644
--- a/dspy/__init__.py
+++ b/dspy/__init__.py
@@ -73,4 +73,5 @@
 
 # TODO: Consider if this should access settings.lm *or* a list that's shared across all LMs in the program.
 def inspect_history(*args, **kwargs):
-    return settings.lm.inspect_history(*args, **kwargs)
\ No newline at end of file
+    from dspy.clients.lm import GLOBAL_HISTORY, _inspect_history
+    return _inspect_history(GLOBAL_HISTORY, *args, **kwargs)
\ No newline at end of file
diff --git a/dspy/adapters/__init__.py b/dspy/adapters/__init__.py
index 85cac40b2a..f14a466a71 100644
--- a/dspy/adapters/__init__.py
+++ b/dspy/adapters/__init__.py
@@ -1,2 +1,3 @@
 from .base import Adapter
-from .chat_adapter import ChatAdapter
\ No newline at end of file
+from .chat_adapter import ChatAdapter
+from .json_adapter import JsonAdapter
\ No newline at end of file
diff --git a/dspy/adapters/base.py b/dspy/adapters/base.py
index ddb0ee3e80..6eb930d0ad 100644
--- a/dspy/adapters/base.py
+++ b/dspy/adapters/base.py
@@ -1,14 +1,22 @@
 class Adapter:
     def __call__(self, lm, lm_kwargs, signature, demos, inputs, _parse_values=True):
-        inputs = self.format(signature, demos, inputs)
-        inputs = dict(prompt=inputs) if isinstance(inputs, str) else dict(messages=inputs)
+        inputs_ = self.format(signature, demos, inputs)
+        inputs_ = dict(prompt=inputs_) if isinstance(inputs_, str) else dict(messages=inputs_)
 
-        outputs = lm(**inputs, **lm_kwargs)
+        outputs = lm(**inputs_, **lm_kwargs)
         values = []
 
         for output in outputs:
-            value = self.parse(signature, output, _parse_values=_parse_values)
-            assert set(value.keys()) == set(signature.output_fields.keys()), f"Expected {signature.output_fields.keys()} but got {value.keys()}"
+            try:
+                value = self.parse(signature, output, _parse_values=_parse_values)
+                assert set(value.keys()) == set(signature.output_fields.keys()), f"Expected {signature.output_fields.keys()} but got {value.keys()}"
+            except Exception as e:
+                from .json_adapter import JsonAdapter
+                if _parse_values and not isinstance(self, JsonAdapter):
+                    return JsonAdapter()(lm, lm_kwargs, signature, demos, inputs, _parse_values=_parse_values)
+                else:
+                    raise e
+
             values.append(value)
         
         return values
diff --git a/dspy/adapters/chat_adapter.py b/dspy/adapters/chat_adapter.py
index f2e270d825..92a1ac2ba2 100644
--- a/dspy/adapters/chat_adapter.py
+++ b/dspy/adapters/chat_adapter.py
@@ -7,6 +7,7 @@
 import textwrap
 
 from pydantic import TypeAdapter
+from collections.abc import Mapping
 from pydantic.fields import FieldInfo
 from typing import Any, Dict, KeysView, List, Literal, NamedTuple, get_args, get_origin
 
@@ -269,6 +270,19 @@ def enumerate_fields(fields):
     return "\n".join(parts).strip()
 
 
+def move_type_to_front(d):
+    # Move the 'type' key to the front of the dictionary, recursively, for LLM readability/adherence.
+    if isinstance(d, Mapping):
+        return {k: move_type_to_front(v) for k, v in sorted(d.items(), key=lambda item: (item[0] != 'type', item[0]))}
+    elif isinstance(d, list):
+        return [move_type_to_front(item) for item in d]
+    return d
+
+def prepare_schema(type_):
+    schema = pydantic.TypeAdapter(type_).json_schema()
+    schema = move_type_to_front(schema)
+    return schema
+
 def prepare_instructions(signature: SignatureMeta):
     parts = []
     parts.append("Your input fields are:\n" + enumerate_fields(signature.input_fields))
@@ -290,7 +304,7 @@ def field_metadata(field_name, field_info):
             desc = f"must be one of: {'; '.join([str(x) for x in type_.__args__])}"
         else:
             desc = "must be pareseable according to the following JSON schema: "
-            desc += json.dumps(pydantic.TypeAdapter(type_).json_schema())
+            desc += json.dumps(prepare_schema(type_))
 
         desc = (" " * 8) + f"# note: the value you produce {desc}" if desc else ""
         return f"{{{field_name}}}{desc}"
diff --git a/dspy/adapters/json_adapter.py b/dspy/adapters/json_adapter.py
new file mode 100644
index 0000000000..814dc7121b
--- /dev/null
+++ b/dspy/adapters/json_adapter.py
@@ -0,0 +1,317 @@
+import re
+import ast
+import json
+import enum
+import inspect
+import litellm
+import pydantic
+import textwrap
+import json_repair
+
+
+from pydantic import TypeAdapter
+from pydantic.fields import FieldInfo
+from typing import Any, Dict, KeysView, List, Literal, NamedTuple, get_args, get_origin
+
+from dspy.adapters.base import Adapter
+from ..signatures.field import OutputField
+from ..signatures.signature import SignatureMeta
+from ..signatures.utils import get_dspy_field_type
+
+class FieldInfoWithName(NamedTuple):
+    name: str
+    info: FieldInfo
+
+class JsonAdapter(Adapter):
+    def __init__(self):
+        pass
+
+    def __call__(self, lm, lm_kwargs, signature, demos, inputs, _parse_values=True):
+        inputs = self.format(signature, demos, inputs)
+        inputs = dict(prompt=inputs) if isinstance(inputs, str) else dict(messages=inputs)
+        
+        
+        try:
+            provider = lm.model.split('/', 1)[0] or "openai"
+            if 'response_format' in litellm.get_supported_openai_params(model=lm.model, custom_llm_provider=provider):
+                outputs = lm(**inputs, **lm_kwargs, response_format={ "type": "json_object" })
+            else:
+                outputs = lm(**inputs, **lm_kwargs)
+
+        except litellm.UnsupportedParamsError:
+            outputs = lm(**inputs, **lm_kwargs)
+
+        values = []
+
+        for output in outputs:
+            value = self.parse(signature, output, _parse_values=_parse_values)
+            assert set(value.keys()) == set(signature.output_fields.keys()), f"Expected {signature.output_fields.keys()} but got {value.keys()}"
+            values.append(value)
+        
+        return values
+
+
+    def format(self, signature, demos, inputs):
+        messages = []
+
+        # Extract demos where some of the output_fields are not filled in.
+        incomplete_demos = [demo for demo in demos if not all(k in demo for k in signature.fields)]
+        complete_demos = [demo for demo in demos if demo not in incomplete_demos]
+        incomplete_demos = [
+            demo
+            for demo in incomplete_demos
+            if any(k in demo for k in signature.input_fields) and any(k in demo for k in signature.output_fields)
+        ]
+
+        demos = incomplete_demos + complete_demos
+
+        messages.append({"role": "system", "content": prepare_instructions(signature)})
+
+        for demo in demos:
+            messages.append(format_turn(signature, demo, role="user", incomplete=demo in incomplete_demos))
+            messages.append(format_turn(signature, demo, role="assistant", incomplete=demo in incomplete_demos))
+
+        messages.append(format_turn(signature, inputs, role="user"))
+        
+        return messages
+
+    def parse(self, signature, completion, _parse_values=True):
+        fields = json_repair.loads(completion)
+        fields = {k: v for k, v in fields.items() if k in signature.output_fields}
+
+        # attempt to cast each value to type signature.output_fields[k].annotation
+        for k, v in fields.items():
+            if k in signature.output_fields:
+                fields[k] = parse_value(v, signature.output_fields[k].annotation)
+
+        if fields.keys() != signature.output_fields.keys():
+            raise ValueError(f"Expected {signature.output_fields.keys()} but got {fields.keys()}")
+
+        return fields
+
+    def format_turn(self, signature, values, role, incomplete=False):
+        return format_turn(signature, values, role, incomplete)
+        
+
+def parse_value(value, annotation):
+    if annotation is str:
+        return str(value)
+    
+    parsed_value = value
+
+    if isinstance(annotation, enum.EnumMeta):
+        parsed_value = annotation[value]
+    elif isinstance(value, str):
+        try:
+            parsed_value = json.loads(value)
+        except json.JSONDecodeError:
+            try:
+                parsed_value = ast.literal_eval(value)
+            except (ValueError, SyntaxError):
+                parsed_value = value
+    
+    return TypeAdapter(annotation).validate_python(parsed_value)
+
+
+def format_blob(blob):
+    if "\n" not in blob and "«" not in blob and "»" not in blob:
+        return f"«{blob}»"
+
+    modified_blob = blob.replace("\n", "\n    ")
+    return f"«««\n    {modified_blob}\n»»»"
+
+
+def format_input_list_field_value(value: List[Any]) -> str:
+    """
+    Formats the value of an input field of type List[Any].
+
+    Args:
+      value: The value of the list-type input field.
+    Returns:
+      A string representation of the input field's list value.
+    """
+    if len(value) == 0:
+        return "N/A"
+    if len(value) == 1:
+        return format_blob(value[0])
+
+    return "\n".join([f"[{idx+1}] {format_blob(txt)}" for idx, txt in enumerate(value)])
+
+
+def _serialize_for_json(value):
+    if isinstance(value, pydantic.BaseModel):
+        return value.model_dump()
+    elif isinstance(value, list):
+        return [_serialize_for_json(item) for item in value]
+    elif isinstance(value, dict):
+        return {key: _serialize_for_json(val) for key, val in value.items()}
+    else:
+        return value
+
+def _format_field_value(field_info: FieldInfo, value: Any) -> str:
+    """
+    Formats the value of the specified field according to the field's DSPy type (input or output),
+    annotation (e.g. str, int, etc.), and the type of the value itself.
+
+    Args:
+      field_info: Information about the field, including its DSPy field type and annotation.
+      value: The value of the field.
+    Returns:
+      The formatted value of the field, represented as a string.
+    """
+
+    if isinstance(value, list) and field_info.annotation is str:
+        # If the field has no special type requirements, format it as a nice numbere list for the LM.
+        return format_input_list_field_value(value)
+    elif isinstance(value, pydantic.BaseModel) or isinstance(value, dict) or isinstance(value, list):
+        return json.dumps(_serialize_for_json(value))
+    else:
+        return str(value)
+
+
+
+def format_fields(fields_with_values: Dict[FieldInfoWithName, Any]) -> str:
+    """
+    Formats the values of the specified fields according to the field's DSPy type (input or output),
+    annotation (e.g. str, int, etc.), and the type of the value itself. Joins the formatted values
+    into a single string, which is is a multiline string if there are multiple fields.
+
+    Args:
+      fields_with_values: A dictionary mapping information about a field to its corresponding
+                          value.
+    Returns:
+      The joined formatted values of the fields, represented as a string.
+    """
+    output = []
+    for field, field_value in fields_with_values.items():
+        formatted_field_value = _format_field_value(field_info=field.info, value=field_value)
+        output.append(f"[[ ## {field.name} ## ]]\n{formatted_field_value}")
+
+    return "\n\n".join(output).strip()
+
+
+def format_turn(signature: SignatureMeta, values: Dict[str, Any], role, incomplete=False) -> Dict[str, str]:
+    """
+    Constructs a new message ("turn") to append to a chat thread. The message is carefully formatted
+    so that it can instruct an LLM to generate responses conforming to the specified DSPy signature.
+
+    Args:
+      signature: The DSPy signature to which future LLM responses should conform.
+      values: A dictionary mapping field names (from the DSPy signature) to corresponding values
+              that should be included in the message.
+      role: The role of the message, which can be either "user" or "assistant".
+      incomplete: If True, indicates that output field values are present in the set of specified
+                  ``values``. If False, indicates that ``values`` only contains input field values.
+    Returns:
+      A chat message that can be appended to a chat thread. The message contains two string fields:
+      ``role`` ("user" or "assistant") and ``content`` (the message text).
+    """
+    content = []
+
+    if role == "user":
+        fields: Dict[str, FieldInfo] = signature.input_fields
+        if incomplete:
+            content.append("This is an example of the task, though some input or output fields are not supplied.")
+    else:
+        fields: Dict[str, FieldInfo] = signature.output_fields
+
+    if not incomplete:
+        field_names: KeysView = fields.keys()
+        if not set(values).issuperset(set(field_names)):
+            raise ValueError(f"Expected {field_names} but got {values.keys()}")
+
+    formatted_fields = format_fields(
+        fields_with_values={
+            FieldInfoWithName(name=field_name, info=field_info): values.get(
+                field_name, "Not supplied for this particular example."
+            )
+            for field_name, field_info in fields.items()
+        }
+    )
+    content.append(formatted_fields)
+
+    if role == "user":
+        def type_info(v):
+            return f" (must be formatted as a valid Python {get_annotation_name(v.annotation)})" \
+                if v.annotation is not str else ""
+        
+        content.append(
+            "Respond with a JSON object in the following order of fields: "
+            + ", then ".join(f"`{f}`{type_info(v)}" for f, v in signature.output_fields.items())
+            + "."
+        )
+
+    return {"role": role, "content": "\n\n".join(content).strip()}
+
+
+def get_annotation_name(annotation):
+    origin = get_origin(annotation)
+    args = get_args(annotation)
+    if origin is None:
+        if hasattr(annotation, "__name__"):
+            return annotation.__name__
+        else:
+            return str(annotation)
+    else:
+        args_str = ", ".join(get_annotation_name(arg) for arg in args)
+        return f"{get_annotation_name(origin)}[{args_str}]"
+
+
+def enumerate_fields(fields):
+    parts = []
+    for idx, (k, v) in enumerate(fields.items()):
+        parts.append(f"{idx+1}. `{k}`")
+        parts[-1] += f" ({get_annotation_name(v.annotation)})"
+        parts[-1] += f": {v.json_schema_extra['desc']}" if v.json_schema_extra["desc"] != f"${{{k}}}" else ""
+
+    return "\n".join(parts).strip()
+
+
+def prepare_instructions(signature: SignatureMeta):
+    parts = []
+    parts.append("Your input fields are:\n" + enumerate_fields(signature.input_fields))
+    parts.append("Your output fields are:\n" + enumerate_fields(signature.output_fields))
+    # parts.append("All interactions will be structured in the following way, with the appropriate values filled in.")
+
+    def field_metadata(field_name, field_info):
+        type_ = field_info.annotation
+
+        if get_dspy_field_type(field_info) == 'input' or type_ is str:
+            desc = ""
+        elif type_ is bool:
+            desc = "must be True or False"
+        elif type_ in (int, float):
+            desc = f"must be a single {type_.__name__} value"
+        elif inspect.isclass(type_) and issubclass(type_, enum.Enum):
+            desc= f"must be one of: {'; '.join(type_.__members__)}"
+        elif hasattr(type_, '__origin__') and type_.__origin__ is Literal:
+            desc = f"must be one of: {'; '.join([str(x) for x in type_.__args__])}"
+        else:
+            desc = "must be pareseable according to the following JSON schema: "
+            desc += json.dumps(pydantic.TypeAdapter(type_).json_schema())
+
+        desc = (" " * 8) + f"# note: the value you produce {desc}" if desc else ""
+        return f"{{{field_name}}}{desc}"
+
+    def format_signature_fields_for_instructions(fields: Dict[str, FieldInfo]):
+        return format_fields(
+            fields_with_values={
+                FieldInfoWithName(name=field_name, info=field_info): field_metadata(field_name, field_info)
+                for field_name, field_info in fields.items()
+            }
+        )
+
+    parts.append(format_signature_fields_for_instructions(signature.input_fields))
+    parts.append(format_signature_fields_for_instructions(signature.output_fields))
+    # parts.append(format_fields({BuiltInCompletedOutputFieldInfo: ""}))
+
+    instructions = textwrap.dedent(signature.instructions)
+    objective = ("\n" + " " * 8).join([""] + instructions.splitlines())
+    parts.append(f"In adhering to this structure, your objective is: {objective}")
+
+    # parts.append("You will receive some input fields in each interaction. " +
+    #              "Respond only with the corresponding output fields, starting with the field " +
+    #              ", then ".join(f"`{f}`" for f in signature.output_fields) +
+    #              ", and then ending with the marker for `completed`.")
+
+    return "\n\n".join(parts).strip()
diff --git a/dspy/clients/lm.py b/dspy/clients/lm.py
index f2949372ac..46bc576a3a 100644
--- a/dspy/clients/lm.py
+++ b/dspy/clients/lm.py
@@ -25,6 +25,7 @@
 if "LITELLM_LOCAL_MODEL_COST_MAP" not in os.environ:
     os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
 
+GLOBAL_HISTORY = []
 
 class LM:
     def __init__(
@@ -80,11 +81,12 @@ def __call__(self, prompt=None, messages=None, **kwargs):
             model_type=self.model_type,
         )
         self.history.append(entry)
+        GLOBAL_HISTORY.append(entry)
         
         return outputs
     
     def inspect_history(self, n: int = 1):
-        _inspect_history(self, n)
+        _inspect_history(self.history, n)
 
     def launch(self):
         """Send a request to the provider to launch the model, if needed."""
@@ -197,10 +199,10 @@ def _red(text: str, end: str = "\n"):
     return "\x1b[31m" + str(text) + "\x1b[0m" + end
 
 
-def _inspect_history(lm, n: int = 1):
+def _inspect_history(history, n: int = 1):
     """Prints the last n prompts and their completions."""
 
-    for item in lm.history[-n:]:
+    for item in history[-n:]:
         messages = item["messages"] or [{"role": "user", "content": item["prompt"]}]
         outputs = item["outputs"]
         timestamp = item.get("timestamp", "Unknown time")
diff --git a/dspy/functional/functional.py b/dspy/functional/functional.py
index d407c0a2a2..2dff1dcf7e 100644
--- a/dspy/functional/functional.py
+++ b/dspy/functional/functional.py
@@ -1,17 +1,23 @@
-import inspect
 import json
+import ujson
+import logging
+import inspect
 import typing
-from typing import Annotated, Callable, List, Tuple, Union  # noqa: UP035
-
 import pydantic
-import ujson
+
+from functools import lru_cache
 from pydantic.fields import FieldInfo
+from typing import Annotated, Callable, List, Tuple, Union  # noqa: UP035
 
 import dspy
 from dsp.adapters import passages2text
 from dspy.primitives.prediction import Prediction
 from dspy.signatures.signature import ensure_signature, make_signature
 
+@lru_cache(maxsize=None)
+def warn_once(msg: str):
+    logging.warning(msg)
+
 
 def predictor(*args: tuple, **kwargs) -> Callable[..., dspy.Module]:
     def _predictor(func) -> dspy.Module:
@@ -98,6 +104,16 @@ def __init__(self, signature, instructions=None, *, max_retries=3, wrap_json=Fal
             explain_errors: If True, the model will try to explain the errors it encounters.
         """
         super().__init__()
+
+        # Warn: deprecation warning.
+        warn_once(
+                "\t*** Since DSPy 2.5.16+, TypedPredictors are now deprecated, underperform, and are about to be removed! ***\n"
+                "Please use standard predictors, e.g. dspy.Predict and dspy.ChainOfThought.\n"
+                "They now support type annotations and other features of TypedPredictors and "
+                "tend to work much better out of the box.\n"
+                "Please let us know if you face any issues: https://github.com/stanfordnlp/dspy/issues"
+            )
+
         signature = ensure_signature(signature, instructions)
         self.predictor = dspy.Predict(signature, _parse_values=False)
         self.max_retries = max_retries
diff --git a/dspy/predict/predict.py b/dspy/predict/predict.py
index 35260fabad..a5b34478ea 100644
--- a/dspy/predict/predict.py
+++ b/dspy/predict/predict.py
@@ -152,7 +152,8 @@ def forward(self, **kwargs):
             completions = v2_5_generate(lm, config, signature, demos, kwargs, _parse_values=self._parse_values)
         else:
             warn_once(
-                "\t*** In DSPy 2.5, all LM clients except `dspy.LM` are deprecated. ***\n"
+                "\t*** In DSPy 2.5, all LM clients except `dspy.LM` are deprecated, "
+                "underperform, and are about to be deleted. ***\n"
                 f" \t\tYou are using the client {lm.__class__.__name__}, which will be removed in DSPy 2.6.\n"
                 " \t\tChanging the client is straightforward and will let you use new features (Adapters) that"
                 " improve the consistency of LM outputs, especially when using chat LMs. \n\n"

From 465ef694d773ef3ccd2db8618b5f71ded36b94c4 Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Sat, 26 Oct 2024 14:47:18 -0700
Subject: [PATCH 5/8] Minor fixes

---
 dspy/adapters/json_adapter.py | 2 --
 pyproject.toml                | 5 +++--
 requirements.txt              | 1 +
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/dspy/adapters/json_adapter.py b/dspy/adapters/json_adapter.py
index 814dc7121b..76a53f3658 100644
--- a/dspy/adapters/json_adapter.py
+++ b/dspy/adapters/json_adapter.py
@@ -1,4 +1,3 @@
-import re
 import ast
 import json
 import enum
@@ -14,7 +13,6 @@
 from typing import Any, Dict, KeysView, List, Literal, NamedTuple, get_args, get_origin
 
 from dspy.adapters.base import Adapter
-from ..signatures.field import OutputField
 from ..signatures.signature import SignatureMeta
 from ..signatures.utils import get_dspy_field_type
 
diff --git a/pyproject.toml b/pyproject.toml
index 371f059e46..bff924ebf7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,7 +42,8 @@ dependencies = [
     "jinja2",
     "magicattr~=0.1.6",
     "litellm",
-    "diskcache"
+    "diskcache",
+    "json-repair"
 ]
 
 [project.optional-dependencies]
@@ -135,7 +136,7 @@ jinja2 = "^3.1.3"
 magicattr = "^0.1.6"
 litellm = "1.49.1"
 diskcache = "^5.6.0"
-
+json-repair = "^0.30.0
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^6.2.5"
diff --git a/requirements.txt b/requirements.txt
index 01ff8c349b..3e0f4501df 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -14,3 +14,4 @@ ujson
 httpx
 magicattr~=0.1.6
 diskcache
+json-repair
\ No newline at end of file

From 29a3873673b7b7fd9a6129bb87499ba4bce39c5b Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Sat, 26 Oct 2024 14:52:50 -0700
Subject: [PATCH 6/8] Update lock file

---
 poetry.lock    | 2904 ++++++++++++++++++++++++++----------------------
 pyproject.toml |    2 +-
 2 files changed, 1562 insertions(+), 1344 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 639c1cd3b5..dae3532709 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,114 +1,114 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
-    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.5"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -118,7 +118,7 @@ async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
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 frozenlist = ">=1.1.1"
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 [package.extras]
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@@ -180,13 +180,13 @@ files = [
 
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+version = "0.37.1"
 description = "The official Python library for the anthropic API"
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 [package.dependencies]
@@ -205,13 +205,13 @@ vertex = ["google-auth (>=2,<3)"]
 
 [[package]]
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 [package.extras]
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 trio = ["trio (>=0.26.1)"]
 
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 ]
 
 [package.dependencies]
@@ -470,23 +470,23 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.10)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.35.25"
+version = "1.35.49"
 description = "The AWS SDK for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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+botocore = ">=1.35.49,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -495,13 +495,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.25"
+version = "1.35.49"
 description = "Low-level, data-driven core of boto 3."
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -513,7 +513,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.5)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "cachetools"
@@ -629,101 +629,116 @@ files = [
 
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 optional = false
 python-versions = ">=3.7.0"
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 [[package]]
@@ -883,38 +898,38 @@ test = ["pytest"]
 
 [[package]]
 name = "cryptography"
-version = "43.0.1"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = true
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -927,7 +942,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -991,33 +1006,37 @@ vision = ["Pillow (>=9.4.0)"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.5"
+version = "1.8.7"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -1101,13 +1120,13 @@ files = [
 
 [[package]]
 name = "distlib"
-version = "0.3.8"
+version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
 ]
 
 [[package]]
@@ -1123,21 +1142,21 @@ files = [
 
 [[package]]
 name = "dnspython"
-version = "2.6.1"
+version = "2.7.0"
 description = "DNS toolkit"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
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-dnssec = ["cryptography (>=41)"]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "hypercorn (>=0.16.0)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "quart-trio (>=0.11.0)", "sphinx (>=7.2.0)", "sphinx-rtd-theme (>=2.0.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=43)"]
 doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=0.9.25)"]
-idna = ["idna (>=3.6)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
@@ -1203,18 +1222,18 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastapi"
-version = "0.115.0"
+version = "0.115.3"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
-starlette = ">=0.37.2,<0.39.0"
+starlette = ">=0.40.0,<0.42.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
@@ -1223,19 +1242,19 @@ standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "htt
 
 [[package]]
 name = "fastembed"
-version = "0.3.6"
+version = "0.4.1"
 description = "Fast, light, accurate library built for retrieval embedding generation"
 optional = true
 python-versions = "<3.13,>=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 huggingface-hub = ">=0.20,<1.0"
 loguru = ">=0.7.2,<0.8.0"
-mmh3 = ">=4.0,<5.0"
+mmh3 = ">=4.1.0,<5.0.0"
 numpy = [
     {version = ">=1.21,<2", markers = "python_version < \"3.12\""},
     {version = ">=1.26,<2", markers = "python_version >= \"3.12\""},
@@ -1243,9 +1262,8 @@ numpy = [
 onnx = ">=1.15.0,<2.0.0"
 onnxruntime = ">=1.17.0,<2.0.0"
 pillow = ">=10.3.0,<11.0.0"
-PyStemmer = ">=2.2.0,<3.0.0"
+py-rust-stemmers = ">=0.1.0,<0.2.0"
 requests = ">=2.31,<3.0"
-snowballstemmer = ">=2.2.0,<3.0.0"
 tokenizers = ">=0.15,<1.0"
 tqdm = ">=4.66,<5.0"
 
@@ -1292,88 +1310,103 @@ files = [
 
 [[package]]
 name = "frozenlist"
-version = "1.4.1"
+version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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 [[package]]
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 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
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 [package.dependencies]
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 protobuf = ">=5.26.1,<6.0dev"
 setuptools = "*"
 
@@ -1743,13 +1794,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.6"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
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+]
+
+[package.extras]
+test = ["Cython (>=0.29.24)"]
 
 [[package]]
 name = "httpx"
@@ -1837,13 +1895,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.25.1"
+version = "0.26.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
@@ -1856,16 +1914,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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-inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
+inference = ["aiohttp"]
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 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -2097,72 +2155,84 @@ i18n = ["Babel (>=2.7)"]
 
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 [[package]]
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+[[package]]
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+version = "0.30.0"
+description = "A package to repair broken json strings"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.23.0"
@@ -2210,13 +2291,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -2358,13 +2439,13 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "
 
 [[package]]
 name = "llama-cloud"
-version = "0.0.17"
+version = "0.1.4"
 description = ""
 optional = true
 python-versions = "<4,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2687,13 +2768,13 @@ files = [
 
 [[package]]
 name = "mako"
-version = "1.3.5"
+version = "1.3.6"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2748,71 +2829,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [[package]]
@@ -2835,22 +2917,22 @@ urllib3 = ">=1.26.0,<2.0.0"
 
 [[package]]
 name = "marshmallow"
-version = "3.22.0"
+version = "3.23.0"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "marshmallow-3.22.0-py3-none-any.whl", hash = "sha256:71a2dce49ef901c3f97ed296ae5051135fd3febd2bf43afe0ae9a82143a494d9"},
-    {file = "marshmallow-3.22.0.tar.gz", hash = "sha256:4972f529104a220bb8637d595aa4c9762afbe7f7a77d82dc58c1615d70c5823e"},
+    {file = "marshmallow-3.23.0-py3-none-any.whl", hash = "sha256:82f20a2397834fe6d9611b241f2f7e7b680ed89c49f84728a1ad937be6b4bdf4"},
+    {file = "marshmallow-3.23.0.tar.gz", hash = "sha256:98d8827a9f10c03d44ead298d2e99c6aea8197df18ccfad360dae7f89a50da2e"},
 ]
 
 [package.dependencies]
 packaging = ">=17.0"
 
 [package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.0.2)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
-tests = ["pytest", "pytz", "simplejson"]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.13)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib-inline"
@@ -3039,13 +3121,13 @@ pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.36"
+version = "9.5.42"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.5.36-py3-none-any.whl", hash = "sha256:36734c1fd9404bea74236242ba3359b267fc930c7233b9fd086b0898825d0ac9"},
-    {file = "mkdocs_material-9.5.36.tar.gz", hash = "sha256:140456f761320f72b399effc073fa3f8aac744c77b0970797c201cae2f6c967f"},
+    {file = "mkdocs_material-9.5.42-py3-none-any.whl", hash = "sha256:452a7c5d21284b373f36b981a2cbebfff59263feebeede1bc28652e9c5bbe316"},
+    {file = "mkdocs_material-9.5.42.tar.gz", hash = "sha256:92779b5e9b5934540c574c11647131d217dc540dce72b05feeda088c8eb1b8f2"},
 ]
 
 [package.dependencies]
@@ -3079,13 +3161,13 @@ files = [
 
 [[package]]
 name = "mkdocstrings"
-version = "0.26.1"
+version = "0.26.2"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "mkdocstrings-0.26.1-py3-none-any.whl", hash = "sha256:29738bfb72b4608e8e55cc50fb8a54f325dc7ebd2014e4e3881a49892d5983cf"},
-    {file = "mkdocstrings-0.26.1.tar.gz", hash = "sha256:bb8b8854d6713d5348ad05b069a09f3b79edbc6a0f33a34c6821141adb03fe33"},
+    {file = "mkdocstrings-0.26.2-py3-none-any.whl", hash = "sha256:1248f3228464f3b8d1a15bd91249ce1701fe3104ac517a5f167a0e01ca850ba5"},
+    {file = "mkdocstrings-0.26.2.tar.gz", hash = "sha256:34a8b50f1e6cfd29546c6c09fbe02154adfb0b361bb758834bf56aa284ba876e"},
 ]
 
 [package.dependencies]
@@ -3108,13 +3190,13 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.11.1"
+version = "1.12.2"
 description = "A Python handler for mkdocstrings."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "mkdocstrings_python-1.11.1-py3-none-any.whl", hash = "sha256:a21a1c05acef129a618517bb5aae3e33114f569b11588b1e7af3e9d4061a71af"},
-    {file = "mkdocstrings_python-1.11.1.tar.gz", hash = "sha256:8824b115c5359304ab0b5378a91f6202324a849e1da907a3485b59208b797322"},
+    {file = "mkdocstrings_python-1.12.2-py3-none-any.whl", hash = "sha256:7f7d40d6db3cb1f5d19dbcd80e3efe4d0ba32b073272c0c0de9de2e604eda62a"},
+    {file = "mkdocstrings_python-1.12.2.tar.gz", hash = "sha256:7a1760941c0b52a2cd87b960a9e21112ffe52e7df9d0b9583d04d47ed2e186f3"},
 ]
 
 [package.dependencies]
@@ -3383,13 +3465,13 @@ files = [
 
 [[package]]
 name = "myst-nb"
-version = "1.1.1"
+version = "1.1.2"
 description = "A Jupyter Notebook Sphinx reader built on top of the MyST markdown parser."
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "myst_nb-1.1.1-py3-none-any.whl", hash = "sha256:8b8f9085287d948eef46cb3764aafc21915e0e981882b8c742719f5b1a84c36f"},
-    {file = "myst_nb-1.1.1.tar.gz", hash = "sha256:74227c11f76d03494f43b7788659b161b94f4dedef230a2912412bc8c3c9e553"},
+    {file = "myst_nb-1.1.2-py3-none-any.whl", hash = "sha256:9b7034e5d62640cb6daf03f9ca16ef45d0462fced27944c77aa3f98c7cdcd566"},
+    {file = "myst_nb-1.1.2.tar.gz", hash = "sha256:961b4005657029ca89892a4c75edbf0856c54ceaf6172368b46bf7676c1f7700"},
 ]
 
 [package.dependencies]
@@ -3406,8 +3488,8 @@ typing-extensions = "*"
 
 [package.extras]
 code-style = ["pre-commit"]
-rtd = ["alabaster", "altair", "bokeh", "coconut (>=1.4.3,<3.1.0)", "ipykernel (>=5.5,<7.0)", "ipywidgets", "jupytext (>=1.11.2,<1.16.0)", "matplotlib", "numpy", "pandas", "plotly", "sphinx-book-theme (>=0.3)", "sphinx-copybutton", "sphinx-design (>=0.4.0,<0.5.0)", "sphinxcontrib-bibtex", "sympy"]
-testing = ["beautifulsoup4", "coverage (>=6.4,<8.0)", "ipykernel (>=5.5,<7.0)", "ipython (!=8.1.0,<8.17)", "ipywidgets (>=8)", "jupytext (>=1.11.2,<1.16.0)", "matplotlib (==3.7.*)", "nbdime", "numpy", "pandas (==1.5.*)", "pyarrow", "pytest (>=7.1,<8.0)", "pytest-cov (>=3,<5)", "pytest-param-files (>=0.3.3,<0.4.0)", "pytest-regressions", "sympy (>=1.10.1)"]
+rtd = ["alabaster", "altair", "bokeh", "coconut (>=1.4.3)", "ipykernel (>=5.5)", "ipywidgets", "jupytext (>=1.11.2)", "matplotlib", "numpy", "pandas", "plotly", "sphinx-book-theme (>=0.3)", "sphinx-copybutton", "sphinx-design", "sphinxcontrib-bibtex", "sympy"]
+testing = ["beautifulsoup4", "coverage (>=6.4)", "ipykernel (>=5.5)", "ipython (!=8.1.0)", "ipywidgets (>=8)", "jupytext (>=1.11.2)", "matplotlib (==3.7.*)", "nbdime", "numpy", "pandas", "pyarrow", "pytest", "pytest-cov (>=3)", "pytest-param-files", "pytest-regressions", "sympy (>=1.10.1)"]
 
 [[package]]
 name = "myst-parser"
@@ -3590,46 +3672,50 @@ files = [
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.1.3.1"
+version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl", hash = "sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728"},
-    {file = "nvidia_cublas_cu12-12.1.3.1-py3-none-win_amd64.whl", hash = "sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
+    {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-win_amd64.whl", hash = "sha256:5a796786da89203a0657eda402bcdcec6180254a8ac22d72213abc42069522dc"},
 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e"},
-    {file = "nvidia_cuda_cupti_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
+    {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:5688d203301ab051449a2b1cb6690fbe90d2b372f411521c86018b950f3d7922"},
 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2"},
-    {file = "nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
+    {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:a961b2f1d5f17b14867c619ceb99ef6fcec12e46612711bcec78eb05068a60ec"},
 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"},
-    {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
+    {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:09c2e35f48359752dfa822c09918211844a3d93c100a715d79b59591130c5e1e"},
 ]
 
 [[package]]
@@ -3648,35 +3734,41 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.0.2.54"
+version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl", hash = "sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56"},
-    {file = "nvidia_cufft_cu12-11.0.2.54-py3-none-win_amd64.whl", hash = "sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
+    {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-win_amd64.whl", hash = "sha256:d802f4954291101186078ccbe22fc285a902136f974d369540fd4a5333d1440b"},
 ]
 
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.2.106"
+version = "10.3.5.147"
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 optional = false
 python-versions = ">=3"
 files = [
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 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.4.5.107"
+version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [package.dependencies]
@@ -3686,13 +3778,14 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.1.0.106"
+version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [package.dependencies]
@@ -3700,71 +3793,71 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.20.5"
+version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.6.68"
+version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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 [[package]]
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 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 files = [
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 [[package]]
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 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -3772,7 +3865,7 @@ numpy = ">=1.20"
 protobuf = ">=3.20.2"
 
 [package.extras]
-reference = ["google-re2", "pillow"]
+reference = ["Pillow", "google-re2"]
 
 [[package]]
 name = "onnxruntime"
@@ -3818,13 +3911,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.51.2"
+version = "1.52.2"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -4217,13 +4310,13 @@ tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "p
 
 [[package]]
 name = "posthog"
-version = "3.6.6"
+version = "3.7.0"
 description = "Integrate PostHog into any python application."
 optional = true
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -4258,87 +4351,191 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prompt-toolkit"
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+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
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 ]
 
 [package.dependencies]
 wcwidth = "*"
 
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 version = "17.0.0"
@@ -4609,13 +4836,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.5.2"
+version = "2.6.0"
 description = "Settings management using Pydantic"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -4703,13 +4930,13 @@ torch = ["torch"]
 
 [[package]]
 name = "pymdown-extensions"
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 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -4721,13 +4948,13 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pymilvus"
-version = "2.4.6"
+version = "2.4.8"
 description = "Python Sdk for Milvus"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -4764,13 +4991,13 @@ test = ["pretend", "pytest (>=3.0.1)", "pytest-rerunfailures"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.4"
+version = "3.2.0"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
-python-versions = ">=3.6.8"
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 files = [
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 [package.extras]
@@ -4821,16 +5048,6 @@ files = [
 [package.extras]
 dev = ["build", "flake8", "mypy", "pytest", "twine"]
 
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-
 [[package]]
 name = "pytest"
 version = "6.2.5"
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 name = "pywin32"
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 description = "Python for Window Extensions"
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 python-versions = "*"
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 ]
 
 [[package]]
@@ -5133,13 +5354,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qdrant-client"
-version = "1.11.2"
+version = "1.12.0"
 description = "Client library for the Qdrant vector search engine"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5327,18 +5548,19 @@ py = ">=1.4.26,<2.0.0"
 
 [[package]]
 name = "rich"
-version = "13.8.1"
+version = "13.9.3"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
 pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
@@ -5483,13 +5705,13 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.10.2"
+version = "0.10.3"
 description = "An Amazon S3 Transfer Manager"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5643,13 +5865,13 @@ files = [
 
 [[package]]
 name = "sentry-sdk"
-version = "2.14.0"
+version = "2.17.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = true
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -5672,6 +5894,7 @@ falcon = ["falcon (>=1.4)"]
 fastapi = ["fastapi (>=0.79.0)"]
 flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
 grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
+http2 = ["httpcore[http2] (==1.*)"]
 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 huggingface-hub = ["huggingface-hub (>=0.22)"]
@@ -5694,13 +5917,13 @@ tornado = ["tornado (>=6)"]
 
 [[package]]
 name = "setuptools"
-version = "75.1.0"
+version = "75.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -5817,13 +6040,13 @@ secure-local-storage = ["keyring (>=23.1.0,<26.0.0)"]
 
 [[package]]
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 description = "Snowflake Snowpark for Python"
 optional = true
 python-versions = "<3.12,>=3.8"
 files = [
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 [package.dependencies]
@@ -5838,10 +6061,10 @@ typing-extensions = ">=4.1.0,<5.0.0"
 wheel = "*"
 
 [package.extras]
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@@ -5905,13 +6128,13 @@ test = ["cython", "html5lib", "pytest (>=4.6)", "typed_ast"]
 
 [[package]]
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 [package.dependencies]
@@ -6103,60 +6326,68 @@ test = ["pytest"]
 
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 ]
 
 [package.dependencies]
@@ -6169,7 +6400,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -6209,13 +6440,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.38.6"
+version = "0.41.0"
 description = "The little ASGI library that shines."
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -6255,13 +6486,13 @@ typing = ["mypy (>=1.4)", "rich", "twisted"]
 
 [[package]]
 name = "sympy"
-version = "1.13.3"
+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -6301,47 +6532,42 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
 name = "tiktoken"
-version = "0.7.0"
+version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
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+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -6353,111 +6579,111 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tokenizers"
-version = "0.19.1"
+version = "0.20.1"
 description = ""
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -6481,13 +6707,13 @@ files = [
 
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 description = "A lil' TOML parser"
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 ]
 
 [package.dependencies]
@@ -6535,25 +6758,26 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
-nvidia-cublas-cu12 = {version = "12.1.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-cupti-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cublas-cu12 = {version = "12.4.5.8", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-cudnn-cu12 = {version = "9.1.0.70", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-curand-cu12 = {version = "10.3.2.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-setuptools = "*"
-sympy = "*"
-triton = {version = "3.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
+nvidia-cufft-cu12 = {version = "11.2.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.5.147", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.6.1.9", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.3.1.170", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.21.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
+triton = {version = "3.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
 typing-extensions = ">=4.8.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
-optree = ["optree (>=0.11.0)"]
+optree = ["optree (>=0.12.0)"]
 
 [[package]]
 name = "tornado"
@@ -6612,13 +6836,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.44.2"
+version = "4.46.0"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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-    {file = "transformers-4.44.2.tar.gz", hash = "sha256:36aa17cc92ee154058e426d951684a2dab48751b35b49437896f898931270826"},
+    {file = "transformers-4.46.0-py3-none-any.whl", hash = "sha256:e161268ae8bee315eb9e9b4c0b27f1bd6980f91e0fc292d75249193d339704c0"},
+    {file = "transformers-4.46.0.tar.gz", hash = "sha256:3a9e2eb537094db11c3652334d281afa4766c0e5091c4dcdb454e9921bb0d2b7"},
 ]
 
 [package.dependencies]
@@ -6630,21 +6854,21 @@ pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
 safetensors = ">=0.4.1"
-tokenizers = ">=0.19,<0.20"
+tokenizers = ">=0.20,<0.21"
 tqdm = ">=4.27"
 
 [package.extras]
-accelerate = ["accelerate (>=0.21.0)"]
-agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.21.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
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+accelerate = ["accelerate (>=0.26.0)"]
+agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch"]
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 audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
-benchmark = ["optimum-benchmark (>=0.2.0)"]
+benchmark = ["optimum-benchmark (>=0.3.0)"]
 codecarbon = ["codecarbon (==1.2.0)"]
-deepspeed = ["accelerate (>=0.21.0)", "deepspeed (>=0.9.3)"]
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+    {file = "yarl-1.16.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:995d0759004c08abd5d1b81300a91d18c8577c6389300bed1c7c11675105a44d"},
+    {file = "yarl-1.16.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1bc22e00edeb068f71967ab99081e9406cd56dbed864fc3a8259442999d71552"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:35b4f7842154176523e0a63c9b871168c69b98065d05a4f637fce342a6a2693a"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:7ace71c4b7a0c41f317ae24be62bb61e9d80838d38acb20e70697c625e71f120"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:8f639e3f5795a6568aa4f7d2ac6057c757dcd187593679f035adbf12b892bb00"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:e8be3aff14f0120ad049121322b107f8a759be76a6a62138322d4c8a337a9e2c"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:122d8e7986043d0549e9eb23c7fd23be078be4b70c9eb42a20052b3d3149c6f2"},
+    {file = "yarl-1.16.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:0fd9c227990f609c165f56b46107d0bc34553fe0387818c42c02f77974402c36"},
+    {file = "yarl-1.16.0-cp313-cp313-win32.whl", hash = "sha256:595ca5e943baed31d56b33b34736461a371c6ea0038d3baec399949dd628560b"},
+    {file = "yarl-1.16.0-cp313-cp313-win_amd64.whl", hash = "sha256:921b81b8d78f0e60242fb3db615ea3f368827a76af095d5a69f1c3366db3f596"},
+    {file = "yarl-1.16.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:ab2b2ac232110a1fdb0d3ffcd087783edd3d4a6ced432a1bf75caf7b7be70916"},
+    {file = "yarl-1.16.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:7f8713717a09acbfee7c47bfc5777e685539fefdd34fa72faf504c8be2f3df4e"},
+    {file = "yarl-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:cdcffe1dbcb4477d2b4202f63cd972d5baa155ff5a3d9e35801c46a415b7f71a"},
+    {file = "yarl-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a91217208306d82357c67daeef5162a41a28c8352dab7e16daa82e3718852a7"},
+    {file = "yarl-1.16.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3ab3ed42c78275477ea8e917491365e9a9b69bb615cb46169020bd0aa5e2d6d3"},
+    {file = "yarl-1.16.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:707ae579ccb3262dfaef093e202b4c3fb23c3810e8df544b1111bd2401fd7b09"},
+    {file = "yarl-1.16.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ad7a852d1cd0b8d8b37fc9d7f8581152add917a98cfe2ea6e241878795f917ae"},
+    {file = "yarl-1.16.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d3f1cc3d3d4dc574bebc9b387f6875e228ace5748a7c24f49d8f01ac1bc6c31b"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:5ff96da263740779b0893d02b718293cc03400c3a208fc8d8cd79d9b0993e532"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:3d375a19ba2bfe320b6d873f3fb165313b002cef8b7cc0a368ad8b8a57453837"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:62c7da0ad93a07da048b500514ca47b759459ec41924143e2ddb5d7e20fd3db5"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:147b0fcd0ee33b4b5f6edfea80452d80e419e51b9a3f7a96ce98eaee145c1581"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:504e1fe1cc4f170195320eb033d2b0ccf5c6114ce5bf2f617535c01699479bca"},
+    {file = "yarl-1.16.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:bdcf667a5dec12a48f669e485d70c54189f0639c2157b538a4cffd24a853624f"},
+    {file = "yarl-1.16.0-cp39-cp39-win32.whl", hash = "sha256:e9951afe6557c75a71045148890052cb942689ee4c9ec29f5436240e1fcc73b7"},
+    {file = "yarl-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:7d7aaa8ff95d0840e289423e7dc35696c2b058d635f945bf05b5cd633146b027"},
+    {file = "yarl-1.16.0-py3-none-any.whl", hash = "sha256:e6980a558d8461230c457218bd6c92dfc1d10205548215c2c21d79dc8d0a96f3"},
+    {file = "yarl-1.16.0.tar.gz", hash = "sha256:b6f687ced5510a9a2474bbae96a4352e5ace5fa34dc44a217b0537fec1db00b4"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
@@ -7624,4 +7842,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "677d41c9c29f331d34b4b84b8181ba24855daaae3064469f4300a61ad41c4e3b"
+content-hash = "409f61989a12fc841674338b7b05c296feb08291c1b8e0ba0e7bf9bb3d86b073"
diff --git a/pyproject.toml b/pyproject.toml
index bff924ebf7..0170fce95c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -136,7 +136,7 @@ jinja2 = "^3.1.3"
 magicattr = "^0.1.6"
 litellm = "1.49.1"
 diskcache = "^5.6.0"
-json-repair = "^0.30.0
+json-repair = "^0.30.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^6.2.5"

From 64aaad9ce9e6a0f4c4db632d1bd9ba7df4039216 Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Sat, 26 Oct 2024 15:08:46 -0700
Subject: [PATCH 7/8] Updates for json retries

---
 dspy/adapters/base.py                      |  23 ++---
 tests/dsp_LM/functional/test_functional.py | 112 ++++++++++-----------
 2 files changed, 67 insertions(+), 68 deletions(-)

diff --git a/dspy/adapters/base.py b/dspy/adapters/base.py
index 0e25128def..8ba4a7b75a 100644
--- a/dspy/adapters/base.py
+++ b/dspy/adapters/base.py
@@ -19,17 +19,16 @@ def __call__(self, lm, lm_kwargs, signature, demos, inputs, _parse_values=True):
         outputs = lm(**inputs_, **lm_kwargs)
         values = []
 
-        for output in outputs:
-            try:
+        try:
+            for output in outputs:
                 value = self.parse(signature, output, _parse_values=_parse_values)
                 assert set(value.keys()) == set(signature.output_fields.keys()), f"Expected {signature.output_fields.keys()} but got {value.keys()}"
-            except Exception as e:
-                from .json_adapter import JsonAdapter
-                if _parse_values and not isinstance(self, JsonAdapter):
-                    return JsonAdapter()(lm, lm_kwargs, signature, demos, inputs, _parse_values=_parse_values)
-                else:
-                    raise e
-
-            values.append(value)
-        
-        return values
+                values.append(value)
+            return values
+
+        except Exception as e:
+            from .json_adapter import JsonAdapter
+            if _parse_values and not isinstance(self, JsonAdapter):
+                return JsonAdapter()(lm, lm_kwargs, signature, demos, inputs, _parse_values=_parse_values)
+            raise e
+
diff --git a/tests/dsp_LM/functional/test_functional.py b/tests/dsp_LM/functional/test_functional.py
index 31d0416b7a..5e5274567a 100644
--- a/tests/dsp_LM/functional/test_functional.py
+++ b/tests/dsp_LM/functional/test_functional.py
@@ -329,27 +329,27 @@ def flight_information(email: str) -> TravelInformation:
     )
 
 
-def test_raises():
-    class TravelInformation(BaseModel):
-        origin: str = Field(pattern=r"^[A-Z]{3}$")
-        destination: str = Field(pattern=r"^[A-Z]{3}$")
-        date: datetime.date
+# def test_raises():
+#     class TravelInformation(BaseModel):
+#         origin: str = Field(pattern=r"^[A-Z]{3}$")
+#         destination: str = Field(pattern=r"^[A-Z]{3}$")
+#         date: datetime.date
 
-    @predictor
-    def flight_information(email: str) -> TravelInformation:
-        pass
+#     @predictor
+#     def flight_information(email: str) -> TravelInformation:
+#         pass
 
-    lm = DSPDummyLM(
-        [
-            "A list of bad inputs",
-            '{"origin": "JF0", "destination": "LAX", "date": "2022-12-25"}',
-            '{"origin": "JFK", "destination": "LAX", "date": "bad date"}',
-        ]
-    )
-    dspy.settings.configure(lm=lm)
+#     lm = DSPDummyLM(
+#         [
+#             "A list of bad inputs",
+#             '{"origin": "JF0", "destination": "LAX", "date": "2022-12-25"}',
+#             '{"origin": "JFK", "destination": "LAX", "date": "bad date"}',
+#         ]
+#     )
+#     dspy.settings.configure(lm=lm)
 
-    with pytest.raises(ValueError):
-        flight_information(email="Some email")
+#     with pytest.raises(ValueError):
+#         flight_information(email="Some email")
 
 
 def test_multi_errors():
@@ -405,54 +405,54 @@ def flight_information(email: str) -> TravelInformation:
     )
 
 
-def test_field_validator():
-    class UserDetails(BaseModel):
-        name: str
-        age: int
+# def test_field_validator():
+#     class UserDetails(BaseModel):
+#         name: str
+#         age: int
 
-        @field_validator("name")
-        @classmethod
-        def validate_name(cls, v):
-            if v.upper() != v:
-                raise ValueError("Name must be in uppercase.")
-            return v
+#         @field_validator("name")
+#         @classmethod
+#         def validate_name(cls, v):
+#             if v.upper() != v:
+#                 raise ValueError("Name must be in uppercase.")
+#             return v
 
-    @predictor
-    def get_user_details() -> UserDetails:
-        pass
+#     @predictor
+#     def get_user_details() -> UserDetails:
+#         pass
 
-    # Keep making the mistake (lower case name) until we run
-    # out of retries.
-    lm = DSPDummyLM(
-        [
-            '{"name": "lower case name", "age": 25}',
-        ]
-        * 10
-    )
-    dspy.settings.configure(lm=lm)
+#     # Keep making the mistake (lower case name) until we run
+#     # out of retries.
+#     lm = DSPDummyLM(
+#         [
+#             '{"name": "lower case name", "age": 25}',
+#         ]
+#         * 10
+#     )
+#     dspy.settings.configure(lm=lm)
 
-    with pytest.raises(ValueError):
-        get_user_details()
+#     with pytest.raises(ValueError):
+#         get_user_details()
 
-    print(lm.get_convo(-1))
-    assert lm.get_convo(-1) == textwrap.dedent(
-        """\
-        Given the fields , produce the fields `get_user_details`.
+#     print(lm.get_convo(-1))
+#     assert lm.get_convo(-1) == textwrap.dedent(
+#         """\
+#         Given the fields , produce the fields `get_user_details`.
 
-        ---
+#         ---
 
-        Follow the following format.
+#         Follow the following format.
 
-        Past Error in Get User Details: An error to avoid in the future
-        Past Error (2) in Get User Details: An error to avoid in the future
-        Get User Details: ${get_user_details}. Respond with a single JSON object. JSON Schema: {"properties": {"name": {"title": "Name", "type": "string"}, "age": {"title": "Age", "type": "integer"}}, "required": ["name", "age"], "title": "UserDetails", "type": "object"}
+#         Past Error in Get User Details: An error to avoid in the future
+#         Past Error (2) in Get User Details: An error to avoid in the future
+#         Get User Details: ${get_user_details}. Respond with a single JSON object. JSON Schema: {"properties": {"name": {"title": "Name", "type": "string"}, "age": {"title": "Age", "type": "integer"}}, "required": ["name", "age"], "title": "UserDetails", "type": "object"}
 
-        ---
+#         ---
 
-        Past Error in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
-        Past Error (2) in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
-        Get User Details: {"name": "lower case name", "age": 25}"""
-    )
+#         Past Error in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
+#         Past Error (2) in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
+#         Get User Details: {"name": "lower case name", "age": 25}"""
+#     )
 
 
 def test_annotated_field():

From cf6ac9a9df6c8b28545ba0081f57a5ea2ff2906c Mon Sep 17 00:00:00 2001
From: Omar Khattab <okhat@users.noreply.github.com>
Date: Sat, 26 Oct 2024 15:24:47 -0700
Subject: [PATCH 8/8] Consistently use _parse_values=False from functional.py

---
 dspy/functional/functional.py              |   2 +
 tests/dsp_LM/functional/test_functional.py | 112 ++++++++++-----------
 2 files changed, 58 insertions(+), 56 deletions(-)

diff --git a/dspy/functional/functional.py b/dspy/functional/functional.py
index 2dff1dcf7e..8bb826044a 100644
--- a/dspy/functional/functional.py
+++ b/dspy/functional/functional.py
@@ -153,6 +153,7 @@ def _make_example(self, field) -> str:
                 "json_schema -> json_object",
                 "Make a very succinct json object that validates with the following schema",
             ),
+            _parse_values=False,
         )(json_schema=schema).json_object
         # We use the parser to make sure the json object is valid.
         try:
@@ -220,6 +221,7 @@ class Signature(dspy.Signature):
             task_description=task_description,
             language_model_output=model_output,
             error=error,
+            _parse_values=False,
         ).advice
 
     def _prepare_signature(self) -> dspy.Signature:
diff --git a/tests/dsp_LM/functional/test_functional.py b/tests/dsp_LM/functional/test_functional.py
index 5e5274567a..31d0416b7a 100644
--- a/tests/dsp_LM/functional/test_functional.py
+++ b/tests/dsp_LM/functional/test_functional.py
@@ -329,27 +329,27 @@ def flight_information(email: str) -> TravelInformation:
     )
 
 
-# def test_raises():
-#     class TravelInformation(BaseModel):
-#         origin: str = Field(pattern=r"^[A-Z]{3}$")
-#         destination: str = Field(pattern=r"^[A-Z]{3}$")
-#         date: datetime.date
+def test_raises():
+    class TravelInformation(BaseModel):
+        origin: str = Field(pattern=r"^[A-Z]{3}$")
+        destination: str = Field(pattern=r"^[A-Z]{3}$")
+        date: datetime.date
 
-#     @predictor
-#     def flight_information(email: str) -> TravelInformation:
-#         pass
+    @predictor
+    def flight_information(email: str) -> TravelInformation:
+        pass
 
-#     lm = DSPDummyLM(
-#         [
-#             "A list of bad inputs",
-#             '{"origin": "JF0", "destination": "LAX", "date": "2022-12-25"}',
-#             '{"origin": "JFK", "destination": "LAX", "date": "bad date"}',
-#         ]
-#     )
-#     dspy.settings.configure(lm=lm)
+    lm = DSPDummyLM(
+        [
+            "A list of bad inputs",
+            '{"origin": "JF0", "destination": "LAX", "date": "2022-12-25"}',
+            '{"origin": "JFK", "destination": "LAX", "date": "bad date"}',
+        ]
+    )
+    dspy.settings.configure(lm=lm)
 
-#     with pytest.raises(ValueError):
-#         flight_information(email="Some email")
+    with pytest.raises(ValueError):
+        flight_information(email="Some email")
 
 
 def test_multi_errors():
@@ -405,54 +405,54 @@ def flight_information(email: str) -> TravelInformation:
     )
 
 
-# def test_field_validator():
-#     class UserDetails(BaseModel):
-#         name: str
-#         age: int
+def test_field_validator():
+    class UserDetails(BaseModel):
+        name: str
+        age: int
 
-#         @field_validator("name")
-#         @classmethod
-#         def validate_name(cls, v):
-#             if v.upper() != v:
-#                 raise ValueError("Name must be in uppercase.")
-#             return v
+        @field_validator("name")
+        @classmethod
+        def validate_name(cls, v):
+            if v.upper() != v:
+                raise ValueError("Name must be in uppercase.")
+            return v
 
-#     @predictor
-#     def get_user_details() -> UserDetails:
-#         pass
+    @predictor
+    def get_user_details() -> UserDetails:
+        pass
 
-#     # Keep making the mistake (lower case name) until we run
-#     # out of retries.
-#     lm = DSPDummyLM(
-#         [
-#             '{"name": "lower case name", "age": 25}',
-#         ]
-#         * 10
-#     )
-#     dspy.settings.configure(lm=lm)
+    # Keep making the mistake (lower case name) until we run
+    # out of retries.
+    lm = DSPDummyLM(
+        [
+            '{"name": "lower case name", "age": 25}',
+        ]
+        * 10
+    )
+    dspy.settings.configure(lm=lm)
 
-#     with pytest.raises(ValueError):
-#         get_user_details()
+    with pytest.raises(ValueError):
+        get_user_details()
 
-#     print(lm.get_convo(-1))
-#     assert lm.get_convo(-1) == textwrap.dedent(
-#         """\
-#         Given the fields , produce the fields `get_user_details`.
+    print(lm.get_convo(-1))
+    assert lm.get_convo(-1) == textwrap.dedent(
+        """\
+        Given the fields , produce the fields `get_user_details`.
 
-#         ---
+        ---
 
-#         Follow the following format.
+        Follow the following format.
 
-#         Past Error in Get User Details: An error to avoid in the future
-#         Past Error (2) in Get User Details: An error to avoid in the future
-#         Get User Details: ${get_user_details}. Respond with a single JSON object. JSON Schema: {"properties": {"name": {"title": "Name", "type": "string"}, "age": {"title": "Age", "type": "integer"}}, "required": ["name", "age"], "title": "UserDetails", "type": "object"}
+        Past Error in Get User Details: An error to avoid in the future
+        Past Error (2) in Get User Details: An error to avoid in the future
+        Get User Details: ${get_user_details}. Respond with a single JSON object. JSON Schema: {"properties": {"name": {"title": "Name", "type": "string"}, "age": {"title": "Age", "type": "integer"}}, "required": ["name", "age"], "title": "UserDetails", "type": "object"}
 
-#         ---
+        ---
 
-#         Past Error in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
-#         Past Error (2) in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
-#         Get User Details: {"name": "lower case name", "age": 25}"""
-#     )
+        Past Error in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
+        Past Error (2) in Get User Details: Value error, Name must be in uppercase.: name (error type: value_error)
+        Get User Details: {"name": "lower case name", "age": 25}"""
+    )
 
 
 def test_annotated_field():