diff --git a/doc/source/conf.py b/doc/source/conf.py index 4ebe1cc..07aacd6 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -21,13 +21,19 @@ } project = "Select AI for Python" -copyright = "2025, Oracle and/or its affiliates. All rights reserved." +copyright = "2026, Oracle and/or its affiliates. All rights reserved." author = "Oracle" # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = ["sphinx.ext.autodoc", "sphinx_toolbox.latex"] +extensions = [ + "sphinx.ext.autodoc", + "sphinx_toolbox.latex", + "sphinx.ext.autosectionlabel", +] + +autosectionlabel_prefix_document = True # The suffix of source filenames. source_suffix = ".rst" diff --git a/doc/source/user_guide/connection.rst b/doc/source/user_guide/connection.rst index b03d556..9419c9d 100644 --- a/doc/source/user_guide/connection.rst +++ b/doc/source/user_guide/connection.rst @@ -42,6 +42,41 @@ with ``await`` keyword: await select_ai.async_connect(user=user, password=password, dsn=dsn) +Connection Pool +=============== + +You can create a connection pool using the ``select_ai.create_pool`` +and ``select_ai.create_pool_async`` methods + +.. code-block:: python + + import select_ai + + user = "" + password = "" + dsn = "" + + # for sync pool + select_ai.create_pool( + user=user, + password=password, + dsn=dsn, + min_size=5, + max_size=10, + increment=5 + ) + # for async pool + select_ai.create_pool_async( + user=user, + password=password, + dsn=dsn, + min_size=5, + max_size=10, + increment=5 + ) + +Check this `blog `__ which shows the benefit of connection pooling along with FastAPI service + .. note:: For m-TLS (wallet) based connection, additional parameters like diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index 2b587e5..c5e5a7f 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -87,8 +87,8 @@ for the supported providers Enable AI service provider ************************** -Sync API -++++++++ +Enable using Sync API ++++++++++++++++++++++ This method adds ACL allowing database users to invoke AI provider's HTTP endpoint @@ -103,8 +103,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Enable using Async API +++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/enable_ai_provider.py :language: python :lines: 14- @@ -122,8 +122,8 @@ Disable AI service provider This method removes ACL blocking database users to invoke AI provider's HTTP endpoint -Sync API -++++++++ +Disable using Sync API +++++++++++++++++++++++ .. literalinclude:: ../../../samples/disable_ai_provider.py :language: python @@ -135,8 +135,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Disable using Async API ++++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/disable_ai_provider.py :language: python diff --git a/doc/source/user_guide/synthetic_data.rst b/doc/source/user_guide/synthetic_data.rst index 97e2272..4e4170d 100644 --- a/doc/source/user_guide/synthetic_data.rst +++ b/doc/source/user_guide/synthetic_data.rst @@ -27,8 +27,8 @@ Single table synthetic data The below example shows single table synthetic data generation -Sync API -++++++++ +Single Table Sync API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/profile_gen_single_table_synthetic_data.py :language: python @@ -44,8 +44,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Singe Table Async API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/profile_gen_single_table_synthetic_data.py :language: python @@ -68,8 +68,8 @@ Multi table synthetic data The below example shows multitable synthetic data generation -Sync API -++++++++ +Multi table Sync API +++++++++++++++++++++ .. literalinclude:: ../../../samples/profile_gen_multi_table_synthetic_data.py :language: python @@ -97,8 +97,8 @@ output:: 300 -Async API -+++++++++ +Multi table Async API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/profile_gen_multi_table_synthetic_data.py diff --git a/docs/.buildinfo b/docs/.buildinfo index c40577e..d21919a 100644 --- a/docs/.buildinfo +++ b/docs/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done. -config: b87d5f8ed0634472678ff572d56d38cc +config: 04c93cb781f3bb6be839c34359e8a2a4 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_sources/user_guide/connection.rst.txt b/docs/_sources/user_guide/connection.rst.txt index b03d556..9419c9d 100644 --- a/docs/_sources/user_guide/connection.rst.txt +++ b/docs/_sources/user_guide/connection.rst.txt @@ -42,6 +42,41 @@ with ``await`` keyword: await select_ai.async_connect(user=user, password=password, dsn=dsn) +Connection Pool +=============== + +You can create a connection pool using the ``select_ai.create_pool`` +and ``select_ai.create_pool_async`` methods + +.. code-block:: python + + import select_ai + + user = "" + password = "" + dsn = "" + + # for sync pool + select_ai.create_pool( + user=user, + password=password, + dsn=dsn, + min_size=5, + max_size=10, + increment=5 + ) + # for async pool + select_ai.create_pool_async( + user=user, + password=password, + dsn=dsn, + min_size=5, + max_size=10, + increment=5 + ) + +Check this `blog `__ which shows the benefit of connection pooling along with FastAPI service + .. note:: For m-TLS (wallet) based connection, additional parameters like diff --git a/docs/_sources/user_guide/provider.rst.txt b/docs/_sources/user_guide/provider.rst.txt index 2b587e5..c5e5a7f 100644 --- a/docs/_sources/user_guide/provider.rst.txt +++ b/docs/_sources/user_guide/provider.rst.txt @@ -87,8 +87,8 @@ for the supported providers Enable AI service provider ************************** -Sync API -++++++++ +Enable using Sync API ++++++++++++++++++++++ This method adds ACL allowing database users to invoke AI provider's HTTP endpoint @@ -103,8 +103,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Enable using Async API +++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/enable_ai_provider.py :language: python :lines: 14- @@ -122,8 +122,8 @@ Disable AI service provider This method removes ACL blocking database users to invoke AI provider's HTTP endpoint -Sync API -++++++++ +Disable using Sync API +++++++++++++++++++++++ .. literalinclude:: ../../../samples/disable_ai_provider.py :language: python @@ -135,8 +135,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Disable using Async API ++++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/disable_ai_provider.py :language: python diff --git a/docs/_sources/user_guide/synthetic_data.rst.txt b/docs/_sources/user_guide/synthetic_data.rst.txt index 97e2272..4e4170d 100644 --- a/docs/_sources/user_guide/synthetic_data.rst.txt +++ b/docs/_sources/user_guide/synthetic_data.rst.txt @@ -27,8 +27,8 @@ Single table synthetic data The below example shows single table synthetic data generation -Sync API -++++++++ +Single Table Sync API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/profile_gen_single_table_synthetic_data.py :language: python @@ -44,8 +44,8 @@ output:: .. latex:clearpage:: -Async API -+++++++++ +Singe Table Async API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/profile_gen_single_table_synthetic_data.py :language: python @@ -68,8 +68,8 @@ Multi table synthetic data The below example shows multitable synthetic data generation -Sync API -++++++++ +Multi table Sync API +++++++++++++++++++++ .. literalinclude:: ../../../samples/profile_gen_multi_table_synthetic_data.py :language: python @@ -97,8 +97,8 @@ output:: 300 -Async API -+++++++++ +Multi table Async API ++++++++++++++++++++++ .. literalinclude:: ../../../samples/async/profile_gen_multi_table_synthetic_data.py diff --git a/docs/_static/copybutton.js b/docs/_static/copybutton.js index e1ad458..f90eb1e 100644 --- a/docs/_static/copybutton.js +++ b/docs/_static/copybutton.js @@ -62,6 +62,12 @@ const loadCopyButton = () => { + ".highlight-python3 .highlight," + ".highlight-pycon .highlight," + ".highlight-pycon3 .highlight," + + ".highlight-bash .highlight," + + ".highlight-console .highlight," + + ".highlight-doscon .highlight," + + ".highlight-ps1con .highlight," + + ".highlight-sh .highlight," + + ".highlight-shell-session .highlight," + ".highlight-default .highlight" ) diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js index 73b9b36..0ec80b7 100644 --- a/docs/_static/documentation_options.js +++ b/docs/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '1.2.2', + VERSION: '1.3.0', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'html', diff --git a/docs/_static/pydoctheme.css b/docs/_static/pydoctheme.css index ec2d285..7167add 100644 --- a/docs/_static/pydoctheme.css +++ b/docs/_static/pydoctheme.css @@ -247,6 +247,25 @@ div.body { } } +div.code-block-caption { + background-color: #eee; + border: 1px solid #ac9; + border-bottom: none; + border-radius: 3px 3px 0 0; + padding: 0.3em 0.6em; + font-size: 90%; + color: #333; + + & + div pre { + border-top-left-radius: 0 !important; + border-top-right-radius: 0 !important; + } + + & + div .copybutton { + border-top-right-radius: 0 !important; + } +} + /* Admonitions */ :root { --admonition-background: #eee; @@ -425,6 +444,36 @@ div.footer a:hover { color: #229; } +/* C API thread safety annotations */ +:root { + --threadsafety-incompatible: var(--bad-color); + --threadsafety-compatible: var(--middle-color); + --threadsafety-distinct: var(--middle-color); + --threadsafety-shared: var(--good-color); + --threadsafety-atomic: var(--good-color); +} + +.threadsafety.threadsafety-incompatible { + color: var(--threadsafety-incompatible); +} + +.threadsafety.threadsafety-compatible { + color: var(--threadsafety-compatible); +} + +.threadsafety.threadsafety-distinct { + color: var(--threadsafety-distinct); +} + +.threadsafety.threadsafety-shared { + color: var(--threadsafety-shared); +} + +.threadsafety.threadsafety-atomic { + color: var(--threadsafety-atomic); +} + + dl > dt span ~ em, .sig { font-family: Menlo, Consolas, Monaco, Liberation Mono, Lucida Console, monospace; diff --git a/docs/_static/pydoctheme_dark.css b/docs/_static/pydoctheme_dark.css index 582e4dd..909a296 100644 --- a/docs/_static/pydoctheme_dark.css +++ b/docs/_static/pydoctheme_dark.css @@ -97,6 +97,12 @@ div.body pre { border-color: #616161; } +div.code-block-caption { + background-color: #333; + border-color: #616161; + color: white; +} + code { background-color: #424242; } diff --git a/docs/genindex.html b/docs/genindex.html index 8385dd2..dc41ad6 100644 --- a/docs/genindex.html +++ b/docs/genindex.html @@ -4,14 +4,14 @@ - Index — Select AI for Python 1.2.2 documentation + Index — Select AI for Python 1.3.0 documentation - + - + @@ -85,7 +85,7 @@

Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • Index
    • @@ -223,6 +223,8 @@

    C

  • (select_ai.agent.AsyncTask method)
  • (select_ai.agent.AsyncTeam method) +
    • +
  • (select_ai.agent.AsyncTool method)
  • (select_ai.agent.Task method)
    • @@ -495,6 +497,12 @@

    G

    @@ -236,13 +237,13 @@

    Provider
  • 10. Enable AI service provider
  • 11. Disable AI service provider
    • @@ -275,12 +276,12 @@

    Profile Attributes

    - © Copyright 2025, Oracle and/or its affiliates. All rights reserved.. + © Copyright 2026, Oracle and/or its affiliates. All rights reserved..
    This page is licensed under the Python Software Foundation License Version 2.
    diff --git a/docs/license.html b/docs/license.html index f3c568e..f0f6923 100644 --- a/docs/license.html +++ b/docs/license.html @@ -5,14 +5,14 @@ - <no title> — Select AI for Python 1.2.2 documentation + <no title> — Select AI for Python 1.3.0 documentation - + - + @@ -93,7 +93,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • <no title>
    • @@ -202,7 +202,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • <no title>
    • @@ -230,7 +230,7 @@

    Navigation

    - © Copyright 2025, Oracle and/or its affiliates. All rights reserved.. + © Copyright 2026, Oracle and/or its affiliates. All rights reserved..
    This page is licensed under the Python Software Foundation License Version 2.
    diff --git a/docs/objects.inv b/docs/objects.inv index b7c17ee..46c5b65 100644 Binary files a/docs/objects.inv and b/docs/objects.inv differ diff --git a/docs/search.html b/docs/search.html index 02707ac..3a69be8 100644 --- a/docs/search.html +++ b/docs/search.html @@ -4,15 +4,15 @@ - Search — Select AI for Python 1.2.2 documentation + Search — Select AI for Python 1.3.0 documentation - + - + @@ -75,7 +75,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • Search
    • @@ -149,7 +149,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • Search
    • @@ -166,7 +166,7 @@

    Navigation

    - © Copyright 2025, Oracle and/or its affiliates. All rights reserved.. + © Copyright 2026, Oracle and/or its affiliates. All rights reserved..
    This page is licensed under the Python Software Foundation License Version 2.
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Supported Actions — Select AI for Python 1.2.2 documentation + 1. Supported Actions — Select AI for Python 1.3.0 documentation - + - + @@ -111,7 +111,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • 1. Supported Actions
    • @@ -260,7 +260,7 @@

    Navigation

  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • 1. Supported Actions
    • @@ -288,7 +288,7 @@

    Navigation

    - © Copyright 2025, Oracle and/or its affiliates. All rights reserved.. + © Copyright 2026, Oracle and/or its affiliates. All rights reserved..
    This page is licensed under the Python Software Foundation License Version 2.
    diff --git a/docs/user_guide/agent.html b/docs/user_guide/agent.html index 8d10f45..2db8dcc 100644 --- a/docs/user_guide/agent.html +++ b/docs/user_guide/agent.html @@ -5,20 +5,20 @@ - 1. Tool — Select AI for Python 1.2.2 documentation + 1. Tool — Select AI for Python 1.3.0 documentation - + - + - + @@ -160,7 +160,7 @@

    Previous topic

    Next topic

    6.1. AsyncTool

    + title="next chapter">1. AsyncTool

    This Page

    @@ -190,7 +190,7 @@

    Navigation

    index
  • - next |
  • Navigation
  • - Select AI for Python 1.2.2 documentation » + Select AI for Python 1.3.0 documentation »
  • 1. Tool
    • @@ -246,12 +246,12 @@

    Navigation

  • Group agents into teams and invoke them with a single API call

    • -

    1. Tool

    +

    Tool

    A callable which Select AI agent can invoke to accomplish a certain task. Users can either register built-in tools or create a custom tool using a PL/SQL stored procedure.

    -

    1.1. Supported Tools

    +

    Supported Tools

    Following class methods of select_ai.agent.Tool class can be used to create tools. Invoking them will create a proxy object in the Python layer and persist the tool in the Database using @@ -367,7 +367,7 @@

    1.1. Supported Tools
    -class select_ai.agent.ToolParams(_REQUIRED_FIELDS: List | None = None, credential_name: str | None = None, endpoint: str | None = None, notification_type: NotificationType | None = None, profile_name: str | None = None, recipient: str | None = None, sender: str | None = None, slack_channel: str | None = None, smtp_host: str | None = None)
    +class select_ai.agent.ToolParams(_REQUIRED_FIELDS: List | None = None, credential_name: str | None = None, endpoint: str | None = None, notification_type: NotificationType | None = None, profile_name: str | None = None, recipient: str | None = None, sender: str | None = None, channel: str | None = None, smtp_host: str | None = None, subject: str | None = None)

    Parameters to register a built-in Tool

    Parameters:
    @@ -378,8 +378,9 @@

    1.1. Supported Toolsclass select_ai.agent.Tool(tool_name: str | None = None, description: str | None = None, attributes: ToolAttributes | None = None)
    -classmethod create_built_in_tool(tool_name: str, tool_params: ToolParams, tool_type: ToolType, description: str | None = None, replace: bool | None = False) → Tool
    +classmethod create_built_in_tool(tool_name: str, tool_params: ToolParams, tool_type: ToolType, description: str | None = None, replace: bool | None = False, instruction: str | None = None) → Tool

    Register a built-in tool

    Parameters:
    @@ -401,6 +402,9 @@

    1.1. Supported ToolsReturns: @@ -411,7 +415,7 @@

    1.1. Supported Tools
    -classmethod create_email_notification_tool(tool_name: str, credential_name: str, recipient: str, sender: str, smtp_host: str, description: str | None, replace: bool = False) → Tool
    +classmethod create_email_notification_tool(tool_name: str, credential_name: str, recipient: str, sender: str, smtp_host: str, description: str | None, subject: str | None = None, replace: bool = False, instruction: str | None = None) → Tool

    Register an email notification tool

    Parameters:
    @@ -422,8 +426,12 @@

    1.1. Supported Tools

    -classmethod create_pl_sql_tool(tool_name: str, function: str, description: str | None = None, replace: bool = False) → Tool
    +classmethod create_pl_sql_tool(tool_name: str, function: str, description: str | None = None, replace: bool = False, instruction: str | None = None) → Tool

    Create a custom tool to invoke PL/SQL procedure or function

    Parameters:
    @@ -444,6 +452,9 @@

    1.1. Supported Tools1.1. Supported Tools
    -classmethod create_rag_tool(tool_name: str, profile_name: str, description: str | None = None, replace: bool = False) → Tool
    +classmethod create_rag_tool(tool_name: str, profile_name: str, description: str | None = None, replace: bool = False, instruction: str | None = None) → Tool

    Register a RAG tool, which will use a VectorIndex linked AI Profile

    Parameters:
    @@ -462,6 +473,9 @@

    1.1. Supported Tools1.1. Supported Tools
    -classmethod create_slack_notification_tool(tool_name: str, credential_name: str, slack_channel: str, description: str | None = None, replace: bool = False) → Tool
    +classmethod create_slack_notification_tool(tool_name: str, credential_name: str, channel: str, description: str | None = None, replace: bool = False, instruction: str | None = None) → Tool

    Register a Slack notification tool

    Parameters:

    • tool_name (str) – The name of the Slack notification tool

    • credential_name (str) – The name of the Slack credential

      • -

    • slack_channel (str) – The name of the Slack channel

      • +

    • channel (str) – The name of the Slack channel

    • description (str) – The description of the Slack notification tool

    • replace (bool) – Whether to replace existing tool. Default value is False

      • +

    • instruction (str) – A clear, concise statement that describes +what the tool should accomplish and how to do it. This +text is included in the prompt sent to the LLM.

    @@ -487,7 +504,7 @@

    1.1. Supported Tools
    -classmethod create_sql_tool(tool_name: str, profile_name: str, description: str | None = None, replace: bool = False) → Tool
    +classmethod create_sql_tool(tool_name: str, profile_name: str, description: str | None = None, replace: bool = False, instruction: str | None = None) → Tool

    Register a SQL tool to perform natural language to SQL translation

    Parameters:
    @@ -498,6 +515,9 @@

    1.1. Supported Tools1.1. Supported Tools
    -classmethod create_websearch_tool(tool_name: str, credential_name: str, description: str | None, replace: bool = False) → Tool
    +classmethod create_websearch_tool(tool_name: str, credential_name: str, description: str | None, replace: bool = False, instruction: str | None = None) → Tool

    Register a built-in websearch tool to search information on the web

    @@ -516,6 +536,9 @@

    1.1. Supported Tools1.1. Supported Tools -

    1.2. Create Tool

    +

    Create Tool

    The following example shows creation of an AI agent tool to perform natural language translation to SQL using an OCI AI profile

    import os
@@ -676,7 +699,7 @@ 
    1.2. Create Tool

    -

    1.3. List Tools

    +

    List Tools

    import os
 
 import select_ai
@@ -701,7 +724,7 @@ 
    1.3. List Tools
    -

    2. Task

    +

    Task

    Each task is identified by a task_name and includes a set of attributes that guide the agent’s behavior during execution. Key attributes include the instruction, which describes the task’s purpose and @@ -861,7 +884,7 @@

    2. -

    2.1. Create Task

    +

    Create Task

    In the following task, we use the MOVIE_SQL_TOOL created in the previous step

    import os
@@ -905,7 +928,7 @@ 
    2.1. Create Task

    -

    2.2. List Tasks

    +

    List Tasks

    import os
 
 import select_ai
@@ -929,7 +952,7 @@ 
    2.2. List Tasks
    -

    3. Agent

    +

    Agent

    A Select AI Agent is defined using agent_name, its attributes and an optional description. The attributes must include key agent properties such as profile_name which specifies the LLM profile used for prompt generation @@ -1073,7 +1096,7 @@

    3. -

    3.1. Create Agent

    +

    Create Agent

    import os
 
 import select_ai
@@ -1111,7 +1134,7 @@ 
    3.1. Create Agent

    -

    4. Team

    +

    Team

    AI Agent Team coordinates the execution of multiple agents working together to fulfill a user request. Each team is uniquely identified by a team_name and configured through a set of attributes that define its composition and @@ -1284,7 +1307,7 @@

    4. Team -

    4.1. Run Team

    +

    Run Team

    import os
 import uuid
 
@@ -1344,9 +1367,9 @@ 
    4.1. Run Team
    -

    5. AI agent examples

    +

    AI agent examples

    -

    5.1. Web Search Agent using OpenAI’s GPT model

    +

    Web Search Agent using OpenAI’s GPT model

    import os
 
 import select_ai
@@ -1498,11 +1521,12 @@ 
    5.1. Web Search Agent using OpenAI’s G
    -

    6. Async AI Agent

    +

    Async AI Agent

    - © Copyright 2025, Oracle and/or its affiliates. All rights reserved.. + © Copyright 2026, Oracle and/or its affiliates. All rights reserved..
    This page is licensed under the Python Software Foundation License Version 2.
    diff --git a/docs/user_guide/async_agent.html b/docs/user_guide/async_agent.html index 7078323..141feb6 100644 --- a/docs/user_guide/async_agent.html +++ b/docs/user_guide/async_agent.html @@ -5,14 +5,14 @@ - 6.1. AsyncTool — Select AI for Python 1.2.2 documentation + 1. AsyncTool — Select AI for Python 1.3.0 documentation - + - + @@ -62,8 +62,9 @@

    Table of Contents