From b51a5a22b1363d6acb6366b562f28b162f68cd80 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Thu, 13 Nov 2025 13:33:00 -0800 Subject: [PATCH 1/3] Added fetch API for vector index --- doc/source/user_guide/installation.rst | 9 +- doc/source/user_guide/vector_index.rst | 10 +- ...et_attributes.py => vector_index_fetch.py} | 13 +- .../async/vector_index_update_attributes.py | 5 +- ...et_attributes.py => vector_index_fetch.py} | 12 +- samples/vector_index_update_attributes.py | 6 +- src/select_ai/profile.py | 3 +- src/select_ai/sql.py | 6 + src/select_ai/vector_index.py | 140 ++++++++++++------ tests/agents/test_3200_agents.py | 11 +- tests/agents/test_3600_async_agents.py | 11 +- 11 files changed, 146 insertions(+), 80 deletions(-) rename samples/async/{vector_index_get_attributes.py => vector_index_fetch.py} (73%) rename samples/{vector_index_get_attributes.py => vector_index_fetch.py} (76%) diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index bce96d4..5c29ed9 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -11,7 +11,12 @@ Installation requirements To use ``select_ai`` you need: -- Python 3.9, 3.10, 3.11, 3.12 or 3.13 +- Python 3.9, 3.10, 3.11, 3.12, 3.13 or 3.14 + +.. warning:: +For async APIs, use Python 3.11 or higher. Python 3.11 introduced +stabilized the async event loop management and introduced better-structured +APIs - ``python-oracledb`` - This package is automatically installed as a dependency requirement @@ -28,7 +33,7 @@ To use ``select_ai`` you need: `pip `__. 1. Install `Python 3 `__ if it is not already - available. Use any version from Python 3.9 through 3.13. + available. Use any version from Python 3.9 through 3.14. 2. Install ``select_ai``: diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index aba3165..5595ff0 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -86,10 +86,9 @@ Get vector index attributes +++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using -``vector_index.get_attributes()`` and ``vector_index.get_profile()`` methods -respectively. +the class method ``VectorIndex.fetch(index_name)`` -.. literalinclude:: ../../../samples/vector_index_get_attributes.py +.. literalinclude:: ../../../samples/vector_index_fetch.py :language: python :lines: 14- @@ -200,10 +199,9 @@ Async get vector index attributes +++++++++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using -``async_vector_index.get_attributes()`` and ``async_vector_index.get_profile()`` -methods respectively. +the class method ``AsyncVectorIndex.fetch(index_name)`` -.. literalinclude:: ../../../samples/async/vector_index_get_attributes.py +.. literalinclude:: ../../../samples/async/vector_index_fetch.py :language: python :lines: 14- diff --git a/samples/async/vector_index_get_attributes.py b/samples/async/vector_index_fetch.py similarity index 73% rename from samples/async/vector_index_get_attributes.py rename to samples/async/vector_index_fetch.py index ab2cd78..27aba54 100644 --- a/samples/async/vector_index_get_attributes.py +++ b/samples/async/vector_index_fetch.py @@ -6,7 +6,7 @@ # ----------------------------------------------------------------------------- # ----------------------------------------------------------------------------- -# async/vector_index_get_attributes.py +# async/vector_index_fetch.py # # Get vector index attributes # ----------------------------------------------------------------------------- @@ -23,14 +23,11 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - - async_vector_index = select_ai.AsyncVectorIndex( - index_name="test_vector_index", + async_vector_index = await select_ai.AsyncVectorIndex.fetch( + index_name="test_vector_index" ) - attributes = await async_vector_index.get_attributes() - print(attributes) - async_profile = await async_vector_index.get_profile() - print(async_profile) + print(async_vector_index.attributes) + print(async_vector_index.profile) asyncio.run(main()) diff --git a/samples/async/vector_index_update_attributes.py b/samples/async/vector_index_update_attributes.py index f08f024..044e855 100644 --- a/samples/async/vector_index_update_attributes.py +++ b/samples/async/vector_index_update_attributes.py @@ -29,7 +29,7 @@ async def main(): # Use vector_index.set_attributes to update a multiple attributes updated_attributes = select_ai.OracleVectorIndexAttributes( - refresh_rate=1450, + refresh_rate=1450 ) await async_vector_index.set_attributes(attributes=updated_attributes) @@ -37,8 +37,7 @@ async def main(): await async_vector_index.set_attribute( attribute_name="similarity_threshold", attribute_value=0.5 ) - attributes = await async_vector_index.get_attributes() - print(attributes) + print(async_vector_index.attributes) asyncio.run(main()) diff --git a/samples/vector_index_get_attributes.py b/samples/vector_index_fetch.py similarity index 76% rename from samples/vector_index_get_attributes.py rename to samples/vector_index_fetch.py index 0aff555..6f32364 100644 --- a/samples/vector_index_get_attributes.py +++ b/samples/vector_index_fetch.py @@ -6,7 +6,7 @@ # ----------------------------------------------------------------------------- # ----------------------------------------------------------------------------- -# vector_index_get_attributes.py +# vector_index_fetch.py # # Gets attributes for a vector index # ----------------------------------------------------------------------------- @@ -21,9 +21,7 @@ select_ai.connect(user=user, password=password, dsn=dsn) -vector_index = select_ai.VectorIndex( - index_name="test_vector_index", -) - -print(vector_index.get_attributes()) -print(vector_index.get_profile()) +vector_index = select_ai.VectorIndex.fetch(index_name="test_vector_index") +print(vector_index.attributes) +print(vector_index.profile) +print(select_ai.VectorIndex(index_name=None).get_attributes()) diff --git a/samples/vector_index_update_attributes.py b/samples/vector_index_update_attributes.py index 2e7631e..69f152f 100644 --- a/samples/vector_index_update_attributes.py +++ b/samples/vector_index_update_attributes.py @@ -24,13 +24,11 @@ ) # Use vector_index.set_attributes to update a multiple attributes -updated_attributes = select_ai.OracleVectorIndexAttributes( - refresh_rate=1450, -) +updated_attributes = select_ai.OracleVectorIndexAttributes(refresh_rate=1450) vector_index.set_attributes(attributes=updated_attributes) # Use vector_index.set_attribute to update a single attribute vector_index.set_attribute( attribute_name="similarity_threshold", attribute_value=0.5 ) -print(vector_index.get_attributes()) +print(vector_index.attributes) diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index 240aefc..6be19a9 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -8,8 +8,7 @@ import json from contextlib import contextmanager from dataclasses import replace as dataclass_replace -from pprint import pformat -from typing import Generator, Iterator, Mapping, Optional, Tuple, Union +from typing import Generator, Mapping, Optional, Tuple, Union import oracledb import pandas diff --git a/src/select_ai/sql.py b/src/select_ai/sql.py index dc00ace..d105a6d 100644 --- a/src/select_ai/sql.py +++ b/src/select_ai/sql.py @@ -88,6 +88,12 @@ WHERE REGEXP_LIKE(v.index_name, :index_name_pattern, 'i') """ +GET_USER_VECTOR_INDEX = """ +select index_name, description +from USER_CLOUD_VECTOR_INDEXES v +where index_name = :index_name +""" + GET_USER_VECTOR_INDEX_ATTRIBUTES = """ SELECT attribute_name, attribute_value FROM USER_CLOUD_VECTOR_INDEX_ATTRIBUTES diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index c5172c1..53e8158 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -20,20 +20,11 @@ from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError from select_ai.profile import Profile from select_ai.sql import ( + GET_USER_VECTOR_INDEX, GET_USER_VECTOR_INDEX_ATTRIBUTES, LIST_USER_VECTOR_INDEXES, ) -UNMODIFIABLE_VECTOR_INDEX_ATTRIBUTES = ( - "location", - "chunk_size", - "chunk_overlap", - "pipeline_name", - "vector_dimension", - "vector_table_name", - "vector_distance_metric", -) - class VectorDBProvider(StrEnum): ORACLE = "oracle" @@ -161,7 +152,7 @@ def _get_attributes(index_name: str) -> VectorIndexAttributes: :return: select_ai.VectorIndexAttributes :raises: VectorIndexNotFoundError """ - if index_name is None: + if not index_name: raise AttributeError("'index_name' is required") with cursor() as cr: cr.execute( @@ -181,6 +172,27 @@ def _get_attributes(index_name: str) -> VectorIndexAttributes: else: raise VectorIndexNotFoundError(index_name=index_name) + @staticmethod + def _get_description(index_name) -> Union[str, None]: + """Get description of the Vector Index from USER_CLOUD_VECTOR_INDEXES + + :param str index_name: The name of the vector index + :return: Union[str, None] profile description + :raises: ProfileNotFoundError + """ + if not index_name: + raise AttributeError("'index_name' is required") + with cursor() as cr: + cr.execute(GET_USER_VECTOR_INDEX, index_name=index_name.upper()) + index = cr.fetchone() + if index: + if index[1] is not None: + return index[1].read() + else: + return None + else: + raise VectorIndexNotFoundError(index_name=index_name) + def create(self, replace: Optional[bool] = False): """Create a vector index in the database and populates the index with data from an object store bucket using an async scheduler job @@ -292,6 +304,28 @@ def disable(self): else: raise + @classmethod + def fetch(cls, index_name: str) -> "VectorIndex": + """ + Fetches vector index attributes from the + database and builds a proxy object for the + passed index_name + + :param str index_name: The name of the vector index + """ + description = cls._get_description(index_name) + attributes = cls._get_attributes(index_name) + try: + profile = Profile(profile_name=attributes.profile_name) + except ProfileNotFoundError: + profile = None + return cls( + description=description, + attributes=attributes, + profile=profile, + index_name=index_name, + ) + def set_attribute( self, attribute_name: str, @@ -377,21 +411,7 @@ def list(cls, index_name_pattern: str = ".*") -> Iterator["VectorIndex"]: ) for row in cr.fetchall(): index_name = row[0] - if row[1]: - description = row[1].read() # Oracle.LOB - else: - description = None - attributes = cls._get_attributes(index_name=index_name) - try: - profile = Profile(profile_name=attributes.profile_name) - except ProfileNotFoundError: - profile = None - yield cls( - index_name=index_name, - description=description, - attributes=attributes, - profile=profile, - ) + yield cls.fetch(index_name=index_name) class AsyncVectorIndex(_BaseVectorIndex): @@ -412,6 +432,8 @@ async def _get_attributes(index_name: str) -> VectorIndexAttributes: :return: select_ai.VectorIndexAttributes :raises: VectorIndexNotFoundError """ + if not index_name: + raise AttributeError("'index_name' is required") async with async_cursor() as cr: await cr.execute( GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name.upper() @@ -430,6 +452,29 @@ async def _get_attributes(index_name: str) -> VectorIndexAttributes: else: raise VectorIndexNotFoundError(index_name=index_name) + @staticmethod + async def _get_description(index_name) -> Union[str, None]: + """Get description of the Vector Index from USER_CLOUD_VECTOR_INDEXES + + :param str index_name: The name of the vector index + :return: Union[str, None] profile description + :raises: ProfileNotFoundError + """ + if not index_name: + raise AttributeError("'index_name' is required") + async with async_cursor() as cr: + await cr.execute( + GET_USER_VECTOR_INDEX, index_name=index_name.upper() + ) + index = await cr.fetchone() + if index: + if index[1] is not None: + return await index[1].read() + else: + return None + else: + raise VectorIndexNotFoundError(index_name=index_name) + async def create(self, replace: Optional[bool] = False) -> None: """Create a vector index in the database and populates it with data from an object store bucket using an async scheduler job @@ -539,6 +584,28 @@ async def disable(self) -> None: else: raise + @classmethod + async def fetch(cls, index_name: str) -> "AsyncVectorIndex": + """ + Fetches vector index attributes from the + database and builds a proxy object for the + passed index_name + + :param str index_name: The name of the vector index + """ + description = await cls._get_description(index_name) + attributes = await cls._get_attributes(index_name) + try: + profile = await AsyncProfile(profile_name=attributes.profile_name) + except ProfileNotFoundError: + profile = None + return cls( + description=description, + attributes=attributes, + profile=profile, + index_name=index_name, + ) + async def set_attribute( self, attribute_name: str, attribute_value: Union[str, int, float] ) -> None: @@ -605,7 +672,7 @@ async def get_profile(self) -> AsyncProfile: @classmethod async def list( cls, index_name_pattern: str = ".*" - ) -> AsyncGenerator[VectorIndex, None]: + ) -> AsyncGenerator["AsyncVectorIndex", None]: """List Vector Indexes. :param str index_name_pattern: Regular expressions can be used @@ -623,20 +690,5 @@ async def list( rows = await cr.fetchall() for row in rows: index_name = row[0] - if row[1]: - description = await row[1].read() # AsyncLOB - else: - description = None - attributes = await cls._get_attributes(index_name=index_name) - try: - profile = await AsyncProfile( - profile_name=attributes.profile_name, - ) - except ProfileNotFoundError: - profile = None - yield VectorIndex( - index_name=index_name, - description=description, - attributes=attributes, - profile=profile, - ) + index = await cls.fetch(index_name=index_name) + yield index diff --git a/tests/agents/test_3200_agents.py b/tests/agents/test_3200_agents.py index 0a70b2e..139faac 100644 --- a/tests/agents/test_3200_agents.py +++ b/tests/agents/test_3200_agents.py @@ -34,8 +34,8 @@ def python_gen_ai_profile(profile_attributes): def agent_attributes(): agent_attributes = AgentAttributes( profile_name=PYSAI_3200_PROFILE_NAME, - role="You are an AI Movie Analyst. " - "Your can help answer a variety of questions related to movies. ", + role="You are an AI Movie Analyst." + "You can help answer a variety of questions related to movies.", enable_human_tool=False, ) return agent_attributes @@ -69,3 +69,10 @@ def test_3201(agent_name_pattern): agent_descriptions = set(agent.description for agent in agents) assert PYSAI_3200_AGENT_NAME in agent_names assert PYSAI_3200_AGENT_DESCRIPTION in agent_descriptions + + +def test_3203(agent_attributes): + agent = Agent.fetch(agent_name=PYSAI_3200_AGENT_NAME) + assert agent.agent_name == PYSAI_3200_AGENT_NAME + assert agent.attributes == agent_attributes + assert agent.description == PYSAI_3200_AGENT_DESCRIPTION diff --git a/tests/agents/test_3600_async_agents.py b/tests/agents/test_3600_async_agents.py index 17d48e6..5bfcca4 100644 --- a/tests/agents/test_3600_async_agents.py +++ b/tests/agents/test_3600_async_agents.py @@ -35,8 +35,8 @@ async def async_python_gen_ai_profile(profile_attributes): def agent_attributes(): agent_attributes = AgentAttributes( profile_name=PYSAI_3600_PROFILE_NAME, - role="You are an AI Movie Analyst. " - "Your can help answer a variety of questions related to movies. ", + role="You are an AI Movie Analyst." + "Your can help answer a variety of questions related to movies.", enable_human_tool=False, ) return agent_attributes @@ -75,3 +75,10 @@ async def test_3201(agent_name_pattern): agent_descriptions = set(agent.description for agent in agents) assert PYSAI_3600_AGENT_NAME in agent_names assert PYSAI_3600_AGENT_DESCRIPTION in agent_descriptions + + +async def test_3203(agent_attributes): + agent = await AsyncAgent.fetch(agent_name=PYSAI_3600_AGENT_NAME) + assert agent.agent_name == PYSAI_3600_AGENT_NAME + assert agent.attributes == agent_attributes + assert agent.description == PYSAI_3600_AGENT_DESCRIPTION From 5492d6c3259eecdf5d3213445330093cd52d7265 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Thu, 13 Nov 2025 13:59:01 -0800 Subject: [PATCH 2/3] Updated docs to include privilege.rst --- doc/source/index.rst | 9 +++++++++ doc/source/user_guide/installation.rst | 6 +++--- doc/source/user_guide/vector_index.rst | 4 ++-- samples/vector_index_fetch.py | 1 - 4 files changed, 14 insertions(+), 6 deletions(-) diff --git a/doc/source/index.rst b/doc/source/index.rst index 3acd535..3d37bdd 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -32,6 +32,15 @@ Actions user_guide/actions.rst +Privileges +========== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/privileges.rst + Provider ======== diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index 5c29ed9..13adc69 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -14,9 +14,9 @@ To use ``select_ai`` you need: - Python 3.9, 3.10, 3.11, 3.12, 3.13 or 3.14 .. warning:: -For async APIs, use Python 3.11 or higher. Python 3.11 introduced -stabilized the async event loop management and introduced better-structured -APIs + + For async APIs, use Python 3.11 or higher. Python 3.11 stabilized the async + event loop management and introduced better-structured APIs - ``python-oracledb`` - This package is automatically installed as a dependency requirement diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index 5595ff0..d423e4c 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -82,7 +82,7 @@ output:: .. latex:clearpage:: -Get vector index attributes +Fetch vector index +++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using @@ -195,7 +195,7 @@ output:: .. latex:clearpage:: -Async get vector index attributes +Async fetch vector index +++++++++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using diff --git a/samples/vector_index_fetch.py b/samples/vector_index_fetch.py index 6f32364..7530064 100644 --- a/samples/vector_index_fetch.py +++ b/samples/vector_index_fetch.py @@ -24,4 +24,3 @@ vector_index = select_ai.VectorIndex.fetch(index_name="test_vector_index") print(vector_index.attributes) print(vector_index.profile) -print(select_ai.VectorIndex(index_name=None).get_attributes()) From bfec36be8499c4a8b9c21c49ce1b5e7dffb21bb6 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Thu, 13 Nov 2025 14:01:14 -0800 Subject: [PATCH 3/3] Documentation update --- docs/_sources/index.rst.txt | 9 ++ docs/_sources/user_guide/installation.rst.txt | 9 +- docs/_sources/user_guide/vector_index.rst.txt | 14 +- docs/genindex.html | 4 + docs/index.html | 87 +++++++------ docs/objects.inv | Bin 2082 -> 2089 bytes docs/searchindex.js | 2 +- docs/user_guide/agent.html | 66 +++++----- docs/user_guide/async_agent.html | 120 ++++++++++-------- docs/user_guide/async_profile.html | 80 ++++++------ docs/user_guide/installation.html | 11 +- docs/user_guide/profile.html | 102 +++++++-------- docs/user_guide/vector_index.html | 85 ++++++++----- 13 files changed, 328 insertions(+), 261 deletions(-) diff --git a/docs/_sources/index.rst.txt b/docs/_sources/index.rst.txt index 3acd535..3d37bdd 100644 --- a/docs/_sources/index.rst.txt +++ b/docs/_sources/index.rst.txt @@ -32,6 +32,15 @@ Actions user_guide/actions.rst +Privileges +========== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/privileges.rst + Provider ======== diff --git a/docs/_sources/user_guide/installation.rst.txt b/docs/_sources/user_guide/installation.rst.txt index bce96d4..13adc69 100644 --- a/docs/_sources/user_guide/installation.rst.txt +++ b/docs/_sources/user_guide/installation.rst.txt @@ -11,7 +11,12 @@ Installation requirements To use ``select_ai`` you need: -- Python 3.9, 3.10, 3.11, 3.12 or 3.13 +- Python 3.9, 3.10, 3.11, 3.12, 3.13 or 3.14 + +.. warning:: + + For async APIs, use Python 3.11 or higher. Python 3.11 stabilized the async + event loop management and introduced better-structured APIs - ``python-oracledb`` - This package is automatically installed as a dependency requirement @@ -28,7 +33,7 @@ To use ``select_ai`` you need: `pip `__. 1. Install `Python 3 `__ if it is not already - available. Use any version from Python 3.9 through 3.13. + available. Use any version from Python 3.9 through 3.14. 2. Install ``select_ai``: diff --git a/docs/_sources/user_guide/vector_index.rst.txt b/docs/_sources/user_guide/vector_index.rst.txt index aba3165..d423e4c 100644 --- a/docs/_sources/user_guide/vector_index.rst.txt +++ b/docs/_sources/user_guide/vector_index.rst.txt @@ -82,14 +82,13 @@ output:: .. latex:clearpage:: -Get vector index attributes +Fetch vector index +++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using -``vector_index.get_attributes()`` and ``vector_index.get_profile()`` methods -respectively. +the class method ``VectorIndex.fetch(index_name)`` -.. literalinclude:: ../../../samples/vector_index_get_attributes.py +.. literalinclude:: ../../../samples/vector_index_fetch.py :language: python :lines: 14- @@ -196,14 +195,13 @@ output:: .. latex:clearpage:: -Async get vector index attributes +Async fetch vector index +++++++++++++++++++++++++++++++++ You can fetch the vector index attributes and associated AI profile using -``async_vector_index.get_attributes()`` and ``async_vector_index.get_profile()`` -methods respectively. +the class method ``AsyncVectorIndex.fetch(index_name)`` -.. literalinclude:: ../../../samples/async/vector_index_get_attributes.py +.. literalinclude:: ../../../samples/async/vector_index_fetch.py :language: python :lines: 14- diff --git a/docs/genindex.html b/docs/genindex.html index 9ca0b4b..9ec453c 100644 --- a/docs/genindex.html +++ b/docs/genindex.html @@ -411,10 +411,14 @@

F

  • (select_ai.AsyncConversation class method)
  • (select_ai.AsyncProfile class method) +
    • +
  • (select_ai.AsyncVectorIndex class method)
  • (select_ai.Conversation class method)
  • (select_ai.Profile class method) +
    • +
  • (select_ai.VectorIndex class method)
    • diff --git a/docs/index.html b/docs/index.html index 83d60a1..b009e34 100644 --- a/docs/index.html +++ b/docs/index.html @@ -65,6 +65,7 @@

    Table of Contents

  • select_ai documentation
  • Getting Started
  • Actions
    • +
  • Privileges
  • Provider
  • Credential
  • Profile Attributes
    • @@ -184,6 +185,15 @@

    Actions¶ +
    +

    Privileges

    +
    + +
    +

    Provider

    @@ -264,12 +274,12 @@

    Profile Attributes

      -
    • Profile Object Model
      • -
    • Base Profile API
        +
      • 1. Profile Object Model
        • +
      • 2. Base Profile API
        • -
      • Profile API
          +
        • 3. Profile API
        • 6. Async AI Agent
            -
          • 6.1. AsyncTool
              +
            • 1. AsyncTool
              • -
            • 6.2. AsyncTask
                +
              • 2. AsyncTask
                • -
              • 6.3. AsyncAgent
                  +
                • 3. AsyncAgent
                  • -
                • 6.4. AsyncTeam
                    +
                  • 4. AsyncTeam
                    • -
                  • 6.5. Async AI agent examples @@ -562,6 +574,7 @@

                    Table of Contents

                  • select_ai documentation
                  • Getting Started
                  • Actions
                    • +
                  • Privileges
                  • Provider
                  • Credential
                  • Profile Attributes
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                    Previous topic

                    Next topic

                    6.1. AsyncTool

                    + title="next chapter">1. AsyncTool

                    This Page

                    @@ -186,7 +186,7 @@

                    Navigation

                    index
                  • - next |
                  • 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 @@ -597,7 +597,7 @@

    1.1. 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
@@ -664,7 +664,7 @@ 
    1.2. Create Tool
    -

    1.3. List Tools

    +

    List Tools

    import os
 
 import select_ai
@@ -689,7 +689,7 @@ 
    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 @@ -835,7 +835,7 @@

    2. -

    2.1. Create Task

    +

    Create Task

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

    import os
@@ -879,7 +879,7 @@ 
    2.1. Create Task

    -

    2.2. List Tasks

    +

    List Tasks

    import os
 
 import select_ai
@@ -903,7 +903,7 @@ 
    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 @@ -1033,7 +1033,7 @@

    3. -

    3.1. Create Agent

    +

    Create Agent

    import os
 
 import select_ai
@@ -1071,7 +1071,7 @@ 
    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 @@ -1230,7 +1230,7 @@

    4. Team -

    4.1. Run Team

    +

    Run Team

    import os
 import uuid
 
@@ -1290,9 +1290,9 @@ 
    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
@@ -1444,10 +1444,10 @@ 
    5.1. Web Search Agent using OpenAI’s G
    -

    6. Async AI Agent

    +

    Async AI Agent

    output:

    @@ -724,6 +733,19 @@

    4. +
    +async classmethod fetch(index_name: str) → AsyncVectorIndex
    +

    Fetches vector index attributes from the +database and builds a proxy object for the +passed index_name

    +
    +
    Parameters:
    +

    index_name (str) – The name of the vector index

    +
    +
    +
    +
    async get_attributes() → VectorIndexAttributes
    @@ -754,7 +776,7 @@

    4.
    -classmethod list(index_name_pattern: str = '.*') → AsyncGenerator[VectorIndex, None]
    +classmethod list(index_name_pattern: str = '.*') → AsyncGenerator[AsyncVectorIndex, None]

    List Vector Indexes.

    Parameters:
    @@ -888,11 +910,10 @@

    4.2. Async list vector index -

    4.3. Async get vector index attributes

    +
    +

    4.3. Async fetch vector index

    You can fetch the vector index attributes and associated AI profile using -async_vector_index.get_attributes() and async_vector_index.get_profile() -methods respectively.

    +the class method AsyncVectorIndex.fetch(index_name)

    import asyncio
 import os
 
@@ -905,14 +926,11 @@ 
    4.3. Async get vector index attributesasync def main():
     await select_ai.async_connect(user=user, password=password, dsn=dsn)
-
-    async_vector_index = select_ai.AsyncVectorIndex(
-        index_name="test_vector_index",
+    async_vector_index = await select_ai.AsyncVectorIndex.fetch(
+        index_name="test_vector_index"
     )
-    attributes = await async_vector_index.get_attributes()
-    print(attributes)
-    async_profile = await async_vector_index.get_profile()
-    print(async_profile)
+    print(async_vector_index.attributes)
+    print(async_vector_index.profile)
 
 
 asyncio.run(main())
@@ -947,7 +965,7 @@ 
    4.4. Async update vector index attribute
 
     # Use vector_index.set_attributes to update a multiple attributes
     updated_attributes = select_ai.OracleVectorIndexAttributes(
-        refresh_rate=1450,
+        refresh_rate=1450
     )
     await async_vector_index.set_attributes(attributes=updated_attributes)
 
@@ -955,8 +973,7 @@ 
    4.4. Async update vector index attribute
     await async_vector_index.set_attribute(
         attribute_name="similarity_threshold", attribute_value=0.5
     )
-    attributes = await async_vector_index.get_attributes()
-    print(attributes)
+    print(async_vector_index.attributes)
 
 
 asyncio.run(main())
@@ -1036,6 +1053,7 @@ 
    Table of Contents
    
 
  • VectorIndex.delete()
    • 
 
  • VectorIndex.disable()
    • 
 
  • VectorIndex.enable()
    • 
+
  • VectorIndex.fetch()
    • 
 
  • VectorIndex.get_attributes()
    • 
 
  • VectorIndex.get_profile()
    • 
 
  • VectorIndex.list()
    • 
@@ -1045,7 +1063,7 @@ 
    Table of Contents
    
 
 
  • 3.1. Create vector index
    • 
 
  • 3.2. List vector index
    • 
-
  • 3.3. Get vector index attributes
    • 
+
  • 3.3. Fetch vector index
    • 
 
  • 3.4. Update vector index attributes
    • 
 
  • 3.5. RAG using vector index
    • 
 
  • 3.6. Delete vector index
    • 
@@ -1057,6 +1075,7 @@ 
    Table of Contents
    
 
  • AsyncVectorIndex.delete()
    • 
 
  • AsyncVectorIndex.disable()
    • 
 
  • AsyncVectorIndex.enable()
    • 
+
  • AsyncVectorIndex.fetch()
    • 
 
  • AsyncVectorIndex.get_attributes()
    • 
 
  • AsyncVectorIndex.get_profile()
    • 
 
  • AsyncVectorIndex.list()
    • 
@@ -1066,7 +1085,7 @@ 
    Table of Contents
    
 
 
  • 4.1. Async create vector index
    • 
 
  • 4.2. Async list vector index
    • 
-
  • 4.3. Async get vector index attributes
    • 
+
  • 4.3. Async fetch vector index
    • 
 
  • 4.4. Async update vector index attributes
    • 
 
  • 4.5. Async RAG using vector index
    •