From 0d9c5f3db6dcf81e55cbcd6b719b9217a068fcc3 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 20 May 2025 15:58:12 -0700 Subject: [PATCH 01/21] Initial commit --- .gitignore | 12 + .pre-commit-config.yaml | 17 + README.md | 33 ++ doc/Makefile | 33 ++ doc/README.md | 24 + doc/source/conf.py | 44 ++ doc/source/index.rst | 22 + doc/source/user_guide/installation.rst | 70 +++ doc/source/user_guide/introduction.rst | 17 + examples/10_disable_ai_provider.py | 26 ++ examples/1_enable_ai_provider.py | 26 ++ examples/2_create_ai_credential.py | 35 ++ examples/3_show_sql.py | 42 ++ examples/4_run_sql.py | 46 ++ examples/5_chat.py | 32 ++ examples/6_list_ai_profiles.py | 25 + examples/7_vector_index.py | 44 ++ examples/8_generate_synthetic_data.py | 53 +++ examples/9_conversation.py | 38 ++ examples/async_examples/1_sql.py | 43 ++ examples/async_examples/2_chat.py | 41 ++ examples/async_examples/3_pipeline.py | 50 ++ examples/async_examples/4_conversation.py | 45 ++ pyproject.toml | 47 ++ src/select_ai/__init__.py | 41 ++ src/select_ai/_base.py | 63 +++ src/select_ai/action.py | 17 + src/select_ai/admin.py | 101 ++++ src/select_ai/async_profile.py | 540 ++++++++++++++++++++++ src/select_ai/conversation.py | 30 ++ src/select_ai/db.py | 159 +++++++ src/select_ai/errors.py | 31 ++ src/select_ai/profile.py | 515 +++++++++++++++++++++ src/select_ai/provider.py | 158 +++++++ src/select_ai/session.py | 53 +++ src/select_ai/sql.py | 90 ++++ src/select_ai/synthetic_data.py | 62 +++ src/select_ai/vector_index.py | 59 +++ src/select_ai/version.py | 1 + 39 files changed, 2785 insertions(+) create mode 100644 .gitignore create mode 100644 .pre-commit-config.yaml create mode 100644 README.md create mode 100644 doc/Makefile create mode 100644 doc/README.md create mode 100644 doc/source/conf.py create mode 100644 doc/source/index.rst create mode 100644 doc/source/user_guide/installation.rst create mode 100644 doc/source/user_guide/introduction.rst create mode 100644 examples/10_disable_ai_provider.py create mode 100644 examples/1_enable_ai_provider.py create mode 100644 examples/2_create_ai_credential.py create mode 100644 examples/3_show_sql.py create mode 100644 examples/4_run_sql.py create mode 100644 examples/5_chat.py create mode 100644 examples/6_list_ai_profiles.py create mode 100644 examples/7_vector_index.py create mode 100644 examples/8_generate_synthetic_data.py create mode 100644 examples/9_conversation.py create mode 100644 examples/async_examples/1_sql.py create mode 100644 examples/async_examples/2_chat.py create mode 100644 examples/async_examples/3_pipeline.py create mode 100644 examples/async_examples/4_conversation.py create mode 100644 pyproject.toml create mode 100644 src/select_ai/__init__.py create mode 100644 src/select_ai/_base.py create mode 100644 src/select_ai/action.py create mode 100644 src/select_ai/admin.py create mode 100644 src/select_ai/async_profile.py create mode 100644 src/select_ai/conversation.py create mode 100644 src/select_ai/db.py create mode 100644 src/select_ai/errors.py create mode 100644 src/select_ai/profile.py create mode 100644 src/select_ai/provider.py create mode 100644 src/select_ai/session.py create mode 100644 src/select_ai/sql.py create mode 100644 src/select_ai/synthetic_data.py create mode 100644 src/select_ai/vector_index.py create mode 100644 src/select_ai/version.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9c7d70f --- /dev/null +++ b/.gitignore @@ -0,0 +1,12 @@ +my_examples +.idea +.venv +.DS_Store +select_ai.egg-info +dist +.ruff_cache +src/select_ai.egg-info +doc/.DS_Store +doc/build +**/__pycache__ +test.env diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..5b667d8 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,17 @@ +repos: +- repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.4.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-added-large-files +- repo: https://github.com/psf/black-pre-commit-mirror + rev: 24.4.2 + hooks: + - id: black +- repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.0.291 + hooks: + - id: ruff + args: ["check", "--select", "I", "--fix"] diff --git a/README.md b/README.md new file mode 100644 index 0000000..423b941 --- /dev/null +++ b/README.md @@ -0,0 +1,33 @@ +# select-ai + +Python API for Select AI + +## Getting started + +### Clone this repo + +```bash +git clone git@orahub.oci.oraclecorp.com:adbs/python-select-ai.git +cd python-select-ai +``` + +### Install development dependencies + +```bash +python3 -m venv .venv +source .venv/bin/activate + +python3 -m pip install --upgrade pip setuptools build pre-commit + +python3 -m pip install -e . # installs project in editable mode + +pre-commit install # install git hooks +pre-commit run --all-files +``` + +### Build + + +```bash +python -m build +``` diff --git a/doc/Makefile b/doc/Makefile new file mode 100644 index 0000000..ac3b2b4 --- /dev/null +++ b/doc/Makefile @@ -0,0 +1,33 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +.PHONY: html +html: + @$(SPHINXBUILD) -M html $(SOURCEDIR) $(BUILDDIR) $(SPHINXOPTS) + +.PHONY: epub +epub: + @$(SPHINXBUILD) -M epub $(SOURCEDIR) $(BUILDDIR) $(SPHINXOPTS) + +.PHONY: pdf +pdf: + @$(SPHINXBUILD) -M latexpdf $(SOURCEDIR) $(BUILDDIR) $(SPHINXOPTS) + +.PHONY: clean +clean: + rm -rf $(BUILDDIR)/* + + diff --git a/doc/README.md b/doc/README.md new file mode 100644 index 0000000..6e9426d --- /dev/null +++ b/doc/README.md @@ -0,0 +1,24 @@ +Sphinx is used to generate documentation + +```text +python -m pip install sphinx +``` + +For more information on Sphinx, please visit this page: + +http://www.sphinx-doc.org + +Once Sphinx is installed, the supplied Makefile can be used to build the +different targets, for example to build the HTML documentation, run:: + + make + +To make ePub documentation, run:: + + make epub + +To make PDF documentation, run:: + + make pdf + +The program ``latexmk`` may be required by Sphinx to generate PDF output. \ No newline at end of file diff --git a/doc/source/conf.py b/doc/source/conf.py new file mode 100644 index 0000000..26ae4a7 --- /dev/null +++ b/doc/source/conf.py @@ -0,0 +1,44 @@ +# Configuration file for the Sphinx documentation builder. +# +# For the full list of built-in configuration values, see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Project information ----------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information +import os + +project = 'Python API for Select AI' +copyright = '2025, 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 = [] + +# The suffix of source filenames. +source_suffix = ".rst" + +# The root toctree document. +root_doc = master_doc = "index" + + +templates_path = ['_templates'] +exclude_patterns = [] +global_vars = {} +local_vars = {} + +version_file_name = os.path.join("..", "..", "src", "select_ai", "version.py") +with open(version_file_name) as f: + exec(f.read(), global_vars, local_vars) +version = ".".join(local_vars["__version__"].split(".")[:2]) +# The full version, including alpha/beta/rc tags. +release = local_vars["__version__"] + + + +# -- Options for HTML output ------------------------------------------------- +# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output + +html_theme = 'alabaster' +html_static_path = ['_static'] diff --git a/doc/source/index.rst b/doc/source/index.rst new file mode 100644 index 0000000..5bdc279 --- /dev/null +++ b/doc/source/index.rst @@ -0,0 +1,22 @@ +.. Python API for Select AI documentation master file, created by + sphinx-quickstart on Thu May 15 08:17:49 2025. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +select_ai documentation +====================================== + +``select_ai`` is a Python module which enables integrating `DBMS_CLOUD_AI `__ +``PL/SQL`` package into Python workflows. It bridges the gap between ``PL/SQL`` package's AI capabilities +and Python's rich ecosystem. + + +User Guide +========== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/introduction.rst + user_guide/installation.rst diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst new file mode 100644 index 0000000..fdef4aa --- /dev/null +++ b/doc/source/user_guide/installation.rst @@ -0,0 +1,70 @@ +.. _installation: + +*************************** +Installing ``select_ai`` +*************************** + +.. _installation_requirements: + +Installation requirements +========================== + +To use ``select_ai`` you need: + +- Python 3.9, 3.10, 3.11, 3.12 or 3.13 + +- ``python-oracledb`` - This package is automatically installed as a dependency requirement + +- ``pandas`` - This package is automatically installed as a dependency requirement + + +.. _quickstart: + +``select_ai`` installation +============================ + +``select_ai`` can be installed from Python's package repository +`PyPI `__ using +`pip `__. + +1. Install `Python 3 `__ if it is not already + available. Use any version from Python 3.9 through 3.13. + +2. Install ``select_ai``: + + .. code-block:: shell + + python3 -m pip install select_ai --upgrade --user + +3. If you are behind a proxy, use the ``--proxy`` option. For example: + + .. code-block:: shell + + python3 -m pip install select_ai --upgrade --user --proxy=http://proxy.example.com:80 + +4. Create a file ``select_ai_connection_test.py`` such as: + + .. code-block:: python + + import select_ai + import getpass + username = "" + dsn = "" + password = getpass.getpass(f"Enter password for {username}@{dsn}") + select_ai.connect(user=user, password=password, dsn=dsn) + print("Connected to the Database") + +5. Run ``select_ai_connection_test.py`` + + .. code-block:: shell + + python3 select_ai_connection_test.py + + Enter the database password when prompted and message will be shown: + + .. code-block:: shell + + Connected to the Database + + + diff --git a/doc/source/user_guide/introduction.rst b/doc/source/user_guide/introduction.rst new file mode 100644 index 0000000..f57deb7 --- /dev/null +++ b/doc/source/user_guide/introduction.rst @@ -0,0 +1,17 @@ +.. _introduction: + +***************************************************** +Introduction to the Python API for Select AI +***************************************************** + +``select_ai`` is a Python module which helps you invoke `DBMS_CLOUD_AI `__ +APIs in a pythonic manner. It lets you manage ``Profiles`` for +AI service providers, generate, run, explain SQL and chat with LLMs. + +``select_ai`` supports both synchronous and concurrent(asynchronous) +programming styles + +It uses the Python thin driver for Oracle database i.e. ``python-oracledb`` +to connect to the database and execute PL/SQL subprograms. + +Currently supported Python versions are 3.9, 3.10, 3.11, 3.12 and 3.13. \ No newline at end of file diff --git a/examples/10_disable_ai_provider.py b/examples/10_disable_ai_provider.py new file mode 100644 index 0000000..95ea83a --- /dev/null +++ b/examples/10_disable_ai_provider.py @@ -0,0 +1,26 @@ +import os + +import select_ai + +admin_user = os.getenv("SELECT_AI_ADMIN_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + +# Add Users to enable AI profile privileges +db_users = ["SPARK_DB_USER"] + + +def main(): + select_ai.connect(user=admin_user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + select_ai.disable_provider( + users=db_users, provider_endpoint="*.openai.azure.com" + ) + print("Disabled AI provider for user: ", db_users) + + +if __name__ == "__main__": + main() diff --git a/examples/1_enable_ai_provider.py b/examples/1_enable_ai_provider.py new file mode 100644 index 0000000..d7e6e30 --- /dev/null +++ b/examples/1_enable_ai_provider.py @@ -0,0 +1,26 @@ +import os + +import select_ai + +admin_user = os.getenv("SELECT_AI_ADMIN_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + +# Add Users to enable AI profile privileges +db_users = ["SPARK_DB_USER"] + + +def main(): + select_ai.connect(user=admin_user, password=password, dsn=dsn) + if select_ai.db.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + select_ai.enable_provider( + users=db_users, provider_endpoint="*.openai.azure.com" + ) + print("Enabled AI provider for users: ", db_users) + + +if __name__ == "__main__": + main() diff --git a/examples/2_create_ai_credential.py b/examples/2_create_ai_credential.py new file mode 100644 index 0000000..6556736 --- /dev/null +++ b/examples/2_create_ai_credential.py @@ -0,0 +1,35 @@ +import os + +import oci +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + # Default config file and profile + default_config = oci.config.from_file() + oci.config.validate_config(default_config) + with open(default_config["key_file"]) as fp: + key_contents = fp.read() + credential = { + "credential_name": "my_oci_ai_profile_key", + "user_ocid": default_config["user"], + "tenancy_ocid": default_config["tenancy"], + "private_key": key_contents, + "fingerprint": default_config["fingerprint"], + } + select_ai.create_credential(credential=credential, replace=True) + print("Created credential: ", credential["credential_name"]) + + +if __name__ == "__main__": + main() diff --git a/examples/3_show_sql.py b/examples/3_show_sql.py new file mode 100644 index 0000000..02223a3 --- /dev/null +++ b/examples/3_show_sql.py @@ -0,0 +1,42 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + region="us-chicago-1", + credential_name="my_oci_ai_profile_key", + oci_apiformat="GENERIC", + object_list=[{"owner": "SH"}], + ) + + profile = select_ai.Profile( + profile_name="oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + replace=True, + ) + + prompts = [ + "How many promotions are there in the sh database?", + "How many products are there in the sh database ?", + ] + + for prompt in prompts: + print("Prompt is: ", prompt) + print(profile.explain_sql(prompt=prompt)) + + +if __name__ == "__main__": + main() diff --git a/examples/4_run_sql.py b/examples/4_run_sql.py new file mode 100644 index 0000000..f0a3b19 --- /dev/null +++ b/examples/4_run_sql.py @@ -0,0 +1,46 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + region="us-chicago-1", + credential_name="my_oci_ai_profile_key", + oci_apiformat="GENERIC", + object_list=[{"owner": "SH"}], + ) + + profile = select_ai.Profile( + profile_name="oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + replace=True, + ) + + prompts = [ + "How many promotions are there in the sh database?", + "How many products are there in the sh database ?", + ] + + for prompt in prompts: + + print("Prompt is: ", prompt) + df = profile.run_sql(prompt=prompt) + + print(df.columns) + print(df) + + +if __name__ == "__main__": + main() diff --git a/examples/5_chat.py b/examples/5_chat.py new file mode 100644 index 0000000..265d1c5 --- /dev/null +++ b/examples/5_chat.py @@ -0,0 +1,32 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + model="meta.llama-3.1-70b-instruct" + ) + profile = select_ai.Profile( + profile_name="oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + fetch_and_merge_attributes=True, + ) + print(profile) + print(profile.chat(prompt="What is OCI ?")) + + +if __name__ == "__main__": + main() diff --git a/examples/6_list_ai_profiles.py b/examples/6_list_ai_profiles.py new file mode 100644 index 0000000..b4acf97 --- /dev/null +++ b/examples/6_list_ai_profiles.py @@ -0,0 +1,25 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + profile = select_ai.Profile() + + # matches the start of string + for fetched_profile in profile.list(profile_name_pattern="^oci"): + print(fetched_profile) + + +if __name__ == "__main__": + main() diff --git a/examples/7_vector_index.py b/examples/7_vector_index.py new file mode 100644 index 0000000..a624383 --- /dev/null +++ b/examples/7_vector_index.py @@ -0,0 +1,44 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + profile = select_ai.Profile( + profile_name="oci_ai_profile", fetch_and_merge_attributes=True + ) + print("fetched profile: ", profile) + + vector_index_attributes = select_ai.VectorIndexAttributes( + location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", + object_storage_credential_name="my_oci_ai_profile_key", + ) + + profile.create_vector_index( + index_name="test_vector_index", + attributes=vector_index_attributes, + description="Vector index for conda environments", + replace=True, + ) + + print("created vector index: test_vector_index") + + print("list vector indices") + for vector_index in profile.list_vector_indexes( + index_name_pattern="^test" + ): + print(vector_index) + + +if __name__ == "__main__": + main() diff --git a/examples/8_generate_synthetic_data.py b/examples/8_generate_synthetic_data.py new file mode 100644 index 0000000..acf892f --- /dev/null +++ b/examples/8_generate_synthetic_data.py @@ -0,0 +1,53 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + model="meta.llama-3.1-70b-instruct" + ) + profile = select_ai.Profile( + profile_name="oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + fetch_and_merge_attributes=True, + ) + + synthetic_data_params = select_ai.SyntheticDataParams( + sample_rows=100, table_statistics=True, priority="HIGH" + ) + + object_list = [ + { + "owner": user, + "name": "MOVIE", + "record_count": 100, + "user_prompt": "the release date for the movies should be in 2019", + }, + {"owner": user, "name": "ACTOR", "record_count": 10}, + {"owner": user, "name": "DIRECTOR", "record_count": 5}, + ] + synthetic_data_attributes = select_ai.SyntheticDataAttributes( + object_list=object_list, params=synthetic_data_params + ) + print( + profile.generate_synthetic_data( + synthetic_data_attributes=synthetic_data_attributes + ) + ) + + +if __name__ == "__main__": + main() diff --git a/examples/9_conversation.py b/examples/9_conversation.py new file mode 100644 index 0000000..b2eb955 --- /dev/null +++ b/examples/9_conversation.py @@ -0,0 +1,38 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + if select_ai.is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + profile = select_ai.Profile( + profile_name="oci_ai_profile", + fetch_and_merge_attributes=True, + ) + conversation_attributes = select_ai.ConversationAttributes( + title="History of Science", + description="LLM's understanding of history of science", + ) + conversation_id = profile.create_conversation(conversation_attributes) + session_params = {"conversation_id": conversation_id} + with select_ai.Session(profile=profile, params=session_params) as session: + response = session.chat( + prompt="What is importance of history of science ?" + ) + print(response) + response = session.chat( + prompt="Elaborate more on 'Learning from past mistakes'" + ) + print(response) + + +if __name__ == "__main__": + main() diff --git a/examples/async_examples/1_sql.py b/examples/async_examples/1_sql.py new file mode 100644 index 0000000..6b1b836 --- /dev/null +++ b/examples/async_examples/1_sql.py @@ -0,0 +1,43 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + if await select_ai.async_is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + region="us-chicago-1", + credential_name="my_oci_ai_profile_key", + oci_apiformat="GENERIC", + object_list=[{"owner": "SH"}], + ) + + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + replace=True, + ) + + sql_tasks = [ + async_profile.show_sql(prompt="How many customers?"), + async_profile.run_sql(prompt="How many promotions"), + ] + # Collect results from multiple asynchronous tasks + for sql_task in asyncio.as_completed(sql_tasks): + result = await sql_task + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/2_chat.py b/examples/async_examples/2_chat.py new file mode 100644 index 0000000..b219165 --- /dev/null +++ b/examples/async_examples/2_chat.py @@ -0,0 +1,41 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + if await select_ai.async_is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( + model="meta.llama-3.1-70b-instruct" + ) + + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + attributes=oci_provider_attributes, + description="MY OCI AI Profile", + fetch_and_merge_attributes=True, + ) + + # Asynchronously send multiple prompts + chat_tasks = [ + async_profile.chat(prompt="What is OCI ?"), + async_profile.chat(prompt="What is OML4PY?"), + async_profile.chat(prompt="What is Autonomous Database ?"), + ] + for chat_task in asyncio.as_completed(chat_tasks): + result = await chat_task + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/3_pipeline.py b/examples/async_examples/3_pipeline.py new file mode 100644 index 0000000..9332ac7 --- /dev/null +++ b/examples/async_examples/3_pipeline.py @@ -0,0 +1,50 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + if await select_ai.async_is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + fetch_and_merge_attributes=True, + ) + + prompt_specifications = [ + ("What is Oracle Autonomous Database?", select_ai.Action.CHAT), + ("Generate SQL to list all customers?", select_ai.Action.SHOWSQL), + ( + "Explain the query: SELECT * FROM sh.products", + select_ai.Action.EXPLAINSQL, + ), + ("Explain the query: SELECT * FROM sh.products", "INVALID ACTION"), + ] + + # 1. Multiple prompts are sent in a single roundtrip to the Database + # 2. Results are returned as soon as Database has executed all prompts + # 3. Application doesn't have to wait on one response before sending + # the next prompts + # 4. Fewer round trips and database is kept busy + # 5. Efficient network usage + results = await async_profile.run_pipeline( + prompt_specifications, continue_on_error=True + ) + + for i, result in enumerate(results): + print( + f"Result {i} for prompt '{prompt_specifications[i][0]}' is: {result}" + ) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/4_conversation.py b/examples/async_examples/4_conversation.py new file mode 100644 index 0000000..53bdc64 --- /dev/null +++ b/examples/async_examples/4_conversation.py @@ -0,0 +1,45 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + if await select_ai.async_is_connected(): + print("Connected to Database") + else: + raise Exception("Not connected to Database") + + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + fetch_and_merge_attributes=True, + ) + + conversation_attributes = select_ai.ConversationAttributes( + title="History of Science", + description="LLM's understanding of history of science", + ) + conversation_id = await async_profile.create_conversation( + conversation_attributes + ) + session_params = {"conversation_id": conversation_id} + async with select_ai.AsyncSession( + async_profile=async_profile, params=session_params + ) as async_session: + response = await async_session.chat( + prompt="What is importance of history of science ?" + ) + print(response) + response = await async_session.chat( + prompt="Elaborate more on 'Learning from past mistakes'" + ) + print(response) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..69c5950 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,47 @@ +[build-system] +requires = ["setuptools >= 77.0.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "select_ai" +dynamic = ["version"] +description = "Python API for Select AI" +requires-python = ">=3.9" +keywords = [ + "oracle", + "select ai", +] +classifiers = [ + "Development Status :: 2 - Pre-Alpha", + "Intended Audience :: Developers", + "Natural Language :: English", + "Operating System :: OS Independent", + "Programming Language :: Python :: 3 :: Only", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Programming Language :: Python :: 3.13", + "Programming Language :: Python :: Implementation :: CPython", + "Topic :: Database" +] +dependencies = [ + "oracledb", + "pandas" +] + +[tool.setuptools.packages.find] +where = ["src"] + +[tool.setuptools.dynamic] +version = { attr = "select_ai.version.__version__" } + +[tool.black] +line-length = 79 +target-version = ["py39", "py310", "py311", "py312", "py313"] +required-version = 24 + +[tool.ruff] +line-length = 79 +target-version = "py39" +per-file-ignores = { "__init__.py" = ["F401"] } diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py new file mode 100644 index 0000000..3c45661 --- /dev/null +++ b/src/select_ai/__init__.py @@ -0,0 +1,41 @@ +from .version import __version__ as __version__ + +from .action import Action +from .admin import ( + create_credential, + disable_provider, + enable_provider, +) +from .async_profile import AsyncProfile +from .conversation import Conversation, ConversationAttributes +from .db import ( + async_connect, + async_cursor, + async_is_connected, + connect, + cursor, + is_connected, +) +from .profile import Profile +from .provider import ( + AnthropicAIProviderAttributes, + AWSAIProviderAttributes, + AzureAIProviderAttributes, + CohereAIProviderAttributes, + GoogleAIProviderAttributes, + HuggingFaceAIProviderAttributes, + OCIGenAIProviderAttributes, + Provider, + ProviderAttributes, +) +from .session import AsyncSession, Session +from .synthetic_data import ( + SyntheticDataAttributes, + SyntheticDataParams, +) +from .vector_index import ( + VectorDBProvider, + VectorDistanceMetric, + VectorIndex, + VectorIndexAttributes, +) diff --git a/src/select_ai/_base.py b/src/select_ai/_base.py new file mode 100644 index 0000000..8a81b31 --- /dev/null +++ b/src/select_ai/_base.py @@ -0,0 +1,63 @@ +from abc import ABC +from dataclasses import dataclass, fields +from typing import Optional + +__all__ = ["BaseProfile", "SelectAIDataClass"] + + +class BaseProfile(ABC): + """ + BaseProfile is an abstract base class representing a Profile + for Select AI's interactions with AI service providers (LLMs). + Use either select_ai.Profile or select_ai.AsyncProfile to + instantiate an AI profile object. + """ + + def __init__( + self, + profile_name: Optional[str] = None, + attributes: Optional["select_ai.provider.ProviderAttributes"] = None, + description: Optional[str] = None, + fetch_and_merge_attributes: Optional[bool] = False, + replace: Optional[bool] = True, + ): + """Initialize a base profile + + :param str profile_name (optional): Name of the profile + + :param select_ai.provider.ProviderAttributes attributes (optional): + ProviderAttributes + + :param str description (optional): Description of the profile + + :param bool fetch_and_merge_attributes: Fetches the profile + from database, merges the attributes and saves it back + in the database. Default value is False + + :param bool replace: Replaces the profile and attributes + in the database. Default value is True + """ + self.profile_name = profile_name + self.attributes = attributes + self.description = description + self.fetch_and_merge_attributes = fetch_and_merge_attributes + self.replace = replace + + def __repr__(self): + return ( + f"Profile(profile_name={self.profile_name}, " + f"attributes={self.attributes})" + ) + + +@dataclass +class SelectAIDataClass(ABC): + + def __getitem__(self, item): + return getattr(self, item) + + def __setitem__(self, key, value): + setattr(self, key, value) + + def keys(self): + return [field.name for field in fields(self)] diff --git a/src/select_ai/action.py b/src/select_ai/action.py new file mode 100644 index 0000000..0cc0d0b --- /dev/null +++ b/src/select_ai/action.py @@ -0,0 +1,17 @@ +from enum import StrEnum + +__all__ = ["Action"] + + +class Action(StrEnum): + """Supported Select AI actions""" + + RUNSQL = "runsql" + SHOWSQL = "showsql" + EXPLAINSQL = "explainsql" + NARRATE = "narrate" + CHAT = "chat" + SHOWPROMPT = "showprompt" + EMBEDDING = "embedding" + SUMMARIZE = "summarize" + FEEDBACK = "feedback" diff --git a/src/select_ai/admin.py b/src/select_ai/admin.py new file mode 100644 index 0000000..4eb93e0 --- /dev/null +++ b/src/select_ai/admin.py @@ -0,0 +1,101 @@ +from typing import List, Mapping + +import oracledb + +from .db import cursor +from .sql import ( + DISABLE_AI_PROFILE_DOMAIN_FOR_USER, + ENABLE_AI_PROFILE_DOMAIN_FOR_USER, + GRANT_PRIVILEGES_TO_USER, + REVOKE_PRIVILEGES_FROM_USER, +) + +__all__ = [ + "create_credential", + "disable_provider", + "enable_provider", +] + + +def create_credential(credential: Mapping, replace: bool = False): + """ + Creates a credential object using DBMS_CLOUD.CREATE_CREDENTIAL + + if replace is True, credential will be replaced if it "already exists" + + """ + valid_keys = { + "credential_name", + "username", + "password", + "user_ocid", + "tenancy_ocid", + "private_key", + "fingerprint", + "comments", + } + for k in credential.keys(): + if k.lower() not in valid_keys: + raise ValueError( + f"Invalid value {k}: {credential[k]} for credential object" + ) + + with cursor() as cr: + try: + cr.callproc( + "DBMS_CLOUD.CREATE_CREDENTIAL", keyword_parameters=credential + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + cr.callproc( + "DBMS_CLOUD.DROP_CREDENTIAL", + keyword_parameters={ + "credential_name": credential["credential_name"] + }, + ) + cr.callproc( + "DBMS_CLOUD.CREATE_CREDENTIAL", + keyword_parameters=credential, + ) + else: + raise + + +def enable_provider(users: List[str], provider_endpoint: str = None): + """ + Enables AI profile for the user. This method grants execute privilege + on the packages DBMS_CLOUD, DBMS_CLOUD_AI and DBMS_CLOUD_PIPELINE. It + also enables the user to invoke the AI(LLM) endpoint hosted at a + certain domain + """ + + with cursor() as cr: + for user in users: + cr.execute(GRANT_PRIVILEGES_TO_USER.format(user)) + if provider_endpoint: + cr.execute( + ENABLE_AI_PROFILE_DOMAIN_FOR_USER, + user=user, + host=provider_endpoint, + ) + + +def disable_provider(users: List[str], provider_endpoint: str = None): + """ + Disables AI provider for the user. This method revokes execute privilege + on the packages DBMS_CLOUD, DBMS_CLOUD_AI and DBMS_CLOUD_PIPELINE. It + also disables the user to invoke the AI(LLM) endpoint hosted at a + certain domain + """ + + with cursor() as cr: + for user in users: + cr.execute(REVOKE_PRIVILEGES_FROM_USER.format(user)) + if provider_endpoint: + cr.execute( + DISABLE_AI_PROFILE_DOMAIN_FOR_USER, + user=user, + host=provider_endpoint, + ) diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py new file mode 100644 index 0000000..501ad5a --- /dev/null +++ b/src/select_ai/async_profile.py @@ -0,0 +1,540 @@ +import json +from dataclasses import replace as dataclass_replace +from typing import Iterator, List, Mapping, Optional, Tuple, Union + +import oracledb +import pandas + +from select_ai._base import BaseProfile +from select_ai.action import Action +from select_ai.conversation import ConversationAttributes +from select_ai.db import async_cursor, async_get_connection, cursor +from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError +from select_ai.provider import ProviderAttributes +from select_ai.sql import ( + GET_USER_AI_PROFILE_ATTRIBUTES, + GET_USER_VECTOR_INDEX_ATTRIBUTES, + LIST_USER_VECTOR_INDEXES_BY_PROFILE, +) +from select_ai.synthetic_data import SyntheticDataAttributes +from select_ai.vector_index import VectorIndex, VectorIndexAttributes + +__all__ = ["AsyncProfile"] + + +class AsyncProfile(BaseProfile): + """AsyncProfile class represents an AI Profile. It defines + corresponding attributes and methods to interact with + the underlying AI Provider. All methods in this class are + asynchronous (non-blocking) APIs to manage profiles and + generate texts + """ + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self._init_coroutine = self._init_profile() + + def __await__(self): + coroutine = self._init_coroutine + return coroutine.__await__() + + async def _init_profile(self): + """Initializes AI profile based on the passed attributes + + :return: None + :raises: oracledb.DatabaseError + """ + if self.profile_name is not None: + if self.fetch_and_merge_attributes: + try: + saved_attributes = await self.fetch_attributes( + profile_name=self.profile_name + ) + except ProfileNotFoundError: + self.replace = False + if self.attributes is None: + raise ValueError("Missing attributes") + else: + self.replace = True + if self.attributes is not None: + # Replace attributes passed during __init__() + self.attributes = dataclass_replace( + saved_attributes, + **self.attributes.dict(filter_null=True), + ) + else: + self.attributes = saved_attributes + + await self.create( + replace=self.replace, description=self.description + ) + + return self + + @staticmethod + async def fetch_attributes(profile_name) -> ProviderAttributes: + """Asynchronously fetch AI profile attributes from the Database + + :param str profile_name: Name of the profile + :return: select_ai.provider.ProviderAttributes + :raises: ProfileNotFoundError + + """ + json_attributes = ["object_list"] + async with async_cursor() as cr: + await cr.execute( + GET_USER_AI_PROFILE_ATTRIBUTES, + profile_name=profile_name.upper(), + ) + attributes = await cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if ( + isinstance(v, oracledb.AsyncLOB) + and k in json_attributes + ): + data = await v.read() + post_processed_attributes[k] = json.loads(data) + elif isinstance(v, oracledb.AsyncLOB): + data = await v.read() + post_processed_attributes[k] = data + else: + post_processed_attributes[k] = v + return ProviderAttributes.create(**post_processed_attributes) + else: + raise ProfileNotFoundError(profile_name=profile_name) + + async def create( + self, replace: Optional[int] = False, description: Optional[str] = None + ) -> None: + """Asynchronously create an AI Profile in the Database + + :param bool replace: Set True to replace else False + :param description: The profile description + :return: None + :raises: oracledb.DatabaseError + """ + parameters = { + "profile_name": self.profile_name, + "attributes": self.attributes.json(), + } + if description: + parameters["description"] = description + + async with async_cursor() as cr: + try: + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_PROFILE", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + await self.drop(force=True) + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_PROFILE", + keyword_parameters=parameters, + ) + else: + raise + + async def drop(self, force=False) -> None: + """Asynchronously drop an AI profile from the database + + :param bool force: Ignores errors if AI profile does not exist. + :return: None + :raises: oracledb.DatabaseError + + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DROP_PROFILE", + keyword_parameters={ + "profile_name": self.profile_name, + "force": force, + }, + ) + + @classmethod + async def from_db(cls, profile_name: str) -> "AsyncProfile": + """Asynchronously create an AI Profile object from attributes + saved in the database against the profile + + :param str profile_name: + :return: select_ai.Profile + :raises: ProfileNotFoundError + """ + async with async_cursor() as cr: + await cr.execute( + GET_USER_AI_PROFILE_ATTRIBUTES, profile_name=profile_name + ) + attributes = await cr.fetchall() + if attributes: + attributes = ProviderAttributes.create(**dict(attributes)) + return cls( + profile_name=profile_name, attributes=attributes.json() + ) + else: + raise ProfileNotFoundError(profile_name=profile_name) + + async def generate( + self, prompt, action=Action.SHOWSQL, params: Mapping = None + ): + """Asynchronously perform AI translation using this profile + + :param str prompt: Natural language prompt to translate + :param select_ai.profile.Action action: + :param params: Parameters to include in the LLM request. For e.g. + conversation_id for context-aware chats + :return: Union[pandas.DataFrame, str] + """ + parameters = { + "prompt": prompt, + "action": action, + "profile_name": self.profile_name, + # "attributes": self.attributes.json(), + } + if params: + parameters["params"] = json.dumps(params) + + async with async_cursor() as cr: + data = await cr.callfunc( + "DBMS_CLOUD_AI.GENERATE", + oracledb.DB_TYPE_CLOB, + keyword_parameters=parameters, + ) + if data is not None: + return await data.read() + + async def chat(self, prompt, params: Mapping = None): + """Asynchronously chat with the LLM + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return await self.generate(prompt, action=Action.CHAT, params=params) + + async def narrate(self, prompt, params: Mapping = None): + """Narrate the result of the SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return await self.generate( + prompt, action=Action.NARRATE, params=params + ) + + async def run_sql( + self, prompt, params: Mapping = None + ) -> pandas.DataFrame: + """Explain the generated SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + data = await self.generate(prompt, action=Action.RUNSQL, params=params) + return pandas.DataFrame(json.loads(data)) + + async def show_sql(self, prompt, params: Mapping = None): + """Show the generated SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return await self.generate( + prompt, action=Action.SHOWSQL, params=params + ) + + async def show_prompt(self, prompt: str, params: Mapping = None): + """Show the prompt sent to LLM + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return await self.generate( + prompt, action=Action.SHOWPROMPT, params=params + ) + + async def create_vector_index( + self, + index_name: str, + attributes: VectorIndexAttributes, + description: str = Optional[None], + replace: Optional[int] = False, + ): + """Create a vector index in the database and populates it with data + from an object store bucket using an async scheduler job + + :param str index_name: Name of the vector index + :param select_ai.VectorIndexAttributes attributes: Attributes of the + vector index + :param str description: Description for the vector index + :param replace: + :return: + """ + + if attributes.profile_name is None: + attributes.profile_name = self.profile_name + parameters = { + "index_name": index_name, + "attributes": attributes.json(), + } + if description: + parameters["description"] = description + async with async_cursor as cr: + try: + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + await self.drop_vector_index( + force=True, index_name=index_name + ) + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + else: + raise + + @staticmethod + async def drop_vector_index( + index_name: str, + include_data: Optional[int] = True, + force: Optional[int] = False, + ): + """This procedure removes a vector store index. + + :param str index_name: Name of the vector index + + :param bool include_data: Indicates whether to delete + both the customer's vector store and vector index + along with the vector index object. + + :param bool force: Indicates whether to ignore errors + that occur if the vector index does not exist. + + :return: None + + :raises: oracledb.DatabaseError + + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", + keyword_parameters={ + "index_name": index_name, + "include_data": include_data, + "force": force, + }, + ) + + @staticmethod + async def enable_vector_index(index_name: str): + """This procedure enables or activates a previously disabled vector + index object. Generally, when you create a vector index, by default + it is enabled such that the AI profile can use it to perform indexing + and searching. + + :param str index_name: Name of the vector index + :return: None + :raises: oracledb.DatabaseError + + """ + async with cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", + keyword_parameters={"index_name": index_name}, + ) + + @staticmethod + async def disable_vector_index(index_name: str): + """This procedure disables a vector index object in the current + database. When disabled, an AI profile cannot use the vector index, + and the system does not load data into the vector store as new data + is added to the object store and does not perform indexing, searching + or querying based on the index. + + :param str index_name: Name of the vector index + :return: None + :raises: oracledb.DatabaseError + """ + async with cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", + keyword_parameters={"index_name": index_name}, + ) + + @staticmethod + async def update_vector_index( + index_name: str, attribute_name: str, attribute_value: Union[str, int] + ): + """ + This procedure updates an existing vector store index with a specified + value of the vector index attribute. + + :param str index_name: Name of the vector index + :param str attribute_name: Custom attribute name + :param Union[str, int, float] attribute_value: Attribute Value + :return: None + :raises: oracledb.DatabaseError + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", + keyword_parameters={ + "index_name": index_name, + "attribute_name": attribute_name, + "attribute_value": attribute_value, + }, + ) + + @staticmethod + async def fetch_vector_index_attributes( + index_name: str, + ) -> VectorIndexAttributes: + """Fetch attributes of a vector index + + :param str index_name: Name of the vector index + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + async with async_cursor() as cr: + await cr.execute( + GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name + ) + attributes = await cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if isinstance(v, oracledb.AsyncLOB): + post_processed_attributes[k] = await v.read() + else: + post_processed_attributes[k] = v + return VectorIndexAttributes(**post_processed_attributes) + else: + raise VectorIndexNotFoundError(index_name=index_name) + + async def list_vector_indexes( + self, index_name_pattern: str + ) -> Iterator[VectorIndex]: + """List Vector Indexes + + :param str index_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + + :return: Iterator[VectorIndex] + + """ + async with async_cursor() as cr: + await cr.execute( + LIST_USER_VECTOR_INDEXES_BY_PROFILE, + profile_name=self.profile_name, + index_name_pattern=index_name_pattern, + ) + rows = await cr.fetchall() + for row in rows: + index_name = row[0] + description = await row[1].read() # AsyncLOB + attributes = await AsyncProfile.fetch_vector_index_attributes( + index_name=index_name + ) + yield VectorIndex( + index_name=index_name, + description=description, + attributes=attributes, + ) + + async def generate_synthetic_data( + self, synthetic_data_attributes: SyntheticDataAttributes + ): + """Generate synthetic data for a single table, multiple tables or a + full schema. + + :param select_ai.SyntheticDataAttributes synthetic_data_attributes: + :return: None + :raises: oracledb.DatabaseError + + """ + keyword_parameters = synthetic_data_attributes.prepare() + keyword_parameters["profile_name"] = self.profile_name + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.GENERATE_SYNTHETIC_DATA", + keyword_parameters=keyword_parameters, + ) + + @staticmethod + async def create_conversation( + conversation_attributes: ConversationAttributes, + ) -> str: + """Creates a new conversation and returns the conversation_id + to be used in context-aware conversations with LLMs + + :param select_ai.ConversationAttributes conversation_attributes: + Conversation Attributes + + :return: conversation_id + """ + async with async_cursor() as cr: + conversation_id = await cr.callfunc( + "DBMS_CLOUD_AI.CREATE_CONVERSATION", + oracledb.DB_TYPE_VARCHAR, + keyword_parameters={ + "attributes": conversation_attributes.json() + }, + ) + return conversation_id + + async def run_pipeline( + self, + prompt_specifications: List[Tuple[str, Action]], + continue_on_error: bool = False, + ): + """Send multiple prompts to the Database in a pipeline. Multiple + prompts are sent in a single roundtrip to the Database + + :param List[Tuple[str, Action]] prompt_specifications: List of + 2-element tuples. First element is the prompt and second is the + corresponding action + + :param bool continue_on_error: True to continue on error else False + :return: + """ + pipeline = oracledb.create_pipeline() + for prompt, action in prompt_specifications: + parameters = { + "prompt": prompt, + "action": action, + "profile_name": self.profile_name, + # "attributes": self.attributes.json(), + } + pipeline.add_callfunc( + "DBMS_CLOUD_AI.GENERATE", + return_type=oracledb.DB_TYPE_CLOB, + keyword_parameters=parameters, + ) + async_connection = await async_get_connection() + pipeline_results = await async_connection.run_pipeline( + pipeline, continue_on_error=continue_on_error + ) + responses = [] + for result in pipeline_results: + if not result.error: + response = result.rows[0][0] + responses.append(await response.read()) + else: + responses.append(result.error) + return responses diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py new file mode 100644 index 0000000..cec1e73 --- /dev/null +++ b/src/select_ai/conversation.py @@ -0,0 +1,30 @@ +import collections +import json +from dataclasses import dataclass +from typing import Optional + +from select_ai._base import SelectAIDataClass + +__all__ = ["Conversation", "ConversationAttributes"] + + +Conversation = collections.namedtuple( + "Conversation", field_names=["conversation_id", "attributes"] +) + + +@dataclass +class ConversationAttributes(SelectAIDataClass): + """Conversation Attributes""" + + title: Optional[str] = "New Conversation" + description: Optional[str] = None + retention_days: Optional[int] = 7 + # conversation_length: Optional[int] = 10 + + def json(self): + attributes = {} + for k, v in self.__dict__.items(): + if v: + attributes[k] = v + return json.dumps(attributes) diff --git a/src/select_ai/db.py b/src/select_ai/db.py new file mode 100644 index 0000000..fd07a8c --- /dev/null +++ b/src/select_ai/db.py @@ -0,0 +1,159 @@ +import contextlib +import os +from threading import get_ident +from typing import Dict, Hashable + +import oracledb + +__conn__: Dict[Hashable, oracledb.Connection] = {} +__async_conn__: Dict[Hashable, oracledb.AsyncConnection] = {} + +__all__ = [ + "connect", + "async_connect", + "is_connected", + "async_is_connected", + "get_connection", + "async_get_connection", + "cursor", + "async_cursor", +] + + +def connect(user: str, password: str, dsn: str, *args, **kwargs): + """Creates an oracledb.Connection object + and saves it global dictionary __conn__ + The connection object is thread local meaning + in a multithreaded application, individual + threads cannot see each other's connection + object + """ + conn = oracledb.connect( + user=user, password=password, dsn=dsn, *args, **kwargs + ) + _set_connection(conn=conn) + + +async def async_connect(user: str, password: str, dsn: str, *args, **kwargs): + """Creates an oracledb.AsyncConnection object + and saves it global dictionary __async_conn__ + The connection object is thread local meaning + in a multithreaded application, individual + threads cannot see each other's connection + object + """ + async_conn = await oracledb.connect_async( + user=user, password=password, dsn=dsn, *args, **kwargs + ) + _set_connection(async_conn=async_conn) + + +def is_connected() -> bool: + """Checks if database connection is open and healthy""" + global __conn__ + key = (os.getpid(), get_ident()) + conn = __conn__.get(key) + if conn is None: + return False + try: + return conn.ping() is None + except oracledb.DatabaseError: + return False + + +async def async_is_connected() -> bool: + """Asynchronously checks if database connection is open and healthy""" + + global __async_conn__ + key = (os.getpid(), get_ident()) + conn = __async_conn__.get(key) + if conn is None: + return False + try: + return await conn.ping() is None + except oracledb.DatabaseError: + return False + + +def _set_connection( + conn: oracledb.Connection = None, + async_conn: oracledb.AsyncConnection = None, +): + """Set existing connection for select_ai Python API to reuse + + :param conn: python-oracledb Connection object + :param async_conn: python-oracledb + :return: + """ + key = (os.getpid(), get_ident()) + if conn: + global __conn__ + __conn__[key] = conn + if async_conn: + global __async_conn__ + __async_conn__[key] = async_conn + + +def get_connection() -> oracledb.Connection: + """Returns the connection object if connection is healthy""" + if not is_connected(): + raise Exception( + "Not connected to the Database. " + "Use select_ai.db.connect() to establish connection" + ) + global __conn__ + key = (os.getpid(), get_ident()) + return __conn__[key] + + +async def async_get_connection() -> oracledb.AsyncConnection: + """Returns the AsyncConnection object if connection is healthy""" + if not await async_is_connected(): + raise Exception( + "Not connected to the Database. " + "Use select_ai.db.async_connect() to establish " + "connection" + ) + global __async_conn__ + key = (os.getpid(), get_ident()) + return __async_conn__[key] + + +@contextlib.contextmanager +def cursor(): + """ + Creates a context manager for database cursor + + Typical usage: + + with select_ai.cursor() as cr: + cr.execute() + + This ensures that the cursor is closed regardless + of whether an exception occurred + + """ + cr = get_connection().cursor() + try: + yield cr + finally: + cr.close() + + +@contextlib.asynccontextmanager +async def async_cursor(): + """ + Creates an async context manager for database cursor + + Typical usage: + + async with select_ai.cursor() as cr: + await cr.execute() + :return: + """ + conn = await async_get_connection() + cr = conn.cursor() + try: + yield cr + finally: + cr.close() diff --git a/src/select_ai/errors.py b/src/select_ai/errors.py new file mode 100644 index 0000000..4e52ed9 --- /dev/null +++ b/src/select_ai/errors.py @@ -0,0 +1,31 @@ +class SelectAIError(Exception): + """Base class for any SelectAIErrors""" + + pass + + +class ProfileNotFoundError(SelectAIError): + """Profile not found in the database""" + + def __init__(self, profile_name: str): + self.profile_name = profile_name + + def __str__(self): + return f"Profile {self.profile_name} not found" + + +class VectorIndexNotFoundError(SelectAIError): + """VectorIndex not found in the database""" + + def __init__(self, index_name: str, profile_name: str = None): + self.index_name = index_name + self.profile_name = profile_name + + def __str__(self): + if self.profile_name: + return ( + f"VectorIndex {self.index_name} " + f"not found for profile {self.profile_name}" + ) + else: + return f"VectorIndex {self.index_name} not found" diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py new file mode 100644 index 0000000..8949aa2 --- /dev/null +++ b/src/select_ai/profile.py @@ -0,0 +1,515 @@ +import json +from dataclasses import replace as dataclass_replace +from typing import Iterator, Mapping, Optional, Union + +import oracledb +import pandas + +from select_ai._base import BaseProfile +from select_ai.action import Action +from select_ai.conversation import ConversationAttributes +from select_ai.db import cursor +from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError +from select_ai.provider import ProviderAttributes +from select_ai.sql import ( + GET_USER_AI_PROFILE_ATTRIBUTES, + GET_USER_VECTOR_INDEX_ATTRIBUTES, + LIST_USER_AI_PROFILES, + LIST_USER_VECTOR_INDEXES_BY_PROFILE, +) +from select_ai.synthetic_data import SyntheticDataAttributes +from select_ai.vector_index import VectorIndex, VectorIndexAttributes + + +class Profile(BaseProfile): + """Profile class represents an AI Profile. It defines + attributes and methods to interact with the underlying + AI Provider. All methods in this class are synchronous + or blocking + """ + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self._init_profile() + + def _init_profile(self) -> None: + """Initializes AI profile based on the passed attributes + + :return: None + :raises: oracledb.DatabaseError + """ + if self.profile_name is not None: + if self.fetch_and_merge_attributes: + try: + saved_attributes = self.fetch_attributes( + profile_name=self.profile_name + ) + except ProfileNotFoundError: + self.replace = False + if self.attributes is None: + raise ValueError("Missing attributes") + else: + self.replace = True + if self.attributes is not None: + # Replace attributes passed during __init__() + self.attributes = dataclass_replace( + saved_attributes, + **self.attributes.dict(filter_null=True), + ) + else: + self.attributes = saved_attributes + + self.create(replace=self.replace, description=self.description) + + @staticmethod + def fetch_attributes(profile_name) -> ProviderAttributes: + """Fetch AI profile attributes from the Database + + :param str profile_name: Name of the profile + :return: select_ai.provider.ProviderAttributes + :raises: ProfileNotFoundError + """ + json_attributes = ["object_list"] + with cursor() as cr: + cr.execute( + GET_USER_AI_PROFILE_ATTRIBUTES, + profile_name=profile_name.upper(), + ) + attributes = cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if isinstance(v, oracledb.LOB) and k in json_attributes: + post_processed_attributes[k] = json.loads(v.read()) + elif isinstance(v, oracledb.LOB): + post_processed_attributes[k] = v.read() + else: + post_processed_attributes[k] = v + return ProviderAttributes.create(**post_processed_attributes) + else: + raise ProfileNotFoundError(profile_name=profile_name) + + def create( + self, replace: Optional[int] = False, description: Optional[str] = None + ) -> None: + """Create an AI Profile in the Database + + :param bool replace: Set True to replace else False + :param description: The profile description + :return: None + :raises: oracledb.DatabaseError + """ + + parameters = { + "profile_name": self.profile_name, + "attributes": self.attributes.json(), + } + if description: + parameters["description"] = description + + with cursor() as cr: + try: + cr.callproc( + "DBMS_CLOUD_AI.CREATE_PROFILE", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + self.drop(force=True) + cr.callproc( + "DBMS_CLOUD_AI.CREATE_PROFILE", + keyword_parameters=parameters, + ) + else: + raise + + def drop(self, force=False) -> None: + """Drop an AI profile from the database + + :param bool force: Ignores errors if AI profile does not exist. + :return: None + :raises: oracledb.DatabaseError + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DROP_PROFILE", + keyword_parameters={ + "profile_name": self.profile_name, + "force": force, + }, + ) + + @classmethod + def from_db(cls, profile_name: str) -> "Profile": + """Create a Profile object from attributes saved in the database + + :param str profile_name: + :return: select_ai.Profile + :raises: ProfileNotFoundError + """ + with cursor() as cr: + cr.execute( + GET_USER_AI_PROFILE_ATTRIBUTES, profile_name=profile_name + ) + attributes = cr.fetchall() + if attributes: + attributes = ProviderAttributes.create(**dict(attributes)) + return cls(profile_name=profile_name, attributes=attributes) + else: + raise ProfileNotFoundError(profile_name=profile_name) + + @classmethod + def list(cls, profile_name_pattern: str) -> Iterator["Profile"]: + """List AI Profiles saved in the database + + :param str profile_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + + :return: Iterator[Profile] + """ + with cursor() as cr: + cr.execute( + LIST_USER_AI_PROFILES, + profile_name_pattern=profile_name_pattern, + ) + for row in cr.fetchall(): + profile_name = row[0] + description = row[1] + attributes = cls.fetch_attributes(profile_name=profile_name) + yield cls( + profile_name=profile_name, + description=description, + attributes=attributes, + ) + + def generate( + self, + prompt: str, + action: Optional[Action] = Action.RUNSQL, + params: Mapping = None, + ): + """Perform AI translation using this profile + + :param str prompt: Natural language prompt to translate + :param select_ai.profile.Action action: + :param params: Parameters to include in the LLM request. For e.g. + conversation_id for context-aware chats + :return: Union[pandas.DataFrame, str] + """ + parameters = { + "prompt": prompt, + "action": action, + "profile_name": self.profile_name, + # "attributes": self.attributes.json(), + } + if params: + parameters["params"] = json.dumps(params) + with cursor() as cr: + data = cr.callfunc( + "DBMS_CLOUD_AI.GENERATE", + oracledb.DB_TYPE_CLOB, + keyword_parameters=parameters, + ) + if data is not None: + return data.read() + + def chat(self, prompt: str, params: Mapping = None) -> str: + """Chat with the LLM + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return self.generate(prompt, action=Action.CHAT, params=params) + + def narrate(self, prompt: str, params: Mapping = None) -> str: + """Narrate the result of the SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return self.generate(prompt, action=Action.NARRATE, params=params) + + def explain_sql(self, prompt: str, params: Mapping = None) -> str: + """Explain the generated SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return self.generate(prompt, action=Action.EXPLAINSQL, params=params) + + def run_sql(self, prompt: str, params: Mapping = None) -> pandas.DataFrame: + """Run the generate SQL statement and return a pandas Dataframe built + using the result set + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: pandas.DataFrame + """ + data = json.loads( + self.generate(prompt, action=Action.RUNSQL, params=params) + ) + return pandas.DataFrame(data) + + def show_sql(self, prompt: str, params: Mapping = None) -> str: + """Show the generated SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return self.generate(prompt, action=Action.SHOWSQL, params=params) + + def show_prompt(self, prompt: str, params: Mapping = None) -> str: + """Show the prompt sent to LLM + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return self.generate(prompt, action=Action.SHOWPROMPT, params=params) + + def create_vector_index( + self, + index_name: str, + attributes: VectorIndexAttributes, + description: str = Optional[None], + replace: Optional[int] = False, + ): + """Create a vector index in the database and populates it with data + from an object store bucket using an async scheduler job + + :param str index_name: Name of the vector index + + :param select_ai.VectorIndexAttributes attributes: Attributes of the + vector index + + :param str description: Description for the vector index + + :param bool replace: Replace vector index if it exists + + :return: None + """ + + if attributes.profile_name is None: + attributes.profile_name = self.profile_name + + parameters = { + "index_name": index_name, + "attributes": attributes.json(), + } + + if description: + parameters["description"] = description + + with cursor() as cr: + try: + cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + self.drop_vector_index(force=True, index_name=index_name) + cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + else: + raise + + @staticmethod + def drop_vector_index( + index_name: str, + include_data: Optional[int] = True, + force: Optional[int] = False, + ): + """This procedure removes a vector store index. + + :param str index_name: Name of the vector index + + :param bool include_data: Indicates whether to delete + both the customer's vector store and vector index + along with the vector index object. + + :param bool force: Indicates whether to ignore errors + that occur if the vector index does not exist. + + :return: None + + :raises: oracledb.DatabaseError + + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", + keyword_parameters={ + "index_name": index_name, + "include_data": include_data, + "force": force, + }, + ) + + @staticmethod + def enable_vector_index(index_name: str): + """This procedure enables or activates a previously disabled vector + index object. Generally, when you create a vector index, by default + it is enabled such that the AI profile can use it to perform indexing + and searching. + + :param str index_name: Name of the vector index + :return: None + :raises: oracledb.DatabaseError + + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", + keyword_parameters={"index_name": index_name}, + ) + + @staticmethod + def disable_vector_index(index_name: str): + """This procedure disables a vector index object in the current + database. When disabled, an AI profile cannot use the vector index, + and the system does not load data into the vector store as new data + is added to the object store and does not perform indexing, searching + or querying based on the index. + + :param str index_name: Name of the vector index + :return: None + :raises: oracledb.DatabaseError + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", + keyword_parameters={"index_name": index_name}, + ) + + @staticmethod + def update_vector_index( + index_name: str, + attribute_name: str, + attribute_value: Union[str, int, float], + ): + """ + This procedure updates an existing vector store index with a specified + value of the vector index attribute. + + :param str index_name: Name of the vector index + :param str attribute_name: Custom attribute name + :param Union[str, int, float] attribute_value: Attribute Value + :return: None + :raises: oracledb.DatabaseError + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", + keyword_parameters={ + "index_name": index_name, + "attribute_name": attribute_name, + "attribute_value": attribute_value, + }, + ) + + @staticmethod + def fetch_vector_index_attributes( + index_name: str, + ) -> VectorIndexAttributes: + """Fetch attributes of a vector index + + :param str index_name: Name of the vector index + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + with cursor() as cr: + cr.execute(GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name) + attributes = cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if isinstance(v, oracledb.LOB): + post_processed_attributes[k] = v.read() + else: + post_processed_attributes[k] = v + return VectorIndexAttributes(**post_processed_attributes) + else: + raise VectorIndexNotFoundError(index_name=index_name) + + def list_vector_indexes( + self, index_name_pattern: str + ) -> Iterator[VectorIndex]: + """List Vector Indexes + + :param str index_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + + :return: Iterator[VectorIndex] + + """ + with cursor() as cr: + cr.execute( + LIST_USER_VECTOR_INDEXES_BY_PROFILE, + profile_name=self.profile_name, + index_name_pattern=index_name_pattern, + ) + for row in cr.fetchall(): + index_name = row[0] + description = row[1].read() # Oracle.LOB + attributes = Profile.fetch_vector_index_attributes( + index_name=index_name + ) + yield VectorIndex( + index_name=index_name, + description=description, + attributes=attributes, + ) + + def generate_synthetic_data( + self, synthetic_data_attributes: SyntheticDataAttributes + ): + """Generate synthetic data for a single table, multiple tables or a + full schema. + + :param select_ai.SyntheticDataAttributes synthetic_data_attributes: + :return: None + :raises: oracledb.DatabaseError + + """ + keyword_parameters = synthetic_data_attributes.prepare() + keyword_parameters["profile_name"] = self.profile_name + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.GENERATE_SYNTHETIC_DATA", + keyword_parameters=keyword_parameters, + ) + + @staticmethod + def create_conversation( + conversation_attributes: ConversationAttributes, + ) -> str: + """Creates a new conversation and returns the conversation_id + to be used in context-aware conversations with LLMs + + :param select_ai.ConversationAttributes conversation_attributes: + Conversation Attributes + + :return: conversation_id + """ + with cursor() as cr: + conversation_id = cr.callfunc( + "DBMS_CLOUD_AI.CREATE_CONVERSATION", + oracledb.DB_TYPE_VARCHAR, + keyword_parameters={ + "attributes": conversation_attributes.json() + }, + ) + return conversation_id diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py new file mode 100644 index 0000000..54d3476 --- /dev/null +++ b/src/select_ai/provider.py @@ -0,0 +1,158 @@ +import json +from dataclasses import dataclass, field +from enum import StrEnum +from typing import List, Mapping, Optional + +from select_ai._base import SelectAIDataClass + + +class Provider(StrEnum): + OPENAI = "openai" + COHERE = "cohere" + AZURE = "azure" + OCI = "oci" + GOOGLE = "google" + ANTHROPIC = "anthropic" + HUGGINGFACE = "huggingface" + AWS = "aws" + + +@dataclass +class ProviderAttributes(SelectAIDataClass): + """ + Base class for AI Provider attributes + + :param Provider provider: AI service provider + + :param str comments: + """ + + provider: Optional[Provider] = None + comments: Optional[bool] = None + conversation: Optional[str] = None + credential_name: Optional[str] = None + embedding_model: Optional[str] = None + max_tokens: Optional[int] = 1024 + model: Optional[str] = None + object_list: Optional[List[Mapping]] = None + region: Optional[str] = None + stop_tokens: Optional[str] = None + temperature: Optional[float] = None + vector_index_name: Optional[str] = None + provider_endpoint: Optional[str] = None + annotations: Optional[str] = None + constraints: Optional[str] = None + case_sensitive_values: Optional[bool] = None + object_list_mode: Optional[bool] = None + enforce_object_list: Optional[bool] = None + enable_sources: Optional[bool] = None + enable_source_offsets: Optional[bool] = None + seed: Optional[str] = None + streaming: Optional[str] = None + + def dict(self, filter_null=False): + attributes = {} + for k, v in self.__dict__.items(): + if (not v and not filter_null) or v: + attributes[k] = v + return attributes + + def json(self, filter_null=True): + attributes = self.dict(filter_null=filter_null) + return json.dumps(attributes) + + @classmethod + def create(cls, *, provider: Optional[Provider] = None, **kwargs): + for subclass in cls.__subclasses__(): + if subclass.provider == provider: + return subclass(**kwargs) + return cls(**kwargs) + + +@dataclass +class AzureAIProviderAttributes(ProviderAttributes): + """ + Azure specific attributes + """ + + provider: Provider = Provider.AZURE + azure_deployment_name: Optional[str] = None + azure_embedding_deployment_name: Optional[str] = None + azure_resource_name: Optional[str] = None + + def __post_init__(self): + self.provider_endpoint = f"{self.azure_resource_name}.openai.azure.com" + + +@dataclass +class OpenAIProviderAttributes(ProviderAttributes): + """ + OpenAI specific attributes + """ + + provider: Provider = Provider.OPENAI + provider_endpoint: Optional[str] = "api.openai.com" + + +@dataclass +class OCIGenAIProviderAttributes(ProviderAttributes): + """ + OCI Gen AI specific attributes + """ + + provider: Provider = Provider.OCI + oci_apiformat: Optional[str] = None + oci_compartment_id: Optional[str] = None + oci_endpoint_id: Optional[str] = None + oci_runtimetype: Optional[str] = None + + +@dataclass +class CohereAIProviderAttributes(ProviderAttributes): + """ + Cohere AI specific attributes + """ + + provider: Provider = Provider.COHERE + provider_endpoint = "api.cohere.ai" + + +@dataclass +class GoogleAIProviderAttributes(ProviderAttributes): + """ + Google AI specific attributes + """ + + provider: Provider = Provider.GOOGLE + provider_endpoint = "generativelanguage.googleapis.com" + + +@dataclass +class HuggingFaceAIProviderAttributes(ProviderAttributes): + """ + HuggingFace specific attributes + """ + + provider: Provider = Provider.HUGGINGFACE + provider_endpoint = "api-inference.huggingface.co" + + +@dataclass +class AWSAIProviderAttributes(ProviderAttributes): + """ + AWS specific attributes + """ + + provider: Provider = Provider.AWS + provider_endpoint = "api-inference.huggingface.co" + aws_apiformat: Optional[str] = None + + +@dataclass +class AnthropicAIProviderAttributes(ProviderAttributes): + """ + Anthropic specific attributes + """ + + provider: Provider = Provider.ANTHROPIC + provider_endpoint = "api.anthropic.com" diff --git a/src/select_ai/session.py b/src/select_ai/session.py new file mode 100644 index 0000000..d903e02 --- /dev/null +++ b/src/select_ai/session.py @@ -0,0 +1,53 @@ +from typing import Mapping + +from .async_profile import AsyncProfile +from .profile import Action, Profile + + +class Session: + """Session lets you persist request parameters across DBMS_CLOUD_AI + requests. This is useful in context-aware conversations + """ + + def __init__(self, profile: Profile, params: Mapping): + """ + + :param profile: An AI Profile to use in this session + :param params: Parameters to be persisted across requests + """ + self.params = params + self.profile = profile + + def chat(self, prompt: str): + # params = {"conversation_id": self.conversation_id} + return self.profile.chat(prompt=prompt, params=self.params) + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + pass + + +class AsyncSession: + """AsyncSession lets you persist request parameters across DBMS_CLOUD_AI + requests. This is useful in context-aware conversations + """ + + def __init__(self, async_profile: AsyncProfile, params: Mapping): + """ + + :param async_profile: An AI Profile to use in this session + :param params: Parameters to be persisted across requests + """ + self.params = params + self.async_profile = async_profile + + async def chat(self, prompt: str): + return await self.async_profile.chat(prompt=prompt, params=self.params) + + async def __aenter__(self): + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + pass diff --git a/src/select_ai/sql.py b/src/select_ai/sql.py new file mode 100644 index 0000000..7c0d1bb --- /dev/null +++ b/src/select_ai/sql.py @@ -0,0 +1,90 @@ +GRANT_PRIVILEGES_TO_USER = """ +DECLARE + TYPE array_t IS VARRAY(3) OF VARCHAR2(60); + v_packages array_t; +BEGIN + v_packages := array_t( + 'DBMS_CLOUD', 'DBMS_CLOUD_AI', 'DBMS_CLOUD_PIPELINE' + ); + FOR i in 1..v_packages.count LOOP + EXECUTE IMMEDIATE + 'GRANT EXECUTE ON ' || v_packages(i) || ' TO {0}'; + END LOOP; +END; +""" + +REVOKE_PRIVILEGES_FROM_USER = """ +DECLARE + TYPE array_t IS VARRAY(3) OF VARCHAR2(60); + v_packages array_t; +BEGIN + v_packages := array_t( + 'DBMS_CLOUD', 'DBMS_CLOUD_AI', 'DBMS_CLOUD_PIPELINE' + ); + FOR i in 1..v_packages.count LOOP + EXECUTE IMMEDIATE + 'REVOKE EXECUTE ON ' || v_packages(i) || ' FROM {0}'; + END LOOP; +END; +""" + +ENABLE_AI_PROFILE_DOMAIN_FOR_USER = """ +BEGIN + DBMS_NETWORK_ACL_ADMIN.APPEND_HOST_ACE( + host => :host, + ace => xs$ace_type(privilege_list => xs$name_list('http'), + principal_name => :user, + principal_type => xs_acl.ptype_db) + ); +END; +""" + +DISABLE_AI_PROFILE_DOMAIN_FOR_USER = """ +BEGIN + DBMS_NETWORK_ACL_ADMIN.REMOVE_HOST_ACE( + host => :host, + ace => xs$ace_type(privilege_list => xs$name_list('http'), + principal_name => :user, + principal_type => xs_acl.ptype_db) + ); +END; +""" + +GET_USER_AI_PROFILE_ATTRIBUTES = """ +SELECT attribute_name, attribute_value +FROM USER_CLOUD_AI_PROFILE_ATTRIBUTES +WHERE profile_name = :profile_name +""" + +GET_USER_AI_PROFILE = """ +SELECT count(*) +FROM USER_CLOUD_AI_PROFILES +WHERE profile_name = :profile_name +""" + + +GET_USER_VECTOR_INDEX_ATTRIBUTES = """ +SELECT attribute_name, attribute_value +FROM USER_CLOUD_VECTOR_INDEX_ATTRIBUTES +WHERE INDEX_NAME = :index_name +""" + +LIST_USER_AI_PROFILES = """ +SELECT profile_name, description +FROM USER_CLOUD_AI_PROFILES +WHERE REGEXP_LIKE(profile_name, :profile_name_pattern, 'i') +""" + +LIST_USER_VECTOR_INDEXES_BY_PROFILE = """ +SELECT v.index_name, v.description +FROM USER_CLOUD_VECTOR_INDEXES v, +USER_CLOUD_VECTOR_INDEX_ATTRIBUTES a +WHERE lower(a.attribute_name) = 'profile_name' +AND DBMS_LOB.compare(a.attribute_value, TO_CLOB(:profile_name)) = 0 +AND REGEXP_LIKE(v.index_name, :index_name_pattern, 'i') +AND v.index_name = a.index_name +""" + +LIST_CONVERSATIONS = """ + +""" diff --git a/src/select_ai/synthetic_data.py b/src/select_ai/synthetic_data.py new file mode 100644 index 0000000..9a750a2 --- /dev/null +++ b/src/select_ai/synthetic_data.py @@ -0,0 +1,62 @@ +import json +from dataclasses import dataclass, fields +from typing import List, Mapping, Optional + +from select_ai._base import SelectAIDataClass + + +@dataclass +class SyntheticDataParams(SelectAIDataClass): + + sample_rows: Optional[int] = None + table_statistics: Optional[bool] = False + priority: Optional[str] = "HIGH" + comments: Optional[bool] = False + + def dict(self): + attributes = {} + for k, v in self.__dict__.items(): + if v: + attributes[k] = v + return attributes + + def json(self): + return json.dumps(self.dict()) + + +@dataclass +class SyntheticDataAttributes(SelectAIDataClass): + + object_name: Optional[str] = None + owner_name: Optional[str] = None + record_count: Optional[int] = None + user_prompt: Optional[str] = None + params: Optional[SyntheticDataParams] = None + object_list: Optional[List[Mapping]] = None + + def dict(self): + attributes = {} + for k, v in self.__dict__.items(): + if v: + if isinstance(v, SyntheticDataParams): + attributes[k] = v.json() + elif isinstance(v, List): + attributes[k] = json.dumps(v) + else: + attributes[k] = v + + return attributes + + def json(self): + return json.dumps(self.dict()) + + def prepare(self): + if self.object_name and self.object_list: + raise ValueError("Both object_name and object_list cannot be set") + + if not self.object_name and not self.object_list: + raise ValueError( + "One of object_name and object_list should be set" + ) + + return self.dict() diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py new file mode 100644 index 0000000..767fd07 --- /dev/null +++ b/src/select_ai/vector_index.py @@ -0,0 +1,59 @@ +import collections +import json +from dataclasses import dataclass, fields +from enum import StrEnum +from typing import Optional + +from select_ai._base import SelectAIDataClass + +VectorIndex = collections.namedtuple( + "VectorIndex", field_names=["index_name", "description", "attributes"] +) + + +class VectorDBProvider(StrEnum): + CHROMA = "chroma" + ORACLE = "oracle" + PINECONE = "pinecone" + QDRANT = "qdrant" + + +class VectorDistanceMetric(StrEnum): + EUCLIDEAN = "EUCLIDEAN" + L2_SQUARED = "L2_SQUARED" + COSINE = "COSINE" + DOT = "DOT" + MANHATTAN = "MANHATTAN" + HAMMING = "HAMMING" + + +@dataclass +class VectorIndexAttributes(SelectAIDataClass): + + chunk_size: Optional[int] = 1024 + chunk_overlap: Optional[int] = 128 + location: Optional[str] = None + match_limit: Optional[int] = 5 + object_storage_credential_name: Optional[str] = None + profile_name: Optional[str] = None + refresh_rate: Optional[int] = 1440 + similarity_threshold: Optional[float] = 0 + vector_distance_metric: Optional[VectorDistanceMetric] = ( + VectorDistanceMetric.COSINE + ) + vector_db_endpoint: Optional[str] = None + vector_db_credential_name: Optional[str] = None + vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.ORACLE + vector_dimension: Optional[int] = None + vector_table_name: Optional[str] = None + pipeline_name: Optional[str] = None + + def json(self): + attributes = {} + for k, v in self.__dict__.items(): + if v: + attributes[k] = v + # ORA-20048: pipeline_name cannot be set or modified + # for the vector index + attributes.pop("pipeline_name", None) + return json.dumps(attributes) diff --git a/src/select_ai/version.py b/src/select_ai/version.py new file mode 100644 index 0000000..40052e6 --- /dev/null +++ b/src/select_ai/version.py @@ -0,0 +1 @@ +__version__ = "1.0.0.dev1" From 93f3e716a026333d8ac5cf64a460a2c5cfbbc753 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 20 May 2025 16:00:00 -0700 Subject: [PATCH 02/21] pre-commit hooks --- doc/Makefile | 2 -- doc/README.md | 2 +- doc/source/conf.py | 13 ++++++------- doc/source/user_guide/installation.rst | 3 --- doc/source/user_guide/introduction.rst | 2 +- src/select_ai/__init__.py | 3 +-- 6 files changed, 9 insertions(+), 16 deletions(-) diff --git a/doc/Makefile b/doc/Makefile index ac3b2b4..553309b 100644 --- a/doc/Makefile +++ b/doc/Makefile @@ -29,5 +29,3 @@ pdf: .PHONY: clean clean: rm -rf $(BUILDDIR)/* - - diff --git a/doc/README.md b/doc/README.md index 6e9426d..03311e7 100644 --- a/doc/README.md +++ b/doc/README.md @@ -21,4 +21,4 @@ To make PDF documentation, run:: make pdf -The program ``latexmk`` may be required by Sphinx to generate PDF output. \ No newline at end of file +The program ``latexmk`` may be required by Sphinx to generate PDF output. diff --git a/doc/source/conf.py b/doc/source/conf.py index 26ae4a7..e5ce137 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -7,9 +7,9 @@ # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information import os -project = 'Python API for Select AI' -copyright = '2025, Oracle and/or its affiliates. All rights reserved.' -author = 'Oracle' +project = "Python API for Select AI" +copyright = "2025, Oracle and/or its affiliates. All rights reserved." +author = "Oracle" # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration @@ -23,7 +23,7 @@ root_doc = master_doc = "index" -templates_path = ['_templates'] +templates_path = ["_templates"] exclude_patterns = [] global_vars = {} local_vars = {} @@ -36,9 +36,8 @@ release = local_vars["__version__"] - # -- Options for HTML output ------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output -html_theme = 'alabaster' -html_static_path = ['_static'] +html_theme = "alabaster" +html_static_path = ["_static"] diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index fdef4aa..683df7a 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -65,6 +65,3 @@ To use ``select_ai`` you need: .. code-block:: shell Connected to the Database - - - diff --git a/doc/source/user_guide/introduction.rst b/doc/source/user_guide/introduction.rst index f57deb7..a5619b1 100644 --- a/doc/source/user_guide/introduction.rst +++ b/doc/source/user_guide/introduction.rst @@ -14,4 +14,4 @@ programming styles It uses the Python thin driver for Oracle database i.e. ``python-oracledb`` to connect to the database and execute PL/SQL subprograms. -Currently supported Python versions are 3.9, 3.10, 3.11, 3.12 and 3.13. \ No newline at end of file +Currently supported Python versions are 3.9, 3.10, 3.11, 3.12 and 3.13. diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index 3c45661..96dbf95 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -1,5 +1,3 @@ -from .version import __version__ as __version__ - from .action import Action from .admin import ( create_credential, @@ -39,3 +37,4 @@ VectorIndex, VectorIndexAttributes, ) +from .version import __version__ as __version__ From 62e7514d6bd59741c9805cd5b5464211f3bfdf72 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Wed, 21 May 2025 00:20:28 -0700 Subject: [PATCH 03/21] Added Sphinx docs and autodocs --- doc/requirements.txt | 2 + doc/source/conf.py | 15 +++- doc/source/index.rst | 52 +++++++++++- doc/source/user_guide/actions.rst | 8 ++ doc/source/user_guide/async_profile.rst | 36 +++++++++ doc/source/user_guide/connection.rst | 48 +++++++++++ doc/source/user_guide/installation.rst | 1 + doc/source/user_guide/introduction.rst | 3 - doc/source/user_guide/profile.rst | 80 +++++++++++++++++++ doc/source/user_guide/provider.rst | 7 ++ doc/source/user_guide/provider_attributes.rst | 58 ++++++++++++++ examples/10_disable_ai_provider.py | 4 - examples/1_enable_ai_provider.py | 4 - examples/2_create_ai_credential.py | 4 - examples/3_show_sql.py | 8 -- examples/4_run_sql.py | 10 --- examples/5_chat.py | 6 -- examples/6_list_ai_profiles.py | 5 -- examples/7_vector_index.py | 9 --- examples/8_generate_synthetic_data.py | 8 -- examples/9_conversation.py | 4 - examples/async_examples/1_sql.py | 4 - examples/async_examples/2_chat.py | 6 -- examples/async_examples/3_pipeline.py | 7 -- examples/async_examples/4_conversation.py | 6 -- src/select_ai/__init__.py | 1 + src/select_ai/async_profile.py | 55 ++++++------- src/select_ai/profile.py | 31 +++---- 28 files changed, 336 insertions(+), 146 deletions(-) create mode 100644 doc/requirements.txt create mode 100644 doc/source/user_guide/actions.rst create mode 100644 doc/source/user_guide/async_profile.rst create mode 100644 doc/source/user_guide/connection.rst create mode 100644 doc/source/user_guide/profile.rst create mode 100644 doc/source/user_guide/provider.rst create mode 100644 doc/source/user_guide/provider_attributes.rst diff --git a/doc/requirements.txt b/doc/requirements.txt new file mode 100644 index 0000000..cbf1e36 --- /dev/null +++ b/doc/requirements.txt @@ -0,0 +1,2 @@ +sphinx +sphinx-rtd-theme diff --git a/doc/source/conf.py b/doc/source/conf.py index e5ce137..4b1cb53 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -6,6 +6,15 @@ # -- Project information ----------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information import os +import sys + +sys.path.insert(0, os.path.join("..", "..", "src", "select_ai")) + +autodocs_default_options = { + "members": True, + "inherited-members": True, + "undoc-members": True, +} project = "Python API for Select AI" copyright = "2025, Oracle and/or its affiliates. All rights reserved." @@ -14,7 +23,7 @@ # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = [] +extensions = ["sphinx.ext.autodoc"] # The suffix of source filenames. source_suffix = ".rst" @@ -39,5 +48,7 @@ # -- Options for HTML output ------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output -html_theme = "alabaster" +html_theme = "sphinx_rtd_theme" html_static_path = ["_static"] + +pygments_style = "sphinx" diff --git a/doc/source/index.rst b/doc/source/index.rst index 5bdc279..d41a9e4 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -11,8 +11,8 @@ select_ai documentation and Python's rich ecosystem. -User Guide -========== +Getting Started +=============== .. toctree:: :numbered: @@ -20,3 +20,51 @@ User Guide user_guide/introduction.rst user_guide/installation.rst + user_guide/connection.rst + +Actions +======= + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/actions.rst + +Provider +======== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/provider.rst + + +Provider Attributes +=================== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/provider_attributes.rst + +Profile +======= + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/profile.rst + + +Async Profile +============= + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/async_profile.rst diff --git a/doc/source/user_guide/actions.rst b/doc/source/user_guide/actions.rst new file mode 100644 index 0000000..fca8dfd --- /dev/null +++ b/doc/source/user_guide/actions.rst @@ -0,0 +1,8 @@ +.. _actions: + +******************** +Supported AI Actions +******************** + +.. literalinclude:: ../../../src/select_ai/action.py + :language: python diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst new file mode 100644 index 0000000..bb26632 --- /dev/null +++ b/doc/source/user_guide/async_profile.rst @@ -0,0 +1,36 @@ +.. _async_profile: + +******************** +``AsyncProfile`` API +******************** + +.. autoclass:: select_ai.AsyncProfile + :members: + +******************** +Async SQL generation +******************** + +.. literalinclude:: ../../../examples/async_examples/1_sql.py + :language: python + +********** +Async Chat +********** + +.. literalinclude:: ../../../examples/async_examples/2_chat.py + :language: python + +********************* +Async Prompt Pipeline +********************* + +.. literalinclude:: ../../../examples/async_examples/3_pipeline.py + :language: python + +********************* +Async Conversation +********************* + +.. literalinclude:: ../../../examples/async_examples/4_conversation.py + :language: python diff --git a/doc/source/user_guide/connection.rst b/doc/source/user_guide/connection.rst new file mode 100644 index 0000000..18964b1 --- /dev/null +++ b/doc/source/user_guide/connection.rst @@ -0,0 +1,48 @@ +.. _conn: + +***************************** +Connecting to Oracle Database +***************************** + +``select_ai`` uses the Python thin driver i.e. ``python-oracledb`` +to connect to the database and execute PL/SQL subprograms. + +.. _sync_conn: + +Synchronous connection +====================== + +To connect to an Oracle Database synchronously, use +``select_ai.connect()`` method as shown below + +.. code-block:: python + + import select_ai + user = "" + password = "" + dsn = "" + select_ai.connect(user=user, password=password, dsn=dsn) + +.. _async_conn: + +Asynchronous connection +======================= + +Asynchronous applications should use ``select_ai.async_connect()`` along +with ``await`` keyword: + +.. code-block:: python + + import select_ai + user = "" + password = "" + dsn = "" + await select_ai.async_connect(user=user, password=password, dsn=dsn) + + +.. note:: + + For m-TLS (wallet) based connection, additional parameters like + ``wallet_location``, ``wallet_password``, ``https_proxy``, + ``https_proxy_port`` can be passed to the ``connect`` and ``async_connect`` + methods diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index 683df7a..587f592 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -42,6 +42,7 @@ To use ``select_ai`` you need: python3 -m pip install select_ai --upgrade --user --proxy=http://proxy.example.com:80 + 4. Create a file ``select_ai_connection_test.py`` such as: .. code-block:: python diff --git a/doc/source/user_guide/introduction.rst b/doc/source/user_guide/introduction.rst index a5619b1..c2177d6 100644 --- a/doc/source/user_guide/introduction.rst +++ b/doc/source/user_guide/introduction.rst @@ -11,7 +11,4 @@ AI service providers, generate, run, explain SQL and chat with LLMs. ``select_ai`` supports both synchronous and concurrent(asynchronous) programming styles -It uses the Python thin driver for Oracle database i.e. ``python-oracledb`` -to connect to the database and execute PL/SQL subprograms. - Currently supported Python versions are 3.9, 3.10, 3.11, 3.12 and 3.13. diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst new file mode 100644 index 0000000..3b310c4 --- /dev/null +++ b/doc/source/user_guide/profile.rst @@ -0,0 +1,80 @@ +.. _profile: + +******************** +``Profile`` API +******************** + +.. autoclass:: select_ai.Profile + :members: + +************************** +Enable AI Service provider +************************** + +.. literalinclude:: ../../../examples/1_enable_ai_provider.py + :language: python + + +************************** +Create credential +************************** + +.. literalinclude:: ../../../examples/2_create_ai_credential.py + :language: python + + +************************** +Show SQL +************************** + +.. literalinclude:: ../../../examples/3_show_sql.py + :language: python + +************************** +Run SQL +************************** + +.. literalinclude:: ../../../examples/4_run_sql.py + :language: python + +************************** +Chat +************************** + +.. literalinclude:: ../../../examples/5_chat.py + :language: python + +************************** +List Profiles +************************** + +.. literalinclude:: ../../../examples/6_list_ai_profiles.py + :language: python + +************************** +Create Vector Index +************************** + +.. literalinclude:: ../../../examples/7_vector_index.py + :language: python + +************************** +Generate Synthetic Data +************************** + +.. literalinclude:: ../../../examples/8_generate_synthetic_data.py + :language: python + +************************** +Conversation +************************** + +.. literalinclude:: ../../../examples/9_conversation.py + :language: python + +*************************** +Disable AI service provider +*************************** + +.. literalinclude:: ../../../examples/10_disable_ai_provider.py + :language: python diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst new file mode 100644 index 0000000..b5abb6b --- /dev/null +++ b/doc/source/user_guide/provider.rst @@ -0,0 +1,7 @@ +.. _provider: + +********************** +Supported AI Providers +********************** + +TODO diff --git a/doc/source/user_guide/provider_attributes.rst b/doc/source/user_guide/provider_attributes.rst new file mode 100644 index 0000000..b0b9411 --- /dev/null +++ b/doc/source/user_guide/provider_attributes.rst @@ -0,0 +1,58 @@ +.. _provider_attributes: + +********************** +``ProviderAttributes`` +********************** + +.. autoclass:: select_ai.ProviderAttributes + :members: + +********************************* +``AnthropicAIProviderAttributes`` +********************************* +.. autoclass:: select_ai.AnthropicAIProviderAttributes + :members: + +***************************** +``AzureAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.AzureAIProviderAttributes + :members: + +***************************** +``AWSAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.AWSAIProviderAttributes + :members: + +***************************** +``CohereAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.CohereAIProviderAttributes + :members: + +***************************** +``OpenAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.OpenAIProviderAttributes + :members: + + +***************************** +``OCIGenAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.OCIGenAIProviderAttributes + :members: + + +***************************** +``GoogleAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.GoogleAIProviderAttributes + :members: + +*********************************** +``HuggingFaceAIProviderAttributes`` +*********************************** +.. autoclass:: select_ai.HuggingFaceAIProviderAttributes + :members: diff --git a/examples/10_disable_ai_provider.py b/examples/10_disable_ai_provider.py index 95ea83a..37864c3 100644 --- a/examples/10_disable_ai_provider.py +++ b/examples/10_disable_ai_provider.py @@ -12,10 +12,6 @@ def main(): select_ai.connect(user=admin_user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") select_ai.disable_provider( users=db_users, provider_endpoint="*.openai.azure.com" ) diff --git a/examples/1_enable_ai_provider.py b/examples/1_enable_ai_provider.py index d7e6e30..b571352 100644 --- a/examples/1_enable_ai_provider.py +++ b/examples/1_enable_ai_provider.py @@ -12,10 +12,6 @@ def main(): select_ai.connect(user=admin_user, password=password, dsn=dsn) - if select_ai.db.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") select_ai.enable_provider( users=db_users, provider_endpoint="*.openai.azure.com" ) diff --git a/examples/2_create_ai_credential.py b/examples/2_create_ai_credential.py index 6556736..930e834 100644 --- a/examples/2_create_ai_credential.py +++ b/examples/2_create_ai_credential.py @@ -10,10 +10,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") # Default config file and profile default_config = oci.config.from_file() diff --git a/examples/3_show_sql.py b/examples/3_show_sql.py index 02223a3..c92f61f 100644 --- a/examples/3_show_sql.py +++ b/examples/3_show_sql.py @@ -9,30 +9,22 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( region="us-chicago-1", credential_name="my_oci_ai_profile_key", oci_apiformat="GENERIC", object_list=[{"owner": "SH"}], ) - profile = select_ai.Profile( profile_name="oci_ai_profile", attributes=oci_provider_attributes, description="MY OCI AI Profile", replace=True, ) - prompts = [ "How many promotions are there in the sh database?", "How many products are there in the sh database ?", ] - for prompt in prompts: print("Prompt is: ", prompt) print(profile.explain_sql(prompt=prompt)) diff --git a/examples/4_run_sql.py b/examples/4_run_sql.py index f0a3b19..2a65204 100644 --- a/examples/4_run_sql.py +++ b/examples/4_run_sql.py @@ -9,35 +9,25 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( region="us-chicago-1", credential_name="my_oci_ai_profile_key", oci_apiformat="GENERIC", object_list=[{"owner": "SH"}], ) - profile = select_ai.Profile( profile_name="oci_ai_profile", attributes=oci_provider_attributes, description="MY OCI AI Profile", replace=True, ) - prompts = [ "How many promotions are there in the sh database?", "How many products are there in the sh database ?", ] - for prompt in prompts: - print("Prompt is: ", prompt) df = profile.run_sql(prompt=prompt) - print(df.columns) print(df) diff --git a/examples/5_chat.py b/examples/5_chat.py index 265d1c5..0b3301c 100644 --- a/examples/5_chat.py +++ b/examples/5_chat.py @@ -9,12 +9,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( model="meta.llama-3.1-70b-instruct" ) diff --git a/examples/6_list_ai_profiles.py b/examples/6_list_ai_profiles.py index b4acf97..cd6f6a3 100644 --- a/examples/6_list_ai_profiles.py +++ b/examples/6_list_ai_profiles.py @@ -9,11 +9,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - profile = select_ai.Profile() # matches the start of string diff --git a/examples/7_vector_index.py b/examples/7_vector_index.py index a624383..6764f87 100644 --- a/examples/7_vector_index.py +++ b/examples/7_vector_index.py @@ -9,30 +9,21 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - profile = select_ai.Profile( profile_name="oci_ai_profile", fetch_and_merge_attributes=True ) print("fetched profile: ", profile) - vector_index_attributes = select_ai.VectorIndexAttributes( location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", object_storage_credential_name="my_oci_ai_profile_key", ) - profile.create_vector_index( index_name="test_vector_index", attributes=vector_index_attributes, description="Vector index for conda environments", replace=True, ) - print("created vector index: test_vector_index") - print("list vector indices") for vector_index in profile.list_vector_indexes( index_name_pattern="^test" diff --git a/examples/8_generate_synthetic_data.py b/examples/8_generate_synthetic_data.py index acf892f..d626132 100644 --- a/examples/8_generate_synthetic_data.py +++ b/examples/8_generate_synthetic_data.py @@ -9,12 +9,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( model="meta.llama-3.1-70b-instruct" ) @@ -24,11 +18,9 @@ def main(): description="MY OCI AI Profile", fetch_and_merge_attributes=True, ) - synthetic_data_params = select_ai.SyntheticDataParams( sample_rows=100, table_statistics=True, priority="HIGH" ) - object_list = [ { "owner": user, diff --git a/examples/9_conversation.py b/examples/9_conversation.py index b2eb955..cf29d20 100644 --- a/examples/9_conversation.py +++ b/examples/9_conversation.py @@ -9,10 +9,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - if select_ai.is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") profile = select_ai.Profile( profile_name="oci_ai_profile", fetch_and_merge_attributes=True, diff --git a/examples/async_examples/1_sql.py b/examples/async_examples/1_sql.py index 6b1b836..c3cd0b2 100644 --- a/examples/async_examples/1_sql.py +++ b/examples/async_examples/1_sql.py @@ -10,10 +10,6 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - if await select_ai.async_is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( region="us-chicago-1", diff --git a/examples/async_examples/2_chat.py b/examples/async_examples/2_chat.py index b219165..ba69042 100644 --- a/examples/async_examples/2_chat.py +++ b/examples/async_examples/2_chat.py @@ -10,15 +10,9 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - if await select_ai.async_is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( model="meta.llama-3.1-70b-instruct" ) - async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile", attributes=oci_provider_attributes, diff --git a/examples/async_examples/3_pipeline.py b/examples/async_examples/3_pipeline.py index 9332ac7..2ec8bc6 100644 --- a/examples/async_examples/3_pipeline.py +++ b/examples/async_examples/3_pipeline.py @@ -10,16 +10,10 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - if await select_ai.async_is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile", fetch_and_merge_attributes=True, ) - prompt_specifications = [ ("What is Oracle Autonomous Database?", select_ai.Action.CHAT), ("Generate SQL to list all customers?", select_ai.Action.SHOWSQL), @@ -39,7 +33,6 @@ async def main(): results = await async_profile.run_pipeline( prompt_specifications, continue_on_error=True ) - for i, result in enumerate(results): print( f"Result {i} for prompt '{prompt_specifications[i][0]}' is: {result}" diff --git a/examples/async_examples/4_conversation.py b/examples/async_examples/4_conversation.py index 53bdc64..6fa7861 100644 --- a/examples/async_examples/4_conversation.py +++ b/examples/async_examples/4_conversation.py @@ -10,16 +10,10 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - if await select_ai.async_is_connected(): - print("Connected to Database") - else: - raise Exception("Not connected to Database") - async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile", fetch_and_merge_attributes=True, ) - conversation_attributes = select_ai.ConversationAttributes( title="History of Science", description="LLM's understanding of history of science", diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index 96dbf95..c12547a 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -23,6 +23,7 @@ GoogleAIProviderAttributes, HuggingFaceAIProviderAttributes, OCIGenAIProviderAttributes, + OpenAIProviderAttributes, Provider, ProviderAttributes, ) diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 501ad5a..9999ec1 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -23,11 +23,8 @@ class AsyncProfile(BaseProfile): - """AsyncProfile class represents an AI Profile. It defines - corresponding attributes and methods to interact with - the underlying AI Provider. All methods in this class are - asynchronous (non-blocking) APIs to manage profiles and - generate texts + """AsyncProfile defines methods to interact with the underlying AI Provider + asynchronously. """ def __init__(self, *args, **kwargs): @@ -181,7 +178,7 @@ async def from_db(cls, profile_name: str) -> "AsyncProfile": async def generate( self, prompt, action=Action.SHOWSQL, params: Mapping = None - ): + ) -> Union[pandas.DataFrame, str]: """Asynchronously perform AI translation using this profile :param str prompt: Natural language prompt to translate @@ -208,7 +205,7 @@ async def generate( if data is not None: return await data.read() - async def chat(self, prompt, params: Mapping = None): + async def chat(self, prompt, params: Mapping = None) -> str: """Asynchronously chat with the LLM :param str prompt: Natural language prompt @@ -217,7 +214,7 @@ async def chat(self, prompt, params: Mapping = None): """ return await self.generate(prompt, action=Action.CHAT, params=params) - async def narrate(self, prompt, params: Mapping = None): + async def narrate(self, prompt, params: Mapping = None) -> str: """Narrate the result of the SQL :param str prompt: Natural language prompt @@ -235,7 +232,7 @@ async def run_sql( :param str prompt: Natural language prompt :param params: Parameters to include in the LLM request - :return: str + :return: pandas.DataFrame """ data = await self.generate(prompt, action=Action.RUNSQL, params=params) return pandas.DataFrame(json.loads(data)) @@ -268,16 +265,16 @@ async def create_vector_index( attributes: VectorIndexAttributes, description: str = Optional[None], replace: Optional[int] = False, - ): + ) -> None: """Create a vector index in the database and populates it with data - from an object store bucket using an async scheduler job + from an object store bucket using an async scheduler job. :param str index_name: Name of the vector index :param select_ai.VectorIndexAttributes attributes: Attributes of the - vector index + vector index :param str description: Description for the vector index - :param replace: - :return: + :param bool replace: True to replace existing vector index + """ if attributes.profile_name is None: @@ -313,20 +310,16 @@ async def drop_vector_index( index_name: str, include_data: Optional[int] = True, force: Optional[int] = False, - ): + ) -> None: """This procedure removes a vector store index. :param str index_name: Name of the vector index - :param bool include_data: Indicates whether to delete both the customer's vector store and vector index along with the vector index object. - :param bool force: Indicates whether to ignore errors - that occur if the vector index does not exist. - + that occur if the vector index does not exist. :return: None - :raises: oracledb.DatabaseError """ @@ -341,7 +334,7 @@ async def drop_vector_index( ) @staticmethod - async def enable_vector_index(index_name: str): + async def enable_vector_index(index_name: str) -> None: """This procedure enables or activates a previously disabled vector index object. Generally, when you create a vector index, by default it is enabled such that the AI profile can use it to perform indexing @@ -359,7 +352,7 @@ async def enable_vector_index(index_name: str): ) @staticmethod - async def disable_vector_index(index_name: str): + async def disable_vector_index(index_name: str) -> None: """This procedure disables a vector index object in the current database. When disabled, an AI profile cannot use the vector index, and the system does not load data into the vector store as new data @@ -379,7 +372,7 @@ async def disable_vector_index(index_name: str): @staticmethod async def update_vector_index( index_name: str, attribute_name: str, attribute_value: Union[str, int] - ): + ) -> None: """ This procedure updates an existing vector store index with a specified value of the vector index attribute. @@ -429,12 +422,11 @@ async def fetch_vector_index_attributes( async def list_vector_indexes( self, index_name_pattern: str ) -> Iterator[VectorIndex]: - """List Vector Indexes + """List Vector Indexes. :param str index_name_pattern: Regular expressions can be used - to specify a pattern. Function REGEXP_LIKE is used to perform the - match - + to specify a pattern. Function REGEXP_LIKE is used to perform the + match :return: Iterator[VectorIndex] """ @@ -459,7 +451,7 @@ async def list_vector_indexes( async def generate_synthetic_data( self, synthetic_data_attributes: SyntheticDataAttributes - ): + ) -> None: """Generate synthetic data for a single table, multiple tables or a full schema. @@ -502,16 +494,15 @@ async def run_pipeline( self, prompt_specifications: List[Tuple[str, Action]], continue_on_error: bool = False, - ): - """Send multiple prompts to the Database in a pipeline. Multiple - prompts are sent in a single roundtrip to the Database + ) -> List[Union[str, pandas.DataFrame]]: + """Send Multiple prompts in a single roundtrip to the Database :param List[Tuple[str, Action]] prompt_specifications: List of 2-element tuples. First element is the prompt and second is the corresponding action :param bool continue_on_error: True to continue on error else False - :return: + :return: List[Union[str, pandas.DataFrame]] """ pipeline = oracledb.create_pipeline() for prompt, action in prompt_specifications: diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index 8949aa2..baf650c 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -162,11 +162,11 @@ def from_db(cls, profile_name: str) -> "Profile": @classmethod def list(cls, profile_name_pattern: str) -> Iterator["Profile"]: - """List AI Profiles saved in the database + """List AI Profiles saved in the database. :param str profile_name_pattern: Regular expressions can be used - to specify a pattern. Function REGEXP_LIKE is used to perform the - match + to specify a pattern. Function REGEXP_LIKE is used to perform the + match :return: Iterator[Profile] """ @@ -190,7 +190,7 @@ def generate( prompt: str, action: Optional[Action] = Action.RUNSQL, params: Mapping = None, - ): + ) -> Union[pandas.DataFrame, str]: """Perform AI translation using this profile :param str prompt: Natural language prompt to translate @@ -283,16 +283,11 @@ def create_vector_index( ): """Create a vector index in the database and populates it with data from an object store bucket using an async scheduler job - :param str index_name: Name of the vector index - :param select_ai.VectorIndexAttributes attributes: Attributes of the vector index - :param str description: Description for the vector index - :param bool replace: Replace vector index if it exists - :return: None """ @@ -331,21 +326,15 @@ def drop_vector_index( include_data: Optional[int] = True, force: Optional[int] = False, ): - """This procedure removes a vector store index. - + """This procedure removes a vector store index :param str index_name: Name of the vector index - :param bool include_data: Indicates whether to delete - both the customer's vector store and vector index - along with the vector index object. - + both the customer's vector store and vector index + along with the vector index object. :param bool force: Indicates whether to ignore errors that occur if the vector index does not exist. - :return: None - :raises: oracledb.DatabaseError - """ with cursor() as cr: cr.callproc( @@ -449,11 +438,10 @@ def list_vector_indexes( """List Vector Indexes :param str index_name_pattern: Regular expressions can be used - to specify a pattern. Function REGEXP_LIKE is used to perform the - match + to specify a pattern. Function REGEXP_LIKE is used to perform the + match :return: Iterator[VectorIndex] - """ with cursor() as cr: cr.execute( @@ -501,7 +489,6 @@ def create_conversation( :param select_ai.ConversationAttributes conversation_attributes: Conversation Attributes - :return: conversation_id """ with cursor() as cr: From e210728623f6b514a30239699fbd48f88112d3f2 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Fri, 30 May 2025 17:09:05 -0700 Subject: [PATCH 04/21] Fixed bug for enum, docs update and added set_attributes --- doc/source/index.rst | 27 +++++++ doc/source/user_guide/actions.rst | 3 +- doc/source/user_guide/async_profile.rst | 11 +-- doc/source/user_guide/conversation.rst | 29 ++++++++ doc/source/user_guide/profile.rst | 24 +------ doc/source/user_guide/provider_attributes.rst | 12 ++-- doc/source/user_guide/synthetic_data.rst | 24 +++++++ doc/source/user_guide/vector_index.rst | 22 ++++++ examples/4_run_sql.py | 4 ++ src/select_ai/_base.py | 2 +- src/select_ai/_enums.py | 7 ++ src/select_ai/action.py | 2 +- src/select_ai/async_profile.py | 72 +++++++++++++++++-- src/select_ai/conversation.py | 10 +-- src/select_ai/profile.py | 71 ++++++++++++++++-- src/select_ai/provider.py | 4 +- src/select_ai/session.py | 2 +- src/select_ai/synthetic_data.py | 2 +- src/select_ai/vector_index.py | 19 +++-- src/select_ai/version.py | 2 +- 20 files changed, 278 insertions(+), 71 deletions(-) create mode 100644 doc/source/user_guide/conversation.rst create mode 100644 doc/source/user_guide/synthetic_data.rst create mode 100644 doc/source/user_guide/vector_index.rst create mode 100644 src/select_ai/_enums.py diff --git a/doc/source/index.rst b/doc/source/index.rst index d41a9e4..0e79ac9 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -68,3 +68,30 @@ Async Profile :maxdepth: 3 user_guide/async_profile.rst + +Vector Index +============ + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/vector_index.rst + +Synthetic Data +============== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/synthetic_data.rst + +Conversation +============ + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/conversation.rst diff --git a/doc/source/user_guide/actions.rst b/doc/source/user_guide/actions.rst index fca8dfd..4a7265d 100644 --- a/doc/source/user_guide/actions.rst +++ b/doc/source/user_guide/actions.rst @@ -4,5 +4,4 @@ Supported AI Actions ******************** -.. literalinclude:: ../../../src/select_ai/action.py - :language: python +TODO diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index bb26632..ae4c85e 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -15,22 +15,15 @@ Async SQL generation :language: python ********** -Async Chat +Async chat ********** .. literalinclude:: ../../../examples/async_examples/2_chat.py :language: python ********************* -Async Prompt Pipeline +Async pipeline ********************* .. literalinclude:: ../../../examples/async_examples/3_pipeline.py :language: python - -********************* -Async Conversation -********************* - -.. literalinclude:: ../../../examples/async_examples/4_conversation.py - :language: python diff --git a/doc/source/user_guide/conversation.rst b/doc/source/user_guide/conversation.rst new file mode 100644 index 0000000..73dbeb2 --- /dev/null +++ b/doc/source/user_guide/conversation.rst @@ -0,0 +1,29 @@ +.. _conversation: + +******************** +``Conversation`` +******************** + +.. autoclass:: select_ai.Conversation + :members: + +************************* +``VectorIndexAttributes`` +************************* + +.. autoclass:: select_ai.ConversationAttributes + :members: + +************ +Conversation +************ + +.. literalinclude:: ../../../examples/9_conversation.py + :language: python + +********************* +Async conversation +********************* + +.. literalinclude:: ../../../examples/async_examples/4_conversation.py + :language: python diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index 3b310c4..e8440a6 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -8,7 +8,7 @@ :members: ************************** -Enable AI Service provider +Enable AI service provider ************************** .. literalinclude:: ../../../examples/1_enable_ai_provider.py @@ -45,32 +45,12 @@ Chat :language: python ************************** -List Profiles +List profiles ************************** .. literalinclude:: ../../../examples/6_list_ai_profiles.py :language: python -************************** -Create Vector Index -************************** - -.. literalinclude:: ../../../examples/7_vector_index.py - :language: python - -************************** -Generate Synthetic Data -************************** - -.. literalinclude:: ../../../examples/8_generate_synthetic_data.py - :language: python - -************************** -Conversation -************************** - -.. literalinclude:: ../../../examples/9_conversation.py - :language: python *************************** Disable AI service provider diff --git a/doc/source/user_guide/provider_attributes.rst b/doc/source/user_guide/provider_attributes.rst index b0b9411..6f9b204 100644 --- a/doc/source/user_guide/provider_attributes.rst +++ b/doc/source/user_guide/provider_attributes.rst @@ -25,9 +25,9 @@ .. autoclass:: select_ai.AWSAIProviderAttributes :members: -***************************** +****************************** ``CohereAIProviderAttributes`` -***************************** +****************************** .. autoclass:: select_ai.CohereAIProviderAttributes :members: @@ -38,16 +38,16 @@ :members: -***************************** +****************************** ``OCIGenAIProviderAttributes`` -***************************** +****************************** .. autoclass:: select_ai.OCIGenAIProviderAttributes :members: -***************************** +****************************** ``GoogleAIProviderAttributes`` -***************************** +****************************** .. autoclass:: select_ai.GoogleAIProviderAttributes :members: diff --git a/doc/source/user_guide/synthetic_data.rst b/doc/source/user_guide/synthetic_data.rst new file mode 100644 index 0000000..f48ad74 --- /dev/null +++ b/doc/source/user_guide/synthetic_data.rst @@ -0,0 +1,24 @@ +.. _synthetic_data: + +*********************** +``SyntheticDataParams`` +*********************** + +.. autoclass:: select_ai.SyntheticDataParams + :members: + +*************************** +``SyntheticDataAttributes`` +*************************** + +.. autoclass:: select_ai.SyntheticDataAttributes + :members: + +************************** +Generate synthetic data +************************** + +The below example shows multitable synthetic data generation + +.. literalinclude:: ../../../examples/8_generate_synthetic_data.py + :language: python diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst new file mode 100644 index 0000000..f617a1a --- /dev/null +++ b/doc/source/user_guide/vector_index.rst @@ -0,0 +1,22 @@ +.. _vector_index: + +******************** +``VectorIndex`` +******************** + +.. autoclass:: select_ai.VectorIndex + :members: + +************************* +``VectorIndexAttributes`` +************************* + +.. autoclass:: select_ai.VectorIndexAttributes + :members: + +************************** +Create Vector Index +************************** + +.. literalinclude:: ../../../examples/7_vector_index.py + :language: python diff --git a/examples/4_run_sql.py b/examples/4_run_sql.py index 2a65204..febae1e 100644 --- a/examples/4_run_sql.py +++ b/examples/4_run_sql.py @@ -21,6 +21,10 @@ def main(): description="MY OCI AI Profile", replace=True, ) + # profile.set_attributes(attributes=oci_provider_attributes) + profile.set_attribute( + attribute_name="model", attribute_value="meta.llama-3.1-70b-instruct" + ) prompts = [ "How many promotions are there in the sh database?", "How many products are there in the sh database ?", diff --git a/src/select_ai/_base.py b/src/select_ai/_base.py index 8a81b31..ee8a3a5 100644 --- a/src/select_ai/_base.py +++ b/src/select_ai/_base.py @@ -26,7 +26,7 @@ def __init__( :param str profile_name (optional): Name of the profile :param select_ai.provider.ProviderAttributes attributes (optional): - ProviderAttributes + Object specifying AI profile attributes :param str description (optional): Description of the profile diff --git a/src/select_ai/_enums.py b/src/select_ai/_enums.py new file mode 100644 index 0000000..2952197 --- /dev/null +++ b/src/select_ai/_enums.py @@ -0,0 +1,7 @@ +import enum + + +class StrEnum(str, enum.Enum): + + def __str__(self): + return self.value diff --git a/src/select_ai/action.py b/src/select_ai/action.py index 0cc0d0b..75a050d 100644 --- a/src/select_ai/action.py +++ b/src/select_ai/action.py @@ -1,4 +1,4 @@ -from enum import StrEnum +from select_ai._enums import StrEnum __all__ = ["Action"] diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 9999ec1..98ffd78 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -102,6 +102,49 @@ async def fetch_attributes(profile_name) -> ProviderAttributes: else: raise ProfileNotFoundError(profile_name=profile_name) + async def set_attribute( + self, + attribute_name: str, + attribute_value: Union[bool, str, int, float], + ): + """Updates AI profile attribute on the Python object and also + saves it in the database + + :param str attribute_name: Name of the AI profile attribute + :param Union[bool, str, int, float] attribute_value: Value of the + profile attribute + :return: None + + """ + setattr(self.attributes, attribute_name, attribute_value) + parameters = { + "profile_name": self.profile_name, + "attribute_name": attribute_name, + "attribute_value": attribute_value, + } + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.SET_ATTRIBUTE", keyword_parameters=parameters + ) + + async def set_attributes(self, attributes: ProviderAttributes): + """Updates AI profile attributes on the Python object and also + saves it in the database + + :param ProviderAttributes attributes: Object specifying AI profile + attributes + :return: None + """ + self.attributes = attributes + parameters = { + "profile_name": self.profile_name, + "attributes": self.attributes.json(), + } + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.SET_ATTRIBUTES", keyword_parameters=parameters + ) + async def create( self, replace: Optional[int] = False, description: Optional[str] = None ) -> None: @@ -371,26 +414,41 @@ async def disable_vector_index(index_name: str) -> None: @staticmethod async def update_vector_index( - index_name: str, attribute_name: str, attribute_value: Union[str, int] + index_name: str, + attribute_name: str, + attribute_value: Union[str, int], + attributes: VectorIndexAttributes = None, ) -> None: """ This procedure updates an existing vector store index with a specified - value of the vector index attribute. + value of the vector index attribute. You can specify a single attribute + or multiple attributes by passing an object of type + :class `VectorIndexAttributes` :param str index_name: Name of the vector index :param str attribute_name: Custom attribute name :param Union[str, int, float] attribute_value: Attribute Value + :param VectorIndexAttributes attributes: Specify multiple attributes + to update in a single API invocation :return: None :raises: oracledb.DatabaseError """ + if attribute_name and attribute_value and attributes: + raise ValueError( + "Only one of attribute (name and value) or " + "attributes can be specified" + ) + parameters = {"index_name": index_name} + if attributes: + parameters["attributes"] = attributes.json() + else: + parameters["attributes_name"] = attribute_name + parameters["attributes_value"] = attribute_value + async with async_cursor() as cr: await cr.callproc( "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", - keyword_parameters={ - "index_name": index_name, - "attribute_name": attribute_name, - "attribute_value": attribute_value, - }, + keyword_parameters=parameters, ) @staticmethod diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py index cec1e73..3e1b15b 100644 --- a/src/select_ai/conversation.py +++ b/src/select_ai/conversation.py @@ -1,16 +1,18 @@ import collections import json from dataclasses import dataclass -from typing import Optional +from typing import NamedTuple, Optional from select_ai._base import SelectAIDataClass __all__ = ["Conversation", "ConversationAttributes"] -Conversation = collections.namedtuple( - "Conversation", field_names=["conversation_id", "attributes"] -) +class Conversation(NamedTuple): + """A container class to store Conversation id and attributes""" + + conversation_id: str + attributes: "ConversationAttributes" @dataclass diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index baf650c..73f493a 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -89,13 +89,56 @@ def fetch_attributes(profile_name) -> ProviderAttributes: else: raise ProfileNotFoundError(profile_name=profile_name) + def set_attribute( + self, + attribute_name: str, + attribute_value: Union[bool, str, int, float], + ): + """Updates AI profile attribute on the Python object and also + saves it in the database + + :param str attribute_name: Name of the AI profile attribute + :param Union[bool, str, int, float] attribute_value: Value of the + profile attribute + :return: None + + """ + setattr(self.attributes, attribute_name, attribute_value) + parameters = { + "profile_name": self.profile_name, + "attribute_name": attribute_name, + "attribute_value": attribute_value, + } + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.SET_ATTRIBUTE", keyword_parameters=parameters + ) + + def set_attributes(self, attributes: ProviderAttributes): + """Updates AI profile attributes on the Python object and also + saves it in the database + + :param ProviderAttributes attributes: Object specifying AI profile + attributes + :return: None + """ + self.attributes = attributes + parameters = { + "profile_name": self.profile_name, + "attributes": self.attributes.json(), + } + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.SET_ATTRIBUTES", keyword_parameters=parameters + ) + def create( self, replace: Optional[int] = False, description: Optional[str] = None ) -> None: """Create an AI Profile in the Database :param bool replace: Set True to replace else False - :param description: The profile description + :param str description: The profile description :return: None :raises: oracledb.DatabaseError """ @@ -387,25 +430,39 @@ def update_vector_index( index_name: str, attribute_name: str, attribute_value: Union[str, int, float], + attributes: VectorIndexAttributes = None, ): """ This procedure updates an existing vector store index with a specified - value of the vector index attribute. + value of the vector index attribute. You can specify a single attribute + or multiple attributes by passing an object of type + :class `VectorIndexAttributes` :param str index_name: Name of the vector index :param str attribute_name: Custom attribute name :param Union[str, int, float] attribute_value: Attribute Value + :param VectorIndexAttributes attributes: Specify multiple attributes + to update in a single API invocation :return: None :raises: oracledb.DatabaseError """ + if attribute_name and attribute_value and attributes: + raise ValueError( + "Only one of attribute (name and value) or " + "attributes can be specified" + ) + + parameters = {"index_name": index_name} + if attributes: + parameters["attributes"] = attributes.json() + else: + parameters["attributes_name"] = attribute_name + parameters["attributes_value"] = attribute_value + with cursor() as cr: cr.callproc( "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", - keyword_parameters={ - "index_name": index_name, - "attribute_name": attribute_name, - "attribute_value": attribute_value, - }, + keyword_parameters=parameters, ) @staticmethod diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index 54d3476..041fa94 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -1,9 +1,9 @@ import json -from dataclasses import dataclass, field -from enum import StrEnum +from dataclasses import dataclass from typing import List, Mapping, Optional from select_ai._base import SelectAIDataClass +from select_ai._enums import StrEnum class Provider(StrEnum): diff --git a/src/select_ai/session.py b/src/select_ai/session.py index d903e02..4b76280 100644 --- a/src/select_ai/session.py +++ b/src/select_ai/session.py @@ -1,7 +1,7 @@ from typing import Mapping from .async_profile import AsyncProfile -from .profile import Action, Profile +from .profile import Profile class Session: diff --git a/src/select_ai/synthetic_data.py b/src/select_ai/synthetic_data.py index 9a750a2..8bb47ef 100644 --- a/src/select_ai/synthetic_data.py +++ b/src/select_ai/synthetic_data.py @@ -1,5 +1,5 @@ import json -from dataclasses import dataclass, fields +from dataclasses import dataclass from typing import List, Mapping, Optional from select_ai._base import SelectAIDataClass diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index 767fd07..7ef3493 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -1,14 +1,19 @@ -import collections import json -from dataclasses import dataclass, fields -from enum import StrEnum -from typing import Optional +from dataclasses import dataclass +from typing import NamedTuple, Optional from select_ai._base import SelectAIDataClass +from select_ai._enums import StrEnum -VectorIndex = collections.namedtuple( - "VectorIndex", field_names=["index_name", "description", "attributes"] -) + +class VectorIndex(NamedTuple): + """ + A Container for VectorIndex + """ + + index_name: str + description: str + attributes: "VectorIndexAttributes" class VectorDBProvider(StrEnum): diff --git a/src/select_ai/version.py b/src/select_ai/version.py index 40052e6..a7be658 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -1 +1 @@ -__version__ = "1.0.0.dev1" +__version__ = "1.0.0.dev2" From 40b4ea01145174eb7a990c8e8b25da2def9d5b1c Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Mon, 9 Jun 2025 10:59:15 -0700 Subject: [PATCH 05/21] refactoring of APIs --- examples/3_show_sql.py | 13 ++- examples/4_run_sql.py | 15 +-- examples/5_chat.py | 10 +- examples/7_vector_index.py | 4 +- examples/8_generate_synthetic_data.py | 11 +- examples/9_conversation.py | 8 +- examples/async_examples/1_sql.py | 12 ++- examples/async_examples/2_chat.py | 9 +- examples/async_examples/3_pipeline.py | 3 +- examples/async_examples/4_conversation.py | 3 +- src/select_ai/__init__.py | 18 ++-- src/select_ai/_abc.py | 55 ++++++++++ src/select_ai/_base.py | 63 ----------- src/select_ai/async_profile.py | 111 +++++++++---------- src/select_ai/base_profile.py | 126 ++++++++++++++++++++++ src/select_ai/conversation.py | 15 +-- src/select_ai/profile.py | 95 ++++++++-------- src/select_ai/provider.py | 116 +++++++++----------- src/select_ai/synthetic_data.py | 22 +--- src/select_ai/vector_index.py | 16 ++- src/select_ai/version.py | 2 +- 21 files changed, 388 insertions(+), 339 deletions(-) create mode 100644 src/select_ai/_abc.py delete mode 100644 src/select_ai/_base.py create mode 100644 src/select_ai/base_profile.py diff --git a/examples/3_show_sql.py b/examples/3_show_sql.py index c92f61f..0cce433 100644 --- a/examples/3_show_sql.py +++ b/examples/3_show_sql.py @@ -9,15 +9,20 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - region="us-chicago-1", + + provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", oci_apiformat="GENERIC" + ) + + profile_attributes = select_ai.ProfileAttributes( credential_name="my_oci_ai_profile_key", - oci_apiformat="GENERIC", object_list=[{"owner": "SH"}], + provider=provider, ) + profile = select_ai.Profile( profile_name="oci_ai_profile", - attributes=oci_provider_attributes, + attributes=profile_attributes, description="MY OCI AI Profile", replace=True, ) diff --git a/examples/4_run_sql.py b/examples/4_run_sql.py index febae1e..bdf7bed 100644 --- a/examples/4_run_sql.py +++ b/examples/4_run_sql.py @@ -9,22 +9,11 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - region="us-chicago-1", - credential_name="my_oci_ai_profile_key", - oci_apiformat="GENERIC", - object_list=[{"owner": "SH"}], - ) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - attributes=oci_provider_attributes, - description="MY OCI AI Profile", - replace=True, - ) - # profile.set_attributes(attributes=oci_provider_attributes) + profile = select_ai.Profile(profile_name="oci_ai_profile") profile.set_attribute( attribute_name="model", attribute_value="meta.llama-3.1-70b-instruct" ) + print(profile) prompts = [ "How many promotions are there in the sh database?", "How many products are there in the sh database ?", diff --git a/examples/5_chat.py b/examples/5_chat.py index 0b3301c..08a9035 100644 --- a/examples/5_chat.py +++ b/examples/5_chat.py @@ -9,15 +9,7 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - model="meta.llama-3.1-70b-instruct" - ) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - attributes=oci_provider_attributes, - description="MY OCI AI Profile", - fetch_and_merge_attributes=True, - ) + profile = select_ai.Profile(profile_name="oci_ai_profile") print(profile) print(profile.chat(prompt="What is OCI ?")) diff --git a/examples/7_vector_index.py b/examples/7_vector_index.py index 6764f87..200cd27 100644 --- a/examples/7_vector_index.py +++ b/examples/7_vector_index.py @@ -9,9 +9,7 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile( - profile_name="oci_ai_profile", fetch_and_merge_attributes=True - ) + profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) print("fetched profile: ", profile) vector_index_attributes = select_ai.VectorIndexAttributes( location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", diff --git a/examples/8_generate_synthetic_data.py b/examples/8_generate_synthetic_data.py index d626132..253759c 100644 --- a/examples/8_generate_synthetic_data.py +++ b/examples/8_generate_synthetic_data.py @@ -7,17 +7,10 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") +# This example show how to generate multi-table synthetic data def main(): select_ai.connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - model="meta.llama-3.1-70b-instruct" - ) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - attributes=oci_provider_attributes, - description="MY OCI AI Profile", - fetch_and_merge_attributes=True, - ) + profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) synthetic_data_params = select_ai.SyntheticDataParams( sample_rows=100, table_statistics=True, priority="HIGH" ) diff --git a/examples/9_conversation.py b/examples/9_conversation.py index cf29d20..f4a37f0 100644 --- a/examples/9_conversation.py +++ b/examples/9_conversation.py @@ -6,13 +6,13 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") +# This example shows how to have a context-aware +# conversation + def main(): select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - fetch_and_merge_attributes=True, - ) + profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) conversation_attributes = select_ai.ConversationAttributes( title="History of Science", description="LLM's understanding of history of science", diff --git a/examples/async_examples/1_sql.py b/examples/async_examples/1_sql.py index c3cd0b2..ad3517f 100644 --- a/examples/async_examples/1_sql.py +++ b/examples/async_examples/1_sql.py @@ -8,19 +8,23 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") +# This example shows how to asynchronously generate SQLs nad run SQLs async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - region="us-chicago-1", + provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", oci_apiformat="GENERIC" + ) + + profile_attributes = select_ai.ProfileAttributes( credential_name="my_oci_ai_profile_key", - oci_apiformat="GENERIC", object_list=[{"owner": "SH"}], + provider=provider, ) async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile", - attributes=oci_provider_attributes, + attributes=profile_attributes, description="MY OCI AI Profile", replace=True, ) diff --git a/examples/async_examples/2_chat.py b/examples/async_examples/2_chat.py index ba69042..bf92c37 100644 --- a/examples/async_examples/2_chat.py +++ b/examples/async_examples/2_chat.py @@ -10,16 +10,9 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - oci_provider_attributes = select_ai.OCIGenAIProviderAttributes( - model="meta.llama-3.1-70b-instruct" - ) async_profile = await select_ai.AsyncProfile( - profile_name="async_oci_ai_profile", - attributes=oci_provider_attributes, - description="MY OCI AI Profile", - fetch_and_merge_attributes=True, + profile_name="async_oci_ai_profile" ) - # Asynchronously send multiple prompts chat_tasks = [ async_profile.chat(prompt="What is OCI ?"), diff --git a/examples/async_examples/3_pipeline.py b/examples/async_examples/3_pipeline.py index 2ec8bc6..a10f1f0 100644 --- a/examples/async_examples/3_pipeline.py +++ b/examples/async_examples/3_pipeline.py @@ -11,8 +11,7 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) async_profile = await select_ai.AsyncProfile( - profile_name="async_oci_ai_profile", - fetch_and_merge_attributes=True, + profile_name="async_oci_ai_profile" ) prompt_specifications = [ ("What is Oracle Autonomous Database?", select_ai.Action.CHAT), diff --git a/examples/async_examples/4_conversation.py b/examples/async_examples/4_conversation.py index 6fa7861..5a64b28 100644 --- a/examples/async_examples/4_conversation.py +++ b/examples/async_examples/4_conversation.py @@ -11,8 +11,7 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) async_profile = await select_ai.AsyncProfile( - profile_name="async_oci_ai_profile", - fetch_and_merge_attributes=True, + profile_name="async_oci_ai_profile" ) conversation_attributes = select_ai.ConversationAttributes( title="History of Science", diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index c12547a..8a6a0fc 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -5,6 +5,7 @@ enable_provider, ) from .async_profile import AsyncProfile +from .base_profile import ProfileAttributes from .conversation import Conversation, ConversationAttributes from .db import ( async_connect, @@ -16,16 +17,15 @@ ) from .profile import Profile from .provider import ( - AnthropicAIProviderAttributes, - AWSAIProviderAttributes, - AzureAIProviderAttributes, - CohereAIProviderAttributes, - GoogleAIProviderAttributes, - HuggingFaceAIProviderAttributes, - OCIGenAIProviderAttributes, - OpenAIProviderAttributes, + AnthropicAIProvider, + AWSAIProvider, + AzureAIProvider, + CohereAIProvider, + GoogleAIProvider, + HuggingFaceAIProvider, + OCIGenAIProvider, + OpenAIProvider, Provider, - ProviderAttributes, ) from .session import AsyncSession, Session from .synthetic_data import ( diff --git a/src/select_ai/_abc.py b/src/select_ai/_abc.py new file mode 100644 index 0000000..70a5858 --- /dev/null +++ b/src/select_ai/_abc.py @@ -0,0 +1,55 @@ +import json +import typing +from abc import ABC +from dataclasses import dataclass, fields +from typing import List, Mapping + +__all__ = ["SelectAIDataClass"] + + +@dataclass +class SelectAIDataClass(ABC): + """SelectAIDataClass is an abstract container for all data + models defined in the select_ai Python module + """ + + def __getitem__(self, item): + return getattr(self, item) + + def __setitem__(self, key, value): + setattr(self, key, value) + + @classmethod + def keys(cls): + return set([field.name for field in fields(cls)]) + + def dict(self, exclude_null=True): + attributes = {} + for k, v in self.__dict__.items(): + if v is not None or not exclude_null: + attributes[k] = v + return attributes + + def json(self, exclude_null=True): + return json.dumps(self.dict(exclude_null=exclude_null)) + + def __post_init__(self): + for field in fields(self): + value = getattr(self, field.name) + if value is not None: + if field.type is typing.Optional[int]: + setattr(self, field.name, int(value)) + elif field.type is typing.Optional[str]: + setattr(self, field.name, str(value)) + elif field.type is typing.Optional[bool]: + setattr(self, field.name, bool(value)) + elif field.type is typing.Optional[float]: + setattr(self, field.name, float(value)) + elif field.type is typing.Optional[Mapping] and isinstance( + value, (str, bytes, bytearray) + ): + setattr(self, field.name, json.loads(value)) + elif field.type is typing.Optional[ + List[typing.Mapping] + ] and isinstance(value, (str, bytes, bytearray)): + setattr(self, field.name, json.loads(value)) diff --git a/src/select_ai/_base.py b/src/select_ai/_base.py deleted file mode 100644 index ee8a3a5..0000000 --- a/src/select_ai/_base.py +++ /dev/null @@ -1,63 +0,0 @@ -from abc import ABC -from dataclasses import dataclass, fields -from typing import Optional - -__all__ = ["BaseProfile", "SelectAIDataClass"] - - -class BaseProfile(ABC): - """ - BaseProfile is an abstract base class representing a Profile - for Select AI's interactions with AI service providers (LLMs). - Use either select_ai.Profile or select_ai.AsyncProfile to - instantiate an AI profile object. - """ - - def __init__( - self, - profile_name: Optional[str] = None, - attributes: Optional["select_ai.provider.ProviderAttributes"] = None, - description: Optional[str] = None, - fetch_and_merge_attributes: Optional[bool] = False, - replace: Optional[bool] = True, - ): - """Initialize a base profile - - :param str profile_name (optional): Name of the profile - - :param select_ai.provider.ProviderAttributes attributes (optional): - Object specifying AI profile attributes - - :param str description (optional): Description of the profile - - :param bool fetch_and_merge_attributes: Fetches the profile - from database, merges the attributes and saves it back - in the database. Default value is False - - :param bool replace: Replaces the profile and attributes - in the database. Default value is True - """ - self.profile_name = profile_name - self.attributes = attributes - self.description = description - self.fetch_and_merge_attributes = fetch_and_merge_attributes - self.replace = replace - - def __repr__(self): - return ( - f"Profile(profile_name={self.profile_name}, " - f"attributes={self.attributes})" - ) - - -@dataclass -class SelectAIDataClass(ABC): - - def __getitem__(self, item): - return getattr(self, item) - - def __setitem__(self, key, value): - setattr(self, key, value) - - def keys(self): - return [field.name for field in fields(self)] diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 98ffd78..bf0e4d6 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -5,12 +5,12 @@ import oracledb import pandas -from select_ai._base import BaseProfile from select_ai.action import Action +from select_ai.base_profile import BaseProfile, ProfileAttributes from select_ai.conversation import ConversationAttributes from select_ai.db import async_cursor, async_get_connection, cursor from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError -from select_ai.provider import ProviderAttributes +from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE_ATTRIBUTES, GET_USER_VECTOR_INDEX_ATTRIBUTES, @@ -42,34 +42,33 @@ async def _init_profile(self): :raises: oracledb.DatabaseError """ if self.profile_name is not None: - if self.fetch_and_merge_attributes: - try: - saved_attributes = await self.fetch_attributes( - profile_name=self.profile_name - ) - except ProfileNotFoundError: - self.replace = False - if self.attributes is None: - raise ValueError("Missing attributes") - else: + profile_exists = False + try: + saved_attributes = await self.fetch_attributes( + profile_name=self.profile_name + ) + profile_exists = True + except ProfileNotFoundError: + if self.attributes is None: + raise ValueError("Missing Profile attributes") + else: + if self.attributes is None: + self.attributes = saved_attributes + if self.merge: self.replace = True if self.attributes is not None: - # Replace attributes passed during __init__() self.attributes = dataclass_replace( saved_attributes, - **self.attributes.dict(filter_null=True), + **self.attributes.dict(exclude_null=True), ) - else: - self.attributes = saved_attributes - - await self.create( - replace=self.replace, description=self.description - ) - + if self.replace or not profile_exists: + await self.create( + replace=self.replace, description=self.description + ) return self @staticmethod - async def fetch_attributes(profile_name) -> ProviderAttributes: + async def fetch_attributes(profile_name) -> ProfileAttributes: """Asynchronously fetch AI profile attributes from the Database :param str profile_name: Name of the profile @@ -77,7 +76,6 @@ async def fetch_attributes(profile_name) -> ProviderAttributes: :raises: ProfileNotFoundError """ - json_attributes = ["object_list"] async with async_cursor() as cr: await cr.execute( GET_USER_AI_PROFILE_ATTRIBUTES, @@ -85,38 +83,15 @@ async def fetch_attributes(profile_name) -> ProviderAttributes: ) attributes = await cr.fetchall() if attributes: - post_processed_attributes = {} - for k, v in attributes: - if ( - isinstance(v, oracledb.AsyncLOB) - and k in json_attributes - ): - data = await v.read() - post_processed_attributes[k] = json.loads(data) - elif isinstance(v, oracledb.AsyncLOB): - data = await v.read() - post_processed_attributes[k] = data - else: - post_processed_attributes[k] = v - return ProviderAttributes.create(**post_processed_attributes) + return await ProfileAttributes.async_create(**dict(attributes)) else: raise ProfileNotFoundError(profile_name=profile_name) - async def set_attribute( + async def _set_attribute( self, attribute_name: str, attribute_value: Union[bool, str, int, float], ): - """Updates AI profile attribute on the Python object and also - saves it in the database - - :param str attribute_name: Name of the AI profile attribute - :param Union[bool, str, int, float] attribute_value: Value of the - profile attribute - :return: None - - """ - setattr(self.attributes, attribute_name, attribute_value) parameters = { "profile_name": self.profile_name, "attribute_name": attribute_name, @@ -127,11 +102,32 @@ async def set_attribute( "DBMS_CLOUD_AI.SET_ATTRIBUTE", keyword_parameters=parameters ) - async def set_attributes(self, attributes: ProviderAttributes): + async def set_attribute( + self, + attribute_name: str, + attribute_value: Union[bool, str, int, float, Provider], + ): + """Updates AI profile attribute on the Python object and also + saves it in the database + + :param str attribute_name: Name of the AI profile attribute + :param Union[bool, str, int, float] attribute_value: Value of the + profile attribute + :return: None + + """ + self.attributes.set_attribute(attribute_name, attribute_value) + if isinstance(attribute_value, Provider): + for k, v in attribute_value.dict().items(): + await self._set_attribute(k, v) + else: + await self._set_attribute(attribute_name, attribute_value) + + async def set_attributes(self, attributes: ProfileAttributes): """Updates AI profile attributes on the Python object and also saves it in the database - :param ProviderAttributes attributes: Object specifying AI profile + :param ProfileAttributes attributes: Object specifying AI profile attributes :return: None """ @@ -212,16 +208,16 @@ async def from_db(cls, profile_name: str) -> "AsyncProfile": ) attributes = await cr.fetchall() if attributes: - attributes = ProviderAttributes.create(**dict(attributes)) - return cls( - profile_name=profile_name, attributes=attributes.json() + attributes = await ProfileAttributes.async_create( + **dict(attributes) ) + return cls(profile_name=profile_name, attributes=attributes) else: raise ProfileNotFoundError(profile_name=profile_name) async def generate( self, prompt, action=Action.SHOWSQL, params: Mapping = None - ) -> Union[pandas.DataFrame, str]: + ) -> Union[pandas.DataFrame, str, None]: """Asynchronously perform AI translation using this profile :param str prompt: Natural language prompt to translate @@ -247,6 +243,7 @@ async def generate( ) if data is not None: return await data.read() + return None async def chat(self, prompt, params: Mapping = None) -> str: """Asynchronously chat with the LLM @@ -494,8 +491,7 @@ async def list_vector_indexes( profile_name=self.profile_name, index_name_pattern=index_name_pattern, ) - rows = await cr.fetchall() - for row in rows: + async for row in cr.fetchall(): index_name = row[0] description = await row[1].read() # AsyncLOB attributes = await AsyncProfile.fetch_vector_index_attributes( @@ -582,8 +578,7 @@ async def run_pipeline( responses = [] for result in pipeline_results: if not result.error: - response = result.rows[0][0] - responses.append(await response.read()) + responses.append(await result.return_value.read()) else: responses.append(result.error) return responses diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py new file mode 100644 index 0000000..ad9add5 --- /dev/null +++ b/src/select_ai/base_profile.py @@ -0,0 +1,126 @@ +import json +from abc import ABC +from dataclasses import dataclass +from typing import List, Mapping, Optional + +import oracledb + +from select_ai._abc import SelectAIDataClass +from select_ai.provider import Provider + + +@dataclass +class ProfileAttributes(SelectAIDataClass): + """ """ + + comments: Optional[bool] = None + conversation: Optional[str] = None + credential_name: Optional[str] = None + max_tokens: Optional[int] = 1024 + object_list: Optional[List[Mapping]] = None + stop_tokens: Optional[str] = None + temperature: Optional[float] = None + vector_index_name: Optional[str] = None + annotations: Optional[str] = None + constraints: Optional[str] = None + case_sensitive_values: Optional[bool] = None + object_list_mode: Optional[bool] = None + enforce_object_list: Optional[bool] = None + enable_sources: Optional[bool] = None + enable_source_offsets: Optional[bool] = None + seed: Optional[str] = None + streaming: Optional[str] = None + provider: Optional[Provider] = None + + def json(self, exclude_null=True): + attributes = {} + for k, v in self.dict(exclude_null=exclude_null).items(): + if isinstance(v, Provider): + for provider_k, provider_v in v.dict( + exclude_null=exclude_null + ).items(): + attributes[provider_k] = provider_v + else: + attributes[k] = v + return json.dumps(attributes) + + @classmethod + def create(cls, **kwargs): + provider_attributes = {} + profile_attributes = {} + for k, v in kwargs.items(): + if isinstance(v, oracledb.LOB): + v = v.read() + if k in Provider.keys(): + provider_attributes[k] = v + else: + profile_attributes[k] = v + provider = Provider.create(**provider_attributes) + profile_attributes["provider"] = provider + return ProfileAttributes(**profile_attributes) + + @classmethod + async def async_create(cls, **kwargs): + provider_attributes = {} + profile_attributes = {} + for k, v in kwargs.items(): + if isinstance(v, oracledb.AsyncLOB): + v = await v.read() + if k in Provider.keys(): + provider_attributes[k] = v + else: + profile_attributes[k] = v + provider = Provider.create(**provider_attributes) + profile_attributes["provider"] = provider + return ProfileAttributes(**profile_attributes) + + def set_attribute(self, key, value): + if key in Provider.keys() and not isinstance(value, Provider): + setattr(self.provider, key, value) + else: + setattr(self, key, value) + + +class BaseProfile(ABC): + """ + BaseProfile is an abstract base class representing a Profile + for Select AI's interactions with AI service providers (LLMs). + Use either select_ai.Profile or select_ai.AsyncProfile to + instantiate an AI profile object. + """ + + def __init__( + self, + profile_name: Optional[str] = None, + attributes: Optional[ProfileAttributes] = None, + description: Optional[str] = None, + merge: Optional[bool] = False, + replace: Optional[bool] = False, + ): + """Initialize a base profile + + :param str profile_name (optional): Name of the profile + + :param select_ai.provider.ProviderAttributes attributes (optional): + Object specifying AI profile attributes + + :param str description (optional): Description of the profile + + :param bool merge: Fetches the profile + from database, merges the attributes and saves it back + in the database. Default value is False + + :param bool replace: Replaces the profile and attributes + in the database. Default value is False + """ + self.profile_name = profile_name + self.attributes = attributes + self.description = description + self.merge = merge + self.replace = replace + + def __repr__(self): + return ( + f"Profile(profile_name={self.profile_name}, " + f"attributes={self.attributes})" + ) diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py index 3e1b15b..51574f1 100644 --- a/src/select_ai/conversation.py +++ b/src/select_ai/conversation.py @@ -1,14 +1,14 @@ -import collections import json from dataclasses import dataclass -from typing import NamedTuple, Optional +from typing import Optional -from select_ai._base import SelectAIDataClass +from select_ai._abc import SelectAIDataClass __all__ = ["Conversation", "ConversationAttributes"] -class Conversation(NamedTuple): +@dataclass +class Conversation(SelectAIDataClass): """A container class to store Conversation id and attributes""" conversation_id: str @@ -23,10 +23,3 @@ class ConversationAttributes(SelectAIDataClass): description: Optional[str] = None retention_days: Optional[int] = 7 # conversation_length: Optional[int] = 10 - - def json(self): - attributes = {} - for k, v in self.__dict__.items(): - if v: - attributes[k] = v - return json.dumps(attributes) diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index 73f493a..ebb0ee4 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -5,12 +5,12 @@ import oracledb import pandas -from select_ai._base import BaseProfile from select_ai.action import Action +from select_ai.base_profile import BaseProfile, ProfileAttributes from select_ai.conversation import ConversationAttributes from select_ai.db import cursor from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError -from select_ai.provider import ProviderAttributes +from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE_ATTRIBUTES, GET_USER_VECTOR_INDEX_ATTRIBUTES, @@ -39,37 +39,36 @@ def _init_profile(self) -> None: :raises: oracledb.DatabaseError """ if self.profile_name is not None: - if self.fetch_and_merge_attributes: - try: - saved_attributes = self.fetch_attributes( - profile_name=self.profile_name - ) - except ProfileNotFoundError: - self.replace = False - if self.attributes is None: - raise ValueError("Missing attributes") - else: + profile_exists = False + try: + saved_attributes = self.fetch_attributes( + profile_name=self.profile_name + ) + profile_exists = True + except ProfileNotFoundError: + if self.attributes is None: + raise ValueError("Missing Profile attributes") + else: + if self.attributes is None: + self.attributes = saved_attributes + if self.merge: self.replace = True if self.attributes is not None: - # Replace attributes passed during __init__() self.attributes = dataclass_replace( saved_attributes, - **self.attributes.dict(filter_null=True), + **self.attributes.dict(exclude_null=True), ) - else: - self.attributes = saved_attributes - - self.create(replace=self.replace, description=self.description) + if self.replace or not profile_exists: + self.create(replace=self.replace, description=self.description) @staticmethod - def fetch_attributes(profile_name) -> ProviderAttributes: + def fetch_attributes(profile_name) -> ProfileAttributes: """Fetch AI profile attributes from the Database :param str profile_name: Name of the profile - :return: select_ai.provider.ProviderAttributes + :return: select_ai.ProfileAttributes :raises: ProfileNotFoundError """ - json_attributes = ["object_list"] with cursor() as cr: cr.execute( GET_USER_AI_PROFILE_ATTRIBUTES, @@ -77,33 +76,15 @@ def fetch_attributes(profile_name) -> ProviderAttributes: ) attributes = cr.fetchall() if attributes: - post_processed_attributes = {} - for k, v in attributes: - if isinstance(v, oracledb.LOB) and k in json_attributes: - post_processed_attributes[k] = json.loads(v.read()) - elif isinstance(v, oracledb.LOB): - post_processed_attributes[k] = v.read() - else: - post_processed_attributes[k] = v - return ProviderAttributes.create(**post_processed_attributes) + return ProfileAttributes.create(**dict(attributes)) else: raise ProfileNotFoundError(profile_name=profile_name) - def set_attribute( + def _set_attribute( self, attribute_name: str, attribute_value: Union[bool, str, int, float], ): - """Updates AI profile attribute on the Python object and also - saves it in the database - - :param str attribute_name: Name of the AI profile attribute - :param Union[bool, str, int, float] attribute_value: Value of the - profile attribute - :return: None - - """ - setattr(self.attributes, attribute_name, attribute_value) parameters = { "profile_name": self.profile_name, "attribute_name": attribute_name, @@ -114,7 +95,28 @@ def set_attribute( "DBMS_CLOUD_AI.SET_ATTRIBUTE", keyword_parameters=parameters ) - def set_attributes(self, attributes: ProviderAttributes): + def set_attribute( + self, + attribute_name: str, + attribute_value: Union[bool, str, int, float, Provider], + ): + """Updates AI profile attribute on the Python object and also + saves it in the database + + :param str attribute_name: Name of the AI profile attribute + :param Union[bool, str, int, float, Provider] attribute_value: Value of + the profile attribute + :return: None + + """ + self.attributes.set_attribute(attribute_name, attribute_value) + if isinstance(attribute_value, Provider): + for k, v in attribute_value.dict().items(): + self._set_attribute(k, v) + else: + self._set_attribute(attribute_name, attribute_value) + + def set_attributes(self, attributes: ProfileAttributes): """Updates AI profile attributes on the Python object and also saves it in the database @@ -198,7 +200,7 @@ def from_db(cls, profile_name: str) -> "Profile": ) attributes = cr.fetchall() if attributes: - attributes = ProviderAttributes.create(**dict(attributes)) + attributes = ProfileAttributes.create(**dict(attributes)) return cls(profile_name=profile_name, attributes=attributes) else: raise ProfileNotFoundError(profile_name=profile_name) @@ -233,7 +235,7 @@ def generate( prompt: str, action: Optional[Action] = Action.RUNSQL, params: Mapping = None, - ) -> Union[pandas.DataFrame, str]: + ) -> Union[pandas.DataFrame, str, None]: """Perform AI translation using this profile :param str prompt: Natural language prompt to translate @@ -256,8 +258,9 @@ def generate( oracledb.DB_TYPE_CLOB, keyword_parameters=parameters, ) - if data is not None: - return data.read() + if data is not None: + return data.read() + return None def chat(self, prompt: str, params: Mapping = None) -> str: """Chat with the LLM diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index 041fa94..80de9cd 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -1,106 +1,92 @@ -import json -from dataclasses import dataclass -from typing import List, Mapping, Optional +from dataclasses import dataclass, fields +from typing import Optional -from select_ai._base import SelectAIDataClass -from select_ai._enums import StrEnum +from select_ai._abc import SelectAIDataClass - -class Provider(StrEnum): - OPENAI = "openai" - COHERE = "cohere" - AZURE = "azure" - OCI = "oci" - GOOGLE = "google" - ANTHROPIC = "anthropic" - HUGGINGFACE = "huggingface" - AWS = "aws" +OPENAI = "openai" +COHERE = "cohere" +AZURE = "azure" +OCI = "oci" +GOOGLE = "google" +ANTHROPIC = "anthropic" +HUGGINGFACE = "huggingface" +AWS = "aws" @dataclass -class ProviderAttributes(SelectAIDataClass): +class Provider(SelectAIDataClass): """ - Base class for AI Provider attributes + Base class for AI Provider - :param Provider provider: AI service provider + :param (str) provider: Name of the AI service provider - :param str comments: """ - provider: Optional[Provider] = None - comments: Optional[bool] = None - conversation: Optional[str] = None - credential_name: Optional[str] = None + provider: Optional[str] = None embedding_model: Optional[str] = None - max_tokens: Optional[int] = 1024 model: Optional[str] = None - object_list: Optional[List[Mapping]] = None region: Optional[str] = None - stop_tokens: Optional[str] = None - temperature: Optional[float] = None - vector_index_name: Optional[str] = None provider_endpoint: Optional[str] = None - annotations: Optional[str] = None - constraints: Optional[str] = None - case_sensitive_values: Optional[bool] = None - object_list_mode: Optional[bool] = None - enforce_object_list: Optional[bool] = None - enable_sources: Optional[bool] = None - enable_source_offsets: Optional[bool] = None - seed: Optional[str] = None - streaming: Optional[str] = None - - def dict(self, filter_null=False): - attributes = {} - for k, v in self.__dict__.items(): - if (not v and not filter_null) or v: - attributes[k] = v - return attributes - - def json(self, filter_null=True): - attributes = self.dict(filter_null=filter_null) - return json.dumps(attributes) @classmethod - def create(cls, *, provider: Optional[Provider] = None, **kwargs): + def create(cls, *, provider: Optional[str] = None, **kwargs): for subclass in cls.__subclasses__(): if subclass.provider == provider: return subclass(**kwargs) return cls(**kwargs) + @classmethod + def keys(cls): + return { + "provider", + "embedding_model", + "model", + "region", + "provider_endpoint", + "azure_deployment_name", + "azure_embedding_deployment_name", + "azure_resource_name", + "oci_apiformat", + "oci_compartment_id", + "oci_endpoint_id", + "oci_runtimetype", + "aws_apiformat", + } + @dataclass -class AzureAIProviderAttributes(ProviderAttributes): +class AzureAIProvider(Provider): """ Azure specific attributes """ - provider: Provider = Provider.AZURE + provider: str = AZURE azure_deployment_name: Optional[str] = None azure_embedding_deployment_name: Optional[str] = None azure_resource_name: Optional[str] = None def __post_init__(self): + super().__post_init__() self.provider_endpoint = f"{self.azure_resource_name}.openai.azure.com" @dataclass -class OpenAIProviderAttributes(ProviderAttributes): +class OpenAIProvider(Provider): """ OpenAI specific attributes """ - provider: Provider = Provider.OPENAI + provider: str = OPENAI provider_endpoint: Optional[str] = "api.openai.com" @dataclass -class OCIGenAIProviderAttributes(ProviderAttributes): +class OCIGenAIProvider(Provider): """ OCI Gen AI specific attributes """ - provider: Provider = Provider.OCI + provider: str = OCI oci_apiformat: Optional[str] = None oci_compartment_id: Optional[str] = None oci_endpoint_id: Optional[str] = None @@ -108,51 +94,51 @@ class OCIGenAIProviderAttributes(ProviderAttributes): @dataclass -class CohereAIProviderAttributes(ProviderAttributes): +class CohereAIProvider(Provider): """ Cohere AI specific attributes """ - provider: Provider = Provider.COHERE + provider: str = COHERE provider_endpoint = "api.cohere.ai" @dataclass -class GoogleAIProviderAttributes(ProviderAttributes): +class GoogleAIProvider(Provider): """ Google AI specific attributes """ - provider: Provider = Provider.GOOGLE + provider: str = GOOGLE provider_endpoint = "generativelanguage.googleapis.com" @dataclass -class HuggingFaceAIProviderAttributes(ProviderAttributes): +class HuggingFaceAIProvider(Provider): """ HuggingFace specific attributes """ - provider: Provider = Provider.HUGGINGFACE + provider: str = HUGGINGFACE provider_endpoint = "api-inference.huggingface.co" @dataclass -class AWSAIProviderAttributes(ProviderAttributes): +class AWSAIProvider(Provider): """ AWS specific attributes """ - provider: Provider = Provider.AWS + provider: str = AWS provider_endpoint = "api-inference.huggingface.co" aws_apiformat: Optional[str] = None @dataclass -class AnthropicAIProviderAttributes(ProviderAttributes): +class AnthropicAIProvider(Provider): """ Anthropic specific attributes """ - provider: Provider = Provider.ANTHROPIC + provider: str = ANTHROPIC provider_endpoint = "api.anthropic.com" diff --git a/src/select_ai/synthetic_data.py b/src/select_ai/synthetic_data.py index 8bb47ef..2e7b5bd 100644 --- a/src/select_ai/synthetic_data.py +++ b/src/select_ai/synthetic_data.py @@ -2,7 +2,7 @@ from dataclasses import dataclass from typing import List, Mapping, Optional -from select_ai._base import SelectAIDataClass +from select_ai._abc import SelectAIDataClass @dataclass @@ -13,16 +13,6 @@ class SyntheticDataParams(SelectAIDataClass): priority: Optional[str] = "HIGH" comments: Optional[bool] = False - def dict(self): - attributes = {} - for k, v in self.__dict__.items(): - if v: - attributes[k] = v - return attributes - - def json(self): - return json.dumps(self.dict()) - @dataclass class SyntheticDataAttributes(SelectAIDataClass): @@ -34,22 +24,18 @@ class SyntheticDataAttributes(SelectAIDataClass): params: Optional[SyntheticDataParams] = None object_list: Optional[List[Mapping]] = None - def dict(self): + def dict(self, exclude_null=True): attributes = {} for k, v in self.__dict__.items(): - if v: + if v is not None or not exclude_null: if isinstance(v, SyntheticDataParams): - attributes[k] = v.json() + attributes[k] = v.json(exclude_null=exclude_null) elif isinstance(v, List): attributes[k] = json.dumps(v) else: attributes[k] = v - return attributes - def json(self): - return json.dumps(self.dict()) - def prepare(self): if self.object_name and self.object_list: raise ValueError("Both object_name and object_list cannot be set") diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index 7ef3493..b570005 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -1,12 +1,13 @@ import json from dataclasses import dataclass -from typing import NamedTuple, Optional +from typing import Optional -from select_ai._base import SelectAIDataClass +from select_ai._abc import SelectAIDataClass from select_ai._enums import StrEnum -class VectorIndex(NamedTuple): +@dataclass +class VectorIndex(SelectAIDataClass): """ A Container for VectorIndex """ @@ -53,12 +54,7 @@ class VectorIndexAttributes(SelectAIDataClass): vector_table_name: Optional[str] = None pipeline_name: Optional[str] = None - def json(self): - attributes = {} - for k, v in self.__dict__.items(): - if v: - attributes[k] = v - # ORA-20048: pipeline_name cannot be set or modified - # for the vector index + def json(self, exclude_null=True): + attributes = self.dict(exclude_null=exclude_null) attributes.pop("pipeline_name", None) return json.dumps(attributes) diff --git a/src/select_ai/version.py b/src/select_ai/version.py index a7be658..f2bdfbe 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -1 +1 @@ -__version__ = "1.0.0.dev2" +__version__ = "1.0.0.dev3" From c7d993221fd812cb2240091cb84c2df0d1771245 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 10 Jun 2025 17:41:57 -0700 Subject: [PATCH 06/21] Added detailed documentation and examples --- .pre-commit-config.yaml | 1 + doc/source/image/classes.png | Bin 0 -> 603805 bytes doc/source/index.rst | 17 +++- doc/source/user_guide/actions.rst | 9 +- doc/source/user_guide/async_profile.rst | 12 +++ doc/source/user_guide/class_object_model.rst | 9 ++ doc/source/user_guide/profile.rst | 18 +++- doc/source/user_guide/profile_attributes.rst | 12 +++ doc/source/user_guide/provider.rst | 63 ++++++++++++- doc/source/user_guide/provider_attributes.rst | 58 ------------ doc/source/user_guide/vector_index.rst | 16 ++++ examples/async_examples/5_list_profiles.py | 25 +++++ examples/async_examples/6_vector_index.py | 37 ++++++++ src/select_ai/__init__.py | 2 +- src/select_ai/async_profile.py | 53 +++++++++-- src/select_ai/base_profile.py | 86 ++++++++++++------ src/select_ai/provider.py | 30 +++++- src/select_ai/vector_index.py | 32 +++++++ 18 files changed, 373 insertions(+), 107 deletions(-) create mode 100644 doc/source/image/classes.png create mode 100644 doc/source/user_guide/class_object_model.rst create mode 100644 doc/source/user_guide/profile_attributes.rst delete mode 100644 doc/source/user_guide/provider_attributes.rst create mode 100644 examples/async_examples/5_list_profiles.py create mode 100644 examples/async_examples/6_vector_index.py diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 5b667d8..c7f995a 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -6,6 +6,7 @@ repos: - id: end-of-file-fixer - id: check-yaml - id: check-added-large-files + args: ['--maxkb=600'] - repo: https://github.com/psf/black-pre-commit-mirror rev: 24.4.2 hooks: diff --git a/doc/source/image/classes.png b/doc/source/image/classes.png new file mode 100644 index 0000000000000000000000000000000000000000..45acc5b8500f49a25dd04c70abbf10e102ae248c GIT binary patch literal 603805 zcmd3Pby!yE+VAT)qbLU0A|YVVp>!$|3MwHDf(6n@cgzSQqKHT-2q+;f5-&G-;Xm&!d9)KoV&`>6G+wRmX>eZ7#Z1)5|l<^T~lK zUavLJnrc?Kl!ZN~?Ji)fc6mpueIQ``;w2vk1!1>>H;sP^nIlKU$Xe!H9vo<*UhP2UoluVh8oxM 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index 0e79ac9..2a6a3c6 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -22,6 +22,15 @@ Getting Started user_guide/installation.rst user_guide/connection.rst +Select AI classes +================= + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/class_object_model.rst + Actions ======= @@ -41,17 +50,17 @@ Provider user_guide/provider.rst -Provider Attributes -=================== +Profile Attributes +================== .. toctree:: :numbered: :maxdepth: 3 - user_guide/provider_attributes.rst + user_guide/profile_attributes.rst Profile -======= +================== .. toctree:: :numbered: diff --git a/doc/source/user_guide/actions.rst b/doc/source/user_guide/actions.rst index 4a7265d..f597e37 100644 --- a/doc/source/user_guide/actions.rst +++ b/doc/source/user_guide/actions.rst @@ -4,4 +4,11 @@ Supported AI Actions ******************** -TODO +Following list of actions can be performed using ``select_ai`` + +- ``select_ai.Action.RUNSQL`` +- ``select_ai.Action.SHOWSQL`` +- ``select_ai.Action.EXPLAINSQL`` +- ``select_ai.Action.NARRATE`` +- ``select_ai.Action.CHAT`` +- ``select_ai.Action.SHOWPROMPT`` diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index ae4c85e..aecc330 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -1,5 +1,10 @@ .. _async_profile: +An AsyncProfile object can be created with ``select_ai.AsyncProfile()`` +``AsyncProfile`` support use of concurrent programming with `asyncio `__. +Unless explicitly noted as synchronous, the ``AsyncProfile`` methods should be +used with ``await``. + ******************** ``AsyncProfile`` API ******************** @@ -27,3 +32,10 @@ Async pipeline .. literalinclude:: ../../../examples/async_examples/3_pipeline.py :language: python + +**************************** +List profiles asynchronously +**************************** + +.. literalinclude:: ../../../examples/async_examples/5_list_profiles.py + :language: python diff --git a/doc/source/user_guide/class_object_model.rst b/doc/source/user_guide/class_object_model.rst new file mode 100644 index 0000000..51e74f0 --- /dev/null +++ b/doc/source/user_guide/class_object_model.rst @@ -0,0 +1,9 @@ +.. _object_model: + +******************** +select_ai classes +******************** + +.. _classesfig: +.. figure:: /image/classes.png + :alt: Select AI classes diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index e8440a6..fb1d524 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -1,8 +1,20 @@ .. _profile: -******************** -``Profile`` API -******************** +An AI profile is a specification that includes the AI provider to use and other +details regarding metadata and database objects required for generating +responses to natural language prompts. + +An AI profile object can be created using ``select_ai.Profile()`` + +******************************* +Base ``Profile`` methods +******************************* +.. autoclass:: select_ai.BaseProfile + :members: + +******************************* +Synchronous ``Profile`` methods +******************************* .. autoclass:: select_ai.Profile :members: diff --git a/doc/source/user_guide/profile_attributes.rst b/doc/source/user_guide/profile_attributes.rst new file mode 100644 index 0000000..9041d03 --- /dev/null +++ b/doc/source/user_guide/profile_attributes.rst @@ -0,0 +1,12 @@ +.. _profile_attributes: + +************************* +``ProfileAttributes`` +************************* + +This class helps defining attributes to manage and configure the behavior of +the AI profile. The ``ProfileAttributes`` objects are created +by ``select_ai.ProfileAttributes()`` + +.. autoclass:: select_ai.ProfileAttributes + :members: diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index b5abb6b..923c6ad 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -1,7 +1,66 @@ .. _provider: +An AI Provider in Select AI refers to the service provider that supplies the +LLM or transformer or both for processing and generating responses to natural +language prompts. These providers offer models that can interpret and convert +natural language for the use cases highlighted under the LLM concept + +See `Select your AI Provider `__ +for the supported providers + ********************** -Supported AI Providers +``Provider`` ********************** -TODO +.. autoclass:: select_ai.Provider + :members: + +********************************* +``AnthropicAIProviderAttributes`` +********************************* +.. autoclass:: select_ai.AnthropicAIProvider + :members: + +***************************** +``AzureAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.AzureAIProvider + :members: + +***************************** +``AWSAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.AWSAIProvider + :members: + +****************************** +``CohereAIProviderAttributes`` +****************************** +.. autoclass:: select_ai.CohereAIProvider + :members: + +***************************** +``OpenAIProviderAttributes`` +***************************** +.. autoclass:: select_ai.OpenAIProvider + :members: + + +****************************** +``OCIGenAIProviderAttributes`` +****************************** +.. autoclass:: select_ai.OCIGenAIProvider + :members: + + +****************************** +``GoogleAIProviderAttributes`` +****************************** +.. autoclass:: select_ai.GoogleAIProvider + :members: + +*********************************** +``HuggingFaceAIProviderAttributes`` +*********************************** +.. autoclass:: select_ai.HuggingFaceAIProvider + :members: diff --git a/doc/source/user_guide/provider_attributes.rst b/doc/source/user_guide/provider_attributes.rst deleted file mode 100644 index 6f9b204..0000000 --- a/doc/source/user_guide/provider_attributes.rst +++ /dev/null @@ -1,58 +0,0 @@ -.. _provider_attributes: - -********************** -``ProviderAttributes`` -********************** - -.. autoclass:: select_ai.ProviderAttributes - :members: - -********************************* -``AnthropicAIProviderAttributes`` -********************************* -.. autoclass:: select_ai.AnthropicAIProviderAttributes - :members: - -***************************** -``AzureAIProviderAttributes`` -***************************** -.. autoclass:: select_ai.AzureAIProviderAttributes - :members: - -***************************** -``AWSAIProviderAttributes`` -***************************** -.. autoclass:: select_ai.AWSAIProviderAttributes - :members: - -****************************** -``CohereAIProviderAttributes`` -****************************** -.. autoclass:: select_ai.CohereAIProviderAttributes - :members: - -***************************** -``OpenAIProviderAttributes`` -***************************** -.. autoclass:: select_ai.OpenAIProviderAttributes - :members: - - -****************************** -``OCIGenAIProviderAttributes`` -****************************** -.. autoclass:: select_ai.OCIGenAIProviderAttributes - :members: - - -****************************** -``GoogleAIProviderAttributes`` -****************************** -.. autoclass:: select_ai.GoogleAIProviderAttributes - :members: - -*********************************** -``HuggingFaceAIProviderAttributes`` -*********************************** -.. autoclass:: select_ai.HuggingFaceAIProviderAttributes - :members: diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index f617a1a..c8d180d 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -4,6 +4,8 @@ ``VectorIndex`` ******************** +A ``VectorIndex`` object can be created with ``select_ai.VectorIndex()`` + .. autoclass:: select_ai.VectorIndex :members: @@ -11,12 +13,26 @@ ``VectorIndexAttributes`` ************************* +A ``VectorIndexAttributes`` object can be created with +``select_ai.VectorIndexAttributes()`` + + .. autoclass:: select_ai.VectorIndexAttributes :members: +Check the examples below to understand how to create vector indexes + ************************** Create Vector Index ************************** .. literalinclude:: ../../../examples/7_vector_index.py :language: python + + +************************************* +Asynchronous support for Vector Index +************************************* + +.. literalinclude:: ../../../examples/7_vector_index.py + :language: python diff --git a/examples/async_examples/5_list_profiles.py b/examples/async_examples/5_list_profiles.py new file mode 100644 index 0000000..bb1081d --- /dev/null +++ b/examples/async_examples/5_list_profiles.py @@ -0,0 +1,25 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile" + ) + # matches the start of string + async for fetched_profile in async_profile.list( + profile_name_pattern="^oci" + ): + p = await fetched_profile + print(p) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/6_vector_index.py b/examples/async_examples/6_vector_index.py new file mode 100644 index 0000000..3f1d9e0 --- /dev/null +++ b/examples/async_examples/6_vector_index.py @@ -0,0 +1,37 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile" + ) + + vector_index_attributes = select_ai.VectorIndexAttributes( + location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", + object_storage_credential_name="my_oci_ai_profile_key", + ) + + await async_profile.create_vector_index( + index_name="test_vector_index", + attributes=vector_index_attributes, + description="Vector index for conda environments", + replace=True, + ) + print("created vector index: test_vector_index") + + async for vector_index in async_profile.list_vector_indexes( + index_name_pattern="^test" + ): + print(vector_index) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index 8a6a0fc..1b66d7c 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -5,7 +5,7 @@ enable_provider, ) from .async_profile import AsyncProfile -from .base_profile import ProfileAttributes +from .base_profile import BaseProfile, ProfileAttributes from .conversation import Conversation, ConversationAttributes from .db import ( async_connect, diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index bf0e4d6..836d45d 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -1,6 +1,15 @@ import json from dataclasses import replace as dataclass_replace -from typing import Iterator, List, Mapping, Optional, Tuple, Union +from typing import ( + Any, + AsyncGenerator, + Iterator, + List, + Mapping, + Optional, + Tuple, + Union, +) import oracledb import pandas @@ -14,6 +23,7 @@ from select_ai.sql import ( GET_USER_AI_PROFILE_ATTRIBUTES, GET_USER_VECTOR_INDEX_ATTRIBUTES, + LIST_USER_AI_PROFILES, LIST_USER_VECTOR_INDEXES_BY_PROFILE, ) from select_ai.synthetic_data import SyntheticDataAttributes @@ -215,6 +225,36 @@ async def from_db(cls, profile_name: str) -> "AsyncProfile": else: raise ProfileNotFoundError(profile_name=profile_name) + @classmethod + async def list( + cls, profile_name_pattern: str + ) -> AsyncGenerator["AsyncProfile", None]: + """Asynchronously list AI Profiles saved in the database. + + :param str profile_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + + :return: Iterator[Profile] + """ + async with async_cursor() as cr: + await cr.execute( + LIST_USER_AI_PROFILES, + profile_name_pattern=profile_name_pattern, + ) + rows = await cr.fetchall() + for row in rows: + profile_name = row[0] + description = row[1] + attributes = await cls.fetch_attributes( + profile_name=profile_name + ) + yield cls( + profile_name=profile_name, + description=description, + attributes=attributes, + ) + async def generate( self, prompt, action=Action.SHOWSQL, params: Mapping = None ) -> Union[pandas.DataFrame, str, None]: @@ -325,7 +365,7 @@ async def create_vector_index( } if description: parameters["description"] = description - async with async_cursor as cr: + async with async_cursor() as cr: try: await cr.callproc( "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", @@ -385,7 +425,7 @@ async def enable_vector_index(index_name: str) -> None: :raises: oracledb.DatabaseError """ - async with cursor() as cr: + async with async_cursor() as cr: await cr.callproc( "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", keyword_parameters={"index_name": index_name}, @@ -403,7 +443,7 @@ async def disable_vector_index(index_name: str) -> None: :return: None :raises: oracledb.DatabaseError """ - async with cursor() as cr: + async with async_cursor() as cr: await cr.callproc( "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", keyword_parameters={"index_name": index_name}, @@ -476,7 +516,7 @@ async def fetch_vector_index_attributes( async def list_vector_indexes( self, index_name_pattern: str - ) -> Iterator[VectorIndex]: + ) -> AsyncGenerator[VectorIndex, None]: """List Vector Indexes. :param str index_name_pattern: Regular expressions can be used @@ -491,7 +531,8 @@ async def list_vector_indexes( profile_name=self.profile_name, index_name_pattern=index_name_pattern, ) - async for row in cr.fetchall(): + rows = await cr.fetchall() + for row in rows: index_name = row[0] description = await row[1].read() # AsyncLOB attributes = await AsyncProfile.fetch_vector_index_attributes( diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index ad9add5..b4759e7 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -11,26 +11,54 @@ @dataclass class ProfileAttributes(SelectAIDataClass): - """ """ + """ + Attributes of an AI profile help to manage and configure the behavior of + the AI profile + + :param bool comments: Includes column comments in the metadata used for + translating natural language prompts using AI. + :param str conversation: Indicates if conversation history is enabled for + a profile. Valid values are true or false. + :param str credential_name: The name of the credential to access the AI + provider APIs. + :param int max_tokens: Denotes the number of tokens to predict per + generation. Default is 1024. + :param List[Mapping] object_list: Array of JSON objects specifying + the owner and object names that are eligible for natural language + translation to SQL. + :param str object_list_mode: Specifies whether to send metadata for the + most relevant tables or all tables to the LLM. Supported values are - + 'automated' and 'all' + :param select_ai.Provider provider: AI Provider + :param str stop_tokens: The generated text will be terminated at the + beginning of the earliest stop sequence. Sequence will be incorporated + into the text. The attribute value must be a valid array of string values + in JSON format + :param float temperature: Temperature is a non-negative float number used + to tune the degree of randomness. Lower temperatures mean less random + generations. + :param str vector_index_name: Name of the vector index + + """ + annotations: Optional[str] = None + case_sensitive_values: Optional[bool] = None comments: Optional[bool] = None + constraints: Optional[str] = None conversation: Optional[str] = None credential_name: Optional[str] = None + enable_sources: Optional[bool] = None + enable_source_offsets: Optional[bool] = None + enforce_object_list: Optional[bool] = None max_tokens: Optional[int] = 1024 object_list: Optional[List[Mapping]] = None + object_list_mode: Optional[str] = None + provider: Optional[Provider] = None + seed: Optional[str] = None stop_tokens: Optional[str] = None + streaming: Optional[str] = None temperature: Optional[float] = None vector_index_name: Optional[str] = None - annotations: Optional[str] = None - constraints: Optional[str] = None - case_sensitive_values: Optional[bool] = None - object_list_mode: Optional[bool] = None - enforce_object_list: Optional[bool] = None - enable_sources: Optional[bool] = None - enable_source_offsets: Optional[bool] = None - seed: Optional[str] = None - streaming: Optional[str] = None - provider: Optional[Provider] = None def json(self, exclude_null=True): attributes = {} @@ -87,6 +115,21 @@ class BaseProfile(ABC): for Select AI's interactions with AI service providers (LLMs). Use either select_ai.Profile or select_ai.AsyncProfile to instantiate an AI profile object. + + :param str profile_name : Name of the profile + + :param select_ai.ProfileAttributes attributes: + Object specifying AI profile attributes + + :param str description: Description of the profile + + :param bool merge: Fetches the profile + from database, merges the attributes and saves it back + in the database. Default value is False + + :param bool replace: Replaces the profile and attributes + in the database. Default value is False + """ def __init__( @@ -97,22 +140,7 @@ def __init__( merge: Optional[bool] = False, replace: Optional[bool] = False, ): - """Initialize a base profile - - :param str profile_name (optional): Name of the profile - - :param select_ai.provider.ProviderAttributes attributes (optional): - Object specifying AI profile attributes - - :param str description (optional): Description of the profile - - :param bool merge: Fetches the profile - from database, merges the attributes and saves it back - in the database. Default value is False - - :param bool replace: Replaces the profile and attributes - in the database. Default value is False - """ + """Initialize a base profile""" self.profile_name = profile_name self.attributes = attributes self.description = description @@ -121,6 +149,6 @@ def __init__( def __repr__(self): return ( - f"Profile(profile_name={self.profile_name}, " - f"attributes={self.attributes})" + f"{self.__class__.__name__}(profile_name={self.profile_name}, " + f"attributes={self.attributes}, description={self.description})" ) diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index 80de9cd..af21704 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -18,15 +18,24 @@ class Provider(SelectAIDataClass): """ Base class for AI Provider - :param (str) provider: Name of the AI service provider + To create an object of Provider class, use any one of the concrete AI + provider implementations + + :param str embedding_model: The embedding model. Depending on the AI + provider, the supported embedding models vary + :param str model: The name of the AI model being used to generate + responses + :param str provider: The name of the provider being used + :param str provider_endpoint: Endpoint URL of the AI provider being used + :param str region: The cloud region of the Gen AI cluster """ - provider: Optional[str] = None embedding_model: Optional[str] = None model: Optional[str] = None - region: Optional[str] = None + provider: Optional[str] = None provider_endpoint: Optional[str] = None + region: Optional[str] = None @classmethod def create(cls, *, provider: Optional[str] = None, **kwargs): @@ -58,6 +67,12 @@ def keys(cls): class AzureAIProvider(Provider): """ Azure specific attributes + + :param str azure_deployment_name: Name of the Azure OpenAI Service + deployed model. + :param str azure_embedding_deployment_name: Name of the Azure OpenAI + deployed embedding model. + :param str azure_resource_name: Name of the Azure OpenAI Service resource """ provider: str = AZURE @@ -84,6 +99,15 @@ class OpenAIProvider(Provider): class OCIGenAIProvider(Provider): """ OCI Gen AI specific attributes + + :param str oci_apiformat: Specifies the format in which the API expects + data to be sent and received. Supported values are 'COHERE' and 'GENERIC' + :param str oci_compartment_id: Specifies the OCID of the compartment you + are permitted to access when calling the OCI Generative AI service + :param str oci_endpoint_id: This attributes indicates the endpoint OCID + of the Oracle dedicated AI hosting cluster + :param str oci_runtimetype: This attribute indicates the runtime type of + the provided model. The supported values are 'COHERE' and 'LLAMA' """ provider: str = OCI diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index b570005..3ec5821 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -10,6 +10,10 @@ class VectorIndex(SelectAIDataClass): """ A Container for VectorIndex + + :param str index_name: The name of the vector index + :param str description: The description of the vector index + :param VectorIndexAttributes attributes: The attributes of the vector index """ index_name: str @@ -35,6 +39,34 @@ class VectorDistanceMetric(StrEnum): @dataclass class VectorIndexAttributes(SelectAIDataClass): + """ + Attributes of a vector index help to manage and configure the behavior of + the vector index. + + :param int chunk_size: Text size of chunking the input data. + :param int chunk_overlap: Specifies the amount of overlapping + characters between adjacent chunks of text. + :param str location: Location of the object store. + :param int match_limit: Specifies the maximum number of results to return + in a vector search query + :param str object_storage_credential_name: Name of the credentials for + accessing object storage. + :param str profile_name: Name of the AI profile which is used for + embedding source data and user prompts. + :param int refresh_rate: Interval of updating data in the vector store. + The unit is minutes. + :param float similarity_threshold: Defines the minimum level of similarity + required for two items to be considered a match + :param VectorDistanceMetric vector_distance_metric: Specifies the type of + distance calculation used to compare vectors in a database + :param str vector_db_endpoint: Endpoint to access the Vector database + :param str vector_db_credential_name: Name of the credentials for accessing + Vector database + :param int vector_dimension: Specifies the number of elements in each + vector within the vector store + :param str vector_table_name: Specifies the name of the table or collection + to store vector embeddings and chunked data + """ chunk_size: Optional[int] = 1024 chunk_overlap: Optional[int] = 128 From e7a28dba25bd295218deba3f3c8e3b04bfab9831 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 10 Jun 2025 19:16:13 -0700 Subject: [PATCH 07/21] Added async explain_sql API --- doc/README.md | 2 +- examples/async_examples/1_sql.py | 1 + src/select_ai/async_profile.py | 11 +++++++++++ 3 files changed, 13 insertions(+), 1 deletion(-) diff --git a/doc/README.md b/doc/README.md index 03311e7..9b3d4ce 100644 --- a/doc/README.md +++ b/doc/README.md @@ -1,7 +1,7 @@ Sphinx is used to generate documentation ```text -python -m pip install sphinx +python -m pip install -r requirements.txt ``` For more information on Sphinx, please visit this page: diff --git a/examples/async_examples/1_sql.py b/examples/async_examples/1_sql.py index ad3517f..3843d3e 100644 --- a/examples/async_examples/1_sql.py +++ b/examples/async_examples/1_sql.py @@ -32,6 +32,7 @@ async def main(): sql_tasks = [ async_profile.show_sql(prompt="How many customers?"), async_profile.run_sql(prompt="How many promotions"), + async_profile.explain_sql(prompt="How many promotions"), ] # Collect results from multiple asynchronous tasks for sql_task in asyncio.as_completed(sql_tasks): diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 836d45d..1ddc2fe 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -305,6 +305,17 @@ async def narrate(self, prompt, params: Mapping = None) -> str: prompt, action=Action.NARRATE, params=params ) + async def explain_sql(self, prompt: str, params: Mapping = None): + """Explain the generated SQL + + :param str prompt: Natural language prompt + :param params: Parameters to include in the LLM request + :return: str + """ + return await self.generate( + prompt, action=Action.EXPLAINSQL, params=params + ) + async def run_sql( self, prompt, params: Mapping = None ) -> pandas.DataFrame: From d565d8181bc4af8aa459930253579d003f952d07 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 10 Jun 2025 19:19:17 -0700 Subject: [PATCH 08/21] pin down pandas version and classifiers --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 69c5950..c8b2dfe 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,7 +12,7 @@ keywords = [ "select ai", ] classifiers = [ - "Development Status :: 2 - Pre-Alpha", + "Development Status :: 3 - Alpha", "Intended Audience :: Developers", "Natural Language :: English", "Operating System :: OS Independent", @@ -27,7 +27,7 @@ classifiers = [ ] dependencies = [ "oracledb", - "pandas" + "pandas==2.2.3" ] [tool.setuptools.packages.find] From a2d0e950eb49ec56fae8c66f8d0cf410418f2f40 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Wed, 11 Jun 2025 10:01:31 -0700 Subject: [PATCH 09/21] regenerate classes and doc update --- doc/source/image/classes.png | 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index b4759e7..a438bd5 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -12,8 +12,8 @@ @dataclass class ProfileAttributes(SelectAIDataClass): """ - Attributes of an AI profile help to manage and configure the behavior of - the AI profile + Use this class to define attributes to manage and configure the behavior of + an AI profile :param bool comments: Includes column comments in the metadata used for translating natural language prompts using AI. From b36deadfa89f881d2c2a373e949ff052fe8c11b7 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Wed, 11 Jun 2025 10:45:30 -0700 Subject: [PATCH 10/21] Updated samples --- examples/7_vector_index.py | 2 +- examples/8_generate_synthetic_data.py | 2 +- examples/9_conversation.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/examples/7_vector_index.py b/examples/7_vector_index.py index 200cd27..1eb4b1a 100644 --- a/examples/7_vector_index.py +++ b/examples/7_vector_index.py @@ -9,7 +9,7 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) + profile = select_ai.Profile(profile_name="oci_ai_profile") print("fetched profile: ", profile) vector_index_attributes = select_ai.VectorIndexAttributes( location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", diff --git a/examples/8_generate_synthetic_data.py b/examples/8_generate_synthetic_data.py index 253759c..57764ca 100644 --- a/examples/8_generate_synthetic_data.py +++ b/examples/8_generate_synthetic_data.py @@ -10,7 +10,7 @@ # This example show how to generate multi-table synthetic data def main(): select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) + profile = select_ai.Profile(profile_name="oci_ai_profile") synthetic_data_params = select_ai.SyntheticDataParams( sample_rows=100, table_statistics=True, priority="HIGH" ) diff --git a/examples/9_conversation.py b/examples/9_conversation.py index f4a37f0..eefe313 100644 --- a/examples/9_conversation.py +++ b/examples/9_conversation.py @@ -12,7 +12,7 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile", merge=True) + profile = select_ai.Profile(profile_name="oci_ai_profile") conversation_attributes = select_ai.ConversationAttributes( title="History of Science", description="LLM's understanding of history of science", From 8bce4a616a03c94cfc25aae7cf5343bfa1a275f7 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 8 Jul 2025 09:51:29 -0700 Subject: [PATCH 11/21] Updated examples and API --- .gitignore | 1 + doc/source/image/classes.png | Bin 616067 -> 0 bytes doc/source/image/conversation.png | Bin 0 -> 57831 bytes doc/source/image/profile_provider.png | Bin 0 -> 279136 bytes doc/source/image/vector_index.png | Bin 0 -> 142811 bytes doc/source/index.rst | 24 +- doc/source/user_guide/actions.rst | 6 +- doc/source/user_guide/async_profile.rst | 175 +++++- doc/source/user_guide/class_object_model.rst | 9 - doc/source/user_guide/conversation.rst | 104 +++- doc/source/user_guide/conversation_class.rst | 17 + doc/source/user_guide/profile.rst | 124 ++++- .../user_guide/profile_provider_class.rst | 47 ++ doc/source/user_guide/provider.rst | 16 +- doc/source/user_guide/synthetic_data.rst | 52 +- doc/source/user_guide/vector_index.rst | 80 ++- doc/source/user_guide/vector_index_class.rst | 18 + examples/7_vector_index.py | 33 -- ...sation.py => conversation_chat_session.py} | 10 +- examples/async_examples/conversations_list.py | 19 + .../{2_chat.py => profile_chat.py} | 1 + .../{1_sql.py => profile_create.py} | 20 +- .../async_examples/profile_explain_sql.py | 22 + .../{3_pipeline.py => profile_pipeline.py} | 0 examples/async_examples/profile_run_sql.py | 23 + examples/async_examples/profile_show_sql.py | 21 + .../profile_sql_concurrent_tasks.py | 30 ++ .../{5_list_profiles.py => profiles_list.py} | 4 +- ...vector_index.py => vector_index_create.py} | 25 +- examples/async_examples/vector_index_list.py | 20 + ...sation.py => conversation_chat_session.py} | 11 +- examples/conversation_create.py | 28 + examples/conversation_delete.py | 24 + examples/conversations_list.py | 19 + ..._credential.py => create_ai_credential.py} | 0 ..._ai_provider.py => disable_ai_provider.py} | 0 ...e_ai_provider.py => enable_ai_provider.py} | 0 examples/{5_chat.py => profile_chat.py} | 1 - examples/{3_show_sql.py => profile_create.py} | 15 +- examples/profile_delete.py | 17 + examples/profile_explain_sql.py | 25 + ...profile_gen_multi_table_synthetic_data.py} | 0 ...profile_gen_single_table_synthetic_data.py | 31 ++ examples/profile_narrate.py | 25 + examples/{4_run_sql.py => profile_run_sql.py} | 4 + examples/profile_show_sql.py | 26 + ...6_list_ai_profiles.py => profiles_list.py} | 0 examples/vector_index_create.py | 50 ++ examples/vector_index_list.py | 19 + src/select_ai/__init__.py | 13 +- src/select_ai/async_profile.py | 313 +++-------- src/select_ai/base_profile.py | 9 +- src/select_ai/conversation.py | 239 ++++++++- src/select_ai/db.py | 7 +- src/select_ai/errors.py | 10 + src/select_ai/profile.py | 310 +++-------- src/select_ai/provider.py | 31 +- src/select_ai/session.py | 53 -- src/select_ai/sql.py | 36 +- src/select_ai/synthetic_data.py | 33 +- src/select_ai/vector_index.py | 500 +++++++++++++++++- 61 files changed, 2022 insertions(+), 728 deletions(-) delete mode 100644 doc/source/image/classes.png create mode 100644 doc/source/image/conversation.png create mode 100644 doc/source/image/profile_provider.png create mode 100644 doc/source/image/vector_index.png delete mode 100644 doc/source/user_guide/class_object_model.rst create mode 100644 doc/source/user_guide/conversation_class.rst create mode 100644 doc/source/user_guide/profile_provider_class.rst create mode 100644 doc/source/user_guide/vector_index_class.rst delete mode 100644 examples/7_vector_index.py rename examples/async_examples/{4_conversation.py => conversation_chat_session.py} (78%) create mode 100644 examples/async_examples/conversations_list.py rename examples/async_examples/{2_chat.py => profile_chat.py} (99%) rename examples/async_examples/{1_sql.py => profile_create.py} (69%) create mode 100644 examples/async_examples/profile_explain_sql.py rename examples/async_examples/{3_pipeline.py => profile_pipeline.py} (100%) create mode 100644 examples/async_examples/profile_run_sql.py create mode 100644 examples/async_examples/profile_show_sql.py create mode 100644 examples/async_examples/profile_sql_concurrent_tasks.py rename examples/async_examples/{5_list_profiles.py => profiles_list.py} (83%) rename examples/async_examples/{6_vector_index.py => vector_index_create.py} (57%) create mode 100644 examples/async_examples/vector_index_list.py rename examples/{9_conversation.py => conversation_chat_session.py} (74%) create mode 100644 examples/conversation_create.py create mode 100644 examples/conversation_delete.py create mode 100644 examples/conversations_list.py rename examples/{2_create_ai_credential.py => create_ai_credential.py} (100%) rename examples/{10_disable_ai_provider.py => disable_ai_provider.py} (100%) rename examples/{1_enable_ai_provider.py => enable_ai_provider.py} (100%) rename examples/{5_chat.py => profile_chat.py} (95%) rename examples/{3_show_sql.py => profile_create.py} (70%) create mode 100644 examples/profile_delete.py create mode 100644 examples/profile_explain_sql.py rename examples/{8_generate_synthetic_data.py => profile_gen_multi_table_synthetic_data.py} (100%) create mode 100644 examples/profile_gen_single_table_synthetic_data.py create mode 100644 examples/profile_narrate.py rename examples/{4_run_sql.py => profile_run_sql.py} (84%) create mode 100644 examples/profile_show_sql.py rename examples/{6_list_ai_profiles.py => profiles_list.py} (100%) create mode 100644 examples/vector_index_create.py create mode 100644 examples/vector_index_list.py delete mode 100644 src/select_ai/session.py diff --git a/.gitignore b/.gitignore index 9c7d70f..ff8dfb4 100644 --- a/.gitignore +++ b/.gitignore @@ -8,5 +8,6 @@ dist src/select_ai.egg-info doc/.DS_Store doc/build +doc/drawio **/__pycache__ test.env diff --git a/doc/source/image/classes.png b/doc/source/image/classes.png deleted file mode 100644 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--git a/doc/source/index.rst b/doc/source/index.rst index 2a6a3c6..c6429bc 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -22,14 +22,32 @@ Getting Started user_guide/installation.rst user_guide/connection.rst -Select AI classes -================= +AI Profile Object Model +============================== .. toctree:: :numbered: :maxdepth: 3 - user_guide/class_object_model.rst + user_guide/profile_provider_class.rst + +VectorIndex Object Model +================================== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/vector_index_class.rst + +Conversation Object Model +=================================== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/conversation_class.rst Actions ======= diff --git a/doc/source/user_guide/actions.rst b/doc/source/user_guide/actions.rst index f597e37..9bde049 100644 --- a/doc/source/user_guide/actions.rst +++ b/doc/source/user_guide/actions.rst @@ -6,9 +6,9 @@ Supported AI Actions Following list of actions can be performed using ``select_ai`` -- ``select_ai.Action.RUNSQL`` -- ``select_ai.Action.SHOWSQL`` +- ``select_ai.Action.CHAT`` - ``select_ai.Action.EXPLAINSQL`` - ``select_ai.Action.NARRATE`` -- ``select_ai.Action.CHAT`` +- ``select_ai.Action.RUNSQL`` - ``select_ai.Action.SHOWPROMPT`` +- ``select_ai.Action.SHOWSQL`` diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index aecc330..18f2b11 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -12,30 +12,191 @@ used with ``await``. .. autoclass:: select_ai.AsyncProfile :members: -******************** -Async SQL generation -******************** +*********************** +Async Profile creation +*********************** + +.. literalinclude:: ../../../examples/async_examples/profile_create.py + :language: python + +output:: + + Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) + Profile attributes as Python dict: {'annotations': None, + 'case_sensitive_values': None, + 'comments': None, + 'constraints': None, + 'conversation': None, + 'credential_name': 'my_oci_ai_profile_key', + 'enable_source_offsets': None, + 'enable_sources': None, + 'enforce_object_list': None, + 'max_tokens': 1024, + 'object_list': [{'owner': 'SH'}], + 'object_list_mode': None, + 'provider': OCIGenAIProvider(embedding_model=None, + model=None, + provider_name='oci', + provider_endpoint=None, + region='us-chicago-1', + oci_apiformat='GENERIC', + oci_compartment_id=None, + oci_endpoint_id=None, + oci_runtimetype=None), + 'seed': None, + 'stop_tokens': None, + 'streaming': None, + 'temperature': None, + 'vector_index_name': None} + + +*********************** +Async explain SQL +*********************** + +.. literalinclude:: ../../../examples/async_examples/profile_explain_sql.py + :language: python + +output:: + + To answer the question "How many promotions", we need to write a SQL query that counts the number of rows in the "PROMOTIONS" table. Here is the query: + + ```sql + SELECT + COUNT("p"."PROMO_ID") AS "Number of Promotions" + FROM + "SH"."PROMOTIONS" "p"; + ``` + + Explanation: + + * We use the `COUNT` function to count the number of rows in the table. + * We use the table alias `"p"` to refer to the `"PROMOTIONS"` table. + * We enclose the table name and column name in double quotes to make them case-sensitive. + * We use the `AS` keyword to give an alias to the count column, making it easier to read. + + This query will return the total number of promotions in the `"PROMOTIONS"` table. + + +*********************** +Async run SQL +*********************** + +.. literalinclude:: ../../../examples/async_examples/profile_run_sql.py + :language: python + +output:: + + PROMOTION_COUNT + 0 503 + +*********************** +Async show SQL +*********************** + +.. literalinclude:: ../../../examples/async_examples/profile_show_sql.py + :language: python + +output:: + + SELECT COUNT("p"."PROMO_ID") AS "PROMOTION_COUNT" FROM "SH"."PROMOTIONS" "p" -.. literalinclude:: ../../../examples/async_examples/1_sql.py + +*********************** +Async concurrent SQL +*********************** + +.. literalinclude:: ../../../examples/async_examples/profile_sql_concurrent_tasks.py :language: python +output:: + + SELECT COUNT("c"."CUST_ID") AS "customer_count" FROM "SH"."CUSTOMERS" "c" + + To answer the question "How many promotions", we need to write a SQL query that counts the number of rows in the "PROMOTIONS" table. Here is the query: + + ```sql + SELECT + COUNT("p"."PROMO_ID") AS "number_of_promotions" + FROM + "SH"."PROMOTIONS" "p"; + ``` + + Explanation: + + * We use the `COUNT` function to count the number of rows in the table. + * We use the table alias `"p"` to refer to the `"PROMOTIONS"` table. + * We specify the schema name `"SH"` to ensure that we are accessing the correct table. + * We enclose the table name, schema name, and column name in double quotes to make them case-sensitive. + * The `AS` keyword is used to give an alias to the calculated column, in this case, `"number_of_promotions"`. + + This query will return the total number of promotions in the `"PROMOTIONS"` table. + + PROMOTION_COUNT + 0 503 + ********** Async chat ********** -.. literalinclude:: ../../../examples/async_examples/2_chat.py +.. literalinclude:: ../../../examples/async_examples/profile_chat.py :language: python +output:: + + OCI stands for several things depending on the context: + + 1. **Oracle Cloud Infrastructure (OCI)**: This is a cloud computing service offered by Oracle Corporation. It provides a range of services including computing, storage, networking, database, and more, allowing businesses to build, deploy, and manage applications and services in a secure and scalable manner. + + ... + .. + OML4PY provides a Python interface to OML, allowing users to create, manipulate, and analyze models using Python scripts. It enables users to leverage the power of OML and OMF from within Python, making it easier to integrate modeling and simulation into larger workflows and applications. + ... + ... + + An Autonomous Database is a type of database that uses artificial intelligence (AI) and machine learning (ML) to automate many of the tasks typically performed by a database administrator (DBA) + ... + ... + ********************* Async pipeline ********************* -.. literalinclude:: ../../../examples/async_examples/3_pipeline.py +.. literalinclude:: ../../../examples/async_examples/profile_pipeline.py :language: python +output:: + + Result 0 for prompt 'What is Oracle Autonomous Database?' is: Oracle Autonomous Database is a cloud-based database service that uses artificial intelligence (AI) and machine learning (ML) to automate many of the tasks associated with managing a database. It is a self-driving, self-securing, and self-repairing database that eliminates the need for manual database administration, allowing users to focus on higher-level tasks. + + + Result 1 for prompt 'Generate SQL to list all customers?' is: SELECT "c"."CUST_ID" AS "Customer ID", "c"."CUST_FIRST_NAME" AS "First Name", "c"."CUST_LAST_NAME" AS "Last Name", "c"."CUST_EMAIL" AS "Email" FROM "SH"."CUSTOMERS" "c" + + Result 2 for prompt 'Explain the query: SELECT * FROM sh.products' is: ```sql + SELECT + p.* + FROM + "SH"."PRODUCTS" p; + ``` + + **Explanation:** + + This query is designed to retrieve all columns (`*`) from the `"SH"."PRODUCTS"` table. + + Here's a breakdown of the query components: + + + Result 3 for prompt 'Explain the query: SELECT * FROM sh.products' is: ORA-20000: Invalid action - INVALID ACTION + **************************** List profiles asynchronously **************************** -.. literalinclude:: ../../../examples/async_examples/5_list_profiles.py +.. literalinclude:: ../../../examples/async_examples/profiles_list.py :language: python + +output:: + + AsyncProfile(profile_name=OCI_VECTOR_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=) + AsyncProfile(profile_name=OCI_GEN_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='COHERE', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=) + AsyncProfile(profile_name=OCI_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=) diff --git a/doc/source/user_guide/class_object_model.rst b/doc/source/user_guide/class_object_model.rst deleted file mode 100644 index 51e74f0..0000000 --- a/doc/source/user_guide/class_object_model.rst +++ /dev/null @@ -1,9 +0,0 @@ -.. _object_model: - -******************** -select_ai classes -******************** - -.. _classesfig: -.. figure:: /image/classes.png - :alt: Select AI classes diff --git a/doc/source/user_guide/conversation.rst b/doc/source/user_guide/conversation.rst index 73dbeb2..9979de7 100644 --- a/doc/source/user_guide/conversation.rst +++ b/doc/source/user_guide/conversation.rst @@ -7,9 +7,16 @@ .. autoclass:: select_ai.Conversation :members: -************************* -``VectorIndexAttributes`` -************************* +********************* +``AsyncConversation`` +********************* + +.. autoclass:: select_ai.AsyncConversation + :members: + +************************** +``ConversationAttributes`` +************************** .. autoclass:: select_ai.ConversationAttributes :members: @@ -18,12 +25,99 @@ Conversation ************ -.. literalinclude:: ../../../examples/9_conversation.py +Create conversion +++++++++++++++++++ + +.. literalinclude:: ../../../examples/conversation_create.py + :language: python + +output:: + + Created conversation with conversation id: 380A1601-182D-F329-E063-D81A000A2C93 + +Chat session ++++++++++++++ + +.. literalinclude:: ../../../examples/conversation_chat_session.py + :language: python + +output:: + + Conversation ID for this session is: 380A1910-5BF2-F7A1-E063-D81A000A3FDA + + The importance of the history of science lies in its ability to provide a comprehensive understanding of the development of scientific knowledge and its impact on society. Here are some key reasons why the history of science is important: + + 1. **Contextualizing Scientific Discoveries**: The history of science helps us understand the context in which scientific discoveries were made, including the social, cultural, and intellectual climate of the time. This context is essential for appreciating the significance and relevance of scientific findings. + + .. + .. + + The history of science is replete with examples of mistakes, errors, and misconceptions that have occurred over time. By studying these mistakes, scientists and researchers can gain valuable insights into the pitfalls and challenges that have shaped the development of scientific knowledge. Learning from past mistakes is essential for several reasons: + ... + ... + +List conversations +++++++++++++++++++ + +.. literalinclude:: ../../../examples/conversations_list.py + :language: python + +output:: + + 5275A80-A290-DA17-E063-151B000AD3B4 + ConversationAttributes(title='History of Science', description="LLM's understanding of history of science", retention_days=7) + + 37DF777F-F3DA-F084-E063-D81A000A53BE + ConversationAttributes(title='History of Science', description="LLM's understanding of history of science", retention_days=7) + + +Delete conversation ++++++++++++++++++++ + +.. literalinclude:: ../../../examples/conversation_delete.py :language: python +output:: + + Deleted conversation with conversation id: 37DDC22E-11C8-3D49-E063-D81A000A85FE + + ********************* Async conversation ********************* -.. literalinclude:: ../../../examples/async_examples/4_conversation.py + +Chat Session ++++++++++++++ + +.. literalinclude:: ../../../examples/async_examples/conversation_chat_session.py + :language: python + +output:: + + Conversation ID for this session is: 380A1910-5BF2-F7A1-E063-D81A000A3FDA + + The importance of the history of science lies in its ability to provide a comprehensive understanding of the development of scientific knowledge and its impact on society. Here are some key reasons why the history of science is important: + + 1. **Contextualizing Scientific Discoveries**: The history of science helps us understand the context in which scientific discoveries were made, including the social, cultural, and intellectual climate of the time. This context is essential for appreciating the significance and relevance of scientific findings. + + .. + .. + + The history of science is replete with examples of mistakes, errors, and misconceptions that have occurred over time. By studying these mistakes, scientists and researchers can gain valuable insights into the pitfalls and challenges that have shaped the development of scientific knowledge. Learning from past mistakes is essential for several reasons: + ... + ... + +List conversations +++++++++++++++++++ + +.. literalinclude:: ../../../examples/async_examples/conversations_list.py :language: python + +output:: + + 5275A80-A290-DA17-E063-151B000AD3B4 + ConversationAttributes(title='History of Science', description="LLM's understanding of history of science", retention_days=7) + + 37DF777F-F3DA-F084-E063-D81A000A53BE + ConversationAttributes(title='History of Science', description="LLM's understanding of history of science", retention_days=7) diff --git a/doc/source/user_guide/conversation_class.rst b/doc/source/user_guide/conversation_class.rst new file mode 100644 index 0000000..5548887 --- /dev/null +++ b/doc/source/user_guide/conversation_class.rst @@ -0,0 +1,17 @@ +.. _conversation_object_model: + + +.. _conversationfig: +.. figure:: /image/conversation.png + :alt: Select AI Conversation + +******************** +``Conversation`` +******************** + +.. literalinclude:: ../../../examples/conversation_create.py + :language: python + +output:: + + Created conversation with conversation id: 380A1601-182D-F329-E063-D81A000A2C93 diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index fb1d524..1c24248 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -23,50 +23,160 @@ Synchronous ``Profile`` methods Enable AI service provider ************************** -.. literalinclude:: ../../../examples/1_enable_ai_provider.py +This method grants execute privilege on the packages +``DBMS_CLOUD``, ``DBMS_CLOUD_AI`` and ``DBMS_CLOUD_PIPELINE``. It +also enables the user to invoke the AI(LLM) endpoint hosted at a +certain domain + +.. literalinclude:: ../../../examples/enable_ai_provider.py :language: python +output:: + + Enabled AI provider for users: ['SPARK_DB_USER'] ************************** Create credential ************************** -.. literalinclude:: ../../../examples/2_create_ai_credential.py +This method creates a credential to authenticate to the AI provider. In this +example, we create a credential object to authenticate to OCI Gen AI service +provider + +.. literalinclude:: ../../../examples/create_ai_credential.py + :language: python + +output:: + + Created credential: my_oci_ai_profile_key + +************************** +Create Profile +************************** + +.. literalinclude:: ../../../examples/profile_create.py :language: python +output:: + + Created profile oci_ai_profile + Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) + Profile attributes as Python dict: {'annotations': None, + 'case_sensitive_values': None, + 'comments': None, + 'constraints': None, + 'conversation': None, + 'credential_name': 'my_oci_ai_profile_key', + 'enable_source_offsets': None, + 'enable_sources': None, + 'enforce_object_list': None, + 'max_tokens': 1024, + 'object_list': [{'owner': 'SH'}], + 'object_list_mode': None, + 'provider': OCIGenAIProvider(embedding_model=None, + model=None, + provider_name='oci', + provider_endpoint=None, + region='us-chicago-1', + oci_apiformat='GENERIC', + oci_compartment_id=None, + oci_endpoint_id=None, + oci_runtimetype=None), + 'seed': None, + 'stop_tokens': None, + 'streaming': None, + 'temperature': None, + 'vector_index_name': None} + + +************************** +Narrate +************************** + +.. literalinclude:: ../../../examples/profile_narrate.py + :language: python + +output:: + + Prompt is: How many promotions are there in the sh database? + There are 503 promotions in the database. + + Prompt is: How many products are there in the sh database ? + There are 72 products in the database. + ************************** Show SQL ************************** -.. literalinclude:: ../../../examples/3_show_sql.py +.. literalinclude:: ../../../examples/profile_show_sql.py :language: python +output:: + + Prompt is: How many promotions are there in the sh database? + SELECT COUNT("p"."PROMO_ID") AS "PROMOTION_COUNT" FROM "SH"."PROMOTIONS" "p" + + Prompt is: How many products are there in the sh database ? + SELECT COUNT("p"."PROD_ID") AS "NUMBER_OF_PRODUCTS" FROM "SH"."PRODUCTS" "p" + ************************** Run SQL ************************** -.. literalinclude:: ../../../examples/4_run_sql.py +.. literalinclude:: ../../../examples/profile_run_sql.py :language: python +output:: + + Prompt is: How many promotions are there in the sh database? + Index(['Number of Promotions'], dtype='object') + Number of Promotions + 0 503 + Prompt is: How many products are there in the sh database ? + Index(['Number of Products'], dtype='object') + Number of Products + 0 72 + + ************************** Chat ************************** -.. literalinclude:: ../../../examples/5_chat.py +.. literalinclude:: ../../../examples/profile_chat.py :language: python +output:: + + OCI stands for Oracle Cloud Infrastructure. It is a comprehensive cloud computing platform provided by Oracle Corporation that offers a wide range of services for computing, storage, networking, database, and more. + ... + ... + OCI competes with other major cloud providers, including Amazon Web Services (AWS), Microsoft Azure, Google Cloud Platform (GCP), and IBM Cloud. + ************************** List profiles ************************** -.. literalinclude:: ../../../examples/6_list_ai_profiles.py +.. literalinclude:: ../../../examples/profiles_list.py :language: python +output:: + + Profile(profile_name=OCI_VECTOR_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=MY OCI AI Profile) + + Profile(profile_name=OCI_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model='meta.llama-3.1-70b-instruct', provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=MY OCI AI Profile) + + Profile(profile_name=OCI_GEN_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='COHERE', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=MY OCI AI Profile) + + *************************** Disable AI service provider *************************** -.. literalinclude:: ../../../examples/10_disable_ai_provider.py +.. literalinclude:: ../../../examples/disable_ai_provider.py :language: python + +output:: + + Disabled AI provider for user: ['SPARK_DB_USER'] diff --git a/doc/source/user_guide/profile_provider_class.rst b/doc/source/user_guide/profile_provider_class.rst new file mode 100644 index 0000000..9799405 --- /dev/null +++ b/doc/source/user_guide/profile_provider_class.rst @@ -0,0 +1,47 @@ +.. _profile_object_model: + +An AI Profile encapsulates information about an AI provider, database objects, +and metadata to generate responses to natural langauge prompts. + +.. _profilefig: +.. figure:: /image/profile_provider.png + :alt: Select AI Profile and Providers + + +************************** +Create Profile +************************** + +.. literalinclude:: ../../../examples/profile_create.py + :language: python + +output:: + + Created profile oci_ai_profile + Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) + Profile attributes as Python dict: {'annotations': None, + 'case_sensitive_values': None, + 'comments': None, + 'constraints': None, + 'conversation': None, + 'credential_name': 'my_oci_ai_profile_key', + 'enable_source_offsets': None, + 'enable_sources': None, + 'enforce_object_list': None, + 'max_tokens': 1024, + 'object_list': [{'owner': 'SH'}], + 'object_list_mode': None, + 'provider': OCIGenAIProvider(embedding_model=None, + model=None, + provider_name='oci', + provider_endpoint=None, + region='us-chicago-1', + oci_apiformat='GENERIC', + oci_compartment_id=None, + oci_endpoint_id=None, + oci_runtimetype=None), + 'seed': None, + 'stop_tokens': None, + 'streaming': None, + 'temperature': None, + 'vector_index_name': None} diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index 923c6ad..998ea72 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -16,51 +16,51 @@ for the supported providers :members: ********************************* -``AnthropicAIProviderAttributes`` +``AnthropicAIProvider`` ********************************* .. autoclass:: select_ai.AnthropicAIProvider :members: ***************************** -``AzureAIProviderAttributes`` +``AzureAIProvider`` ***************************** .. autoclass:: select_ai.AzureAIProvider :members: ***************************** -``AWSAIProviderAttributes`` +``AWSAIProvider`` ***************************** .. autoclass:: select_ai.AWSAIProvider :members: ****************************** -``CohereAIProviderAttributes`` +``CohereAIProvider`` ****************************** .. autoclass:: select_ai.CohereAIProvider :members: ***************************** -``OpenAIProviderAttributes`` +``OpenAIProvider`` ***************************** .. autoclass:: select_ai.OpenAIProvider :members: ****************************** -``OCIGenAIProviderAttributes`` +``OCIGenAIProvider`` ****************************** .. autoclass:: select_ai.OCIGenAIProvider :members: ****************************** -``GoogleAIProviderAttributes`` +``GoogleAIProvider`` ****************************** .. autoclass:: select_ai.GoogleAIProvider :members: *********************************** -``HuggingFaceAIProviderAttributes`` +``HuggingFaceAIProvider`` *********************************** .. autoclass:: select_ai.HuggingFaceAIProvider :members: diff --git a/doc/source/user_guide/synthetic_data.rst b/doc/source/user_guide/synthetic_data.rst index f48ad74..e952ce7 100644 --- a/doc/source/user_guide/synthetic_data.rst +++ b/doc/source/user_guide/synthetic_data.rst @@ -1,5 +1,12 @@ .. _synthetic_data: +*************************** +``SyntheticDataAttributes`` +*************************** + +.. autoclass:: select_ai.SyntheticDataAttributes + :members: + *********************** ``SyntheticDataParams`` *********************** @@ -7,18 +14,49 @@ .. autoclass:: select_ai.SyntheticDataParams :members: -*************************** -``SyntheticDataAttributes`` -*************************** - -.. autoclass:: select_ai.SyntheticDataAttributes - :members: +Also, check the `generate_synthetic_data PL/SQL API `__ +for attribute details ************************** Generate synthetic data ************************** +The below example shows single table synthetic data generation + +.. literalinclude:: ../../../examples/profile_gen_single_table_synthetic_data.py + :language: python + +output:: + + SQL> select count(*) from movie; + + COUNT(*) + ---------- + 100 + + The below example shows multitable synthetic data generation -.. literalinclude:: ../../../examples/8_generate_synthetic_data.py +.. literalinclude:: ../../../examples/profile_gen_multi_table_synthetic_data.py :language: python + + +output:: + + SQL> select count(*) from actor; + + COUNT(*) + ---------- + 40 + + SQL> select count(*) from director; + + COUNT(*) + ---------- + 13 + + SQL> select count(*) from movie; + + COUNT(*) + ---------- + 300 diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index c8d180d..eb69113 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -9,30 +9,102 @@ A ``VectorIndex`` object can be created with ``select_ai.VectorIndex()`` .. autoclass:: select_ai.VectorIndex :members: +******************** +``AsyncVectorIndex`` +******************** + +A ``AsyncVectorIndex`` object can be created with ``select_ai.AsyncVectorIndex()`` + +.. autoclass:: select_ai.AsyncVectorIndex + :members: + ************************* ``VectorIndexAttributes`` ************************* A ``VectorIndexAttributes`` object can be created with -``select_ai.VectorIndexAttributes()`` +``select_ai.VectorIndexAttributes()``. Also check +`vector index attributes `__ .. autoclass:: select_ai.VectorIndexAttributes :members: + +******************************* +``OracleVectorIndexAttributes`` +******************************* + +.. autoclass:: select_ai.OracleVectorIndexAttributes + :members: + + +******************************* +``ChromaVectorIndexAttributes`` +******************************* + +.. autoclass:: select_ai.ChromaVectorIndexAttributes + :members: + + +********************************* +``PineconeVectorIndexAttributes`` +********************************* + +.. autoclass:: select_ai.PineconeVectorIndexAttributes + :members: + + +********************************* +``QdrantVectorIndexAttributes`` +********************************* + +.. autoclass:: select_ai.QdrantVectorIndexAttributes + :members: + Check the examples below to understand how to create vector indexes ************************** -Create Vector Index +Vector Index ************************** -.. literalinclude:: ../../../examples/7_vector_index.py +In the following example, vector database provider is Oracle and +objects (to create embedding for) reside in OCI's object store + +.. literalinclude:: ../../../examples/vector_index_create.py + :language: python + +output:: + + created vector index: test_vector_index + + +.. literalinclude:: ../../../examples/vector_index_list.py :language: python +output:: + + Vector index TEST_VECTOR_INDEX + Vector index profile Profile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) + + ************************************* Asynchronous support for Vector Index ************************************* -.. literalinclude:: ../../../examples/7_vector_index.py +.. literalinclude:: ../../../examples/async_examples/vector_index_create.py :language: python + +output:: + + created vector index: test_vector_index + + +.. literalinclude:: ../../../examples/async_examples/vector_index_list.py + :language: python + +output:: + + Vector index TEST_VECTOR_INDEX + Vector index profile AsyncProfile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) diff --git a/doc/source/user_guide/vector_index_class.rst b/doc/source/user_guide/vector_index_class.rst new file mode 100644 index 0000000..5e63427 --- /dev/null +++ b/doc/source/user_guide/vector_index_class.rst @@ -0,0 +1,18 @@ +.. _vector_index_object_model: + + +.. _vectorindexfig: +.. figure:: /image/vector_index.png + :alt: Select AI Vector Index + + +************************** +Create Vector Index +************************** + +.. literalinclude:: ../../../examples/vector_index_create.py + :language: python + +output:: + + created vector index: test_vector_index diff --git a/examples/7_vector_index.py b/examples/7_vector_index.py deleted file mode 100644 index 1eb4b1a..0000000 --- a/examples/7_vector_index.py +++ /dev/null @@ -1,33 +0,0 @@ -import os - -import select_ai - -user = os.getenv("SELECT_AI_USER") -password = os.getenv("SELECT_AI_PASSWORD") -dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - print("fetched profile: ", profile) - vector_index_attributes = select_ai.VectorIndexAttributes( - location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", - object_storage_credential_name="my_oci_ai_profile_key", - ) - profile.create_vector_index( - index_name="test_vector_index", - attributes=vector_index_attributes, - description="Vector index for conda environments", - replace=True, - ) - print("created vector index: test_vector_index") - print("list vector indices") - for vector_index in profile.list_vector_indexes( - index_name_pattern="^test" - ): - print(vector_index) - - -if __name__ == "__main__": - main() diff --git a/examples/async_examples/4_conversation.py b/examples/async_examples/conversation_chat_session.py similarity index 78% rename from examples/async_examples/4_conversation.py rename to examples/async_examples/conversation_chat_session.py index 5a64b28..cc872cd 100644 --- a/examples/async_examples/4_conversation.py +++ b/examples/async_examples/conversation_chat_session.py @@ -17,12 +17,12 @@ async def main(): title="History of Science", description="LLM's understanding of history of science", ) - conversation_id = await async_profile.create_conversation( - conversation_attributes + async_conversation = select_ai.AsyncConversation( + attributes=conversation_attributes ) - session_params = {"conversation_id": conversation_id} - async with select_ai.AsyncSession( - async_profile=async_profile, params=session_params + + async with async_profile.chat_session( + conversation=async_conversation, delete=True ) as async_session: response = await async_session.chat( prompt="What is importance of history of science ?" diff --git a/examples/async_examples/conversations_list.py b/examples/async_examples/conversations_list.py new file mode 100644 index 0000000..b78b4d2 --- /dev/null +++ b/examples/async_examples/conversations_list.py @@ -0,0 +1,19 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async for conversation in select_ai.AsyncConversation().list(): + print(conversation.conversation_id) + print(conversation.attributes) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/2_chat.py b/examples/async_examples/profile_chat.py similarity index 99% rename from examples/async_examples/2_chat.py rename to examples/async_examples/profile_chat.py index bf92c37..9a6a91a 100644 --- a/examples/async_examples/2_chat.py +++ b/examples/async_examples/profile_chat.py @@ -13,6 +13,7 @@ async def main(): async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile" ) + # Asynchronously send multiple prompts chat_tasks = [ async_profile.chat(prompt="What is OCI ?"), diff --git a/examples/async_examples/1_sql.py b/examples/async_examples/profile_create.py similarity index 69% rename from examples/async_examples/1_sql.py rename to examples/async_examples/profile_create.py index 3843d3e..d43c0c5 100644 --- a/examples/async_examples/1_sql.py +++ b/examples/async_examples/profile_create.py @@ -1,5 +1,6 @@ import asyncio import os +from pprint import pformat import select_ai @@ -11,17 +12,14 @@ # This example shows how to asynchronously generate SQLs nad run SQLs async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - provider = select_ai.OCIGenAIProvider( region="us-chicago-1", oci_apiformat="GENERIC" ) - profile_attributes = select_ai.ProfileAttributes( credential_name="my_oci_ai_profile_key", object_list=[{"owner": "SH"}], provider=provider, ) - async_profile = await select_ai.AsyncProfile( profile_name="async_oci_ai_profile", attributes=profile_attributes, @@ -29,15 +27,13 @@ async def main(): replace=True, ) - sql_tasks = [ - async_profile.show_sql(prompt="How many customers?"), - async_profile.run_sql(prompt="How many promotions"), - async_profile.explain_sql(prompt="How many promotions"), - ] - # Collect results from multiple asynchronous tasks - for sql_task in asyncio.as_completed(sql_tasks): - result = await sql_task - print(result) + profile_attributes = await async_profile.get_attributes() + + print("Profile attributes are: ", profile_attributes) + print( + "Profile attributes as Python dict: ", + pformat(profile_attributes.dict(exclude_null=False)), + ) if __name__ == "__main__": diff --git a/examples/async_examples/profile_explain_sql.py b/examples/async_examples/profile_explain_sql.py new file mode 100644 index 0000000..cd977ea --- /dev/null +++ b/examples/async_examples/profile_explain_sql.py @@ -0,0 +1,22 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +# This example shows how to asynchronously ask the LLM to explain SQL +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + ) + response = await async_profile.explain_sql("How many promotions") + print(response) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/3_pipeline.py b/examples/async_examples/profile_pipeline.py similarity index 100% rename from examples/async_examples/3_pipeline.py rename to examples/async_examples/profile_pipeline.py diff --git a/examples/async_examples/profile_run_sql.py b/examples/async_examples/profile_run_sql.py new file mode 100644 index 0000000..f4d1969 --- /dev/null +++ b/examples/async_examples/profile_run_sql.py @@ -0,0 +1,23 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +# This example shows how to asynchronously run sql +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + ) + # run_sql returns a pandas df + df = await async_profile.run_sql("How many promotions") + print(df) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/profile_show_sql.py b/examples/async_examples/profile_show_sql.py new file mode 100644 index 0000000..36437cb --- /dev/null +++ b/examples/async_examples/profile_show_sql.py @@ -0,0 +1,21 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + ) + response = await async_profile.show_sql("How many promotions") + print(response) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/profile_sql_concurrent_tasks.py b/examples/async_examples/profile_sql_concurrent_tasks.py new file mode 100644 index 0000000..678ea56 --- /dev/null +++ b/examples/async_examples/profile_sql_concurrent_tasks.py @@ -0,0 +1,30 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +# This example shows how to asynchronously generate SQLs nad run SQLs +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_ai_profile", + ) + sql_tasks = [ + async_profile.show_sql(prompt="How many customers?"), + async_profile.run_sql(prompt="How many promotions"), + async_profile.explain_sql(prompt="How many promotions"), + ] + + # Collect results from multiple asynchronous tasks + for sql_task in asyncio.as_completed(sql_tasks): + result = await sql_task + print(result) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/5_list_profiles.py b/examples/async_examples/profiles_list.py similarity index 83% rename from examples/async_examples/5_list_profiles.py rename to examples/async_examples/profiles_list.py index bb1081d..bd21031 100644 --- a/examples/async_examples/5_list_profiles.py +++ b/examples/async_examples/profiles_list.py @@ -10,9 +10,7 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) - async_profile = await select_ai.AsyncProfile( - profile_name="async_oci_ai_profile" - ) + async_profile = await select_ai.AsyncProfile() # matches the start of string async for fetched_profile in async_profile.list( profile_name_pattern="^oci" diff --git a/examples/async_examples/6_vector_index.py b/examples/async_examples/vector_index_create.py similarity index 57% rename from examples/async_examples/6_vector_index.py rename to examples/async_examples/vector_index_create.py index 3f1d9e0..83dfee9 100644 --- a/examples/async_examples/6_vector_index.py +++ b/examples/async_examples/vector_index_create.py @@ -10,28 +10,35 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) + + provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", oci_apiformat="GENERIC" + ) + profile_attributes = select_ai.ProfileAttributes( + credential_name="my_oci_ai_profile_key", + provider=provider, + ) async_profile = await select_ai.AsyncProfile( - profile_name="async_oci_ai_profile" + profile_name="async_oci_vector_ai_profile", + attributes=profile_attributes, + description="MY OCI AI Profile", + replace=True, ) - vector_index_attributes = select_ai.VectorIndexAttributes( + vector_index_attributes = select_ai.OracleVectorIndexAttributes( location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", object_storage_credential_name="my_oci_ai_profile_key", ) - await async_profile.create_vector_index( + async_vector_index = select_ai.AsyncVectorIndex( index_name="test_vector_index", attributes=vector_index_attributes, description="Vector index for conda environments", - replace=True, + profile=async_profile, ) + await async_vector_index.create(replace=True) print("created vector index: test_vector_index") - async for vector_index in async_profile.list_vector_indexes( - index_name_pattern="^test" - ): - print(vector_index) - if __name__ == "__main__": asyncio.run(main()) diff --git a/examples/async_examples/vector_index_list.py b/examples/async_examples/vector_index_list.py new file mode 100644 index 0000000..2678d97 --- /dev/null +++ b/examples/async_examples/vector_index_list.py @@ -0,0 +1,20 @@ +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + vector_index = select_ai.AsyncVectorIndex() + async for index in vector_index.list(index_name_pattern="^test"): + print("Vector index", index.index_name) + print("Vector index profile", index.profile) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/9_conversation.py b/examples/conversation_chat_session.py similarity index 74% rename from examples/9_conversation.py rename to examples/conversation_chat_session.py index eefe313..9d3e3a1 100644 --- a/examples/9_conversation.py +++ b/examples/conversation_chat_session.py @@ -17,9 +17,14 @@ def main(): title="History of Science", description="LLM's understanding of history of science", ) - conversation_id = profile.create_conversation(conversation_attributes) - session_params = {"conversation_id": conversation_id} - with select_ai.Session(profile=profile, params=session_params) as session: + conversation = select_ai.Conversation(attributes=conversation_attributes) + with profile.chat_session( + conversation=conversation, delete=True + ) as session: + print( + "Conversation ID for this session is:", + conversation.conversation_id, + ) response = session.chat( prompt="What is importance of history of science ?" ) diff --git a/examples/conversation_create.py b/examples/conversation_create.py new file mode 100644 index 0000000..3abd92c --- /dev/null +++ b/examples/conversation_create.py @@ -0,0 +1,28 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +# This example shows how to create a conversation +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + conversation_attributes = select_ai.ConversationAttributes( + title="History of Science", + description="LLM's understanding of history of science", + ) + + conversation = select_ai.Conversation(attributes=conversation_attributes) + conversation.create() + + print( + "Created conversation with conversation id: ", + conversation.conversation_id, + ) + + +if __name__ == "__main__": + main() diff --git a/examples/conversation_delete.py b/examples/conversation_delete.py new file mode 100644 index 0000000..72a0d04 --- /dev/null +++ b/examples/conversation_delete.py @@ -0,0 +1,24 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +# This example shows how to create a conversation +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + conversation = select_ai.Conversation( + conversation_id="37DDC22E-11C8-3D49-E063-D81A000A85FE" + ) + conversation.delete(force=True) + print( + "Deleted conversation with conversation id: ", + conversation.conversation_id, + ) + + +if __name__ == "__main__": + main() diff --git a/examples/conversations_list.py b/examples/conversations_list.py new file mode 100644 index 0000000..3d4cff4 --- /dev/null +++ b/examples/conversations_list.py @@ -0,0 +1,19 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + # To list all conversations, use the class method list() + for conversation in select_ai.Conversation().list(): + print(conversation.conversation_id) + print(conversation.attributes) + + +if __name__ == "__main__": + main() diff --git a/examples/2_create_ai_credential.py b/examples/create_ai_credential.py similarity index 100% rename from examples/2_create_ai_credential.py rename to examples/create_ai_credential.py diff --git a/examples/10_disable_ai_provider.py b/examples/disable_ai_provider.py similarity index 100% rename from examples/10_disable_ai_provider.py rename to examples/disable_ai_provider.py diff --git a/examples/1_enable_ai_provider.py b/examples/enable_ai_provider.py similarity index 100% rename from examples/1_enable_ai_provider.py rename to examples/enable_ai_provider.py diff --git a/examples/5_chat.py b/examples/profile_chat.py similarity index 95% rename from examples/5_chat.py rename to examples/profile_chat.py index 08a9035..0b9d197 100644 --- a/examples/5_chat.py +++ b/examples/profile_chat.py @@ -10,7 +10,6 @@ def main(): select_ai.connect(user=user, password=password, dsn=dsn) profile = select_ai.Profile(profile_name="oci_ai_profile") - print(profile) print(profile.chat(prompt="What is OCI ?")) diff --git a/examples/3_show_sql.py b/examples/profile_create.py similarity index 70% rename from examples/3_show_sql.py rename to examples/profile_create.py index 0cce433..415dade 100644 --- a/examples/3_show_sql.py +++ b/examples/profile_create.py @@ -1,4 +1,5 @@ import os +from pprint import pformat import select_ai @@ -26,13 +27,13 @@ def main(): description="MY OCI AI Profile", replace=True, ) - prompts = [ - "How many promotions are there in the sh database?", - "How many products are there in the sh database ?", - ] - for prompt in prompts: - print("Prompt is: ", prompt) - print(profile.explain_sql(prompt=prompt)) + print("Created profile ", profile.profile_name) + profile_attributes = profile.get_attributes() + print("Profile attributes are: ", profile_attributes) + print( + "Profile attributes as Python dict: ", + pformat(profile_attributes.dict(exclude_null=False)), + ) if __name__ == "__main__": diff --git a/examples/profile_delete.py b/examples/profile_delete.py new file mode 100644 index 0000000..50048f2 --- /dev/null +++ b/examples/profile_delete.py @@ -0,0 +1,17 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile(profile_name="oci_ai_profile") + profile.delete() + + +if __name__ == "__main__": + main() diff --git a/examples/profile_explain_sql.py b/examples/profile_explain_sql.py new file mode 100644 index 0000000..80a379d --- /dev/null +++ b/examples/profile_explain_sql.py @@ -0,0 +1,25 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile( + profile_name="oci_ai_profile", + ) + prompts = [ + "How many promotions are there in the sh database?", + "How many products are there in the sh database ?", + ] + for prompt in prompts: + print("Prompt is: ", prompt) + print(profile.explain_sql(prompt=prompt)) + + +if __name__ == "__main__": + main() diff --git a/examples/8_generate_synthetic_data.py b/examples/profile_gen_multi_table_synthetic_data.py similarity index 100% rename from examples/8_generate_synthetic_data.py rename to examples/profile_gen_multi_table_synthetic_data.py diff --git a/examples/profile_gen_single_table_synthetic_data.py b/examples/profile_gen_single_table_synthetic_data.py new file mode 100644 index 0000000..285a995 --- /dev/null +++ b/examples/profile_gen_single_table_synthetic_data.py @@ -0,0 +1,31 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile(profile_name="oci_ai_profile") + + synthetic_data_params = select_ai.SyntheticDataParams( + sample_rows=100, table_statistics=True, priority="HIGH" + ) + synthetic_data_attributes = select_ai.SyntheticDataAttributes( + object_name="MOVIE", + user_prompt="the release date for the movies should be in 2019", + params=synthetic_data_params, + record_count=100, + ) + print( + profile.generate_synthetic_data( + synthetic_data_attributes=synthetic_data_attributes + ) + ) + + +if __name__ == "__main__": + main() diff --git a/examples/profile_narrate.py b/examples/profile_narrate.py new file mode 100644 index 0000000..6d656ee --- /dev/null +++ b/examples/profile_narrate.py @@ -0,0 +1,25 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile( + profile_name="oci_ai_profile", + ) + prompts = [ + "How many promotions are there in the sh database?", + "How many products are there in the sh database ?", + ] + for prompt in prompts: + print("Prompt is: ", prompt) + print(profile.narrate(prompt=prompt)) + + +if __name__ == "__main__": + main() diff --git a/examples/4_run_sql.py b/examples/profile_run_sql.py similarity index 84% rename from examples/4_run_sql.py rename to examples/profile_run_sql.py index bdf7bed..5afe9cc 100644 --- a/examples/4_run_sql.py +++ b/examples/profile_run_sql.py @@ -6,6 +6,9 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") +# This example shows to get results of SQL +# specified using natural language prompt + def main(): select_ai.connect(user=user, password=password, dsn=dsn) @@ -20,6 +23,7 @@ def main(): ] for prompt in prompts: print("Prompt is: ", prompt) + # profile.run_sql returns a pandas dataframe df = profile.run_sql(prompt=prompt) print(df.columns) print(df) diff --git a/examples/profile_show_sql.py b/examples/profile_show_sql.py new file mode 100644 index 0000000..9aede97 --- /dev/null +++ b/examples/profile_show_sql.py @@ -0,0 +1,26 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + +# This example shows to get results of SQL +# specified using natural language prompt + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile(profile_name="oci_ai_profile") + prompts = [ + "How many promotions are there in the sh database?", + "How many products are there in the sh database ?", + ] + for prompt in prompts: + print("Prompt is: ", prompt) + print(profile.show_sql(prompt=prompt)) + + +if __name__ == "__main__": + main() diff --git a/examples/6_list_ai_profiles.py b/examples/profiles_list.py similarity index 100% rename from examples/6_list_ai_profiles.py rename to examples/profiles_list.py diff --git a/examples/vector_index_create.py b/examples/vector_index_create.py new file mode 100644 index 0000000..85810fa --- /dev/null +++ b/examples/vector_index_create.py @@ -0,0 +1,50 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + # Configure an AI provider with an embedding model + # of your choice + provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", oci_apiformat="GENERIC" + ) + + # Create an AI profile to use the Vector index with + profile_attributes = select_ai.ProfileAttributes( + credential_name="my_oci_ai_profile_key", + provider=provider, + ) + profile = select_ai.Profile( + profile_name="oci_vector_ai_profile", + attributes=profile_attributes, + description="MY OCI AI Profile", + replace=True, + ) + + # Specify objects to create an embedding for. In this example, + # the objects reside in ObjectStore and the vector database is + # Oracle + vector_index_attributes = select_ai.OracleVectorIndexAttributes( + location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", + object_storage_credential_name="my_oci_ai_profile_key", + ) + + # Create a Vector index object + vector_index = select_ai.VectorIndex( + index_name="test_vector_index", + attributes=vector_index_attributes, + description="Test vector index", + profile=profile, + ) + vector_index.create(replace=True) + print("created vector index: test_vector_index") + + +if __name__ == "__main__": + main() diff --git a/examples/vector_index_list.py b/examples/vector_index_list.py new file mode 100644 index 0000000..47cc35e --- /dev/null +++ b/examples/vector_index_list.py @@ -0,0 +1,19 @@ +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + vector_index = select_ai.VectorIndex() + for index in vector_index.list(index_name_pattern="^test"): + print("Vector index", index.index_name) + print("Vector index profile", index.profile) + + +if __name__ == "__main__": + main() diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index 1b66d7c..236513d 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -6,7 +6,11 @@ ) from .async_profile import AsyncProfile from .base_profile import BaseProfile, ProfileAttributes -from .conversation import Conversation, ConversationAttributes +from .conversation import ( + AsyncConversation, + Conversation, + ConversationAttributes, +) from .db import ( async_connect, async_cursor, @@ -27,13 +31,16 @@ OpenAIProvider, Provider, ) -from .session import AsyncSession, Session from .synthetic_data import ( SyntheticDataAttributes, SyntheticDataParams, ) from .vector_index import ( - VectorDBProvider, + AsyncVectorIndex, + ChromaVectorIndexAttributes, + OracleVectorIndexAttributes, + PineconeVectorIndexAttributes, + QdrantVectorIndexAttributes, VectorDistanceMetric, VectorIndex, VectorIndexAttributes, diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 1ddc2fe..7f1a92d 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -1,9 +1,8 @@ import json +from contextlib import asynccontextmanager from dataclasses import replace as dataclass_replace from typing import ( - Any, AsyncGenerator, - Iterator, List, Mapping, Optional, @@ -16,18 +15,15 @@ from select_ai.action import Action from select_ai.base_profile import BaseProfile, ProfileAttributes -from select_ai.conversation import ConversationAttributes -from select_ai.db import async_cursor, async_get_connection, cursor -from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError +from select_ai.conversation import AsyncConversation +from select_ai.db import async_cursor, async_get_connection +from select_ai.errors import ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE_ATTRIBUTES, - GET_USER_VECTOR_INDEX_ATTRIBUTES, LIST_USER_AI_PROFILES, - LIST_USER_VECTOR_INDEXES_BY_PROFILE, ) from select_ai.synthetic_data import SyntheticDataAttributes -from select_ai.vector_index import VectorIndex, VectorIndexAttributes __all__ = ["AsyncProfile"] @@ -54,13 +50,13 @@ async def _init_profile(self): if self.profile_name is not None: profile_exists = False try: - saved_attributes = await self.fetch_attributes( + saved_attributes = await self._get_attributes( profile_name=self.profile_name ) profile_exists = True except ProfileNotFoundError: if self.attributes is None: - raise ValueError("Missing Profile attributes") + raise else: if self.attributes is None: self.attributes = saved_attributes @@ -78,8 +74,8 @@ async def _init_profile(self): return self @staticmethod - async def fetch_attributes(profile_name) -> ProfileAttributes: - """Asynchronously fetch AI profile attributes from the Database + async def _get_attributes(profile_name) -> ProfileAttributes: + """Asynchronously gets AI profile attributes from the Database :param str profile_name: Name of the profile :return: select_ai.provider.ProviderAttributes @@ -97,6 +93,14 @@ async def fetch_attributes(profile_name) -> ProfileAttributes: else: raise ProfileNotFoundError(profile_name=profile_name) + async def get_attributes(self) -> ProfileAttributes: + """Asynchronously gets AI profile attributes from the Database + + :return: select_ai.provider.ProviderAttributes + :raises: ProfileNotFoundError + """ + return await self._get_attributes(profile_name=self.profile_name) + async def _set_attribute( self, attribute_name: str, @@ -178,7 +182,7 @@ async def create( (error,) = e.args # If already exists and replace is True then drop and recreate if "already exists" in error.message.lower() and replace: - await self.drop(force=True) + await self.delete(force=True) await cr.callproc( "DBMS_CLOUD_AI.CREATE_PROFILE", keyword_parameters=parameters, @@ -186,8 +190,8 @@ async def create( else: raise - async def drop(self, force=False) -> None: - """Asynchronously drop an AI profile from the database + async def delete(self, force=False) -> None: + """Asynchronously deletes an AI profile from the database :param bool force: Ignores errors if AI profile does not exist. :return: None @@ -204,7 +208,7 @@ async def drop(self, force=False) -> None: ) @classmethod - async def from_db(cls, profile_name: str) -> "AsyncProfile": + async def _from_db(cls, profile_name: str) -> "AsyncProfile": """Asynchronously create an AI Profile object from attributes saved in the database against the profile @@ -246,7 +250,7 @@ async def list( for row in rows: profile_name = row[0] description = row[1] - attributes = await cls.fetch_attributes( + attributes = await cls._get_attributes( profile_name=profile_name ) yield cls( @@ -294,6 +298,30 @@ async def chat(self, prompt, params: Mapping = None) -> str: """ return await self.generate(prompt, action=Action.CHAT, params=params) + @asynccontextmanager + async def chat_session( + self, conversation: AsyncConversation, delete: bool = False + ): + """Starts a new chat session for context-aware conversations + + :param AsyncConversation conversation: Conversation object to use for this + chat session + :param bool delete: Delete conversation after session ends + + """ + try: + if ( + conversation.conversation_id is None + and conversation.attributes is not None + ): + await conversation.create() + params = {"conversation_id": conversation.conversation_id} + async_session = AsyncSession(async_profile=self, params=params) + yield async_session + finally: + if delete: + await conversation.delete() + async def narrate(self, prompt, params: Mapping = None) -> str: """Narrate the result of the SQL @@ -350,211 +378,6 @@ async def show_prompt(self, prompt: str, params: Mapping = None): prompt, action=Action.SHOWPROMPT, params=params ) - async def create_vector_index( - self, - index_name: str, - attributes: VectorIndexAttributes, - description: str = Optional[None], - replace: Optional[int] = False, - ) -> None: - """Create a vector index in the database and populates it with data - from an object store bucket using an async scheduler job. - - :param str index_name: Name of the vector index - :param select_ai.VectorIndexAttributes attributes: Attributes of the - vector index - :param str description: Description for the vector index - :param bool replace: True to replace existing vector index - - """ - - if attributes.profile_name is None: - attributes.profile_name = self.profile_name - parameters = { - "index_name": index_name, - "attributes": attributes.json(), - } - if description: - parameters["description"] = description - async with async_cursor() as cr: - try: - await cr.callproc( - "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - except oracledb.DatabaseError as e: - (error,) = e.args - # If already exists and replace is True then drop and recreate - if "already exists" in error.message.lower() and replace: - await self.drop_vector_index( - force=True, index_name=index_name - ) - await cr.callproc( - "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - else: - raise - - @staticmethod - async def drop_vector_index( - index_name: str, - include_data: Optional[int] = True, - force: Optional[int] = False, - ) -> None: - """This procedure removes a vector store index. - - :param str index_name: Name of the vector index - :param bool include_data: Indicates whether to delete - both the customer's vector store and vector index - along with the vector index object. - :param bool force: Indicates whether to ignore errors - that occur if the vector index does not exist. - :return: None - :raises: oracledb.DatabaseError - - """ - async with async_cursor() as cr: - await cr.callproc( - "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", - keyword_parameters={ - "index_name": index_name, - "include_data": include_data, - "force": force, - }, - ) - - @staticmethod - async def enable_vector_index(index_name: str) -> None: - """This procedure enables or activates a previously disabled vector - index object. Generally, when you create a vector index, by default - it is enabled such that the AI profile can use it to perform indexing - and searching. - - :param str index_name: Name of the vector index - :return: None - :raises: oracledb.DatabaseError - - """ - async with async_cursor() as cr: - await cr.callproc( - "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", - keyword_parameters={"index_name": index_name}, - ) - - @staticmethod - async def disable_vector_index(index_name: str) -> None: - """This procedure disables a vector index object in the current - database. When disabled, an AI profile cannot use the vector index, - and the system does not load data into the vector store as new data - is added to the object store and does not perform indexing, searching - or querying based on the index. - - :param str index_name: Name of the vector index - :return: None - :raises: oracledb.DatabaseError - """ - async with async_cursor() as cr: - await cr.callproc( - "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", - keyword_parameters={"index_name": index_name}, - ) - - @staticmethod - async def update_vector_index( - index_name: str, - attribute_name: str, - attribute_value: Union[str, int], - attributes: VectorIndexAttributes = None, - ) -> None: - """ - This procedure updates an existing vector store index with a specified - value of the vector index attribute. You can specify a single attribute - or multiple attributes by passing an object of type - :class `VectorIndexAttributes` - - :param str index_name: Name of the vector index - :param str attribute_name: Custom attribute name - :param Union[str, int, float] attribute_value: Attribute Value - :param VectorIndexAttributes attributes: Specify multiple attributes - to update in a single API invocation - :return: None - :raises: oracledb.DatabaseError - """ - if attribute_name and attribute_value and attributes: - raise ValueError( - "Only one of attribute (name and value) or " - "attributes can be specified" - ) - parameters = {"index_name": index_name} - if attributes: - parameters["attributes"] = attributes.json() - else: - parameters["attributes_name"] = attribute_name - parameters["attributes_value"] = attribute_value - - async with async_cursor() as cr: - await cr.callproc( - "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - - @staticmethod - async def fetch_vector_index_attributes( - index_name: str, - ) -> VectorIndexAttributes: - """Fetch attributes of a vector index - - :param str index_name: Name of the vector index - :return: select_ai.VectorIndexAttributes - :raises: VectorIndexNotFoundError - """ - async with async_cursor() as cr: - await cr.execute( - GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name - ) - attributes = await cr.fetchall() - if attributes: - post_processed_attributes = {} - for k, v in attributes: - if isinstance(v, oracledb.AsyncLOB): - post_processed_attributes[k] = await v.read() - else: - post_processed_attributes[k] = v - return VectorIndexAttributes(**post_processed_attributes) - else: - raise VectorIndexNotFoundError(index_name=index_name) - - async def list_vector_indexes( - self, index_name_pattern: str - ) -> AsyncGenerator[VectorIndex, None]: - """List Vector Indexes. - - :param str index_name_pattern: Regular expressions can be used - to specify a pattern. Function REGEXP_LIKE is used to perform the - match - :return: Iterator[VectorIndex] - - """ - async with async_cursor() as cr: - await cr.execute( - LIST_USER_VECTOR_INDEXES_BY_PROFILE, - profile_name=self.profile_name, - index_name_pattern=index_name_pattern, - ) - rows = await cr.fetchall() - for row in rows: - index_name = row[0] - description = await row[1].read() # AsyncLOB - attributes = await AsyncProfile.fetch_vector_index_attributes( - index_name=index_name - ) - yield VectorIndex( - index_name=index_name, - description=description, - attributes=attributes, - ) - async def generate_synthetic_data( self, synthetic_data_attributes: SyntheticDataAttributes ) -> None: @@ -574,28 +397,6 @@ async def generate_synthetic_data( keyword_parameters=keyword_parameters, ) - @staticmethod - async def create_conversation( - conversation_attributes: ConversationAttributes, - ) -> str: - """Creates a new conversation and returns the conversation_id - to be used in context-aware conversations with LLMs - - :param select_ai.ConversationAttributes conversation_attributes: - Conversation Attributes - - :return: conversation_id - """ - async with async_cursor() as cr: - conversation_id = await cr.callfunc( - "DBMS_CLOUD_AI.CREATE_CONVERSATION", - oracledb.DB_TYPE_VARCHAR, - keyword_parameters={ - "attributes": conversation_attributes.json() - }, - ) - return conversation_id - async def run_pipeline( self, prompt_specifications: List[Tuple[str, Action]], @@ -634,3 +435,27 @@ async def run_pipeline( else: responses.append(result.error) return responses + + +class AsyncSession: + """AsyncSession lets you persist request parameters across DBMS_CLOUD_AI + requests. This is useful in context-aware conversations + """ + + def __init__(self, async_profile: AsyncProfile, params: Mapping): + """ + + :param async_profile: An AI Profile to use in this session + :param params: Parameters to be persisted across requests + """ + self.params = params + self.async_profile = async_profile + + async def chat(self, prompt: str): + return await self.async_profile.chat(prompt=prompt, params=self.params) + + async def __aenter__(self): + return self + + async def __aexit__(self, exc_type, exc_val, exc_tb): + pass diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index a438bd5..1868d52 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -6,7 +6,8 @@ import oracledb from select_ai._abc import SelectAIDataClass -from select_ai.provider import Provider + +from .provider import Provider @dataclass @@ -67,7 +68,7 @@ def json(self, exclude_null=True): for provider_k, provider_v in v.dict( exclude_null=exclude_null ).items(): - attributes[provider_k] = provider_v + attributes[Provider.key_alias(provider_k)] = provider_v else: attributes[k] = v return json.dumps(attributes) @@ -80,7 +81,7 @@ def create(cls, **kwargs): if isinstance(v, oracledb.LOB): v = v.read() if k in Provider.keys(): - provider_attributes[k] = v + provider_attributes[Provider.key_alias(k)] = v else: profile_attributes[k] = v provider = Provider.create(**provider_attributes) @@ -95,7 +96,7 @@ async def async_create(cls, **kwargs): if isinstance(v, oracledb.AsyncLOB): v = await v.read() if k in Provider.keys(): - provider_attributes[k] = v + provider_attributes[Provider.key_alias(k)] = v else: profile_attributes[k] = v provider = Provider.create(**provider_attributes) diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py index 51574f1..1892545 100644 --- a/src/select_ai/conversation.py +++ b/src/select_ai/conversation.py @@ -1,25 +1,242 @@ -import json from dataclasses import dataclass -from typing import Optional +from typing import AsyncGenerator, Iterator, Optional + +import oracledb from select_ai._abc import SelectAIDataClass +from select_ai.db import async_cursor, cursor +from select_ai.errors import ConversationNotFoundError +from select_ai.sql import ( + GET_USER_CONVERSATION_ATTRIBUTES, + LIST_USER_CONVERSATIONS, +) -__all__ = ["Conversation", "ConversationAttributes"] +__all__ = ["AsyncConversation", "Conversation", "ConversationAttributes"] @dataclass -class Conversation(SelectAIDataClass): - """A container class to store Conversation id and attributes""" - - conversation_id: str - attributes: "ConversationAttributes" +class ConversationAttributes(SelectAIDataClass): + """Conversation Attributes + :param str title: Conversation Title + :param str description: Description of the conversation topic + :param int retention_days: The number of days the conversation will be + stored in the database from its creation date. If value is 0, we will + not remove the conversation unless it is manually deleted by + drop_conversation -@dataclass -class ConversationAttributes(SelectAIDataClass): - """Conversation Attributes""" + """ title: Optional[str] = "New Conversation" description: Optional[str] = None retention_days: Optional[int] = 7 # conversation_length: Optional[int] = 10 + + +class _BaseConversation: + + def __init__( + self, + conversation_id: Optional[str] = None, + attributes: Optional[ConversationAttributes] = None, + ): + self.conversation_id = conversation_id + self.attributes = attributes + + def __repr__(self): + return ( + f"{self.__class__.__name__}(conversation_id={self.conversation_id}, " + f"attributes={self.attributes})" + ) + + +class Conversation(_BaseConversation): + """Conversation class can be used to create, update and delete + conversations in the database + + Typical usage is to combine this conversation object with an AI + Profile.chat_session() to have context-aware conversations with + the LLM provider + + :param str conversation_id: Conversation ID + :param ConversationAttributes attributes: Conversation attributes + + """ + + def create(self) -> str: + """Creates a new conversation and returns the conversation_id + to be used in context-aware conversations with LLMs + + :return: conversation_id + """ + with cursor() as cr: + self.conversation_id = cr.callfunc( + "DBMS_CLOUD_AI.CREATE_CONVERSATION", + oracledb.DB_TYPE_VARCHAR, + keyword_parameters={"attributes": self.attributes.json()}, + ) + return self.conversation_id + + def delete(self, force: bool = False): + """Drops the conversation""" + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DROP_CONVERSATION", + keyword_parameters={ + "conversation_id": self.conversation_id, + "force": force, + }, + ) + + def set_attributes(self, attributes: ConversationAttributes): + """Updates the attributes of the conversation in the database""" + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.UPDATE_CONVERSATION", + keyword_parameters={ + "conversation_id": self.conversation_id, + "attributes": attributes.json(), + }, + ) + + def get_attributes(self) -> ConversationAttributes: + """Get attributes of the conversation from the database""" + with cursor() as cr: + cr.execute( + GET_USER_CONVERSATION_ATTRIBUTES, + conversation_id=self.conversation_id, + ) + attributes = cr.fetchone() + if attributes: + conversation_title = attributes[0] + description = attributes[1].read() # Oracle.LOB + retention_days = attributes[2] + return ConversationAttributes( + title=conversation_title, + description=description, + retention_days=retention_days, + ) + else: + raise ConversationNotFoundError( + conversation_id=self.conversation_id + ) + + @classmethod + def list(cls) -> Iterator["Conversation"]: + """List all conversations + + :return: Iterator[VectorIndex] + """ + with cursor() as cr: + cr.execute( + LIST_USER_CONVERSATIONS, + ) + for row in cr.fetchall(): + conversation_id = row[0] + conversation_title = row[1] + description = row[2].read() # Oracle.LOB + retention_days = row[3] + attributes = ConversationAttributes( + title=conversation_title, + description=description, + retention_days=retention_days, + ) + yield cls( + attributes=attributes, conversation_id=conversation_id + ) + + +class AsyncConversation(_BaseConversation): + """AsyncConversation class can be used to create, update and delete + conversations in the database in an async manner + + Typical usage is to combine this conversation object with an + AsyncProfile.chat_session() to have context-aware conversations + + :param str conversation_id: Conversation ID + :param ConversationAttributes attributes: Conversation attributes + + """ + + async def create(self) -> str: + """Creates a new conversation and returns the conversation_id + to be used in context-aware conversations with LLMs + + :return: conversation_id + """ + async with async_cursor() as cr: + self.conversation_id = await cr.callfunc( + "DBMS_CLOUD_AI.CREATE_CONVERSATION", + oracledb.DB_TYPE_VARCHAR, + keyword_parameters={"attributes": self.attributes.json()}, + ) + return self.conversation_id + + async def delete(self, force: bool = False): + """Delete the conversation""" + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DROP_CONVERSATION", + keyword_parameters={ + "conversation_id": self.conversation_id, + "force": force, + }, + ) + + async def set_attributes(self, attributes: ConversationAttributes): + """Updates the attributes of the conversation""" + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.UPDATE_CONVERSATION", + keyword_parameters={ + "conversation_id": self.conversation_id, + "attributes": attributes.json(), + }, + ) + + async def get_attributes(self) -> ConversationAttributes: + """Get attributes of the conversation from the database""" + async with async_cursor() as cr: + await cr.execute( + GET_USER_CONVERSATION_ATTRIBUTES, + conversation_id=self.conversation_id, + ) + attributes = await cr.fetchone() + if attributes: + conversation_title = attributes[0] + description = await attributes[1].read() # Oracle.AsyncLOB + retention_days = attributes[2] + return ConversationAttributes( + title=conversation_title, + description=description, + retention_days=retention_days, + ) + else: + raise ConversationNotFoundError( + conversation_id=self.conversation_id + ) + + @classmethod + async def list(cls) -> AsyncGenerator["AsyncConversation", None]: + """List all conversations + + :return: Iterator[VectorIndex] + """ + async with async_cursor() as cr: + await cr.execute( + LIST_USER_CONVERSATIONS, + ) + rows = await cr.fetchall() + for row in rows: + conversation_id = row[0] + conversation_title = row[1] + description = await row[2].read() # Oracle.AsyncLOB + retention_days = row[3] + attributes = ConversationAttributes( + title=conversation_title, + description=description, + retention_days=retention_days, + ) + yield cls( + attributes=attributes, conversation_id=conversation_id + ) diff --git a/src/select_ai/db.py b/src/select_ai/db.py index fd07a8c..64db4ef 100644 --- a/src/select_ai/db.py +++ b/src/select_ai/db.py @@ -29,7 +29,12 @@ def connect(user: str, password: str, dsn: str, *args, **kwargs): object """ conn = oracledb.connect( - user=user, password=password, dsn=dsn, *args, **kwargs + user=user, + password=password, + dsn=dsn, + connection_id_prefix="python-select-ai", + *args, + **kwargs, ) _set_connection(conn=conn) diff --git a/src/select_ai/errors.py b/src/select_ai/errors.py index 4e52ed9..4ccabe1 100644 --- a/src/select_ai/errors.py +++ b/src/select_ai/errors.py @@ -4,6 +4,16 @@ class SelectAIError(Exception): pass +class ConversationNotFoundError(SelectAIError): + """Conversation not found in the database""" + + def __init__(self, conversation_id: str): + self.conversation_id = conversation_id + + def __str__(self): + return f"Conversation with id {self.conversation_id} not found" + + class ProfileNotFoundError(SelectAIError): """Profile not found in the database""" diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index ebb0ee4..200e51d 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -1,24 +1,22 @@ import json +from contextlib import contextmanager from dataclasses import replace as dataclass_replace from typing import Iterator, Mapping, Optional, Union import oracledb import pandas +from select_ai import Conversation from select_ai.action import Action from select_ai.base_profile import BaseProfile, ProfileAttributes -from select_ai.conversation import ConversationAttributes from select_ai.db import cursor -from select_ai.errors import ProfileNotFoundError, VectorIndexNotFoundError +from select_ai.errors import ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE_ATTRIBUTES, - GET_USER_VECTOR_INDEX_ATTRIBUTES, LIST_USER_AI_PROFILES, - LIST_USER_VECTOR_INDEXES_BY_PROFILE, ) from select_ai.synthetic_data import SyntheticDataAttributes -from select_ai.vector_index import VectorIndex, VectorIndexAttributes class Profile(BaseProfile): @@ -41,13 +39,13 @@ def _init_profile(self) -> None: if self.profile_name is not None: profile_exists = False try: - saved_attributes = self.fetch_attributes( + saved_attributes = self._get_attributes( profile_name=self.profile_name ) profile_exists = True except ProfileNotFoundError: if self.attributes is None: - raise ValueError("Missing Profile attributes") + raise else: if self.attributes is None: self.attributes = saved_attributes @@ -59,11 +57,11 @@ def _init_profile(self) -> None: **self.attributes.dict(exclude_null=True), ) if self.replace or not profile_exists: - self.create(replace=self.replace, description=self.description) + self.create(replace=self.replace) @staticmethod - def fetch_attributes(profile_name) -> ProfileAttributes: - """Fetch AI profile attributes from the Database + def _get_attributes(profile_name) -> ProfileAttributes: + """Get AI profile attributes from the Database :param str profile_name: Name of the profile :return: select_ai.ProfileAttributes @@ -80,6 +78,13 @@ def fetch_attributes(profile_name) -> ProfileAttributes: else: raise ProfileNotFoundError(profile_name=profile_name) + def get_attributes(self) -> ProfileAttributes: + """Get AI profile attributes from the Database + + :return: select_ai.ProfileAttributes + """ + return self._get_attributes(profile_name=self.profile_name) + def _set_attribute( self, attribute_name: str, @@ -134,13 +139,10 @@ def set_attributes(self, attributes: ProfileAttributes): "DBMS_CLOUD_AI.SET_ATTRIBUTES", keyword_parameters=parameters ) - def create( - self, replace: Optional[int] = False, description: Optional[str] = None - ) -> None: + def create(self, replace: Optional[int] = False) -> None: """Create an AI Profile in the Database :param bool replace: Set True to replace else False - :param str description: The profile description :return: None :raises: oracledb.DatabaseError """ @@ -149,8 +151,8 @@ def create( "profile_name": self.profile_name, "attributes": self.attributes.json(), } - if description: - parameters["description"] = description + if self.description: + parameters["description"] = self.description with cursor() as cr: try: @@ -162,7 +164,7 @@ def create( (error,) = e.args # If already exists and replace is True then drop and recreate if "already exists" in error.message.lower() and replace: - self.drop(force=True) + self.delete(force=True) cr.callproc( "DBMS_CLOUD_AI.CREATE_PROFILE", keyword_parameters=parameters, @@ -170,8 +172,8 @@ def create( else: raise - def drop(self, force=False) -> None: - """Drop an AI profile from the database + def delete(self, force=False) -> None: + """Deletes an AI profile from the database :param bool force: Ignores errors if AI profile does not exist. :return: None @@ -187,7 +189,7 @@ def drop(self, force=False) -> None: ) @classmethod - def from_db(cls, profile_name: str) -> "Profile": + def _from_db(cls, profile_name: str) -> "Profile": """Create a Profile object from attributes saved in the database :param str profile_name: @@ -223,7 +225,7 @@ def list(cls, profile_name_pattern: str) -> Iterator["Profile"]: for row in cr.fetchall(): profile_name = row[0] description = row[1] - attributes = cls.fetch_attributes(profile_name=profile_name) + attributes = cls._get_attributes(profile_name=profile_name) yield cls( profile_name=profile_name, description=description, @@ -271,6 +273,29 @@ def chat(self, prompt: str, params: Mapping = None) -> str: """ return self.generate(prompt, action=Action.CHAT, params=params) + @contextmanager + def chat_session(self, conversation: Conversation, delete: bool = False): + """Starts a new chat session for context-aware conversations + + :param Conversation conversation: Conversation object to use for this + chat session + :param bool delete: Delete conversation after session ends + + :return: + """ + try: + if ( + conversation.conversation_id is None + and conversation.attributes is not None + ): + conversation.create() + params = {"conversation_id": conversation.conversation_id} + session = Session(profile=self, params=params) + yield session + finally: + if delete: + conversation.delete() + def narrate(self, prompt: str, params: Mapping = None) -> str: """Narrate the result of the SQL @@ -320,207 +345,6 @@ def show_prompt(self, prompt: str, params: Mapping = None) -> str: """ return self.generate(prompt, action=Action.SHOWPROMPT, params=params) - def create_vector_index( - self, - index_name: str, - attributes: VectorIndexAttributes, - description: str = Optional[None], - replace: Optional[int] = False, - ): - """Create a vector index in the database and populates it with data - from an object store bucket using an async scheduler job - :param str index_name: Name of the vector index - :param select_ai.VectorIndexAttributes attributes: Attributes of the - vector index - :param str description: Description for the vector index - :param bool replace: Replace vector index if it exists - :return: None - """ - - if attributes.profile_name is None: - attributes.profile_name = self.profile_name - - parameters = { - "index_name": index_name, - "attributes": attributes.json(), - } - - if description: - parameters["description"] = description - - with cursor() as cr: - try: - cr.callproc( - "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - except oracledb.DatabaseError as e: - (error,) = e.args - # If already exists and replace is True then drop and recreate - if "already exists" in error.message.lower() and replace: - self.drop_vector_index(force=True, index_name=index_name) - cr.callproc( - "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - else: - raise - - @staticmethod - def drop_vector_index( - index_name: str, - include_data: Optional[int] = True, - force: Optional[int] = False, - ): - """This procedure removes a vector store index - :param str index_name: Name of the vector index - :param bool include_data: Indicates whether to delete - both the customer's vector store and vector index - along with the vector index object. - :param bool force: Indicates whether to ignore errors - that occur if the vector index does not exist. - :return: None - :raises: oracledb.DatabaseError - """ - with cursor() as cr: - cr.callproc( - "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", - keyword_parameters={ - "index_name": index_name, - "include_data": include_data, - "force": force, - }, - ) - - @staticmethod - def enable_vector_index(index_name: str): - """This procedure enables or activates a previously disabled vector - index object. Generally, when you create a vector index, by default - it is enabled such that the AI profile can use it to perform indexing - and searching. - - :param str index_name: Name of the vector index - :return: None - :raises: oracledb.DatabaseError - - """ - with cursor() as cr: - cr.callproc( - "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", - keyword_parameters={"index_name": index_name}, - ) - - @staticmethod - def disable_vector_index(index_name: str): - """This procedure disables a vector index object in the current - database. When disabled, an AI profile cannot use the vector index, - and the system does not load data into the vector store as new data - is added to the object store and does not perform indexing, searching - or querying based on the index. - - :param str index_name: Name of the vector index - :return: None - :raises: oracledb.DatabaseError - """ - with cursor() as cr: - cr.callproc( - "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", - keyword_parameters={"index_name": index_name}, - ) - - @staticmethod - def update_vector_index( - index_name: str, - attribute_name: str, - attribute_value: Union[str, int, float], - attributes: VectorIndexAttributes = None, - ): - """ - This procedure updates an existing vector store index with a specified - value of the vector index attribute. You can specify a single attribute - or multiple attributes by passing an object of type - :class `VectorIndexAttributes` - - :param str index_name: Name of the vector index - :param str attribute_name: Custom attribute name - :param Union[str, int, float] attribute_value: Attribute Value - :param VectorIndexAttributes attributes: Specify multiple attributes - to update in a single API invocation - :return: None - :raises: oracledb.DatabaseError - """ - if attribute_name and attribute_value and attributes: - raise ValueError( - "Only one of attribute (name and value) or " - "attributes can be specified" - ) - - parameters = {"index_name": index_name} - if attributes: - parameters["attributes"] = attributes.json() - else: - parameters["attributes_name"] = attribute_name - parameters["attributes_value"] = attribute_value - - with cursor() as cr: - cr.callproc( - "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", - keyword_parameters=parameters, - ) - - @staticmethod - def fetch_vector_index_attributes( - index_name: str, - ) -> VectorIndexAttributes: - """Fetch attributes of a vector index - - :param str index_name: Name of the vector index - :return: select_ai.VectorIndexAttributes - :raises: VectorIndexNotFoundError - """ - with cursor() as cr: - cr.execute(GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name) - attributes = cr.fetchall() - if attributes: - post_processed_attributes = {} - for k, v in attributes: - if isinstance(v, oracledb.LOB): - post_processed_attributes[k] = v.read() - else: - post_processed_attributes[k] = v - return VectorIndexAttributes(**post_processed_attributes) - else: - raise VectorIndexNotFoundError(index_name=index_name) - - def list_vector_indexes( - self, index_name_pattern: str - ) -> Iterator[VectorIndex]: - """List Vector Indexes - - :param str index_name_pattern: Regular expressions can be used - to specify a pattern. Function REGEXP_LIKE is used to perform the - match - - :return: Iterator[VectorIndex] - """ - with cursor() as cr: - cr.execute( - LIST_USER_VECTOR_INDEXES_BY_PROFILE, - profile_name=self.profile_name, - index_name_pattern=index_name_pattern, - ) - for row in cr.fetchall(): - index_name = row[0] - description = row[1].read() # Oracle.LOB - attributes = Profile.fetch_vector_index_attributes( - index_name=index_name - ) - yield VectorIndex( - index_name=index_name, - description=description, - attributes=attributes, - ) - def generate_synthetic_data( self, synthetic_data_attributes: SyntheticDataAttributes ): @@ -540,23 +364,27 @@ def generate_synthetic_data( keyword_parameters=keyword_parameters, ) - @staticmethod - def create_conversation( - conversation_attributes: ConversationAttributes, - ) -> str: - """Creates a new conversation and returns the conversation_id - to be used in context-aware conversations with LLMs - - :param select_ai.ConversationAttributes conversation_attributes: - Conversation Attributes - :return: conversation_id + +class Session: + """Session lets you persist request parameters across DBMS_CLOUD_AI + requests. This is useful in context-aware conversations + """ + + def __init__(self, profile: Profile, params: Mapping): """ - with cursor() as cr: - conversation_id = cr.callfunc( - "DBMS_CLOUD_AI.CREATE_CONVERSATION", - oracledb.DB_TYPE_VARCHAR, - keyword_parameters={ - "attributes": conversation_attributes.json() - }, - ) - return conversation_id + + :param profile: An AI Profile to use in this session + :param params: Parameters to be persisted across requests + """ + self.params = params + self.profile = profile + + def chat(self, prompt: str): + # params = {"conversation_id": self.conversation_id} + return self.profile.chat(prompt=prompt, params=self.params) + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + pass diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index af21704..bd44f73 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -25,7 +25,7 @@ class Provider(SelectAIDataClass): provider, the supported embedding models vary :param str model: The name of the AI model being used to generate responses - :param str provider: The name of the provider being used + :param str provider_name: The name of the provider being used :param str provider_endpoint: Endpoint URL of the AI provider being used :param str region: The cloud region of the Gen AI cluster @@ -33,21 +33,28 @@ class Provider(SelectAIDataClass): embedding_model: Optional[str] = None model: Optional[str] = None - provider: Optional[str] = None + provider_name: Optional[str] = None provider_endpoint: Optional[str] = None region: Optional[str] = None @classmethod - def create(cls, *, provider: Optional[str] = None, **kwargs): + def create(cls, *, provider_name: Optional[str] = None, **kwargs): for subclass in cls.__subclasses__(): - if subclass.provider == provider: + if subclass.provider_name == provider_name: return subclass(**kwargs) return cls(**kwargs) + @classmethod + def key_alias(cls, k): + return {"provider": "provider_name", "provider_name": "provider"}.get( + k, k + ) + @classmethod def keys(cls): return { "provider", + "provider_name", "embedding_model", "model", "region", @@ -75,7 +82,7 @@ class AzureAIProvider(Provider): :param str azure_resource_name: Name of the Azure OpenAI Service resource """ - provider: str = AZURE + provider_name: str = AZURE azure_deployment_name: Optional[str] = None azure_embedding_deployment_name: Optional[str] = None azure_resource_name: Optional[str] = None @@ -91,7 +98,7 @@ class OpenAIProvider(Provider): OpenAI specific attributes """ - provider: str = OPENAI + provider_name: str = OPENAI provider_endpoint: Optional[str] = "api.openai.com" @@ -110,7 +117,7 @@ class OCIGenAIProvider(Provider): the provided model. The supported values are 'COHERE' and 'LLAMA' """ - provider: str = OCI + provider_name: str = OCI oci_apiformat: Optional[str] = None oci_compartment_id: Optional[str] = None oci_endpoint_id: Optional[str] = None @@ -123,7 +130,7 @@ class CohereAIProvider(Provider): Cohere AI specific attributes """ - provider: str = COHERE + provider_name: str = COHERE provider_endpoint = "api.cohere.ai" @@ -133,7 +140,7 @@ class GoogleAIProvider(Provider): Google AI specific attributes """ - provider: str = GOOGLE + provider_name: str = GOOGLE provider_endpoint = "generativelanguage.googleapis.com" @@ -143,7 +150,7 @@ class HuggingFaceAIProvider(Provider): HuggingFace specific attributes """ - provider: str = HUGGINGFACE + provider_name: str = HUGGINGFACE provider_endpoint = "api-inference.huggingface.co" @@ -153,7 +160,7 @@ class AWSAIProvider(Provider): AWS specific attributes """ - provider: str = AWS + provider_name: str = AWS provider_endpoint = "api-inference.huggingface.co" aws_apiformat: Optional[str] = None @@ -164,5 +171,5 @@ class AnthropicAIProvider(Provider): Anthropic specific attributes """ - provider: str = ANTHROPIC + provider_name: str = ANTHROPIC provider_endpoint = "api.anthropic.com" diff --git a/src/select_ai/session.py b/src/select_ai/session.py deleted file mode 100644 index 4b76280..0000000 --- a/src/select_ai/session.py +++ /dev/null @@ -1,53 +0,0 @@ -from typing import Mapping - -from .async_profile import AsyncProfile -from .profile import Profile - - -class Session: - """Session lets you persist request parameters across DBMS_CLOUD_AI - requests. This is useful in context-aware conversations - """ - - def __init__(self, profile: Profile, params: Mapping): - """ - - :param profile: An AI Profile to use in this session - :param params: Parameters to be persisted across requests - """ - self.params = params - self.profile = profile - - def chat(self, prompt: str): - # params = {"conversation_id": self.conversation_id} - return self.profile.chat(prompt=prompt, params=self.params) - - def __enter__(self): - return self - - def __exit__(self, exc_type, exc_val, exc_tb): - pass - - -class AsyncSession: - """AsyncSession lets you persist request parameters across DBMS_CLOUD_AI - requests. This is useful in context-aware conversations - """ - - def __init__(self, async_profile: AsyncProfile, params: Mapping): - """ - - :param async_profile: An AI Profile to use in this session - :param params: Parameters to be persisted across requests - """ - self.params = params - self.async_profile = async_profile - - async def chat(self, prompt: str): - return await self.async_profile.chat(prompt=prompt, params=self.params) - - async def __aenter__(self): - return self - - async def __aexit__(self, exc_type, exc_val, exc_tb): - pass diff --git a/src/select_ai/sql.py b/src/select_ai/sql.py index 7c0d1bb..12cdc73 100644 --- a/src/select_ai/sql.py +++ b/src/select_ai/sql.py @@ -63,28 +63,36 @@ """ -GET_USER_VECTOR_INDEX_ATTRIBUTES = """ -SELECT attribute_name, attribute_value -FROM USER_CLOUD_VECTOR_INDEX_ATTRIBUTES -WHERE INDEX_NAME = :index_name -""" - LIST_USER_AI_PROFILES = """ SELECT profile_name, description FROM USER_CLOUD_AI_PROFILES WHERE REGEXP_LIKE(profile_name, :profile_name_pattern, 'i') """ -LIST_USER_VECTOR_INDEXES_BY_PROFILE = """ +LIST_USER_VECTOR_INDEXES = """ SELECT v.index_name, v.description -FROM USER_CLOUD_VECTOR_INDEXES v, -USER_CLOUD_VECTOR_INDEX_ATTRIBUTES a -WHERE lower(a.attribute_name) = 'profile_name' -AND DBMS_LOB.compare(a.attribute_value, TO_CLOB(:profile_name)) = 0 -AND REGEXP_LIKE(v.index_name, :index_name_pattern, 'i') -AND v.index_name = a.index_name +FROM USER_CLOUD_VECTOR_INDEXES v +WHERE REGEXP_LIKE(v.index_name, :index_name_pattern, 'i') """ -LIST_CONVERSATIONS = """ +GET_USER_VECTOR_INDEX_ATTRIBUTES = """ +SELECT attribute_name, attribute_value +FROM USER_CLOUD_VECTOR_INDEX_ATTRIBUTES +WHERE INDEX_NAME = :index_name +""" + +LIST_USER_CONVERSATIONS = """ +SELECT conversation_id, + conversation_title, + description, + retention_days +from USER_CLOUD_AI_CONVERSATIONS +""" +GET_USER_CONVERSATION_ATTRIBUTES = """ +SELECT conversation_title, + description, + retention_days +from USER_CLOUD_AI_CONVERSATIONS +WHERE conversation_id = :conversation_id """ diff --git a/src/select_ai/synthetic_data.py b/src/select_ai/synthetic_data.py index 2e7b5bd..de60a3e 100644 --- a/src/select_ai/synthetic_data.py +++ b/src/select_ai/synthetic_data.py @@ -7,6 +7,23 @@ @dataclass class SyntheticDataParams(SelectAIDataClass): + """Optional parameters to control generation of synthetic data + + :param int sample_rows: number of rows from the table to use as a sample + to guide the LLM in data generation + + :param bool table_statistics: Enable or disable the use of table + statistics information. Default value is False + + :param str priority: Assign a priority value that defines the number of + parallel requests sent to the LLM for generating synthetic data. + Tasks with a higher priority will consume more database resources and + complete faster. Possible values are: HIGH, MEDIUM, LOW + + :param bool comments: Enable or disable sending comments to the LLM to + guide data generation. Default value is False + + """ sample_rows: Optional[int] = None table_statistics: Optional[bool] = False @@ -16,13 +33,25 @@ class SyntheticDataParams(SelectAIDataClass): @dataclass class SyntheticDataAttributes(SelectAIDataClass): + """Attributes to control generation of synthetic data + + :param str object_name: Table name to populate synthetic data + :param List[Mapping] object_list: Use this to generate synthetic data + on multiple tables + :param str owner_name: Database user who owns the referenced object. + Default value is connected user's schema + :param int record_count: Number of records to generate + :param str user_prompt: User prompt to guide generation of synthetic data + For e.g. "the release date for the movies should be in 2019" + + """ object_name: Optional[str] = None + object_list: Optional[List[Mapping]] = None owner_name: Optional[str] = None + params: Optional[SyntheticDataParams] = None record_count: Optional[int] = None user_prompt: Optional[str] = None - params: Optional[SyntheticDataParams] = None - object_list: Optional[List[Mapping]] = None def dict(self, exclude_null=True): attributes = {} diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index 3ec5821..f9aab3a 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -1,24 +1,21 @@ import json +from abc import ABC from dataclasses import dataclass -from typing import Optional +from typing import AsyncGenerator, Iterator, Optional, Union +import oracledb + +from select_ai import BaseProfile from select_ai._abc import SelectAIDataClass from select_ai._enums import StrEnum - - -@dataclass -class VectorIndex(SelectAIDataClass): - """ - A Container for VectorIndex - - :param str index_name: The name of the vector index - :param str description: The description of the vector index - :param VectorIndexAttributes attributes: The attributes of the vector index - """ - - index_name: str - description: str - attributes: "VectorIndexAttributes" +from select_ai.async_profile import AsyncProfile +from select_ai.db import async_cursor, cursor +from select_ai.errors import VectorIndexNotFoundError +from select_ai.profile import Profile +from select_ai.sql import ( + GET_USER_VECTOR_INDEX_ATTRIBUTES, + LIST_USER_VECTOR_INDEXES, +) class VectorDBProvider(StrEnum): @@ -59,6 +56,8 @@ class VectorIndexAttributes(SelectAIDataClass): required for two items to be considered a match :param VectorDistanceMetric vector_distance_metric: Specifies the type of distance calculation used to compare vectors in a database + :param VectorDBProvider vector_db_provider: Name of the Vector database + provider. Default value is "oracle" :param str vector_db_endpoint: Endpoint to access the Vector database :param str vector_db_credential_name: Name of the credentials for accessing Vector database @@ -81,7 +80,7 @@ class VectorIndexAttributes(SelectAIDataClass): ) vector_db_endpoint: Optional[str] = None vector_db_credential_name: Optional[str] = None - vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.ORACLE + vector_db_provider: Optional[VectorDBProvider] = None vector_dimension: Optional[int] = None vector_table_name: Optional[str] = None pipeline_name: Optional[str] = None @@ -90,3 +89,470 @@ def json(self, exclude_null=True): attributes = self.dict(exclude_null=exclude_null) attributes.pop("pipeline_name", None) return json.dumps(attributes) + + @classmethod + def create(cls, *, vector_db_provider: Optional[str] = None, **kwargs): + for subclass in cls.__subclasses__(): + if subclass.vector_db_provider == vector_db_provider: + return subclass(**kwargs) + return cls(**kwargs) + + +@dataclass +class OracleVectorIndexAttributes(VectorIndexAttributes): + """Oracle specific vector index attributes""" + + vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.ORACLE + + +@dataclass +class ChromaVectorIndexAttributes(VectorIndexAttributes): + """Chroma specific vector index attributes""" + + vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.CHROMA + + +@dataclass +class PineconeVectorIndexAttributes(VectorIndexAttributes): + """PineCone specific vector index attributes""" + + vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.PINECONE + + +@dataclass +class QdrantVectorIndexAttributes(VectorIndexAttributes): + """Qdrant specific vector index attributes""" + + vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.QDRANT + + +class _BaseVectorIndex(ABC): + + def __init__( + self, + profile: BaseProfile = None, + index_name: Optional[str] = None, + description: Optional[str] = None, + attributes: Optional[VectorIndexAttributes] = None, + ): + """Initialize a Vector Index""" + self.profile = profile + self.index_name = index_name + self.attributes = attributes + self.description = description + + def __repr__(self): + return ( + f"{self.__class__.__name__}(profile={self.profile}, " + f"index_name={self.index_name}, " + f"attributes={self.attributes}, description={self.description})" + ) + + +class VectorIndex(_BaseVectorIndex): + """ + VectorIndex objects let you manage vector indexes + + :param str index_name: The name of the vector index + :param str description: The description of the vector index + :param select_ai.VectorIndexAttributes attributes: The attributes of the vector index + """ + + @staticmethod + def _get_attributes(index_name: str) -> VectorIndexAttributes: + """Get attributes of a vector index + + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + with cursor() as cr: + cr.execute(GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name) + attributes = cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if isinstance(v, oracledb.LOB): + post_processed_attributes[k] = v.read() + else: + post_processed_attributes[k] = v + return VectorIndexAttributes.create( + **post_processed_attributes + ) + else: + raise VectorIndexNotFoundError(index_name=index_name) + + def create(self, replace=False): + """Create a vector index in the database and populates the index + with data from an object store bucket using an async scheduler job + + :param bool replace: Replace vector index if it exists + :return: None + """ + + if self.attributes.profile_name is None: + self.attributes.profile_name = self.profile.profile_name + + parameters = { + "index_name": self.index_name, + "attributes": self.attributes.json(), + } + + if self.description: + parameters["description"] = self.description + + with cursor() as cr: + try: + cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + self.delete(force=True) + cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + else: + raise + self.profile.set_attribute("vector_index_name", self.index_name) + + def delete( + self, include_data: Optional[int] = True, force: Optional[int] = False + ): + """This procedure removes a vector store index + + :param bool include_data: Indicates whether to delete + both the customer's vector store and vector index + along with the vector index object + :param bool force: Indicates whether to ignore errors + that occur if the vector index does not exist + :return: None + :raises: oracledb.DatabaseError + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", + keyword_parameters={ + "index_name": self.index_name, + "include_data": include_data, + "force": force, + }, + ) + + def enable(self): + """This procedure enables or activates a previously disabled vector + index object. Generally, when you create a vector index, by default + it is enabled such that the AI profile can use it to perform indexing + and searching. + + :return: None + :raises: oracledb.DatabaseError + + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", + keyword_parameters={"index_name": self.index_name}, + ) + + def disable(self): + """This procedure disables a vector index object in the current + database. When disabled, an AI profile cannot use the vector index, + and the system does not load data into the vector store as new data + is added to the object store and does not perform indexing, searching + or querying based on the index. + + :return: None + :raises: oracledb.DatabaseError + """ + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", + keyword_parameters={"index_name": self.index_name}, + ) + + def set_attributes( + self, + attribute_name: str, + attribute_value: Union[str, int, float], + attributes: VectorIndexAttributes = None, + ): + """ + This procedure updates an existing vector store index with a specified + value of the vector index attribute. You can specify a single attribute + or multiple attributes by passing an object of type + :class `VectorIndexAttributes` + + :param str attribute_name: Custom attribute name + :param Union[str, int, float] attribute_value: Attribute Value + :param VectorIndexAttributes attributes: Specify multiple attributes + to update in a single API invocation + :return: None + :raises: oracledb.DatabaseError + """ + if attribute_name and attribute_value and attributes: + raise ValueError( + "Either specify a single attribute using " + "attribute_name and attribute_value or " + "pass an object of type VectorIndexAttributes" + ) + + parameters = {"index_name": self.index_name} + if attributes: + parameters["attributes"] = attributes.json() + self.attributes = attributes + else: + setattr(self.attributes, attribute_name, attribute_value) + parameters["attributes_name"] = attribute_name + parameters["attributes_value"] = attribute_value + + with cursor() as cr: + cr.callproc( + "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + + def get_attributes(self) -> VectorIndexAttributes: + """Get attributes of this vector index + + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + return self._get_attributes(self.index_name) + + @classmethod + def list(cls, index_name_pattern: str) -> Iterator["VectorIndex"]: + """List Vector Indexes + + :param str index_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + + :return: Iterator[VectorIndex] + """ + with cursor() as cr: + cr.execute( + LIST_USER_VECTOR_INDEXES, + index_name_pattern=index_name_pattern, + ) + for row in cr.fetchall(): + index_name = row[0] + description = row[1].read() # Oracle.LOB + attributes = cls._get_attributes(index_name=index_name) + yield cls( + index_name=index_name, + description=description, + attributes=attributes, + profile=Profile(profile_name=attributes.profile_name), + ) + + +class AsyncVectorIndex(_BaseVectorIndex): + """ + AsyncVectorIndex objects let you manage vector indexes + using async APIs. Use this for non-blocking concurrent + requests + + :param str index_name: The name of the vector index + :param str description: The description of the vector index + :param VectorIndexAttributes attributes: The attributes of the vector index + """ + + @staticmethod + async def _get_attributes(index_name: str) -> VectorIndexAttributes: + """Get attributes of a vector index + + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + async with async_cursor() as cr: + await cr.execute( + GET_USER_VECTOR_INDEX_ATTRIBUTES, index_name=index_name + ) + attributes = await cr.fetchall() + if attributes: + post_processed_attributes = {} + for k, v in attributes: + if isinstance(v, oracledb.AsyncLOB): + post_processed_attributes[k] = await v.read() + else: + post_processed_attributes[k] = v + return VectorIndexAttributes.create( + **post_processed_attributes + ) + else: + raise VectorIndexNotFoundError(index_name=index_name) + + async def create(self, replace: Optional[int] = False) -> None: + """Create a vector index in the database and populates it with data + from an object store bucket using an async scheduler job + + :param bool replace: True to replace existing vector index + + """ + + if self.attributes.profile_name is None: + self.attributes.profile_name = self.profile.profile_name + parameters = { + "index_name": self.index_name, + "attributes": self.attributes.json(), + } + if self.description: + parameters["description"] = self.description + async with async_cursor() as cr: + try: + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + except oracledb.DatabaseError as e: + (error,) = e.args + # If already exists and replace is True then drop and recreate + if "already exists" in error.message.lower() and replace: + await self.delete(force=True) + await cr.callproc( + "DBMS_CLOUD_AI.CREATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + else: + raise + + await self.profile.set_attribute("vector_index_name", self.index_name) + + async def delete( + self, include_data: Optional[int] = True, force: Optional[int] = False + ) -> None: + """This procedure removes a vector store index. + + :param bool include_data: Indicates whether to delete + both the customer's vector store and vector index + along with the vector index object. + :param bool force: Indicates whether to ignore errors + that occur if the vector index does not exist. + :return: None + :raises: oracledb.DatabaseError + + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DROP_VECTOR_INDEX", + keyword_parameters={ + "index_name": self.index_name, + "include_data": include_data, + "force": force, + }, + ) + + async def enable(self) -> None: + """This procedure enables or activates a previously disabled vector + index object. Generally, when you create a vector index, by default + it is enabled such that the AI profile can use it to perform indexing + and searching. + + :return: None + :raises: oracledb.DatabaseError + + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.ENABLE_VECTOR_INDEX", + keyword_parameters={"index_name": self.index_name}, + ) + + async def disable(self) -> None: + """This procedure disables a vector index object in the current + database. When disabled, an AI profile cannot use the vector index, + and the system does not load data into the vector store as new data + is added to the object store and does not perform indexing, searching + or querying based on the index. + + :return: None + :raises: oracledb.DatabaseError + """ + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.DISABLE_VECTOR_INDEX", + keyword_parameters={"index_name": self.index_name}, + ) + + async def set_attributes( + self, + attribute_name: str, + attribute_value: Union[str, int], + attributes: VectorIndexAttributes = None, + ) -> None: + """ + This procedure updates an existing vector store index with a specified + value of the vector index attribute. You can specify a single attribute + or multiple attributes by passing an object of type + :class `VectorIndexAttributes` + + :param str attribute_name: Custom attribute name + :param Union[str, int, float] attribute_value: Attribute Value + :param VectorIndexAttributes attributes: Specify multiple attributes + to update in a single API invocation + :return: None + :raises: oracledb.DatabaseError + """ + if attribute_name and attribute_value and attributes: + raise ValueError( + "Either specify a single attribute using " + "attribute_name and attribute_value or " + "pass an object of type VectorIndexAttributes" + ) + parameters = {"index_name": self.index_name} + if attributes: + self.attributes = attributes + parameters["attributes"] = attributes.json() + else: + setattr(self.attributes, attribute_name, attribute_value) + parameters["attributes_name"] = attribute_name + parameters["attributes_value"] = attribute_value + + async with async_cursor() as cr: + await cr.callproc( + "DBMS_CLOUD_AI.UPDATE_VECTOR_INDEX", + keyword_parameters=parameters, + ) + + async def get_attributes(self) -> VectorIndexAttributes: + """Get attributes of a vector index + + :return: select_ai.VectorIndexAttributes + :raises: VectorIndexNotFoundError + """ + return await self._get_attributes(index_name=self.index_name) + + @classmethod + async def list( + cls, index_name_pattern: str + ) -> AsyncGenerator[VectorIndex, None]: + """List Vector Indexes. + + :param str index_name_pattern: Regular expressions can be used + to specify a pattern. Function REGEXP_LIKE is used to perform the + match + :return: AsyncGenerator[VectorIndex] + + """ + async with async_cursor() as cr: + await cr.execute( + LIST_USER_VECTOR_INDEXES, + index_name_pattern=index_name_pattern, + ) + rows = await cr.fetchall() + for row in rows: + index_name = row[0] + description = await row[1].read() # AsyncLOB + attributes = await cls._get_attributes(index_name=index_name) + yield VectorIndex( + index_name=index_name, + description=description, + attributes=attributes, + profile=await AsyncProfile( + profile_name=attributes.profile_name + ), + ) From 0d98f99b3022dbba33b1d3f89ea2a4f2bfd973aa Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Thu, 10 Jul 2025 14:58:41 -0700 Subject: [PATCH 12/21] Include tests in source distribution --- MANIFEST.in | 1 + 1 file changed, 1 insertion(+) create mode 100644 MANIFEST.in diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 0000000..b562f73 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1 @@ +recursive-include tests *.py From 67877765a5399f10be13a78c97ca95d8da4ddf91 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Fri, 11 Jul 2025 16:49:44 -0700 Subject: [PATCH 13/21] Added license.txt, copyright notice and Third party license txt --- CONTRIBUTING.md | 29 ++++++++++++++++++++++++++ LICENSE.txt | 35 +++++++++++++++++++++++++++++++ README.md | 29 +++++--------------------- THIRD_PARTY_LICENSES.txt | 37 +++++++++++++++++++++++++++++++++ src/select_ai/__init__.py | 7 +++++++ src/select_ai/_abc.py | 7 +++++++ src/select_ai/_enums.py | 7 +++++++ src/select_ai/action.py | 7 +++++++ src/select_ai/admin.py | 7 +++++++ src/select_ai/async_profile.py | 7 +++++++ src/select_ai/base_profile.py | 7 +++++++ src/select_ai/conversation.py | 7 +++++++ src/select_ai/db.py | 7 +++++++ src/select_ai/errors.py | 8 +++++++ src/select_ai/profile.py | 7 +++++++ src/select_ai/provider.py | 7 +++++++ src/select_ai/sql.py | 7 +++++++ src/select_ai/synthetic_data.py | 7 +++++++ src/select_ai/vector_index.py | 7 +++++++ src/select_ai/version.py | 7 +++++++ 20 files changed, 219 insertions(+), 24 deletions(-) create mode 100644 CONTRIBUTING.md create mode 100644 LICENSE.txt create mode 100644 THIRD_PARTY_LICENSES.txt diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..e2ab253 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,29 @@ +## Getting started + +### Clone this repo + +```bash +git clone git@orahub.oci.oraclecorp.com:adbs/python-select-ai.git +cd python-select-ai +``` + +### Install development dependencies + +```bash +python3 -m venv .venv +source .venv/bin/activate + +python3 -m pip install --upgrade pip setuptools build pre-commit + +python3 -m pip install -e . # installs project in editable mode + +pre-commit install # install git hooks +pre-commit run --all-files +``` + +### Build + + +```bash +python -m build +``` diff --git a/LICENSE.txt b/LICENSE.txt new file mode 100644 index 0000000..a117fc6 --- /dev/null +++ b/LICENSE.txt @@ -0,0 +1,35 @@ +Copyright (c) 2025, Oracle and/or its affiliates. + +The Universal Permissive License (UPL), Version 1.0 + +Subject to the condition set forth below, permission is hereby granted to any +person obtaining a copy of this software, associated documentation and/or data +(collectively the "Software"), free of charge and under any and all copyright +rights in the Software, and any and all patent rights owned or freely +licensable by each licensor hereunder covering either (i) the unmodified +Software as contributed to or provided by such licensor, or (ii) the Larger +Works (as defined below), to deal in both + +(a) the Software, and +(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if +one is included with the Software (each a "Larger Work" to which the Software +is contributed by such licensors), + +without restriction, including without limitation the rights to copy, create +derivative works of, display, perform, and distribute the Software and make, +use, sell, offer for sale, import, export, have made, and have sold the +Software and the Larger Work(s), and to sublicense the foregoing rights on +either these or other terms. + +This license is subject to the following condition: +The above copyright notice and either this complete permission notice or at +a minimum a reference to the UPL must be included in all copies or +substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md index 423b941..f791d31 100644 --- a/README.md +++ b/README.md @@ -2,32 +2,13 @@ Python API for Select AI -## Getting started - -### Clone this repo +## Install +Run ```bash -git clone git@orahub.oci.oraclecorp.com:adbs/python-select-ai.git -cd python-select-ai +python3 -m pip install select_ai ``` -### Install development dependencies - -```bash -python3 -m venv .venv -source .venv/bin/activate - -python3 -m pip install --upgrade pip setuptools build pre-commit - -python3 -m pip install -e . # installs project in editable mode +## Samples -pre-commit install # install git hooks -pre-commit run --all-files -``` - -### Build - - -```bash -python -m build -``` +Examples can be found in the examples directory diff --git a/THIRD_PARTY_LICENSES.txt b/THIRD_PARTY_LICENSES.txt new file mode 100644 index 0000000..f1a3cc5 --- /dev/null +++ b/THIRD_PARTY_LICENSES.txt @@ -0,0 +1,37 @@ +Third Party Dependencies: +========================= + +pandas +====== + +BSD 3-Clause License + +Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team +All rights reserved. + +Copyright (c) 2011-2025, Open source contributors. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +* Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from + this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index 236513d..fb568cc 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + from .action import Action from .admin import ( create_credential, diff --git a/src/select_ai/_abc.py b/src/select_ai/_abc.py index 70a5858..d1f98b6 100644 --- a/src/select_ai/_abc.py +++ b/src/select_ai/_abc.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json import typing from abc import ABC diff --git a/src/select_ai/_enums.py b/src/select_ai/_enums.py index 2952197..8007185 100644 --- a/src/select_ai/_enums.py +++ b/src/select_ai/_enums.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import enum diff --git a/src/select_ai/action.py b/src/select_ai/action.py index 75a050d..f79e51c 100644 --- a/src/select_ai/action.py +++ b/src/select_ai/action.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + from select_ai._enums import StrEnum __all__ = ["Action"] diff --git a/src/select_ai/admin.py b/src/select_ai/admin.py index 4eb93e0..a0bf8a8 100644 --- a/src/select_ai/admin.py +++ b/src/select_ai/admin.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + from typing import List, Mapping import oracledb diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 7f1a92d..90ececa 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json from contextlib import asynccontextmanager from dataclasses import replace as dataclass_replace diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index 1868d52..9ac1b27 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json from abc import ABC from dataclasses import dataclass diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py index 1892545..d65f3dd 100644 --- a/src/select_ai/conversation.py +++ b/src/select_ai/conversation.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + from dataclasses import dataclass from typing import AsyncGenerator, Iterator, Optional diff --git a/src/select_ai/db.py b/src/select_ai/db.py index 64db4ef..6db77c9 100644 --- a/src/select_ai/db.py +++ b/src/select_ai/db.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import contextlib import os from threading import get_ident diff --git a/src/select_ai/errors.py b/src/select_ai/errors.py index 4ccabe1..7dd3a94 100644 --- a/src/select_ai/errors.py +++ b/src/select_ai/errors.py @@ -1,3 +1,11 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + + class SelectAIError(Exception): """Base class for any SelectAIErrors""" diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index 200e51d..feb78c7 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json from contextlib import contextmanager from dataclasses import replace as dataclass_replace diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index bd44f73..79e6407 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + from dataclasses import dataclass, fields from typing import Optional diff --git a/src/select_ai/sql.py b/src/select_ai/sql.py index 12cdc73..41586c4 100644 --- a/src/select_ai/sql.py +++ b/src/select_ai/sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + GRANT_PRIVILEGES_TO_USER = """ DECLARE TYPE array_t IS VARRAY(3) OF VARCHAR2(60); diff --git a/src/select_ai/synthetic_data.py b/src/select_ai/synthetic_data.py index de60a3e..b378c88 100644 --- a/src/select_ai/synthetic_data.py +++ b/src/select_ai/synthetic_data.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json from dataclasses import dataclass from typing import List, Mapping, Optional diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index f9aab3a..a0cc10b 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import json from abc import ABC from dataclasses import dataclass diff --git a/src/select_ai/version.py b/src/select_ai/version.py index f2bdfbe..02d8317 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -1 +1,8 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + __version__ = "1.0.0.dev3" From b2ab94aa10410230b855580b697f2aed84956352 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Fri, 11 Jul 2025 16:55:09 -0700 Subject: [PATCH 14/21] Added copyright notices to samples --- examples/async_examples/conversation_chat_session.py | 7 +++++++ examples/async_examples/conversations_list.py | 7 +++++++ examples/async_examples/profile_chat.py | 7 +++++++ examples/async_examples/profile_create.py | 7 +++++++ examples/async_examples/profile_explain_sql.py | 7 +++++++ examples/async_examples/profile_pipeline.py | 7 +++++++ examples/async_examples/profile_run_sql.py | 7 +++++++ examples/async_examples/profile_show_sql.py | 7 +++++++ examples/async_examples/profile_sql_concurrent_tasks.py | 7 +++++++ examples/async_examples/profiles_list.py | 7 +++++++ examples/async_examples/vector_index_create.py | 7 +++++++ examples/async_examples/vector_index_list.py | 7 +++++++ examples/conversation_chat_session.py | 7 +++++++ examples/conversation_create.py | 7 +++++++ examples/conversation_delete.py | 7 +++++++ examples/conversations_list.py | 7 +++++++ examples/create_ai_credential.py | 7 +++++++ examples/disable_ai_provider.py | 7 +++++++ examples/enable_ai_provider.py | 7 +++++++ examples/profile_chat.py | 7 +++++++ examples/profile_create.py | 7 +++++++ examples/profile_delete.py | 7 +++++++ examples/profile_explain_sql.py | 7 +++++++ examples/profile_gen_multi_table_synthetic_data.py | 7 +++++++ examples/profile_gen_single_table_synthetic_data.py | 7 +++++++ examples/profile_narrate.py | 7 +++++++ examples/profile_run_sql.py | 7 +++++++ examples/profile_show_sql.py | 7 +++++++ examples/profiles_list.py | 7 +++++++ examples/vector_index_create.py | 7 +++++++ examples/vector_index_list.py | 7 +++++++ 31 files changed, 217 insertions(+) diff --git a/examples/async_examples/conversation_chat_session.py b/examples/async_examples/conversation_chat_session.py index cc872cd..bf03b45 100644 --- a/examples/async_examples/conversation_chat_session.py +++ b/examples/async_examples/conversation_chat_session.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/conversations_list.py b/examples/async_examples/conversations_list.py index b78b4d2..67e951f 100644 --- a/examples/async_examples/conversations_list.py +++ b/examples/async_examples/conversations_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_chat.py b/examples/async_examples/profile_chat.py index 9a6a91a..d3bdfc8 100644 --- a/examples/async_examples/profile_chat.py +++ b/examples/async_examples/profile_chat.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_create.py b/examples/async_examples/profile_create.py index d43c0c5..09f9c0d 100644 --- a/examples/async_examples/profile_create.py +++ b/examples/async_examples/profile_create.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os from pprint import pformat diff --git a/examples/async_examples/profile_explain_sql.py b/examples/async_examples/profile_explain_sql.py index cd977ea..30adbad 100644 --- a/examples/async_examples/profile_explain_sql.py +++ b/examples/async_examples/profile_explain_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_pipeline.py b/examples/async_examples/profile_pipeline.py index a10f1f0..ca8d1f6 100644 --- a/examples/async_examples/profile_pipeline.py +++ b/examples/async_examples/profile_pipeline.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_run_sql.py b/examples/async_examples/profile_run_sql.py index f4d1969..01d6ce9 100644 --- a/examples/async_examples/profile_run_sql.py +++ b/examples/async_examples/profile_run_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_show_sql.py b/examples/async_examples/profile_show_sql.py index 36437cb..22e1a89 100644 --- a/examples/async_examples/profile_show_sql.py +++ b/examples/async_examples/profile_show_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profile_sql_concurrent_tasks.py b/examples/async_examples/profile_sql_concurrent_tasks.py index 678ea56..591e17a 100644 --- a/examples/async_examples/profile_sql_concurrent_tasks.py +++ b/examples/async_examples/profile_sql_concurrent_tasks.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/profiles_list.py b/examples/async_examples/profiles_list.py index bd21031..3e6fbc8 100644 --- a/examples/async_examples/profiles_list.py +++ b/examples/async_examples/profiles_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/vector_index_create.py b/examples/async_examples/vector_index_create.py index 83dfee9..62ba2b7 100644 --- a/examples/async_examples/vector_index_create.py +++ b/examples/async_examples/vector_index_create.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/async_examples/vector_index_list.py b/examples/async_examples/vector_index_list.py index 2678d97..335fdba 100644 --- a/examples/async_examples/vector_index_list.py +++ b/examples/async_examples/vector_index_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import asyncio import os diff --git a/examples/conversation_chat_session.py b/examples/conversation_chat_session.py index 9d3e3a1..f072fa0 100644 --- a/examples/conversation_chat_session.py +++ b/examples/conversation_chat_session.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/conversation_create.py b/examples/conversation_create.py index 3abd92c..b17ebe7 100644 --- a/examples/conversation_create.py +++ b/examples/conversation_create.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/conversation_delete.py b/examples/conversation_delete.py index 72a0d04..97a0e0e 100644 --- a/examples/conversation_delete.py +++ b/examples/conversation_delete.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/conversations_list.py b/examples/conversations_list.py index 3d4cff4..d5485c3 100644 --- a/examples/conversations_list.py +++ b/examples/conversations_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/create_ai_credential.py b/examples/create_ai_credential.py index 930e834..ac7ac7f 100644 --- a/examples/create_ai_credential.py +++ b/examples/create_ai_credential.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import oci diff --git a/examples/disable_ai_provider.py b/examples/disable_ai_provider.py index 37864c3..d7a392c 100644 --- a/examples/disable_ai_provider.py +++ b/examples/disable_ai_provider.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/enable_ai_provider.py b/examples/enable_ai_provider.py index b571352..4f55ebd 100644 --- a/examples/enable_ai_provider.py +++ b/examples/enable_ai_provider.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_chat.py b/examples/profile_chat.py index 0b9d197..71181b8 100644 --- a/examples/profile_chat.py +++ b/examples/profile_chat.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_create.py b/examples/profile_create.py index 415dade..e3d9eaf 100644 --- a/examples/profile_create.py +++ b/examples/profile_create.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os from pprint import pformat diff --git a/examples/profile_delete.py b/examples/profile_delete.py index 50048f2..8027e39 100644 --- a/examples/profile_delete.py +++ b/examples/profile_delete.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_explain_sql.py b/examples/profile_explain_sql.py index 80a379d..8f178ff 100644 --- a/examples/profile_explain_sql.py +++ b/examples/profile_explain_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_gen_multi_table_synthetic_data.py b/examples/profile_gen_multi_table_synthetic_data.py index 57764ca..c39be98 100644 --- a/examples/profile_gen_multi_table_synthetic_data.py +++ b/examples/profile_gen_multi_table_synthetic_data.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_gen_single_table_synthetic_data.py b/examples/profile_gen_single_table_synthetic_data.py index 285a995..19c1bfb 100644 --- a/examples/profile_gen_single_table_synthetic_data.py +++ b/examples/profile_gen_single_table_synthetic_data.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_narrate.py b/examples/profile_narrate.py index 6d656ee..43909ad 100644 --- a/examples/profile_narrate.py +++ b/examples/profile_narrate.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_run_sql.py b/examples/profile_run_sql.py index 5afe9cc..643f7a9 100644 --- a/examples/profile_run_sql.py +++ b/examples/profile_run_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profile_show_sql.py b/examples/profile_show_sql.py index 9aede97..b38cc26 100644 --- a/examples/profile_show_sql.py +++ b/examples/profile_show_sql.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/profiles_list.py b/examples/profiles_list.py index cd6f6a3..c7f5b43 100644 --- a/examples/profiles_list.py +++ b/examples/profiles_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/vector_index_create.py b/examples/vector_index_create.py index 85810fa..33026ab 100644 --- a/examples/vector_index_create.py +++ b/examples/vector_index_create.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai diff --git a/examples/vector_index_list.py b/examples/vector_index_list.py index 47cc35e..f422af7 100644 --- a/examples/vector_index_list.py +++ b/examples/vector_index_list.py @@ -1,3 +1,10 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + import os import select_ai From df263fbe9c1461a9ba19cf8ae1512b10558625a6 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Fri, 11 Jul 2025 17:42:53 -0700 Subject: [PATCH 15/21] Added license classifier in pyproject.toml --- pyproject.toml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index c8b2dfe..1abcfc9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,5 +1,5 @@ [build-system] -requires = ["setuptools >= 77.0.0", "wheel"] +requires = ["setuptools >= 77.0.3", "wheel"] build-backend = "setuptools.build_meta" [project] @@ -11,6 +11,8 @@ keywords = [ "oracle", "select ai", ] +license = " UPL-1.0" +license-files = ["LICENSE.txt"] classifiers = [ "Development Status :: 3 - Alpha", "Intended Audience :: Developers", From fe7b554185c456ec67d5f6c764b603d7ac0e3f4f Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Mon, 21 Jul 2025 12:10:27 -0700 Subject: [PATCH 16/21] Updated docs and samples --- MANIFEST.in | 1 + README.md | 2 +- doc/source/image/profile_provider.png | Bin 279136 -> 282342 bytes doc/source/image/vector_index.png | Bin 142811 -> 117988 bytes doc/source/index.rst | 51 ++----- doc/source/user_guide/actions.rst | 36 ++++- doc/source/user_guide/async_profile.rst | 20 ++- doc/source/user_guide/connection.rst | 2 + doc/source/user_guide/conversation.rst | 59 ++++---- doc/source/user_guide/conversation_class.rst | 17 --- doc/source/user_guide/credential.rst | 17 +++ doc/source/user_guide/installation.rst | 1 + doc/source/user_guide/introduction.rst | 12 +- doc/source/user_guide/profile.rst | 77 +++------- doc/source/user_guide/profile_attributes.rst | 4 +- .../user_guide/profile_provider_class.rst | 47 ------ doc/source/user_guide/provider.rst | 57 +++++-- doc/source/user_guide/synthetic_data.rst | 4 +- doc/source/user_guide/vector_index.rst | 139 ++++++++++++------ doc/source/user_guide/vector_index_class.rst | 18 --- pyproject.toml | 10 +- .../conversation_chat_session.py | 0 .../async_samples}/conversations_list.py | 0 .../async_samples}/profile_chat.py | 0 .../async_samples}/profile_create.py | 0 .../async_samples}/profile_explain_sql.py | 0 .../async_samples}/profile_pipeline.py | 0 .../async_samples}/profile_run_sql.py | 0 .../async_samples}/profile_show_sql.py | 0 .../profile_sql_concurrent_tasks.py | 1 - .../async_samples}/profiles_list.py | 2 +- .../async_samples}/vector_index_create.py | 4 +- samples/async_samples/vector_index_delete.py | 26 ++++ .../async_samples}/vector_index_list.py | 0 samples/async_samples/vector_index_rag.py | 30 ++++ .../conversation_chat_session.py | 0 {examples => samples}/conversation_create.py | 0 {examples => samples}/conversation_delete.py | 0 {examples => samples}/conversations_list.py | 0 {examples => samples}/create_ai_credential.py | 0 {examples => samples}/disable_ai_provider.py | 2 - {examples => samples}/enable_ai_provider.py | 2 - {examples => samples}/profile_chat.py | 0 {examples => samples}/profile_create.py | 0 {examples => samples}/profile_delete.py | 0 {examples => samples}/profile_explain_sql.py | 0 .../profile_gen_multi_table_synthetic_data.py | 1 - ...profile_gen_single_table_synthetic_data.py | 0 {examples => samples}/profile_narrate.py | 0 {examples => samples}/profile_run_sql.py | 6 - {examples => samples}/profile_show_sql.py | 3 - {examples => samples}/profiles_list.py | 2 +- {examples => samples}/vector_index_create.py | 4 +- samples/vector_index_delete.py | 25 ++++ {examples => samples}/vector_index_list.py | 0 samples/vector_index_rag.py | 25 ++++ src/select_ai/__init__.py | 15 +- src/select_ai/_abc.py | 17 ++- src/select_ai/action.py | 3 - src/select_ai/base_profile.py | 16 +- src/select_ai/provider.py | 24 +-- src/select_ai/vector_index.py | 24 --- src/select_ai/version.py | 2 +- 63 files changed, 445 insertions(+), 363 deletions(-) delete mode 100644 doc/source/user_guide/conversation_class.rst create mode 100644 doc/source/user_guide/credential.rst delete mode 100644 doc/source/user_guide/profile_provider_class.rst delete mode 100644 doc/source/user_guide/vector_index_class.rst rename {examples/async_examples => samples/async_samples}/conversation_chat_session.py (100%) rename {examples/async_examples => samples/async_samples}/conversations_list.py (100%) rename {examples/async_examples => samples/async_samples}/profile_chat.py (100%) rename {examples/async_examples => samples/async_samples}/profile_create.py (100%) rename {examples/async_examples => samples/async_samples}/profile_explain_sql.py (100%) rename {examples/async_examples => samples/async_samples}/profile_pipeline.py (100%) rename {examples/async_examples => samples/async_samples}/profile_run_sql.py (100%) rename {examples/async_examples => samples/async_samples}/profile_show_sql.py (100%) rename {examples/async_examples => samples/async_samples}/profile_sql_concurrent_tasks.py (94%) rename {examples/async_examples => samples/async_samples}/profiles_list.py (96%) rename {examples/async_examples => samples/async_samples}/vector_index_create.py (93%) create mode 100644 samples/async_samples/vector_index_delete.py rename {examples/async_examples => samples/async_samples}/vector_index_list.py (100%) create mode 100644 samples/async_samples/vector_index_rag.py rename {examples => samples}/conversation_chat_session.py (100%) rename {examples => samples}/conversation_create.py (100%) rename {examples => samples}/conversation_delete.py (100%) rename {examples => samples}/conversations_list.py (100%) rename {examples => samples}/create_ai_credential.py (100%) rename {examples => samples}/disable_ai_provider.py (94%) rename {examples => samples}/enable_ai_provider.py (94%) rename {examples => samples}/profile_chat.py (100%) rename {examples => samples}/profile_create.py (100%) rename {examples => samples}/profile_delete.py (100%) rename {examples => samples}/profile_explain_sql.py (100%) rename {examples => samples}/profile_gen_multi_table_synthetic_data.py (95%) rename {examples => samples}/profile_gen_single_table_synthetic_data.py (100%) rename {examples => samples}/profile_narrate.py (100%) rename {examples => samples}/profile_run_sql.py (83%) rename {examples => samples}/profile_show_sql.py (91%) rename {examples => samples}/profiles_list.py (94%) rename {examples => samples}/vector_index_create.py (93%) create mode 100644 samples/vector_index_delete.py rename {examples => samples}/vector_index_list.py (100%) create mode 100644 samples/vector_index_rag.py diff --git a/MANIFEST.in b/MANIFEST.in index b562f73..e42ab22 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1 +1,2 @@ recursive-include tests *.py +recursive-include samples *.py diff --git a/README.md b/README.md index f791d31..9b8ada0 100644 --- a/README.md +++ b/README.md @@ -11,4 +11,4 @@ python3 -m pip install select_ai ## Samples -Examples can be found in the examples directory +Examples can be found in the samples directory diff --git a/doc/source/image/profile_provider.png b/doc/source/image/profile_provider.png index c456104883640a0c0b8c51d1e46137da05bde2f4..715c840b9456abfd079adc5ec5b196cfef178004 100644 GIT binary patch literal 282342 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zu?R^D4fx*HZyp_v~K27=6vRCbl! zm}7doXEgNIUuj@|B_aWw2fqG)5x|H4FN^c!OgLs0FMM}1TCWuflxWQ}5=~QZJzl$X zm*bB}{NJAwe)NC;BZ8(rC)c1J4fp@@2l5Bm|0>M?`JXj%SXR~V^7*%ah^Y+N0RPj~ L(kB;@Y$*Q&q_EIb diff --git a/doc/source/index.rst b/doc/source/index.rst index c6429bc..0d062d6 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -22,32 +22,6 @@ Getting Started user_guide/installation.rst user_guide/connection.rst -AI Profile Object Model -============================== - -.. toctree:: - :numbered: - :maxdepth: 3 - - user_guide/profile_provider_class.rst - -VectorIndex Object Model -================================== - -.. toctree:: - :numbered: - :maxdepth: 3 - - user_guide/vector_index_class.rst - -Conversation Object Model -=================================== - -.. toctree:: - :numbered: - :maxdepth: 3 - - user_guide/conversation_class.rst Actions ======= @@ -67,6 +41,15 @@ Provider user_guide/provider.rst +Credential +========== + +.. toctree:: + :numbered: + :maxdepth: 3 + + user_guide/credential.rst + Profile Attributes ================== @@ -87,14 +70,15 @@ Profile user_guide/profile.rst -Async Profile -============= +Conversation +============ .. toctree:: :numbered: :maxdepth: 3 - user_guide/async_profile.rst + user_guide/conversation.rst + Vector Index ============ @@ -113,12 +97,3 @@ Synthetic Data :maxdepth: 3 user_guide/synthetic_data.rst - -Conversation -============ - -.. toctree:: - :numbered: - :maxdepth: 3 - - user_guide/conversation.rst diff --git a/doc/source/user_guide/actions.rst b/doc/source/user_guide/actions.rst index 9bde049..54fdd2e 100644 --- a/doc/source/user_guide/actions.rst +++ b/doc/source/user_guide/actions.rst @@ -1,14 +1,36 @@ .. _actions: +An action in Select AI is a keyword that instructs Select AI to perform different behavior when acting on the prompt. + ******************** -Supported AI Actions +Supported Actions ******************** Following list of actions can be performed using ``select_ai`` -- ``select_ai.Action.CHAT`` -- ``select_ai.Action.EXPLAINSQL`` -- ``select_ai.Action.NARRATE`` -- ``select_ai.Action.RUNSQL`` -- ``select_ai.Action.SHOWPROMPT`` -- ``select_ai.Action.SHOWSQL`` +.. list-table:: Select AI Actions + :header-rows: 1 + :widths: 20 30 50 + :align: left + + * - Actions + - Enum + - Description + * - chat + - ``select_ai.Action.CHAT`` + - Enables general conversations with the LLM, potentially for clarifying prompts, exploring data, or generating content. + * - explainsql + - ``select_ai.Action.EXPLAINSQL`` + - Explain the generated SQL query + * - narrate + - ``select_ai.Action.NARRATE`` + - Explains the output of the query in natural language, making the results accessible to users without deep technical expertise. + * - runsql + - ``select_ai.Action.RUNSQL`` + - Executes a SQL query generated from a natural language prompt. This is the default action. + * - showprompt + - ``select_ai.Action.SHOWPROMPT`` + - Show the details of the prompt sent to LLM + * - showsql + - ``select_ai.Action.SHOWSQL`` + - Displays the generated SQL statement without executing it. diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index 18f2b11..bf82813 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -16,7 +16,7 @@ used with ``await``. Async Profile creation *********************** -.. literalinclude:: ../../../examples/async_examples/profile_create.py +.. literalinclude:: ../../../samples/async_samples/profile_create.py :language: python output:: @@ -54,7 +54,7 @@ output:: Async explain SQL *********************** -.. literalinclude:: ../../../examples/async_examples/profile_explain_sql.py +.. literalinclude:: ../../../samples/async_samples/profile_explain_sql.py :language: python output:: @@ -82,7 +82,7 @@ output:: Async run SQL *********************** -.. literalinclude:: ../../../examples/async_examples/profile_run_sql.py +.. literalinclude:: ../../../samples/async_samples/profile_run_sql.py :language: python output:: @@ -94,7 +94,7 @@ output:: Async show SQL *********************** -.. literalinclude:: ../../../examples/async_examples/profile_show_sql.py +.. literalinclude:: ../../../samples/async_samples/profile_show_sql.py :language: python output:: @@ -106,7 +106,7 @@ output:: Async concurrent SQL *********************** -.. literalinclude:: ../../../examples/async_examples/profile_sql_concurrent_tasks.py +.. literalinclude:: ../../../samples/async_samples/profile_sql_concurrent_tasks.py :language: python output:: @@ -139,7 +139,7 @@ output:: Async chat ********** -.. literalinclude:: ../../../examples/async_examples/profile_chat.py +.. literalinclude:: ../../../samples/async_samples/profile_chat.py :language: python output:: @@ -162,7 +162,7 @@ output:: Async pipeline ********************* -.. literalinclude:: ../../../examples/async_examples/profile_pipeline.py +.. literalinclude:: ../../../samples/async_samples/profile_pipeline.py :language: python output:: @@ -192,11 +192,9 @@ output:: List profiles asynchronously **************************** -.. literalinclude:: ../../../examples/async_examples/profiles_list.py +.. literalinclude:: ../../../samples/async_samples/profiles_list.py :language: python output:: - AsyncProfile(profile_name=OCI_VECTOR_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=) - AsyncProfile(profile_name=OCI_GEN_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='COHERE', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=) - AsyncProfile(profile_name=OCI_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=) + OCI_AI_PROFILE diff --git a/doc/source/user_guide/connection.rst b/doc/source/user_guide/connection.rst index 18964b1..b03d556 100644 --- a/doc/source/user_guide/connection.rst +++ b/doc/source/user_guide/connection.rst @@ -18,6 +18,7 @@ To connect to an Oracle Database synchronously, use .. code-block:: python import select_ai + user = "" password = "" dsn = "" @@ -34,6 +35,7 @@ with ``await`` keyword: .. code-block:: python import select_ai + user = "" password = "" dsn = "" diff --git a/doc/source/user_guide/conversation.rst b/doc/source/user_guide/conversation.rst index 9979de7..85968ac 100644 --- a/doc/source/user_guide/conversation.rst +++ b/doc/source/user_guide/conversation.rst @@ -1,18 +1,13 @@ .. _conversation: -******************** -``Conversation`` -******************** - -.. autoclass:: select_ai.Conversation - :members: +Conversations in Select AI represent an interactive exchange between the user and the system, enabling users to query or interact with the database through a series of natural language prompts. -********************* -``AsyncConversation`` -********************* - -.. autoclass:: select_ai.AsyncConversation - :members: +***************************** +``Conversation Object model`` +***************************** +.. _conversationfig: +.. figure:: /image/conversation.png + :alt: Select AI Conversation ************************** ``ConversationAttributes`` @@ -21,14 +16,18 @@ .. autoclass:: select_ai.ConversationAttributes :members: -************ -Conversation -************ + +******************** +``Conversation`` API +******************** + +.. autoclass:: select_ai.Conversation + :members: Create conversion ++++++++++++++++++ -.. literalinclude:: ../../../examples/conversation_create.py +.. literalinclude:: ../../../samples/conversation_create.py :language: python output:: @@ -38,7 +37,7 @@ output:: Chat session +++++++++++++ -.. literalinclude:: ../../../examples/conversation_chat_session.py +.. literalinclude:: ../../../samples/conversation_chat_session.py :language: python output:: @@ -59,7 +58,7 @@ output:: List conversations ++++++++++++++++++ -.. literalinclude:: ../../../examples/conversations_list.py +.. literalinclude:: ../../../samples/conversations_list.py :language: python output:: @@ -74,7 +73,7 @@ output:: Delete conversation +++++++++++++++++++ -.. literalinclude:: ../../../examples/conversation_delete.py +.. literalinclude:: ../../../samples/conversation_delete.py :language: python output:: @@ -82,15 +81,19 @@ output:: Deleted conversation with conversation id: 37DDC22E-11C8-3D49-E063-D81A000A85FE -********************* -Async conversation -********************* +************************* +``AsyncConversation`` API +************************* -Chat Session -+++++++++++++ +.. autoclass:: select_ai.AsyncConversation + :members: -.. literalinclude:: ../../../examples/async_examples/conversation_chat_session.py + +Async chat session +++++++++++++++++++ + +.. literalinclude:: ../../../samples/async_samples/conversation_chat_session.py :language: python output:: @@ -108,10 +111,10 @@ output:: ... ... -List conversations -++++++++++++++++++ +Async list conversations +++++++++++++++++++++++++ -.. literalinclude:: ../../../examples/async_examples/conversations_list.py +.. literalinclude:: ../../../samples/async_samples/conversations_list.py :language: python output:: diff --git a/doc/source/user_guide/conversation_class.rst b/doc/source/user_guide/conversation_class.rst deleted file mode 100644 index 5548887..0000000 --- a/doc/source/user_guide/conversation_class.rst +++ /dev/null @@ -1,17 +0,0 @@ -.. _conversation_object_model: - - -.. _conversationfig: -.. figure:: /image/conversation.png - :alt: Select AI Conversation - -******************** -``Conversation`` -******************** - -.. literalinclude:: ../../../examples/conversation_create.py - :language: python - -output:: - - Created conversation with conversation id: 380A1601-182D-F329-E063-D81A000A2C93 diff --git a/doc/source/user_guide/credential.rst b/doc/source/user_guide/credential.rst new file mode 100644 index 0000000..4028342 --- /dev/null +++ b/doc/source/user_guide/credential.rst @@ -0,0 +1,17 @@ +.. _credential: + +Credential stores the API key from your AI provider for use by Oracle Database. + +************************** +Create credential +************************** + +In this example, we create a credential object to authenticate to OCI Gen AI +service provider: + +.. literalinclude:: ../../../samples/create_ai_credential.py + :language: python + +output:: + + Created credential: my_oci_ai_profile_key diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index 587f592..90d9615 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -49,6 +49,7 @@ To use ``select_ai`` you need: import select_ai import getpass + username = "" dsn = "" password = getpass.getpass(f"Enter password for {username}@{dsn}") diff --git a/doc/source/user_guide/introduction.rst b/doc/source/user_guide/introduction.rst index c2177d6..c080e6e 100644 --- a/doc/source/user_guide/introduction.rst +++ b/doc/source/user_guide/introduction.rst @@ -4,11 +4,13 @@ Introduction to the Python API for Select AI ***************************************************** -``select_ai`` is a Python module which helps you invoke `DBMS_CLOUD_AI `__ -APIs in a pythonic manner. It lets you manage ``Profiles`` for -AI service providers, generate, run, explain SQL and chat with LLMs. +``select_ai`` is a Python module that helps you invoke `DBMS_CLOUD_AI `__ +using Python. It supports text-to-SQL generation, retrieval augmented generation +(RAG), synthetic data generation, and several other features using Oracle-based +and third-party AI providers. ``select_ai`` supports both synchronous and concurrent(asynchronous) -programming styles +programming styles. -Currently supported Python versions are 3.9, 3.10, 3.11, 3.12 and 3.13. +The Select AI Python API supports Python versions 3.9, 3.10, 3.11, 3.12 and +3.13. diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index 1c24248..8deef4c 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -6,55 +6,32 @@ responses to natural language prompts. An AI profile object can be created using ``select_ai.Profile()`` +******************** +Profile Object Model +******************** + +.. _profilefig: +.. figure:: /image/profile_provider.png + :alt: Select AI Profile and Providers + ******************************* -Base ``Profile`` methods +Base ``Profile`` API ******************************* .. autoclass:: select_ai.BaseProfile :members: ******************************* -Synchronous ``Profile`` methods +``Profile`` API ******************************* .. autoclass:: select_ai.Profile :members: -************************** -Enable AI service provider -************************** - -This method grants execute privilege on the packages -``DBMS_CLOUD``, ``DBMS_CLOUD_AI`` and ``DBMS_CLOUD_PIPELINE``. It -also enables the user to invoke the AI(LLM) endpoint hosted at a -certain domain - -.. literalinclude:: ../../../examples/enable_ai_provider.py - :language: python - -output:: - - Enabled AI provider for users: ['SPARK_DB_USER'] - -************************** -Create credential -************************** - -This method creates a credential to authenticate to the AI provider. In this -example, we create a credential object to authenticate to OCI Gen AI service -provider - -.. literalinclude:: ../../../examples/create_ai_credential.py - :language: python - -output:: - - Created credential: my_oci_ai_profile_key - ************************** Create Profile ************************** -.. literalinclude:: ../../../examples/profile_create.py +.. literalinclude:: ../../../samples/profile_create.py :language: python output:: @@ -93,7 +70,7 @@ output:: Narrate ************************** -.. literalinclude:: ../../../examples/profile_narrate.py +.. literalinclude:: ../../../samples/profile_narrate.py :language: python output:: @@ -109,7 +86,7 @@ output:: Show SQL ************************** -.. literalinclude:: ../../../examples/profile_show_sql.py +.. literalinclude:: ../../../samples/profile_show_sql.py :language: python output:: @@ -124,7 +101,7 @@ output:: Run SQL ************************** -.. literalinclude:: ../../../examples/profile_run_sql.py +.. literalinclude:: ../../../samples/profile_run_sql.py :language: python output:: @@ -143,7 +120,7 @@ output:: Chat ************************** -.. literalinclude:: ../../../examples/profile_chat.py +.. literalinclude:: ../../../samples/profile_chat.py :language: python output:: @@ -157,26 +134,20 @@ output:: List profiles ************************** -.. literalinclude:: ../../../examples/profiles_list.py +.. literalinclude:: ../../../samples/profiles_list.py :language: python output:: - Profile(profile_name=OCI_VECTOR_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=MY OCI AI Profile) + OCI_AI_PROFILE - Profile(profile_name=OCI_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model='meta.llama-3.1-70b-instruct', provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=MY OCI AI Profile) +************* +Async Profile +************* - Profile(profile_name=OCI_GEN_AI_PROFILE, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='COHERE', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None), description=MY OCI AI Profile) - - -*************************** -Disable AI service provider -*************************** - -.. literalinclude:: ../../../examples/disable_ai_provider.py - :language: python - -output:: +.. toctree:: + :numbered: + :maxdepth: 3 - Disabled AI provider for user: ['SPARK_DB_USER'] + async_profile.rst diff --git a/doc/source/user_guide/profile_attributes.rst b/doc/source/user_guide/profile_attributes.rst index 9041d03..eb5146a 100644 --- a/doc/source/user_guide/profile_attributes.rst +++ b/doc/source/user_guide/profile_attributes.rst @@ -4,9 +4,9 @@ ``ProfileAttributes`` ************************* -This class helps defining attributes to manage and configure the behavior of +This class defines attributes to manage and configure the behavior of the AI profile. The ``ProfileAttributes`` objects are created -by ``select_ai.ProfileAttributes()`` +by ``select_ai.ProfileAttributes()``. .. autoclass:: select_ai.ProfileAttributes :members: diff --git a/doc/source/user_guide/profile_provider_class.rst b/doc/source/user_guide/profile_provider_class.rst deleted file mode 100644 index 9799405..0000000 --- a/doc/source/user_guide/profile_provider_class.rst +++ /dev/null @@ -1,47 +0,0 @@ -.. _profile_object_model: - -An AI Profile encapsulates information about an AI provider, database objects, -and metadata to generate responses to natural langauge prompts. - -.. _profilefig: -.. figure:: /image/profile_provider.png - :alt: Select AI Profile and Providers - - -************************** -Create Profile -************************** - -.. literalinclude:: ../../../examples/profile_create.py - :language: python - -output:: - - Created profile oci_ai_profile - Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) - Profile attributes as Python dict: {'annotations': None, - 'case_sensitive_values': None, - 'comments': None, - 'constraints': None, - 'conversation': None, - 'credential_name': 'my_oci_ai_profile_key', - 'enable_source_offsets': None, - 'enable_sources': None, - 'enforce_object_list': None, - 'max_tokens': 1024, - 'object_list': [{'owner': 'SH'}], - 'object_list_mode': None, - 'provider': OCIGenAIProvider(embedding_model=None, - model=None, - provider_name='oci', - provider_endpoint=None, - region='us-chicago-1', - oci_apiformat='GENERIC', - oci_compartment_id=None, - oci_endpoint_id=None, - oci_runtimetype=None), - 'seed': None, - 'stop_tokens': None, - 'streaming': None, - 'temperature': None, - 'vector_index_name': None} diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index 998ea72..b930369 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -1,9 +1,9 @@ .. _provider: -An AI Provider in Select AI refers to the service provider that supplies the -LLM or transformer or both for processing and generating responses to natural +An AI Provider in Select AI refers to the service provider of the +LLM, transformer or both for processing and generating responses to natural language prompts. These providers offer models that can interpret and convert -natural language for the use cases highlighted under the LLM concept +natural language for the use cases highlighted under the LLM concept. See `Select your AI Provider `__ for the supported providers @@ -16,27 +16,27 @@ for the supported providers :members: ********************************* -``AnthropicAIProvider`` +``AnthropicProvider`` ********************************* -.. autoclass:: select_ai.AnthropicAIProvider +.. autoclass:: select_ai.AnthropicProvider :members: ***************************** -``AzureAIProvider`` +``AzureProvider`` ***************************** -.. autoclass:: select_ai.AzureAIProvider +.. autoclass:: select_ai.AzureProvider :members: ***************************** -``AWSAIProvider`` +``AWSProvider`` ***************************** -.. autoclass:: select_ai.AWSAIProvider +.. autoclass:: select_ai.AWSProvider :members: ****************************** -``CohereAIProvider`` +``CohereProvider`` ****************************** -.. autoclass:: select_ai.CohereAIProvider +.. autoclass:: select_ai.CohereProvider :members: ***************************** @@ -54,13 +54,40 @@ for the supported providers ****************************** -``GoogleAIProvider`` +``GoogleProvider`` ****************************** -.. autoclass:: select_ai.GoogleAIProvider +.. autoclass:: select_ai.GoogleProvider :members: *********************************** -``HuggingFaceAIProvider`` +``HuggingFaceProvider`` *********************************** -.. autoclass:: select_ai.HuggingFaceAIProvider +.. autoclass:: select_ai.HuggingFaceProvider :members: + +************************** +Enable AI service provider +************************** + +This method grants execute privilege on the packages +``DBMS_CLOUD``, ``DBMS_CLOUD_AI`` and ``DBMS_CLOUD_PIPELINE``. It +also enables the user to invoke the AI(LLM) endpoint hosted at a +certain domain + +.. literalinclude:: ../../../samples/enable_ai_provider.py + :language: python + +output:: + + Enabled AI provider for users: ['SPARK_DB_USER'] + +*************************** +Disable AI service provider +*************************** + +.. literalinclude:: ../../../samples/disable_ai_provider.py + :language: python + +output:: + + Disabled AI provider for user: ['SPARK_DB_USER'] diff --git a/doc/source/user_guide/synthetic_data.rst b/doc/source/user_guide/synthetic_data.rst index e952ce7..93a71fb 100644 --- a/doc/source/user_guide/synthetic_data.rst +++ b/doc/source/user_guide/synthetic_data.rst @@ -23,7 +23,7 @@ Generate synthetic data The below example shows single table synthetic data generation -.. literalinclude:: ../../../examples/profile_gen_single_table_synthetic_data.py +.. literalinclude:: ../../../samples/profile_gen_single_table_synthetic_data.py :language: python output:: @@ -37,7 +37,7 @@ output:: The below example shows multitable synthetic data generation -.. literalinclude:: ../../../examples/profile_gen_multi_table_synthetic_data.py +.. literalinclude:: ../../../samples/profile_gen_multi_table_synthetic_data.py :language: python diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index eb69113..b8f9262 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -1,22 +1,17 @@ .. _vector_index: -******************** -``VectorIndex`` -******************** - -A ``VectorIndex`` object can be created with ``select_ai.VectorIndex()`` - -.. autoclass:: select_ai.VectorIndex - :members: +``VectorIndex`` supports Retrieval Augmented Generation (RAG). +For e.g., you can convert text into vector embeddings and store them in a +vector store. Select AI will augment the natural language prompt by retrieving +content from the vector store using semantic similarity search. -******************** -``AsyncVectorIndex`` -******************** +**************************** +``VectorIndex`` Object Model +**************************** -A ``AsyncVectorIndex`` object can be created with ``select_ai.AsyncVectorIndex()`` - -.. autoclass:: select_ai.AsyncVectorIndex - :members: +.. _vectorindexfig: +.. figure:: /image/vector_index.png + :alt: Select AI Vector Index ************************* ``VectorIndexAttributes`` @@ -31,47 +26,33 @@ A ``VectorIndexAttributes`` object can be created with :members: -******************************* ``OracleVectorIndexAttributes`` -******************************* ++++++++++++++++++++++++++++++++ .. autoclass:: select_ai.OracleVectorIndexAttributes :members: -******************************* -``ChromaVectorIndexAttributes`` -******************************* - -.. autoclass:: select_ai.ChromaVectorIndexAttributes - :members: +******************** +``VectorIndex`` API +******************** -********************************* -``PineconeVectorIndexAttributes`` -********************************* +A ``VectorIndex`` object can be created with ``select_ai.VectorIndex()`` -.. autoclass:: select_ai.PineconeVectorIndexAttributes +.. autoclass:: select_ai.VectorIndex :members: -********************************* -``QdrantVectorIndexAttributes`` -********************************* - -.. autoclass:: select_ai.QdrantVectorIndexAttributes - :members: - Check the examples below to understand how to create vector indexes -************************** -Vector Index -************************** +Create vector index ++++++++++++++++++++ In the following example, vector database provider is Oracle and objects (to create embedding for) reside in OCI's object store -.. literalinclude:: ../../../examples/vector_index_create.py +.. literalinclude:: ../../../samples/vector_index_create.py :language: python output:: @@ -79,7 +60,10 @@ output:: created vector index: test_vector_index -.. literalinclude:: ../../../examples/vector_index_list.py +List vector index ++++++++++++++++++ + +.. literalinclude:: ../../../samples/vector_index_list.py :language: python output:: @@ -88,12 +72,53 @@ output:: Vector index profile Profile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) +RAG using vector index +++++++++++++++++++++++ + +.. literalinclude:: ../../../samples/vector_index_rag.py + :language: python + +output:: + + The conda environments in your object store are: + 1. fccenv + 2. myrenv + 3. fully-loaded-mlenv + 4. graphenv + + These environments are listed in the provided data as separate JSON documents, each containing information about a specific conda environment. + + Sources: + - fccenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/fccenv-manifest.json) + - myrenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/myrenv-manifest.json) + - fully-loaded-mlenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/fully-loaded-mlenv-manifest.json) + - graphenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/graphenv-manifest.json) + -************************************* -Asynchronous support for Vector Index -************************************* +Delete vector index ++++++++++++++++++++ -.. literalinclude:: ../../../examples/async_examples/vector_index_create.py +.. literalinclude:: ../../../samples/vector_index_delete.py + :language: python + +output:: + + deleted vector index: test_vector_index + + +************************ +``AsyncVectorIndex`` API +************************ + +A ``AsyncVectorIndex`` object can be created with ``select_ai.AsyncVectorIndex()`` + +.. autoclass:: select_ai.AsyncVectorIndex + :members: + +Async create vector index ++++++++++++++++++++++++++ + +.. literalinclude:: ../../../samples/async_samples/vector_index_create.py :language: python output:: @@ -101,10 +126,36 @@ output:: created vector index: test_vector_index -.. literalinclude:: ../../../examples/async_examples/vector_index_list.py +Async list vector index +++++++++++++++++++++++++ + +.. literalinclude:: ../../../samples/async_samples/vector_index_list.py :language: python output:: Vector index TEST_VECTOR_INDEX Vector index profile AsyncProfile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) + + +Async RAG using vector index +++++++++++++++++++++++++++++ + +.. literalinclude:: ../../../samples/async_samples/vector_index_rag.py + :language: python + +output:: + + The conda environments in your object store are: + 1. fccenv + 2. myrenv + 3. fully-loaded-mlenv + 4. graphenv + + These environments are listed in the provided data as separate JSON documents, each containing information about a specific conda environment. + + Sources: + - fccenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/fccenv-manifest.json) + - myrenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/myrenv-manifest.json) + - fully-loaded-mlenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/fully-loaded-mlenv-manifest.json) + - graphenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/graphenv-manifest.json) diff --git a/doc/source/user_guide/vector_index_class.rst b/doc/source/user_guide/vector_index_class.rst deleted file mode 100644 index 5e63427..0000000 --- a/doc/source/user_guide/vector_index_class.rst +++ /dev/null @@ -1,18 +0,0 @@ -.. _vector_index_object_model: - - -.. _vectorindexfig: -.. figure:: /image/vector_index.png - :alt: Select AI Vector Index - - -************************** -Create Vector Index -************************** - -.. literalinclude:: ../../../examples/vector_index_create.py - :language: python - -output:: - - created vector index: test_vector_index diff --git a/pyproject.toml b/pyproject.toml index 1abcfc9..c692e02 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,9 +7,17 @@ name = "select_ai" dynamic = ["version"] description = "Python API for Select AI" requires-python = ">=3.9" +authors = [ + {name="Abhishek Singh", email="abhishek.o.singh@oracle.com"} +] +maintainers =[ + {name="Abhishek Singh", email="abhishek.o.singh@oracle.com"} +] keywords = [ "oracle", - "select ai", + "select-ai", + "adbs", + "autonomous database serverless" ] license = " UPL-1.0" license-files = ["LICENSE.txt"] diff --git a/examples/async_examples/conversation_chat_session.py b/samples/async_samples/conversation_chat_session.py similarity index 100% rename from examples/async_examples/conversation_chat_session.py rename to samples/async_samples/conversation_chat_session.py diff --git a/examples/async_examples/conversations_list.py b/samples/async_samples/conversations_list.py similarity index 100% rename from examples/async_examples/conversations_list.py rename to samples/async_samples/conversations_list.py diff --git a/examples/async_examples/profile_chat.py b/samples/async_samples/profile_chat.py similarity index 100% rename from examples/async_examples/profile_chat.py rename to samples/async_samples/profile_chat.py diff --git a/examples/async_examples/profile_create.py b/samples/async_samples/profile_create.py similarity index 100% rename from examples/async_examples/profile_create.py rename to samples/async_samples/profile_create.py diff --git a/examples/async_examples/profile_explain_sql.py b/samples/async_samples/profile_explain_sql.py similarity index 100% rename from examples/async_examples/profile_explain_sql.py rename to samples/async_samples/profile_explain_sql.py diff --git a/examples/async_examples/profile_pipeline.py b/samples/async_samples/profile_pipeline.py similarity index 100% rename from examples/async_examples/profile_pipeline.py rename to samples/async_samples/profile_pipeline.py diff --git a/examples/async_examples/profile_run_sql.py b/samples/async_samples/profile_run_sql.py similarity index 100% rename from examples/async_examples/profile_run_sql.py rename to samples/async_samples/profile_run_sql.py diff --git a/examples/async_examples/profile_show_sql.py b/samples/async_samples/profile_show_sql.py similarity index 100% rename from examples/async_examples/profile_show_sql.py rename to samples/async_samples/profile_show_sql.py diff --git a/examples/async_examples/profile_sql_concurrent_tasks.py b/samples/async_samples/profile_sql_concurrent_tasks.py similarity index 94% rename from examples/async_examples/profile_sql_concurrent_tasks.py rename to samples/async_samples/profile_sql_concurrent_tasks.py index 591e17a..60c0f82 100644 --- a/examples/async_examples/profile_sql_concurrent_tasks.py +++ b/samples/async_samples/profile_sql_concurrent_tasks.py @@ -15,7 +15,6 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -# This example shows how to asynchronously generate SQLs nad run SQLs async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) async_profile = await select_ai.AsyncProfile( diff --git a/examples/async_examples/profiles_list.py b/samples/async_samples/profiles_list.py similarity index 96% rename from examples/async_examples/profiles_list.py rename to samples/async_samples/profiles_list.py index 3e6fbc8..b902f6a 100644 --- a/examples/async_examples/profiles_list.py +++ b/samples/async_samples/profiles_list.py @@ -23,7 +23,7 @@ async def main(): profile_name_pattern="^oci" ): p = await fetched_profile - print(p) + print(p.profile_name) if __name__ == "__main__": diff --git a/examples/async_examples/vector_index_create.py b/samples/async_samples/vector_index_create.py similarity index 93% rename from examples/async_examples/vector_index_create.py rename to samples/async_samples/vector_index_create.py index 62ba2b7..46df33e 100644 --- a/examples/async_examples/vector_index_create.py +++ b/samples/async_samples/vector_index_create.py @@ -19,7 +19,9 @@ async def main(): await select_ai.async_connect(user=user, password=password, dsn=dsn) provider = select_ai.OCIGenAIProvider( - region="us-chicago-1", oci_apiformat="GENERIC" + region="us-chicago-1", + oci_apiformat="GENERIC", + embedding_model="cohere.embed-english-v3.0", ) profile_attributes = select_ai.ProfileAttributes( credential_name="my_oci_ai_profile_key", diff --git a/samples/async_samples/vector_index_delete.py b/samples/async_samples/vector_index_delete.py new file mode 100644 index 0000000..59571f4 --- /dev/null +++ b/samples/async_samples/vector_index_delete.py @@ -0,0 +1,26 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + vector_index = select_ai.AsyncVectorIndex(index_name="test_vector_index") + await vector_index.delete() + print("Vector index deleted") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/async_examples/vector_index_list.py b/samples/async_samples/vector_index_list.py similarity index 100% rename from examples/async_examples/vector_index_list.py rename to samples/async_samples/vector_index_list.py diff --git a/samples/async_samples/vector_index_rag.py b/samples/async_samples/vector_index_rag.py new file mode 100644 index 0000000..e13fbc1 --- /dev/null +++ b/samples/async_samples/vector_index_rag.py @@ -0,0 +1,30 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + +import asyncio +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +async def main(): + await select_ai.async_connect(user=user, password=password, dsn=dsn) + async_profile = await select_ai.AsyncProfile( + profile_name="async_oci_vector_ai_profile" + ) + r = await async_profile.narrate( + "list the conda environments in my object store" + ) + print(r) + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/examples/conversation_chat_session.py b/samples/conversation_chat_session.py similarity index 100% rename from examples/conversation_chat_session.py rename to samples/conversation_chat_session.py diff --git a/examples/conversation_create.py b/samples/conversation_create.py similarity index 100% rename from examples/conversation_create.py rename to samples/conversation_create.py diff --git a/examples/conversation_delete.py b/samples/conversation_delete.py similarity index 100% rename from examples/conversation_delete.py rename to samples/conversation_delete.py diff --git a/examples/conversations_list.py b/samples/conversations_list.py similarity index 100% rename from examples/conversations_list.py rename to samples/conversations_list.py diff --git a/examples/create_ai_credential.py b/samples/create_ai_credential.py similarity index 100% rename from examples/create_ai_credential.py rename to samples/create_ai_credential.py diff --git a/examples/disable_ai_provider.py b/samples/disable_ai_provider.py similarity index 94% rename from examples/disable_ai_provider.py rename to samples/disable_ai_provider.py index d7a392c..dc86861 100644 --- a/examples/disable_ai_provider.py +++ b/samples/disable_ai_provider.py @@ -12,8 +12,6 @@ admin_user = os.getenv("SELECT_AI_ADMIN_USER") password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -# Add Users to enable AI profile privileges db_users = ["SPARK_DB_USER"] diff --git a/examples/enable_ai_provider.py b/samples/enable_ai_provider.py similarity index 94% rename from examples/enable_ai_provider.py rename to samples/enable_ai_provider.py index 4f55ebd..47fb896 100644 --- a/examples/enable_ai_provider.py +++ b/samples/enable_ai_provider.py @@ -12,8 +12,6 @@ admin_user = os.getenv("SELECT_AI_ADMIN_USER") password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -# Add Users to enable AI profile privileges db_users = ["SPARK_DB_USER"] diff --git a/examples/profile_chat.py b/samples/profile_chat.py similarity index 100% rename from examples/profile_chat.py rename to samples/profile_chat.py diff --git a/examples/profile_create.py b/samples/profile_create.py similarity index 100% rename from examples/profile_create.py rename to samples/profile_create.py diff --git a/examples/profile_delete.py b/samples/profile_delete.py similarity index 100% rename from examples/profile_delete.py rename to samples/profile_delete.py diff --git a/examples/profile_explain_sql.py b/samples/profile_explain_sql.py similarity index 100% rename from examples/profile_explain_sql.py rename to samples/profile_explain_sql.py diff --git a/examples/profile_gen_multi_table_synthetic_data.py b/samples/profile_gen_multi_table_synthetic_data.py similarity index 95% rename from examples/profile_gen_multi_table_synthetic_data.py rename to samples/profile_gen_multi_table_synthetic_data.py index c39be98..19c21c4 100644 --- a/examples/profile_gen_multi_table_synthetic_data.py +++ b/samples/profile_gen_multi_table_synthetic_data.py @@ -14,7 +14,6 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -# This example show how to generate multi-table synthetic data def main(): select_ai.connect(user=user, password=password, dsn=dsn) profile = select_ai.Profile(profile_name="oci_ai_profile") diff --git a/examples/profile_gen_single_table_synthetic_data.py b/samples/profile_gen_single_table_synthetic_data.py similarity index 100% rename from examples/profile_gen_single_table_synthetic_data.py rename to samples/profile_gen_single_table_synthetic_data.py diff --git a/examples/profile_narrate.py b/samples/profile_narrate.py similarity index 100% rename from examples/profile_narrate.py rename to samples/profile_narrate.py diff --git a/examples/profile_run_sql.py b/samples/profile_run_sql.py similarity index 83% rename from examples/profile_run_sql.py rename to samples/profile_run_sql.py index 643f7a9..0b0a317 100644 --- a/examples/profile_run_sql.py +++ b/samples/profile_run_sql.py @@ -13,16 +13,10 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -# This example shows to get results of SQL -# specified using natural language prompt - def main(): select_ai.connect(user=user, password=password, dsn=dsn) profile = select_ai.Profile(profile_name="oci_ai_profile") - profile.set_attribute( - attribute_name="model", attribute_value="meta.llama-3.1-70b-instruct" - ) print(profile) prompts = [ "How many promotions are there in the sh database?", diff --git a/examples/profile_show_sql.py b/samples/profile_show_sql.py similarity index 91% rename from examples/profile_show_sql.py rename to samples/profile_show_sql.py index b38cc26..f3ae17a 100644 --- a/examples/profile_show_sql.py +++ b/samples/profile_show_sql.py @@ -13,9 +13,6 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -# This example shows to get results of SQL -# specified using natural language prompt - def main(): select_ai.connect(user=user, password=password, dsn=dsn) diff --git a/examples/profiles_list.py b/samples/profiles_list.py similarity index 94% rename from examples/profiles_list.py rename to samples/profiles_list.py index c7f5b43..8b30623 100644 --- a/examples/profiles_list.py +++ b/samples/profiles_list.py @@ -20,7 +20,7 @@ def main(): # matches the start of string for fetched_profile in profile.list(profile_name_pattern="^oci"): - print(fetched_profile) + print(fetched_profile.profile_name) if __name__ == "__main__": diff --git a/examples/vector_index_create.py b/samples/vector_index_create.py similarity index 93% rename from examples/vector_index_create.py rename to samples/vector_index_create.py index 33026ab..0d4b70f 100644 --- a/examples/vector_index_create.py +++ b/samples/vector_index_create.py @@ -19,7 +19,9 @@ def main(): # Configure an AI provider with an embedding model # of your choice provider = select_ai.OCIGenAIProvider( - region="us-chicago-1", oci_apiformat="GENERIC" + region="us-chicago-1", + oci_apiformat="GENERIC", + embedding_model="cohere.embed-english-v3.0", ) # Create an AI profile to use the Vector index with diff --git a/samples/vector_index_delete.py b/samples/vector_index_delete.py new file mode 100644 index 0000000..a4eafee --- /dev/null +++ b/samples/vector_index_delete.py @@ -0,0 +1,25 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + vector_index = select_ai.VectorIndex(index_name="test_vector_index") + vector_index.delete(force=True) + print("deleted vector index: test_vector_index") + + +if __name__ == "__main__": + main() diff --git a/examples/vector_index_list.py b/samples/vector_index_list.py similarity index 100% rename from examples/vector_index_list.py rename to samples/vector_index_list.py diff --git a/samples/vector_index_rag.py b/samples/vector_index_rag.py new file mode 100644 index 0000000..c970a4d --- /dev/null +++ b/samples/vector_index_rag.py @@ -0,0 +1,25 @@ +# ----------------------------------------------------------------------------- +# Copyright (c) 2025, Oracle and/or its affiliates. +# +# Licensed under the Universal Permissive License v 1.0 as shown at +# http://oss.oracle.com/licenses/upl. +# ----------------------------------------------------------------------------- + +import os + +import select_ai + +user = os.getenv("SELECT_AI_USER") +password = os.getenv("SELECT_AI_PASSWORD") +dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") + + +def main(): + select_ai.connect(user=user, password=password, dsn=dsn) + profile = select_ai.Profile(profile_name="oci_vector_ai_profile") + r = profile.narrate("list the conda environments in my object store") + print(r) + + +if __name__ == "__main__": + main() diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index fb568cc..d0612a3 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -28,12 +28,12 @@ ) from .profile import Profile from .provider import ( - AnthropicAIProvider, - AWSAIProvider, - AzureAIProvider, - CohereAIProvider, - GoogleAIProvider, - HuggingFaceAIProvider, + AnthropicProvider, + AWSProvider, + AzureProvider, + CohereProvider, + GoogleProvider, + HuggingFaceProvider, OCIGenAIProvider, OpenAIProvider, Provider, @@ -44,10 +44,7 @@ ) from .vector_index import ( AsyncVectorIndex, - ChromaVectorIndexAttributes, OracleVectorIndexAttributes, - PineconeVectorIndexAttributes, - QdrantVectorIndexAttributes, VectorDistanceMetric, VectorIndex, VectorIndexAttributes, diff --git a/src/select_ai/_abc.py b/src/select_ai/_abc.py index d1f98b6..4d9b176 100644 --- a/src/select_ai/_abc.py +++ b/src/select_ai/_abc.py @@ -9,11 +9,24 @@ import typing from abc import ABC from dataclasses import dataclass, fields -from typing import List, Mapping +from typing import Any, List, Mapping __all__ = ["SelectAIDataClass"] +def _bool(value: Any) -> bool: + if isinstance(value, bool): + return value + if isinstance(value, int): + return bool(value) + if value.lower() in ("yes", "true", "t", "y", "1"): + return True + elif value.lower() in ("no", "false", "f", "n", "0"): + return False + else: + raise ValueError(f"Invalid boolean value: {value}") + + @dataclass class SelectAIDataClass(ABC): """SelectAIDataClass is an abstract container for all data @@ -49,7 +62,7 @@ def __post_init__(self): elif field.type is typing.Optional[str]: setattr(self, field.name, str(value)) elif field.type is typing.Optional[bool]: - setattr(self, field.name, bool(value)) + setattr(self, field.name, _bool(value)) elif field.type is typing.Optional[float]: setattr(self, field.name, float(value)) elif field.type is typing.Optional[Mapping] and isinstance( diff --git a/src/select_ai/action.py b/src/select_ai/action.py index f79e51c..fe1991b 100644 --- a/src/select_ai/action.py +++ b/src/select_ai/action.py @@ -19,6 +19,3 @@ class Action(StrEnum): NARRATE = "narrate" CHAT = "chat" SHOWPROMPT = "showprompt" - EMBEDDING = "embedding" - SUMMARIZE = "summarize" - FEEDBACK = "feedback" diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index 9ac1b27..50231d2 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -23,13 +23,17 @@ class ProfileAttributes(SelectAIDataClass): Use this class to define attributes to manage and configure the behavior of an AI profile - :param bool comments: Includes column comments in the metadata used for - translating natural language prompts using AI. - :param str conversation: Indicates if conversation history is enabled for - a profile. Valid values are true or false. + :param bool comments: True to include column comments in the metadata used + for generating SQL queries from natural language prompts. + :param bool constraints: True to include referential integrity constraints + such as primary and foreign keys in the metadata sent to the LLM. + :param bool conversation: Indicates if conversation history is enabled for + a profile. :param str credential_name: The name of the credential to access the AI provider APIs. - :param int max_tokens: Denotes the number of tokens to predict per + :param bool enforce_object_list: Specifies whether to restrict the LLM + to generate SQL that uses only tables covered by the object list. + :param int max_tokens: Denotes the number of tokens to return per generation. Default is 1024. :param List[Mapping] object_list: Array of JSON objects specifying the owner and object names that are eligible for natural language @@ -53,7 +57,7 @@ class ProfileAttributes(SelectAIDataClass): case_sensitive_values: Optional[bool] = None comments: Optional[bool] = None constraints: Optional[str] = None - conversation: Optional[str] = None + conversation: Optional[bool] = None credential_name: Optional[str] = None enable_sources: Optional[bool] = None enable_source_offsets: Optional[bool] = None diff --git a/src/select_ai/provider.py b/src/select_ai/provider.py index 79e6407..ffa3018 100644 --- a/src/select_ai/provider.py +++ b/src/select_ai/provider.py @@ -28,9 +28,10 @@ class Provider(SelectAIDataClass): To create an object of Provider class, use any one of the concrete AI provider implementations - :param str embedding_model: The embedding model. Depending on the AI - provider, the supported embedding models vary - :param str model: The name of the AI model being used to generate + :param str embedding_model: The embedding model, also known as a + transformer. Depending on the AI provider, the supported embedding models + vary + :param str model: The name of the LLM being used to generate responses :param str provider_name: The name of the provider being used :param str provider_endpoint: Endpoint URL of the AI provider being used @@ -78,7 +79,7 @@ def keys(cls): @dataclass -class AzureAIProvider(Provider): +class AzureProvider(Provider): """ Azure specific attributes @@ -132,7 +133,7 @@ class OCIGenAIProvider(Provider): @dataclass -class CohereAIProvider(Provider): +class CohereProvider(Provider): """ Cohere AI specific attributes """ @@ -142,7 +143,7 @@ class CohereAIProvider(Provider): @dataclass -class GoogleAIProvider(Provider): +class GoogleProvider(Provider): """ Google AI specific attributes """ @@ -152,7 +153,7 @@ class GoogleAIProvider(Provider): @dataclass -class HuggingFaceAIProvider(Provider): +class HuggingFaceProvider(Provider): """ HuggingFace specific attributes """ @@ -162,18 +163,21 @@ class HuggingFaceAIProvider(Provider): @dataclass -class AWSAIProvider(Provider): +class AWSProvider(Provider): """ AWS specific attributes """ provider_name: str = AWS - provider_endpoint = "api-inference.huggingface.co" aws_apiformat: Optional[str] = None + def __post_init__(self): + super().__post_init__() + self.provider_endpoint = f"bedrock-runtime.{self.region}.amazonaws.com" + @dataclass -class AnthropicAIProvider(Provider): +class AnthropicProvider(Provider): """ Anthropic specific attributes """ diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index a0cc10b..81f1280 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -26,10 +26,7 @@ class VectorDBProvider(StrEnum): - CHROMA = "chroma" ORACLE = "oracle" - PINECONE = "pinecone" - QDRANT = "qdrant" class VectorDistanceMetric(StrEnum): @@ -112,27 +109,6 @@ class OracleVectorIndexAttributes(VectorIndexAttributes): vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.ORACLE -@dataclass -class ChromaVectorIndexAttributes(VectorIndexAttributes): - """Chroma specific vector index attributes""" - - vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.CHROMA - - -@dataclass -class PineconeVectorIndexAttributes(VectorIndexAttributes): - """PineCone specific vector index attributes""" - - vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.PINECONE - - -@dataclass -class QdrantVectorIndexAttributes(VectorIndexAttributes): - """Qdrant specific vector index attributes""" - - vector_db_provider: Optional[VectorDBProvider] = VectorDBProvider.QDRANT - - class _BaseVectorIndex(ABC): def __init__( diff --git a/src/select_ai/version.py b/src/select_ai/version.py index 02d8317..28293a3 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -5,4 +5,4 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -__version__ = "1.0.0.dev3" +__version__ = "1.0.0.dev5" From 629da865df6fed71dc5bb44a61f3d00040bd63ce Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 22 Jul 2025 18:57:49 -0700 Subject: [PATCH 17/21] Simplifed doc and bug fixes --- doc/source/user_guide/async_profile.rst | 16 ++-- doc/source/user_guide/conversation.rst | 4 +- doc/source/user_guide/profile.rst | 7 +- doc/source/user_guide/vector_index.rst | 6 +- .../conversation_chat_session.py | 8 +- .../conversations_list.py | 9 +- .../{async_samples => async}/profile_chat.py | 11 ++- .../profile_create.py | 9 +- .../profile_explain_sql.py | 7 +- .../profile_pipeline.py | 9 +- .../profile_run_sql.py | 9 +- .../profile_show_sql.py | 9 +- .../profile_sql_concurrent_tasks.py | 10 ++- .../{async_samples => async}/profiles_list.py | 9 +- .../vector_index_create.py | 12 ++- .../vector_index_delete.py | 7 +- .../vector_index_list.py | 10 ++- .../vector_index_rag.py | 10 ++- samples/conversation_chat_session.py | 54 +++++------- samples/conversation_create.py | 37 ++++---- samples/conversation_delete.py | 31 ++++--- samples/conversations_list.py | 21 +++-- samples/create_ai_credential.py | 43 +++++---- samples/disable_ai_provider.py | 22 ++--- samples/enable_ai_provider.py | 7 ++ samples/profile_chat.py | 19 ++-- samples/profile_create.py | 59 ++++++------- samples/profile_delete.py | 16 ++-- samples/profile_explain_sql.py | 30 +++---- .../profile_gen_multi_table_synthetic_data.py | 56 ++++++------ ...profile_gen_single_table_synthetic_data.py | 43 +++++---- samples/profile_narrate.py | 31 +++---- samples/profile_run_sql.py | 32 +++---- samples/profile_show_sql.py | 27 +++--- samples/profiles_list.py | 22 ++--- samples/vector_index_create.py | 87 ++++++++++--------- samples/vector_index_delete.py | 18 ++-- samples/vector_index_list.py | 23 ++--- samples/vector_index_rag.py | 20 ++--- src/select_ai/__init__.py | 2 + src/select_ai/admin.py | 14 ++- src/select_ai/async_profile.py | 26 ++++++ src/select_ai/base_profile.py | 2 +- src/select_ai/db.py | 33 +++++-- src/select_ai/errors.py | 11 +++ src/select_ai/profile.py | 23 ++++- src/select_ai/sql.py | 2 +- src/select_ai/vector_index.py | 12 ++- src/select_ai/version.py | 2 +- 49 files changed, 554 insertions(+), 433 deletions(-) rename samples/{async_samples => async}/conversation_chat_session.py (83%) rename samples/{async_samples => async}/conversations_list.py (73%) rename samples/{async_samples => async}/profile_chat.py (77%) rename samples/{async_samples => async}/profile_create.py (85%) rename samples/{async_samples => async}/profile_explain_sql.py (79%) rename samples/{async_samples => async}/profile_pipeline.py (85%) rename samples/{async_samples => async}/profile_run_sql.py (74%) rename samples/{async_samples => async}/profile_show_sql.py (74%) rename samples/{async_samples => async}/profile_sql_concurrent_tasks.py (78%) rename samples/{async_samples => async}/profiles_list.py (75%) rename samples/{async_samples => async}/vector_index_create.py (83%) rename samples/{async_samples => async}/vector_index_delete.py (77%) rename samples/{async_samples => async}/vector_index_list.py (71%) rename samples/{async_samples => async}/vector_index_rag.py (73%) diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index bf82813..9d59fe3 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -16,7 +16,7 @@ used with ``await``. Async Profile creation *********************** -.. literalinclude:: ../../../samples/async_samples/profile_create.py +.. literalinclude:: ../../../samples/async/profile_create.py :language: python output:: @@ -54,7 +54,7 @@ output:: Async explain SQL *********************** -.. literalinclude:: ../../../samples/async_samples/profile_explain_sql.py +.. literalinclude:: ../../../samples/async/profile_explain_sql.py :language: python output:: @@ -82,7 +82,7 @@ output:: Async run SQL *********************** -.. literalinclude:: ../../../samples/async_samples/profile_run_sql.py +.. literalinclude:: ../../../samples/async/profile_run_sql.py :language: python output:: @@ -94,7 +94,7 @@ output:: Async show SQL *********************** -.. literalinclude:: ../../../samples/async_samples/profile_show_sql.py +.. literalinclude:: ../../../samples/async/profile_show_sql.py :language: python output:: @@ -106,7 +106,7 @@ output:: Async concurrent SQL *********************** -.. literalinclude:: ../../../samples/async_samples/profile_sql_concurrent_tasks.py +.. literalinclude:: ../../../samples/async/profile_sql_concurrent_tasks.py :language: python output:: @@ -139,7 +139,7 @@ output:: Async chat ********** -.. literalinclude:: ../../../samples/async_samples/profile_chat.py +.. literalinclude:: ../../../samples/async/profile_chat.py :language: python output:: @@ -162,7 +162,7 @@ output:: Async pipeline ********************* -.. literalinclude:: ../../../samples/async_samples/profile_pipeline.py +.. literalinclude:: ../../../samples/async/profile_pipeline.py :language: python output:: @@ -192,7 +192,7 @@ output:: List profiles asynchronously **************************** -.. literalinclude:: ../../../samples/async_samples/profiles_list.py +.. literalinclude:: ../../../samples/async/profiles_list.py :language: python output:: diff --git a/doc/source/user_guide/conversation.rst b/doc/source/user_guide/conversation.rst index 85968ac..944d940 100644 --- a/doc/source/user_guide/conversation.rst +++ b/doc/source/user_guide/conversation.rst @@ -93,7 +93,7 @@ output:: Async chat session ++++++++++++++++++ -.. literalinclude:: ../../../samples/async_samples/conversation_chat_session.py +.. literalinclude:: ../../../samples/async/conversation_chat_session.py :language: python output:: @@ -114,7 +114,7 @@ output:: Async list conversations ++++++++++++++++++++++++ -.. literalinclude:: ../../../samples/async_samples/conversations_list.py +.. literalinclude:: ../../../samples/async/conversations_list.py :language: python output:: diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index 8deef4c..3f418ff 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -137,7 +137,6 @@ List profiles .. literalinclude:: ../../../samples/profiles_list.py :language: python - output:: OCI_AI_PROFILE @@ -146,8 +145,4 @@ output:: Async Profile ************* -.. toctree:: - :numbered: - :maxdepth: 3 - - async_profile.rst +async_profile.rst diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index b8f9262..bfc58ee 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -118,7 +118,7 @@ A ``AsyncVectorIndex`` object can be created with ``select_ai.AsyncVectorIndex() Async create vector index +++++++++++++++++++++++++ -.. literalinclude:: ../../../samples/async_samples/vector_index_create.py +.. literalinclude:: ../../../samples/async/vector_index_create.py :language: python output:: @@ -129,7 +129,7 @@ output:: Async list vector index ++++++++++++++++++++++++ -.. literalinclude:: ../../../samples/async_samples/vector_index_list.py +.. literalinclude:: ../../../samples/async/vector_index_list.py :language: python output:: @@ -141,7 +141,7 @@ output:: Async RAG using vector index ++++++++++++++++++++++++++++ -.. literalinclude:: ../../../samples/async_samples/vector_index_rag.py +.. literalinclude:: ../../../samples/async/vector_index_rag.py :language: python output:: diff --git a/samples/async_samples/conversation_chat_session.py b/samples/async/conversation_chat_session.py similarity index 83% rename from samples/async_samples/conversation_chat_session.py rename to samples/async/conversation_chat_session.py index bf03b45..a1826b5 100644 --- a/samples/async_samples/conversation_chat_session.py +++ b/samples/async/conversation_chat_session.py @@ -4,6 +4,11 @@ # Licensed under the Universal Permissive License v 1.0 as shown at # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/conversation_chat_session.py +# +# Demonstrates context aware conversation using AI Profile +# ------------------------------------------------------------------------------ import asyncio import os @@ -41,5 +46,4 @@ async def main(): print(response) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/conversations_list.py b/samples/async/conversations_list.py similarity index 73% rename from samples/async_samples/conversations_list.py rename to samples/async/conversations_list.py index 67e951f..456647d 100644 --- a/samples/async_samples/conversations_list.py +++ b/samples/async/conversations_list.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/conversations_list.py +# +# List all conversations saved in the database +# ------------------------------------------------------------------------------ + import asyncio import os @@ -22,5 +28,4 @@ async def main(): print(conversation.attributes) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_chat.py b/samples/async/profile_chat.py similarity index 77% rename from samples/async_samples/profile_chat.py rename to samples/async/profile_chat.py index d3bdfc8..8de99b0 100644 --- a/samples/async_samples/profile_chat.py +++ b/samples/async/profile_chat.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_chat.py +# +# Chat using an AI Profile +# ------------------------------------------------------------------------------ + import asyncio import os @@ -21,7 +27,7 @@ async def main(): profile_name="async_oci_ai_profile" ) - # Asynchronously send multiple prompts + # Asynchronously send multiple chat prompts chat_tasks = [ async_profile.chat(prompt="What is OCI ?"), async_profile.chat(prompt="What is OML4PY?"), @@ -32,5 +38,4 @@ async def main(): print(result) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_create.py b/samples/async/profile_create.py similarity index 85% rename from samples/async_samples/profile_create.py rename to samples/async/profile_create.py index 09f9c0d..52a8932 100644 --- a/samples/async_samples/profile_create.py +++ b/samples/async/profile_create.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_create.py +# +# Create an OCI Gen AI profile +# ------------------------------------------------------------------------------ + import asyncio import os from pprint import pformat @@ -43,5 +49,4 @@ async def main(): ) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_explain_sql.py b/samples/async/profile_explain_sql.py similarity index 79% rename from samples/async_samples/profile_explain_sql.py rename to samples/async/profile_explain_sql.py index 30adbad..9fd1518 100644 --- a/samples/async_samples/profile_explain_sql.py +++ b/samples/async/profile_explain_sql.py @@ -5,6 +5,10 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_explain_sql.py +# ------------------------------------------------------------------------------ + import asyncio import os @@ -25,5 +29,4 @@ async def main(): print(response) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_pipeline.py b/samples/async/profile_pipeline.py similarity index 85% rename from samples/async_samples/profile_pipeline.py rename to samples/async/profile_pipeline.py index ca8d1f6..df42ca3 100644 --- a/samples/async_samples/profile_pipeline.py +++ b/samples/async/profile_pipeline.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_pipeline.py +# +# Demonstrates sending multiple prompts using a single Database round-trip +# ------------------------------------------------------------------------------ + import asyncio import os @@ -45,5 +51,4 @@ async def main(): ) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_run_sql.py b/samples/async/profile_run_sql.py similarity index 74% rename from samples/async_samples/profile_run_sql.py rename to samples/async/profile_run_sql.py index 01d6ce9..3b2b3e4 100644 --- a/samples/async_samples/profile_run_sql.py +++ b/samples/async/profile_run_sql.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_run_sql.py +# +# Return a pandas.Dataframe built using the resultset of the generated SQL +# ------------------------------------------------------------------------------ + import asyncio import os @@ -26,5 +32,4 @@ async def main(): print(df) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_show_sql.py b/samples/async/profile_show_sql.py similarity index 74% rename from samples/async_samples/profile_show_sql.py rename to samples/async/profile_show_sql.py index 22e1a89..e952cd8 100644 --- a/samples/async_samples/profile_show_sql.py +++ b/samples/async/profile_show_sql.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_show_sql.py +# +# Show the generated SQL without executing it +# ------------------------------------------------------------------------------ + import asyncio import os @@ -24,5 +30,4 @@ async def main(): print(response) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profile_sql_concurrent_tasks.py b/samples/async/profile_sql_concurrent_tasks.py similarity index 78% rename from samples/async_samples/profile_sql_concurrent_tasks.py rename to samples/async/profile_sql_concurrent_tasks.py index 60c0f82..aca8785 100644 --- a/samples/async_samples/profile_sql_concurrent_tasks.py +++ b/samples/async/profile_sql_concurrent_tasks.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_sql_concurrent_tasks.py +# +# Demonstrates sending multiple prompts concurrently using asyncio +# ------------------------------------------------------------------------------ + + import asyncio import os @@ -32,5 +39,4 @@ async def main(): print(result) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/profiles_list.py b/samples/async/profiles_list.py similarity index 75% rename from samples/async_samples/profiles_list.py rename to samples/async/profiles_list.py index b902f6a..99244b2 100644 --- a/samples/async_samples/profiles_list.py +++ b/samples/async/profiles_list.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/profile_list.py +# +# List all the profile names matching a certain pattern +# ------------------------------------------------------------------------------ + import asyncio import os @@ -26,5 +32,4 @@ async def main(): print(p.profile_name) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/vector_index_create.py b/samples/async/vector_index_create.py similarity index 83% rename from samples/async_samples/vector_index_create.py rename to samples/async/vector_index_create.py index 46df33e..51db1e3 100644 --- a/samples/async_samples/vector_index_create.py +++ b/samples/async/vector_index_create.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/vector_index_create.py +# +# Create a vector index for Retrieval Augmented Generation (RAG) +# ------------------------------------------------------------------------------ + + import asyncio import os @@ -46,8 +53,7 @@ async def main(): profile=async_profile, ) await async_vector_index.create(replace=True) - print("created vector index: test_vector_index") + print("Created vector index: test_vector_index") -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/vector_index_delete.py b/samples/async/vector_index_delete.py similarity index 77% rename from samples/async_samples/vector_index_delete.py rename to samples/async/vector_index_delete.py index 59571f4..2534c2c 100644 --- a/samples/async_samples/vector_index_delete.py +++ b/samples/async/vector_index_delete.py @@ -5,6 +5,10 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/vector_index_delete.py +# ------------------------------------------------------------------------------ + import asyncio import os @@ -22,5 +26,4 @@ async def main(): print("Vector index deleted") -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/vector_index_list.py b/samples/async/vector_index_list.py similarity index 71% rename from samples/async_samples/vector_index_list.py rename to samples/async/vector_index_list.py index 335fdba..66fc322 100644 --- a/samples/async_samples/vector_index_list.py +++ b/samples/async/vector_index_list.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/vector_index_list.py +# +# List all the vector indexes and associated profile where the index name +# matches a certain pattern +# ------------------------------------------------------------------------------ + import asyncio import os @@ -23,5 +30,4 @@ async def main(): print("Vector index profile", index.profile) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/async_samples/vector_index_rag.py b/samples/async/vector_index_rag.py similarity index 73% rename from samples/async_samples/vector_index_rag.py rename to samples/async/vector_index_rag.py index e13fbc1..4614f86 100644 --- a/samples/async_samples/vector_index_rag.py +++ b/samples/async/vector_index_rag.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# async/vector_index_rag.py +# +# Demonstrates Retrieval Augmented Generation (RAG) using ai_profile.narrate() +# ------------------------------------------------------------------------------ + + import asyncio import os @@ -26,5 +33,4 @@ async def main(): print(r) -if __name__ == "__main__": - asyncio.run(main()) +asyncio.run(main()) diff --git a/samples/conversation_chat_session.py b/samples/conversation_chat_session.py index f072fa0..14672f7 100644 --- a/samples/conversation_chat_session.py +++ b/samples/conversation_chat_session.py @@ -5,6 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# conversation_chat_session.py +# +# Demonstrates context aware conversation using AI Profile +# ------------------------------------------------------------------------------ import os import select_ai @@ -13,34 +18,23 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -# This example shows how to have a context-aware -# conversation - - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - conversation_attributes = select_ai.ConversationAttributes( - title="History of Science", - description="LLM's understanding of history of science", +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +conversation_attributes = select_ai.ConversationAttributes( + title="History of Science", + description="LLM's understanding of history of science", +) +conversation = select_ai.Conversation(attributes=conversation_attributes) +with profile.chat_session(conversation=conversation, delete=True) as session: + print( + "Conversation ID for this session is:", + conversation.conversation_id, ) - conversation = select_ai.Conversation(attributes=conversation_attributes) - with profile.chat_session( - conversation=conversation, delete=True - ) as session: - print( - "Conversation ID for this session is:", - conversation.conversation_id, - ) - response = session.chat( - prompt="What is importance of history of science ?" - ) - print(response) - response = session.chat( - prompt="Elaborate more on 'Learning from past mistakes'" - ) - print(response) - - -if __name__ == "__main__": - main() + response = session.chat( + prompt="What is importance of history of science ?" + ) + print(response) + response = session.chat( + prompt="Elaborate more on 'Learning from past mistakes'" + ) + print(response) diff --git a/samples/conversation_create.py b/samples/conversation_create.py index b17ebe7..8a6ae27 100644 --- a/samples/conversation_create.py +++ b/samples/conversation_create.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# conversation_create.py +# +# Create a new conversation given a title and description. The created +# conversation can be used in profile.chat_session() +# ------------------------------------------------------------------------------ import os import select_ai @@ -13,23 +19,14 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -# This example shows how to create a conversation -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - conversation_attributes = select_ai.ConversationAttributes( - title="History of Science", - description="LLM's understanding of history of science", - ) - - conversation = select_ai.Conversation(attributes=conversation_attributes) - conversation.create() - - print( - "Created conversation with conversation id: ", - conversation.conversation_id, - ) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +conversation_attributes = select_ai.ConversationAttributes( + title="History of Science", + description="LLM's understanding of history of science", +) +conversation = select_ai.Conversation(attributes=conversation_attributes) +conversation.create() + +print( + "Created conversation with conversation id: ", conversation.conversation_id +) diff --git a/samples/conversation_delete.py b/samples/conversation_delete.py index 97a0e0e..99d305e 100644 --- a/samples/conversation_delete.py +++ b/samples/conversation_delete.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# conversation_delete.py +# +# Delete conversation given a conversation id +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,19 +19,12 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -# This example shows how to create a conversation -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - conversation = select_ai.Conversation( - conversation_id="37DDC22E-11C8-3D49-E063-D81A000A85FE" - ) - conversation.delete(force=True) - print( - "Deleted conversation with conversation id: ", - conversation.conversation_id, - ) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +conversation = select_ai.Conversation( + conversation_id="37DDC22E-11C8-3D49-E063-D81A000A85FE" +) +conversation.delete(force=True) +print( + "Deleted conversation with conversation id: ", + conversation.conversation_id, +) diff --git a/samples/conversations_list.py b/samples/conversations_list.py index d5485c3..2e5fed3 100644 --- a/samples/conversations_list.py +++ b/samples/conversations_list.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# conversations_list.py +# +# List all conversations saved in the database +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,14 +19,7 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - # To list all conversations, use the class method list() - for conversation in select_ai.Conversation().list(): - print(conversation.conversation_id) - print(conversation.attributes) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +for conversation in select_ai.Conversation().list(): + print(conversation.conversation_id) + print(conversation.attributes) diff --git a/samples/create_ai_credential.py b/samples/create_ai_credential.py index ac7ac7f..68421a3 100644 --- a/samples/create_ai_credential.py +++ b/samples/create_ai_credential.py @@ -5,6 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# create_ai_credential.py +# +# Create a Database credential storing OCI Gen AI's credentials +# ------------------------------------------------------------------------------ import os import oci @@ -14,25 +19,19 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - - # Default config file and profile - default_config = oci.config.from_file() - oci.config.validate_config(default_config) - with open(default_config["key_file"]) as fp: - key_contents = fp.read() - credential = { - "credential_name": "my_oci_ai_profile_key", - "user_ocid": default_config["user"], - "tenancy_ocid": default_config["tenancy"], - "private_key": key_contents, - "fingerprint": default_config["fingerprint"], - } - select_ai.create_credential(credential=credential, replace=True) - print("Created credential: ", credential["credential_name"]) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) + +# Default config file and profile +default_config = oci.config.from_file() +oci.config.validate_config(default_config) +with open(default_config["key_file"]) as fp: + key_contents = fp.read() +credential = { + "credential_name": "my_oci_ai_profile_key", + "user_ocid": default_config["user"], + "tenancy_ocid": default_config["tenancy"], + "private_key": key_contents, + "fingerprint": default_config["fingerprint"], +} +select_ai.create_credential(credential=credential, replace=True) +print("Created credential: ", credential["credential_name"]) diff --git a/samples/disable_ai_provider.py b/samples/disable_ai_provider.py index dc86861..30e30b0 100644 --- a/samples/disable_ai_provider.py +++ b/samples/disable_ai_provider.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# disable_ai_provider.py +# +# Revokes privileges from the database user and removes ACL to invoke the AI +# Provider endpoint +# ------------------------------------------------------------------------------ import os import select_ai @@ -14,14 +20,8 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") db_users = ["SPARK_DB_USER"] - -def main(): - select_ai.connect(user=admin_user, password=password, dsn=dsn) - select_ai.disable_provider( - users=db_users, provider_endpoint="*.openai.azure.com" - ) - print("Disabled AI provider for user: ", db_users) - - -if __name__ == "__main__": - main() +select_ai.connect(user=admin_user, password=password, dsn=dsn) +select_ai.disable_provider( + users=db_users, provider_endpoint="*.openai.azure.com" +) +print("Disabled AI provider for user: ", db_users) diff --git a/samples/enable_ai_provider.py b/samples/enable_ai_provider.py index 47fb896..6f286ab 100644 --- a/samples/enable_ai_provider.py +++ b/samples/enable_ai_provider.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# enable_ai_provider.py +# +# Grants privileges to the database user and add ACL to invoke the AI Provider +# endpoint +# ------------------------------------------------------------------------------ + import os import select_ai diff --git a/samples/profile_chat.py b/samples/profile_chat.py index 71181b8..1ad3311 100644 --- a/samples/profile_chat.py +++ b/samples/profile_chat.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_chat.py +# +# Chat using an AI Profile +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,12 +19,7 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - print(profile.chat(prompt="What is OCI ?")) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +response = profile.chat(prompt="What is OCI ?") +print(response) diff --git a/samples/profile_create.py b/samples/profile_create.py index e3d9eaf..331408f 100644 --- a/samples/profile_create.py +++ b/samples/profile_create.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_create.py +# +# Create an OCI Gen AI profile +# ------------------------------------------------------------------------------ + import os from pprint import pformat @@ -14,34 +20,25 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - - provider = select_ai.OCIGenAIProvider( - region="us-chicago-1", oci_apiformat="GENERIC" - ) - - profile_attributes = select_ai.ProfileAttributes( - credential_name="my_oci_ai_profile_key", - object_list=[{"owner": "SH"}], - provider=provider, - ) - - profile = select_ai.Profile( - profile_name="oci_ai_profile", - attributes=profile_attributes, - description="MY OCI AI Profile", - replace=True, - ) - print("Created profile ", profile.profile_name) - profile_attributes = profile.get_attributes() - print("Profile attributes are: ", profile_attributes) - print( - "Profile attributes as Python dict: ", - pformat(profile_attributes.dict(exclude_null=False)), - ) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", oci_apiformat="GENERIC" +) +profile_attributes = select_ai.ProfileAttributes( + credential_name="my_oci_ai_profile_key", + object_list=[{"owner": "SH"}], + provider=provider, +) +profile = select_ai.Profile( + profile_name="oci_ai_profile", + attributes=profile_attributes, + description="MY OCI AI Profile", + replace=True, +) +print("Created profile ", profile.profile_name) +profile_attributes = profile.get_attributes() +print("Profile attributes are: ", profile_attributes) +print( + "Profile attributes as Python dict: ", + pformat(profile_attributes.dict(exclude_null=False)), +) diff --git a/samples/profile_delete.py b/samples/profile_delete.py index 8027e39..a553122 100644 --- a/samples/profile_delete.py +++ b/samples/profile_delete.py @@ -5,6 +5,10 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_delete.py +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,12 +17,6 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - profile.delete() - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +profile.delete() diff --git a/samples/profile_explain_sql.py b/samples/profile_explain_sql.py index 8f178ff..e432f01 100644 --- a/samples/profile_explain_sql.py +++ b/samples/profile_explain_sql.py @@ -5,6 +5,10 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_explain_sql.py +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,20 +17,12 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - ) - prompts = [ - "How many promotions are there in the sh database?", - "How many products are there in the sh database ?", - ] - for prompt in prompts: - print("Prompt is: ", prompt) - print(profile.explain_sql(prompt=prompt)) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile( + profile_name="oci_ai_profile", +) +print(profile.description) +explanation = profile.explain_sql( + prompt="How many promotions are there in the sh database?" +) +print(explanation) diff --git a/samples/profile_gen_multi_table_synthetic_data.py b/samples/profile_gen_multi_table_synthetic_data.py index 19c21c4..aab68f0 100644 --- a/samples/profile_gen_multi_table_synthetic_data.py +++ b/samples/profile_gen_multi_table_synthetic_data.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_gen_multi_table_synthetic_data.py +# +# Generate synthetic data for multiple tables in a single request +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,32 +19,24 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - synthetic_data_params = select_ai.SyntheticDataParams( - sample_rows=100, table_statistics=True, priority="HIGH" - ) - object_list = [ - { - "owner": user, - "name": "MOVIE", - "record_count": 100, - "user_prompt": "the release date for the movies should be in 2019", - }, - {"owner": user, "name": "ACTOR", "record_count": 10}, - {"owner": user, "name": "DIRECTOR", "record_count": 5}, - ] - synthetic_data_attributes = select_ai.SyntheticDataAttributes( - object_list=object_list, params=synthetic_data_params - ) - print( - profile.generate_synthetic_data( - synthetic_data_attributes=synthetic_data_attributes - ) - ) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +synthetic_data_params = select_ai.SyntheticDataParams( + sample_rows=100, table_statistics=True, priority="HIGH" +) +object_list = [ + { + "owner": user, + "name": "MOVIE", + "record_count": 100, + "user_prompt": "the release date for the movies should be in 2019", + }, + {"owner": user, "name": "ACTOR", "record_count": 10}, + {"owner": user, "name": "DIRECTOR", "record_count": 5}, +] +synthetic_data_attributes = select_ai.SyntheticDataAttributes( + object_list=object_list, params=synthetic_data_params +) +profile.generate_synthetic_data( + synthetic_data_attributes=synthetic_data_attributes +) diff --git a/samples/profile_gen_single_table_synthetic_data.py b/samples/profile_gen_single_table_synthetic_data.py index 19c1bfb..410dae7 100644 --- a/samples/profile_gen_single_table_synthetic_data.py +++ b/samples/profile_gen_single_table_synthetic_data.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_gen_single_table_synthetic_data.py +# +# Generate synthetic data for a single table +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,26 +19,17 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - - synthetic_data_params = select_ai.SyntheticDataParams( - sample_rows=100, table_statistics=True, priority="HIGH" - ) - synthetic_data_attributes = select_ai.SyntheticDataAttributes( - object_name="MOVIE", - user_prompt="the release date for the movies should be in 2019", - params=synthetic_data_params, - record_count=100, - ) - print( - profile.generate_synthetic_data( - synthetic_data_attributes=synthetic_data_attributes - ) - ) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +synthetic_data_params = select_ai.SyntheticDataParams( + sample_rows=100, table_statistics=True, priority="HIGH" +) +synthetic_data_attributes = select_ai.SyntheticDataAttributes( + object_name="MOVIE", + user_prompt="the release date for the movies should be in 2019", + params=synthetic_data_params, + record_count=100, +) +profile.generate_synthetic_data( + synthetic_data_attributes=synthetic_data_attributes +) diff --git a/samples/profile_narrate.py b/samples/profile_narrate.py index 43909ad..58e35f9 100644 --- a/samples/profile_narrate.py +++ b/samples/profile_narrate.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_narrate.py +# +# Narrate the description of the SQL resultset +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,20 +19,11 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile( - profile_name="oci_ai_profile", - ) - prompts = [ - "How many promotions are there in the sh database?", - "How many products are there in the sh database ?", - ] - for prompt in prompts: - print("Prompt is: ", prompt) - print(profile.narrate(prompt=prompt)) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile( + profile_name="oci_ai_profile", +) +narration = profile.narrate( + prompt="How many promotions are there in the sh database?" +) +print(narration) diff --git a/samples/profile_run_sql.py b/samples/profile_run_sql.py index 0b0a317..3319cf2 100644 --- a/samples/profile_run_sql.py +++ b/samples/profile_run_sql.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_run_sql.py +# +# Return a pandas.Dataframe built using the resultset of the generated SQL +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,22 +19,10 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - print(profile) - prompts = [ - "How many promotions are there in the sh database?", - "How many products are there in the sh database ?", - ] - for prompt in prompts: - print("Prompt is: ", prompt) - # profile.run_sql returns a pandas dataframe - df = profile.run_sql(prompt=prompt) - print(df.columns) - print(df) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +df = profile.run_sql( + prompt="How many promotions are there in the sh database?" +) +print(df.columns) +print(df) diff --git a/samples/profile_show_sql.py b/samples/profile_show_sql.py index f3ae17a..60b4cc4 100644 --- a/samples/profile_show_sql.py +++ b/samples/profile_show_sql.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_show_sql.py +# +# Show the generated SQL without executing it +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,18 +19,9 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_ai_profile") - prompts = [ - "How many promotions are there in the sh database?", - "How many products are there in the sh database ?", - ] - for prompt in prompts: - print("Prompt is: ", prompt) - print(profile.show_sql(prompt=prompt)) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_ai_profile") +sql = profile.show_sql( + prompt="How many promotions are there in the sh database?" +) +print(sql) diff --git a/samples/profiles_list.py b/samples/profiles_list.py index 8b30623..c2f821e 100644 --- a/samples/profiles_list.py +++ b/samples/profiles_list.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# profile_list.py +# +# List all the profile names matching a certain pattern +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,15 +19,9 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile() -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile() - - # matches the start of string - for fetched_profile in profile.list(profile_name_pattern="^oci"): - print(fetched_profile.profile_name) - - -if __name__ == "__main__": - main() +# matches the start of string +for fetched_profile in profile.list(profile_name_pattern="^oci"): + print(fetched_profile.profile_name) diff --git a/samples/vector_index_create.py b/samples/vector_index_create.py index 0d4b70f..5f7e9b3 100644 --- a/samples/vector_index_create.py +++ b/samples/vector_index_create.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# vector_index_create.py +# +# Create a vector index for Retrieval Augmented Generation (RAG) +# ------------------------------------------------------------------------------ + import os import select_ai @@ -14,46 +20,41 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - # Configure an AI provider with an embedding model - # of your choice - provider = select_ai.OCIGenAIProvider( - region="us-chicago-1", - oci_apiformat="GENERIC", - embedding_model="cohere.embed-english-v3.0", - ) - - # Create an AI profile to use the Vector index with - profile_attributes = select_ai.ProfileAttributes( - credential_name="my_oci_ai_profile_key", - provider=provider, - ) - profile = select_ai.Profile( - profile_name="oci_vector_ai_profile", - attributes=profile_attributes, - description="MY OCI AI Profile", - replace=True, - ) - - # Specify objects to create an embedding for. In this example, - # the objects reside in ObjectStore and the vector database is - # Oracle - vector_index_attributes = select_ai.OracleVectorIndexAttributes( - location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", - object_storage_credential_name="my_oci_ai_profile_key", - ) - - # Create a Vector index object - vector_index = select_ai.VectorIndex( - index_name="test_vector_index", - attributes=vector_index_attributes, - description="Test vector index", - profile=profile, - ) - vector_index.create(replace=True) - print("created vector index: test_vector_index") - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +# Configure an AI provider with an embedding model +# of your choice +provider = select_ai.OCIGenAIProvider( + region="us-chicago-1", + oci_apiformat="GENERIC", + embedding_model="cohere.embed-english-v3.0", +) + +# Create an AI profile to use the Vector index with +profile_attributes = select_ai.ProfileAttributes( + credential_name="my_oci_ai_profile_key", + provider=provider, +) +profile = select_ai.Profile( + profile_name="oci_vector_ai_profile", + attributes=profile_attributes, + description="MY OCI AI Profile", + replace=True, +) + +# Specify objects to create an embedding for. In this example, +# the objects reside in ObjectStore and the vector database is +# Oracle +vector_index_attributes = select_ai.OracleVectorIndexAttributes( + location="https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph", + object_storage_credential_name="my_oci_ai_profile_key", +) + +# Create a Vector index object +vector_index = select_ai.VectorIndex( + index_name="test_vector_index", + attributes=vector_index_attributes, + description="Test vector index", + profile=profile, +) +vector_index.create(replace=True) +print("Created vector index: test_vector_index") diff --git a/samples/vector_index_delete.py b/samples/vector_index_delete.py index a4eafee..c40882b 100644 --- a/samples/vector_index_delete.py +++ b/samples/vector_index_delete.py @@ -5,6 +5,10 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# vector_index_delete.py +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,13 +17,7 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - vector_index = select_ai.VectorIndex(index_name="test_vector_index") - vector_index.delete(force=True) - print("deleted vector index: test_vector_index") - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +vector_index = select_ai.VectorIndex(index_name="test_vector_index") +vector_index.delete(force=True) +print("Deleted vector index: test_vector_index") diff --git a/samples/vector_index_list.py b/samples/vector_index_list.py index f422af7..8383c0d 100644 --- a/samples/vector_index_list.py +++ b/samples/vector_index_list.py @@ -5,6 +5,13 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# vector_index_list.py +# +# List all the vector indexes and associated profile where the index name +# matches a certain pattern +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,14 +20,8 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - vector_index = select_ai.VectorIndex() - for index in vector_index.list(index_name_pattern="^test"): - print("Vector index", index.index_name) - print("Vector index profile", index.profile) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +vector_index = select_ai.VectorIndex() +for index in vector_index.list(index_name_pattern="^test"): + print("Vector index", index.index_name) + print("Vector index profile", index.profile) diff --git a/samples/vector_index_rag.py b/samples/vector_index_rag.py index c970a4d..ad00279 100644 --- a/samples/vector_index_rag.py +++ b/samples/vector_index_rag.py @@ -5,6 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +# ------------------------------------------------------------------------------ +# vector_index_rag.py +# +# Demonstrates Retrieval Augmented Generation (RAG) using ai_profile.narrate() +# ------------------------------------------------------------------------------ + import os import select_ai @@ -13,13 +19,7 @@ password = os.getenv("SELECT_AI_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") - -def main(): - select_ai.connect(user=user, password=password, dsn=dsn) - profile = select_ai.Profile(profile_name="oci_vector_ai_profile") - r = profile.narrate("list the conda environments in my object store") - print(r) - - -if __name__ == "__main__": - main() +select_ai.connect(user=user, password=password, dsn=dsn) +profile = select_ai.Profile(profile_name="oci_vector_ai_profile") +r = profile.narrate("list the conda environments in my object store") +print(r) diff --git a/src/select_ai/__init__.py b/src/select_ai/__init__.py index d0612a3..cc79842 100644 --- a/src/select_ai/__init__.py +++ b/src/select_ai/__init__.py @@ -21,9 +21,11 @@ from .db import ( async_connect, async_cursor, + async_disconnect, async_is_connected, connect, cursor, + disconnect, is_connected, ) from .profile import Profile diff --git a/src/select_ai/admin.py b/src/select_ai/admin.py index a0bf8a8..0d195fb 100644 --- a/src/select_ai/admin.py +++ b/src/select_ai/admin.py @@ -5,7 +5,7 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -from typing import List, Mapping +from typing import List, Mapping, Union import oracledb @@ -70,13 +70,17 @@ def create_credential(credential: Mapping, replace: bool = False): raise -def enable_provider(users: List[str], provider_endpoint: str = None): +def enable_provider( + users: Union[str, List[str]], provider_endpoint: str = None +): """ Enables AI profile for the user. This method grants execute privilege on the packages DBMS_CLOUD, DBMS_CLOUD_AI and DBMS_CLOUD_PIPELINE. It also enables the user to invoke the AI(LLM) endpoint hosted at a certain domain """ + if isinstance(users, str): + users = [users] with cursor() as cr: for user in users: @@ -89,13 +93,17 @@ def enable_provider(users: List[str], provider_endpoint: str = None): ) -def disable_provider(users: List[str], provider_endpoint: str = None): +def disable_provider( + users: Union[str, List[str]], provider_endpoint: str = None +): """ Disables AI provider for the user. This method revokes execute privilege on the packages DBMS_CLOUD, DBMS_CLOUD_AI and DBMS_CLOUD_PIPELINE. It also disables the user to invoke the AI(LLM) endpoint hosted at a certain domain """ + if isinstance(users, str): + users = [users] with cursor() as cr: for user in users: diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 90ececa..80470bd 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -27,6 +27,7 @@ from select_ai.errors import ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( + GET_USER_AI_PROFILE, GET_USER_AI_PROFILE_ATTRIBUTES, LIST_USER_AI_PROFILES, ) @@ -61,6 +62,10 @@ async def _init_profile(self): profile_name=self.profile_name ) profile_exists = True + if self.description is None: + self.description = self._get_profile_description( + profile_name=self.profile_name + ) except ProfileNotFoundError: if self.attributes is None: raise @@ -80,6 +85,27 @@ async def _init_profile(self): ) return self + @staticmethod + async def _get_profile_description(profile_name) -> str: + """Get description of profile from USER_CLOUD_AI_PROFILES + + :param str profile_name: Name of profile + :return: Description of profile + :rtype: str + :raises: ProfileNotFoundError + + """ + async with async_cursor() as cr: + await cr.execute( + GET_USER_AI_PROFILE, + profile_name=profile_name.upper(), + ) + profile = await cr.fetchone() + if profile: + return await profile[1].read() + else: + raise ProfileNotFoundError(profile_name) + @staticmethod async def _get_attributes(profile_name) -> ProfileAttributes: """Asynchronously gets AI profile attributes from the Database diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index 50231d2..05b1806 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -136,7 +136,7 @@ class BaseProfile(ABC): :param str description: Description of the profile :param bool merge: Fetches the profile - from database, merges the attributes and saves it back + from database, merges the non-null attributes and saves it back in the database. Default value is False :param bool replace: Replaces the profile and attributes diff --git a/src/select_ai/db.py b/src/select_ai/db.py index 6db77c9..aa10986 100644 --- a/src/select_ai/db.py +++ b/src/select_ai/db.py @@ -12,6 +12,8 @@ import oracledb +from select_ai.errors import DatabaseNotConnectedError + __conn__: Dict[Hashable, oracledb.Connection] = {} __async_conn__: Dict[Hashable, oracledb.AsyncConnection] = {} @@ -24,6 +26,8 @@ "async_get_connection", "cursor", "async_cursor", + "disconnect", + "async_disconnect", ] @@ -109,10 +113,7 @@ def _set_connection( def get_connection() -> oracledb.Connection: """Returns the connection object if connection is healthy""" if not is_connected(): - raise Exception( - "Not connected to the Database. " - "Use select_ai.db.connect() to establish connection" - ) + raise DatabaseNotConnectedError() global __conn__ key = (os.getpid(), get_ident()) return __conn__[key] @@ -121,11 +122,7 @@ def get_connection() -> oracledb.Connection: async def async_get_connection() -> oracledb.AsyncConnection: """Returns the AsyncConnection object if connection is healthy""" if not await async_is_connected(): - raise Exception( - "Not connected to the Database. " - "Use select_ai.db.async_connect() to establish " - "connection" - ) + raise DatabaseNotConnectedError() global __async_conn__ key = (os.getpid(), get_ident()) return __async_conn__[key] @@ -169,3 +166,21 @@ async def async_cursor(): yield cr finally: cr.close() + + +def disconnect(): + try: + conn = get_connection() + except DatabaseNotConnectedError: + pass + else: + conn.close() + + +async def async_disconnect(): + try: + conn = await async_get_connection() + except DatabaseNotConnectedError: + pass + else: + await conn.close() diff --git a/src/select_ai/errors.py b/src/select_ai/errors.py index 7dd3a94..0c154c6 100644 --- a/src/select_ai/errors.py +++ b/src/select_ai/errors.py @@ -12,6 +12,17 @@ class SelectAIError(Exception): pass +class DatabaseNotConnectedError(SelectAIError): + """Raised when a database is not connected""" + + def __str__(self): + return ( + "Not connected to the Database. " + "Use select_ai.connect() or select_ai.async_connect() " + "to establish connection" + ) + + class ConversationNotFoundError(SelectAIError): """Conversation not found in the database""" diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index feb78c7..c78f472 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -20,6 +20,7 @@ from select_ai.errors import ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( + GET_USER_AI_PROFILE, GET_USER_AI_PROFILE_ATTRIBUTES, LIST_USER_AI_PROFILES, ) @@ -50,6 +51,10 @@ def _init_profile(self) -> None: profile_name=self.profile_name ) profile_exists = True + if self.description is None: + self.description = self._get_profile_description( + profile_name=self.profile_name + ) except ProfileNotFoundError: if self.attributes is None: raise @@ -66,6 +71,22 @@ def _init_profile(self) -> None: if self.replace or not profile_exists: self.create(replace=self.replace) + @staticmethod + def _get_profile_description(profile_name) -> str: + """Get description of profile from USER_CLOUD_AI_PROFILES + + :param str profile_name: + :return: str + :raises: ProfileNotFoundError + """ + with cursor() as cr: + cr.execute(GET_USER_AI_PROFILE, profile_name=profile_name.upper()) + profile = cr.fetchone() + if profile: + return profile[1].read() + else: + raise ProfileNotFoundError(profile_name) + @staticmethod def _get_attributes(profile_name) -> ProfileAttributes: """Get AI profile attributes from the Database @@ -354,7 +375,7 @@ def show_prompt(self, prompt: str, params: Mapping = None) -> str: def generate_synthetic_data( self, synthetic_data_attributes: SyntheticDataAttributes - ): + ) -> None: """Generate synthetic data for a single table, multiple tables or a full schema. diff --git a/src/select_ai/sql.py b/src/select_ai/sql.py index 41586c4..73447e4 100644 --- a/src/select_ai/sql.py +++ b/src/select_ai/sql.py @@ -64,7 +64,7 @@ """ GET_USER_AI_PROFILE = """ -SELECT count(*) +SELECT profile_name, description FROM USER_CLOUD_AI_PROFILES WHERE profile_name = :profile_name """ diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index 81f1280..3fae9f9 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -164,7 +164,7 @@ def _get_attributes(index_name: str) -> VectorIndexAttributes: else: raise VectorIndexNotFoundError(index_name=index_name) - def create(self, replace=False): + 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 @@ -203,7 +203,9 @@ def create(self, replace=False): self.profile.set_attribute("vector_index_name", self.index_name) def delete( - self, include_data: Optional[int] = True, force: Optional[int] = False + self, + include_data: Optional[bool] = True, + force: Optional[bool] = False, ): """This procedure removes a vector store index @@ -369,7 +371,7 @@ async def _get_attributes(index_name: str) -> VectorIndexAttributes: else: raise VectorIndexNotFoundError(index_name=index_name) - async def create(self, replace: Optional[int] = False) -> None: + 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 @@ -406,7 +408,9 @@ async def create(self, replace: Optional[int] = False) -> None: await self.profile.set_attribute("vector_index_name", self.index_name) async def delete( - self, include_data: Optional[int] = True, force: Optional[int] = False + self, + include_data: Optional[bool] = True, + force: Optional[bool] = False, ) -> None: """This procedure removes a vector store index. diff --git a/src/select_ai/version.py b/src/select_ai/version.py index 28293a3..c4a77bb 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -5,4 +5,4 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -__version__ = "1.0.0.dev5" +__version__ = "1.0.0.dev6" From 9e3a834fd8751aaccbb693194c5501aed4e87fbb Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Mon, 4 Aug 2025 22:33:48 -0700 Subject: [PATCH 18/21] 1.0.0dev6 bug fixes and doc updates --- doc/requirements.txt | 1 + doc/source/conf.py | 6 ++- doc/source/license.rst | 47 +++++++++++++++++++ doc/source/user_guide/async_profile.rst | 24 ++++++++-- doc/source/user_guide/conversation.rst | 20 ++++++++- doc/source/user_guide/credential.rst | 32 ++++++++++++- doc/source/user_guide/profile.rst | 55 ++++++++++++++--------- doc/source/user_guide/provider.rst | 40 ++++++++++++++++- doc/source/user_guide/synthetic_data.rst | 15 +++++-- doc/source/user_guide/vector_index.rst | 19 +++++++- samples/README.md | 57 ++++++++++++++++++++++++ samples/async/profile_create.py | 6 +-- samples/conversation_create.py | 6 +-- samples/disable_ai_provider.py | 8 ++-- samples/enable_ai_provider.py | 8 ++-- samples/profile_create.py | 3 +- samples/profiles_list.py | 4 +- src/select_ai/_abc.py | 2 + src/select_ai/async_profile.py | 13 +++++- src/select_ai/base_profile.py | 13 ++++++ src/select_ai/conversation.py | 25 ++++++++--- src/select_ai/errors.py | 13 ++++++ src/select_ai/profile.py | 11 ++++- 23 files changed, 363 insertions(+), 65 deletions(-) create mode 100644 doc/source/license.rst create mode 100644 samples/README.md diff --git a/doc/requirements.txt b/doc/requirements.txt index cbf1e36..01892c7 100644 --- a/doc/requirements.txt +++ b/doc/requirements.txt @@ -1,2 +1,3 @@ sphinx sphinx-rtd-theme +sphinx_toolbox diff --git a/doc/source/conf.py b/doc/source/conf.py index 4b1cb53..76b20fc 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -8,6 +8,10 @@ import os import sys +import sphinx_prompt + +sys.modules["sphinx-prompt"] = sphinx_prompt + sys.path.insert(0, os.path.join("..", "..", "src", "select_ai")) autodocs_default_options = { @@ -23,7 +27,7 @@ # -- General configuration --------------------------------------------------- # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration -extensions = ["sphinx.ext.autodoc"] +extensions = ["sphinx.ext.autodoc", "sphinx_toolbox.latex"] # The suffix of source filenames. source_suffix = ".rst" diff --git a/doc/source/license.rst b/doc/source/license.rst new file mode 100644 index 0000000..6f252d4 --- /dev/null +++ b/doc/source/license.rst @@ -0,0 +1,47 @@ +:orphan: + +.. _license: + + +.. include:: + +.. centered:: **LICENSE AGREEMENT FOR python-select-ai** + +Copyright (c) 2025, Oracle and/or its affiliates. + +The Universal Permissive License (UPL), Version 1.0 + +Subject to the condition set forth below, permission is hereby granted to any +person obtaining a copy of this software, associated documentation and/or data +(collectively the "Software"), free of charge and under any and all copyright +rights in the Software, and any and all patent rights owned or freely +licensable by each licensor hereunder covering either (i) the unmodified +Software as contributed to or provided by such licensor, or (ii) the Larger +Works (as defined below), to deal in both + +(a) the Software, and + +(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if +one is included with the Software (each a "Larger Work" to which the Software +is contributed by such licensors), + +without restriction, including without limitation the rights to copy, create +derivative works of, display, perform, and distribute the Software and make, +use, sell, offer for sale, import, export, have made, and have sold the +Software and the Larger Work(s), and to sublicense the foregoing rights on +either these or other terms. + +This license is subject to the following condition: +The above copyright notice and either this complete permission notice or at +a minimum a reference to the UPL must be included in all copies or +substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. + +END OF TERMS AND CONDITIONS diff --git a/doc/source/user_guide/async_profile.rst b/doc/source/user_guide/async_profile.rst index 9d59fe3..24d80d9 100644 --- a/doc/source/user_guide/async_profile.rst +++ b/doc/source/user_guide/async_profile.rst @@ -12,6 +12,8 @@ used with ``await``. .. autoclass:: select_ai.AsyncProfile :members: +.. latex:clearpage:: + *********************** Async Profile creation *********************** @@ -21,8 +23,8 @@ Async Profile creation output:: - Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) - Profile attributes as Python dict: {'annotations': None, + Created async profile async_oci_ai_profile + Profile attributes: {'annotations': None, 'case_sensitive_values': None, 'comments': None, 'constraints': None, @@ -31,8 +33,8 @@ output:: 'enable_source_offsets': None, 'enable_sources': None, 'enforce_object_list': None, - 'max_tokens': 1024, - 'object_list': [{'owner': 'SH'}], + 'max_tokens': '1024', + 'object_list': '[{"owner":"SH"}]', 'object_list_mode': None, 'provider': OCIGenAIProvider(embedding_model=None, model=None, @@ -50,6 +52,8 @@ output:: 'vector_index_name': None} +.. latex:clearpage:: + *********************** Async explain SQL *********************** @@ -77,6 +81,7 @@ output:: This query will return the total number of promotions in the `"PROMOTIONS"` table. +.. latex:clearpage:: *********************** Async run SQL @@ -90,6 +95,8 @@ output:: PROMOTION_COUNT 0 503 +.. latex:clearpage:: + *********************** Async show SQL *********************** @@ -102,6 +109,8 @@ output:: SELECT COUNT("p"."PROMO_ID") AS "PROMOTION_COUNT" FROM "SH"."PROMOTIONS" "p" +.. latex:clearpage:: + *********************** Async concurrent SQL *********************** @@ -135,6 +144,8 @@ output:: PROMOTION_COUNT 0 503 +.. latex:clearpage:: + ********** Async chat ********** @@ -158,6 +169,8 @@ output:: ... ... +.. latex:clearpage:: + ********************* Async pipeline ********************* @@ -188,6 +201,8 @@ output:: Result 3 for prompt 'Explain the query: SELECT * FROM sh.products' is: ORA-20000: Invalid action - INVALID ACTION +.. latex:clearpage:: + **************************** List profiles asynchronously **************************** @@ -197,4 +212,5 @@ List profiles asynchronously output:: + OCI_VECTOR_AI_PROFILE OCI_AI_PROFILE diff --git a/doc/source/user_guide/conversation.rst b/doc/source/user_guide/conversation.rst index 944d940..e589a13 100644 --- a/doc/source/user_guide/conversation.rst +++ b/doc/source/user_guide/conversation.rst @@ -1,6 +1,8 @@ .. _conversation: -Conversations in Select AI represent an interactive exchange between the user and the system, enabling users to query or interact with the database through a series of natural language prompts. +Conversations in Select AI represent an interactive exchange between the user +and the system, enabling users to query or interact with the database through +a series of natural language prompts. ***************************** ``Conversation Object model`` @@ -9,6 +11,8 @@ Conversations in Select AI represent an interactive exchange between the user an .. figure:: /image/conversation.png :alt: Select AI Conversation +.. latex:clearpage:: + ************************** ``ConversationAttributes`` ************************** @@ -16,6 +20,7 @@ Conversations in Select AI represent an interactive exchange between the user an .. autoclass:: select_ai.ConversationAttributes :members: +.. latex:clearpage:: ******************** ``Conversation`` API @@ -24,6 +29,8 @@ Conversations in Select AI represent an interactive exchange between the user an .. autoclass:: select_ai.Conversation :members: +.. latex:clearpage:: + Create conversion ++++++++++++++++++ @@ -32,7 +39,9 @@ Create conversion output:: - Created conversation with conversation id: 380A1601-182D-F329-E063-D81A000A2C93 + Created conversation with conversation id: 3AB2ED3E-7E52-8000-E063-BE1A000A15B6 + +.. latex:clearpage:: Chat session +++++++++++++ @@ -55,6 +64,8 @@ output:: ... ... +.. latex:clearpage:: + List conversations ++++++++++++++++++ @@ -69,6 +80,7 @@ output:: 37DF777F-F3DA-F084-E063-D81A000A53BE ConversationAttributes(title='History of Science', description="LLM's understanding of history of science", retention_days=7) +.. latex:clearpage:: Delete conversation +++++++++++++++++++ @@ -81,6 +93,7 @@ output:: Deleted conversation with conversation id: 37DDC22E-11C8-3D49-E063-D81A000A85FE +.. latex:clearpage:: ************************* ``AsyncConversation`` API @@ -89,6 +102,7 @@ output:: .. autoclass:: select_ai.AsyncConversation :members: +.. latex:clearpage:: Async chat session ++++++++++++++++++ @@ -111,6 +125,8 @@ output:: ... ... +.. latex:clearpage:: + Async list conversations ++++++++++++++++++++++++ diff --git a/doc/source/user_guide/credential.rst b/doc/source/user_guide/credential.rst index 4028342..9f30879 100644 --- a/doc/source/user_guide/credential.rst +++ b/doc/source/user_guide/credential.rst @@ -1,6 +1,36 @@ .. _credential: -Credential stores the API key from your AI provider for use by Oracle Database. +Credential object securely stores API key from your AI provider for use by Oracle Database. +The following table shows AI Provider and corresponding credential object format + +.. list-table:: AI Provider and expected credential format + :header-rows: 1 + :widths: 30 70 + :align: left + + * - AI Provider + - Credential format + * - Anthropic + - .. code-block:: python + + {"username": "anthropic", "password": "sk-xxx"} + * - HuggingFace + - .. code-block:: python + + {"username": "hf", "password": "hf_xxx"} + * - OCI Gen AI + - .. code-block:: python + + {"user_ocid": "", "tenancy_ocid": "", "private_key": "", "fingerprint": ""} + * - OpenAI + - .. code-block:: python + + {"username": "openai", "password": "sk-xxx"} + + + + +.. latex:clearpage:: ************************** Create credential diff --git a/doc/source/user_guide/profile.rst b/doc/source/user_guide/profile.rst index 3f418ff..a5a8cbd 100644 --- a/doc/source/user_guide/profile.rst +++ b/doc/source/user_guide/profile.rst @@ -14,12 +14,16 @@ Profile Object Model .. figure:: /image/profile_provider.png :alt: Select AI Profile and Providers +.. latex:clearpage:: + ******************************* Base ``Profile`` API ******************************* .. autoclass:: select_ai.BaseProfile :members: +.. latex:clearpage:: + ******************************* ``Profile`` API ******************************* @@ -27,6 +31,8 @@ Base ``Profile`` API .. autoclass:: select_ai.Profile :members: +.. latex:clearpage:: + ************************** Create Profile ************************** @@ -37,8 +43,7 @@ Create Profile output:: Created profile oci_ai_profile - Profile attributes are: ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=[{'owner': 'SH'}], object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name=None) - Profile attributes as Python dict: {'annotations': None, + Profile attributes are: {'annotations': None, 'case_sensitive_values': None, 'comments': None, 'constraints': None, @@ -47,8 +52,8 @@ output:: 'enable_source_offsets': None, 'enable_sources': None, 'enforce_object_list': None, - 'max_tokens': 1024, - 'object_list': [{'owner': 'SH'}], + 'max_tokens': '1024', + 'object_list': '[{"owner":"SH"}]', 'object_list_mode': None, 'provider': OCIGenAIProvider(embedding_model=None, model=None, @@ -66,6 +71,8 @@ output:: 'vector_index_name': None} +.. latex:clearpage:: + ************************** Narrate ************************** @@ -75,12 +82,10 @@ Narrate output:: - Prompt is: How many promotions are there in the sh database? There are 503 promotions in the database. - Prompt is: How many products are there in the sh database ? - There are 72 products in the database. +.. latex:clearpage:: ************************** Show SQL @@ -91,11 +96,11 @@ Show SQL output:: - Prompt is: How many promotions are there in the sh database? - SELECT COUNT("p"."PROMO_ID") AS "PROMOTION_COUNT" FROM "SH"."PROMOTIONS" "p" + SELECT + COUNT("p"."PROMO_ID") AS "Number of Promotions" + FROM "SH"."PROMOTIONS" "p" - Prompt is: How many products are there in the sh database ? - SELECT COUNT("p"."PROD_ID") AS "NUMBER_OF_PRODUCTS" FROM "SH"."PRODUCTS" "p" +.. latex:clearpage:: ************************** Run SQL @@ -106,22 +111,19 @@ Run SQL output:: - Prompt is: How many promotions are there in the sh database? Index(['Number of Promotions'], dtype='object') - Number of Promotions - 0 503 - Prompt is: How many products are there in the sh database ? - Index(['Number of Products'], dtype='object') - Number of Products - 0 72 + Number of Promotions + 0 503 + +.. latex:clearpage:: ************************** Chat ************************** .. literalinclude:: ../../../samples/profile_chat.py - :language: python + :language: python output:: @@ -130,19 +132,30 @@ output:: ... OCI competes with other major cloud providers, including Amazon Web Services (AWS), Microsoft Azure, Google Cloud Platform (GCP), and IBM Cloud. +.. latex:clearpage:: + ************************** List profiles ************************** .. literalinclude:: ../../../samples/profiles_list.py - :language: python + :language: python output:: + ASYNC_OCI_AI_PROFILE + OCI_VECTOR_AI_PROFILE + ASYNC_OCI_VECTOR_AI_PROFILE OCI_AI_PROFILE +.. latex:clearpage:: + ************* Async Profile ************* -async_profile.rst +.. toctree:: + :numbered: + :maxdepth: 3 + + async_profile.rst diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index b930369..9628f6e 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -8,6 +8,8 @@ natural language for the use cases highlighted under the LLM concept. See `Select your AI Provider `__ for the supported providers +.. latex:clearpage:: + ********************** ``Provider`` ********************** @@ -15,36 +17,47 @@ for the supported providers .. autoclass:: select_ai.Provider :members: +.. latex:clearpage:: + ********************************* ``AnthropicProvider`` ********************************* .. autoclass:: select_ai.AnthropicProvider :members: +.. latex:clearpage:: + ***************************** ``AzureProvider`` ***************************** .. autoclass:: select_ai.AzureProvider :members: +.. latex:clearpage:: + ***************************** ``AWSProvider`` ***************************** .. autoclass:: select_ai.AWSProvider :members: +.. latex:clearpage:: + ****************************** ``CohereProvider`` ****************************** .. autoclass:: select_ai.CohereProvider :members: +.. latex:clearpage:: + ***************************** ``OpenAIProvider`` ***************************** .. autoclass:: select_ai.OpenAIProvider :members: +.. latex:clearpage:: ****************************** ``OCIGenAIProvider`` @@ -52,6 +65,7 @@ for the supported providers .. autoclass:: select_ai.OCIGenAIProvider :members: +.. latex:clearpage:: ****************************** ``GoogleProvider`` @@ -59,16 +73,36 @@ for the supported providers .. autoclass:: select_ai.GoogleProvider :members: +.. latex:clearpage:: + *********************************** ``HuggingFaceProvider`` *********************************** .. autoclass:: select_ai.HuggingFaceProvider :members: +.. latex:clearpage:: + ************************** Enable AI service provider ************************** +.. note:: + + All sample scripts in this documentation read Oracle database connection + details from environment. Create a dotenv file ``.env``, export the + the following environment variables and source it before running the + scripts: + + .. code-block:: sh + + export SELECT_AI_ADMIN_USER= + export SELECT_AI_ADMIN_PASSWORD= + export SELECT_AI_USER= + export SELECT_AI_PASSWORD= + export SELECT_AI_DB_CONNECT_STRING= + export TNS_ADMIN= + This method grants execute privilege on the packages ``DBMS_CLOUD``, ``DBMS_CLOUD_AI`` and ``DBMS_CLOUD_PIPELINE``. It also enables the user to invoke the AI(LLM) endpoint hosted at a @@ -79,7 +113,9 @@ certain domain output:: - Enabled AI provider for users: ['SPARK_DB_USER'] + Enabled AI provider for user: + +.. latex:clearpage:: *************************** Disable AI service provider @@ -90,4 +126,4 @@ Disable AI service provider output:: - Disabled AI provider for user: ['SPARK_DB_USER'] + Disabled AI provider for user: diff --git a/doc/source/user_guide/synthetic_data.rst b/doc/source/user_guide/synthetic_data.rst index 93a71fb..bec0601 100644 --- a/doc/source/user_guide/synthetic_data.rst +++ b/doc/source/user_guide/synthetic_data.rst @@ -7,6 +7,8 @@ .. autoclass:: select_ai.SyntheticDataAttributes :members: +.. latex:clearpage:: + *********************** ``SyntheticDataParams`` *********************** @@ -17,9 +19,11 @@ Also, check the `generate_synthetic_data PL/SQL API `__ for attribute details -************************** -Generate synthetic data -************************** +.. latex:clearpage:: + +**************************** +Single table synthetic data +**************************** The below example shows single table synthetic data generation @@ -34,6 +38,11 @@ output:: ---------- 100 +.. latex:clearpage:: + +**************************** +Multi table synthetic data +**************************** The below example shows multitable synthetic data generation diff --git a/doc/source/user_guide/vector_index.rst b/doc/source/user_guide/vector_index.rst index bfc58ee..d29b0a5 100644 --- a/doc/source/user_guide/vector_index.rst +++ b/doc/source/user_guide/vector_index.rst @@ -13,6 +13,8 @@ content from the vector store using semantic similarity search. .. figure:: /image/vector_index.png :alt: Select AI Vector Index +.. latex:clearpage:: + ************************* ``VectorIndexAttributes`` ************************* @@ -32,6 +34,7 @@ A ``VectorIndexAttributes`` object can be created with .. autoclass:: select_ai.OracleVectorIndexAttributes :members: +.. latex:clearpage:: ******************** ``VectorIndex`` API @@ -46,6 +49,8 @@ A ``VectorIndex`` object can be created with ``select_ai.VectorIndex()`` Check the examples below to understand how to create vector indexes +.. latex:clearpage:: + Create vector index +++++++++++++++++++ @@ -57,8 +62,9 @@ objects (to create embedding for) reside in OCI's object store output:: - created vector index: test_vector_index + Created vector index: test_vector_index +.. latex:clearpage:: List vector index +++++++++++++++++ @@ -71,6 +77,7 @@ output:: Vector index TEST_VECTOR_INDEX Vector index profile Profile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) +.. latex:clearpage:: RAG using vector index ++++++++++++++++++++++ @@ -94,6 +101,7 @@ output:: - fully-loaded-mlenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/fully-loaded-mlenv-manifest.json) - graphenv-manifest.json (https://objectstorage.us-ashburn-1.oraclecloud.com/n/dwcsdev/b/conda-environment/o/tenant1-pdb3/graph/graphenv-manifest.json) +.. latex:clearpage:: Delete vector index +++++++++++++++++++ @@ -103,8 +111,9 @@ Delete vector index output:: - deleted vector index: test_vector_index + Deleted vector index: test_vector_index +.. latex:clearpage:: ************************ ``AsyncVectorIndex`` API @@ -115,6 +124,8 @@ A ``AsyncVectorIndex`` object can be created with ``select_ai.AsyncVectorIndex() .. autoclass:: select_ai.AsyncVectorIndex :members: +.. latex:clearpage:: + Async create vector index +++++++++++++++++++++++++ @@ -126,6 +137,8 @@ output:: created vector index: test_vector_index +.. latex:clearpage:: + Async list vector index ++++++++++++++++++++++++ @@ -138,6 +151,8 @@ output:: Vector index profile AsyncProfile(profile_name=oci_vector_ai_profile, attributes=ProfileAttributes(annotations=None, case_sensitive_values=None, comments=None, constraints=None, conversation=None, credential_name='my_oci_ai_profile_key', enable_sources=None, enable_source_offsets=None, enforce_object_list=None, max_tokens=1024, object_list=None, object_list_mode=None, provider=OCIGenAIProvider(embedding_model=None, model=None, provider_name='oci', provider_endpoint=None, region='us-chicago-1', oci_apiformat='GENERIC', oci_compartment_id=None, oci_endpoint_id=None, oci_runtimetype=None), seed=None, stop_tokens=None, streaming=None, temperature=None, vector_index_name='test_vector_index'), description=None) +.. latex:clearpage:: + Async RAG using vector index ++++++++++++++++++++++++++++ diff --git a/samples/README.md b/samples/README.md new file mode 100644 index 0000000..af0844e --- /dev/null +++ b/samples/README.md @@ -0,0 +1,57 @@ +# select_ai samples + +This directory contains samples for python-select-ai. To run the scripts, +define and export the following environment variables + +```dotenv +export SELECT_AI_ADMIN_USER= +export SELECT_AI_ADMIN_PASSWORD= +export SELECT_AI_USER= +export SELECT_AI_PASSWORD= +export SELECT_AI_DB_CONNECT_STRING= +export TNS_ADMIN= +``` + +> Note: In production, do not save secrets in environment variables + +> `SELECT_AI_ADMIN_USER` and `SELECT_AI_ADMIN_PASSWORD` are needed only to +> grant privileges to regular user. They are used in 2 sample scripts +> `enable_ai_provider.py` and `disable_ai_provider.py` + + +`SELECT_AI_DB_CONNECT_STRING` can be in any one of the following formats + +- TNS alias + + ```bash + export SELECT_AI_DB_CONNECT_STRING=db2025adb_medium + ``` + + Ensure there is an entry in `$TNS_ADMIN/tnsnames.ora` mapping to the connect descriptor + + ```bash + >> tnsnames.ora + + db2025adb_medium = (description= (retry_count=20)(retry_delay=3) + (address=(protocol=tcps)(port=1521)(host=adb..oraclecloud.com)) + (connect_data=(service_name=db2025adb_medium.adb.oraclecloud.com)) + (security=(ssl_server_dn_match=yes))) + ``` + + + +- Complete connect string + + ```bash + export SELECT_AI_DB_CONNECT_STRING="(description= (retry_count=20)(retry_delay=3) + (address=(protocol=tcps)(port=1521)(host=adb..oraclecloud.com)) + (connect_data=(service_name=db2025adb_medium.adb.oraclecloud.com)) + (security=(ssl_server_dn_match=yes)))" + + ``` + +- Simplified connect string + + ```bash + export SELECT_AI_DB_CONNECT_STRING="tcps://adb..oraclecloud.com:1521/db2025adb_medium.adb.oraclecloud.com?retry_count=2&retry_delay=3" + ``` diff --git a/samples/async/profile_create.py b/samples/async/profile_create.py index 52a8932..8e6fc1b 100644 --- a/samples/async/profile_create.py +++ b/samples/async/profile_create.py @@ -39,12 +39,10 @@ async def main(): description="MY OCI AI Profile", replace=True, ) - + print("Created async profile ", async_profile.profile_name) profile_attributes = await async_profile.get_attributes() - - print("Profile attributes are: ", profile_attributes) print( - "Profile attributes as Python dict: ", + "Profile attributes: ", pformat(profile_attributes.dict(exclude_null=False)), ) diff --git a/samples/conversation_create.py b/samples/conversation_create.py index 8a6ae27..2fc43cd 100644 --- a/samples/conversation_create.py +++ b/samples/conversation_create.py @@ -25,8 +25,6 @@ description="LLM's understanding of history of science", ) conversation = select_ai.Conversation(attributes=conversation_attributes) -conversation.create() +conversation_id = conversation.create() -print( - "Created conversation with conversation id: ", conversation.conversation_id -) +print("Created conversation with conversation id: ", conversation_id) diff --git a/samples/disable_ai_provider.py b/samples/disable_ai_provider.py index 30e30b0..fc6088e 100644 --- a/samples/disable_ai_provider.py +++ b/samples/disable_ai_provider.py @@ -16,12 +16,12 @@ import select_ai admin_user = os.getenv("SELECT_AI_ADMIN_USER") -password = os.getenv("SELECT_AI_PASSWORD") +password = os.getenv("SELECT_AI_ADMIN_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -db_users = ["SPARK_DB_USER"] +select_ai_user = os.getenv("SELECT_AI_USER") select_ai.connect(user=admin_user, password=password, dsn=dsn) select_ai.disable_provider( - users=db_users, provider_endpoint="*.openai.azure.com" + users=select_ai_user, provider_endpoint="*.openai.azure.com" ) -print("Disabled AI provider for user: ", db_users) +print("Disabled AI provider for user: ", select_ai_user) diff --git a/samples/enable_ai_provider.py b/samples/enable_ai_provider.py index 6f286ab..d38ce04 100644 --- a/samples/enable_ai_provider.py +++ b/samples/enable_ai_provider.py @@ -17,17 +17,17 @@ import select_ai admin_user = os.getenv("SELECT_AI_ADMIN_USER") -password = os.getenv("SELECT_AI_PASSWORD") +password = os.getenv("SELECT_AI_ADMIN_PASSWORD") dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") -db_users = ["SPARK_DB_USER"] +select_ai_user = os.getenv("SELECT_AI_USER") def main(): select_ai.connect(user=admin_user, password=password, dsn=dsn) select_ai.enable_provider( - users=db_users, provider_endpoint="*.openai.azure.com" + users=select_ai_user, provider_endpoint="*.openai.azure.com" ) - print("Enabled AI provider for users: ", db_users) + print("Enabled AI provider for user: ", select_ai_user) if __name__ == "__main__": diff --git a/samples/profile_create.py b/samples/profile_create.py index 331408f..c391e0f 100644 --- a/samples/profile_create.py +++ b/samples/profile_create.py @@ -37,8 +37,7 @@ ) print("Created profile ", profile.profile_name) profile_attributes = profile.get_attributes() -print("Profile attributes are: ", profile_attributes) print( - "Profile attributes as Python dict: ", + "Profile attributes are: ", pformat(profile_attributes.dict(exclude_null=False)), ) diff --git a/samples/profiles_list.py b/samples/profiles_list.py index c2f821e..7eaed92 100644 --- a/samples/profiles_list.py +++ b/samples/profiles_list.py @@ -22,6 +22,6 @@ select_ai.connect(user=user, password=password, dsn=dsn) profile = select_ai.Profile() -# matches the start of string -for fetched_profile in profile.list(profile_name_pattern="^oci"): +# matches all the profiles +for fetched_profile in profile.list(profile_name_pattern=".*"): print(fetched_profile.profile_name) diff --git a/src/select_ai/_abc.py b/src/select_ai/_abc.py index 4d9b176..b3a875b 100644 --- a/src/select_ai/_abc.py +++ b/src/select_ai/_abc.py @@ -73,3 +73,5 @@ def __post_init__(self): List[typing.Mapping] ] and isinstance(value, (str, bytes, bytearray)): setattr(self, field.name, json.loads(value)) + else: + setattr(self, field.name, value) diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 80470bd..37ba397 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -24,7 +24,7 @@ from select_ai.base_profile import BaseProfile, ProfileAttributes from select_ai.conversation import AsyncConversation from select_ai.db import async_cursor, async_get_connection -from select_ai.errors import ProfileNotFoundError +from select_ai.errors import ProfileExistsError, ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE, @@ -62,8 +62,16 @@ async def _init_profile(self): profile_name=self.profile_name ) profile_exists = True + if not self.replace and not self.merge: + if ( + self.attributes is not None + or self.description is not None + ): + if self.raise_error_if_exists: + raise ProfileExistsError(self.profile_name) + if self.description is None: - self.description = self._get_profile_description( + self.description = await self._get_profile_description( profile_name=self.profile_name ) except ProfileNotFoundError: @@ -290,6 +298,7 @@ async def list( profile_name=profile_name, description=description, attributes=attributes, + raise_error_if_exists=False, ) async def generate( diff --git a/src/select_ai/base_profile.py b/src/select_ai/base_profile.py index 05b1806..431b792 100644 --- a/src/select_ai/base_profile.py +++ b/src/select_ai/base_profile.py @@ -72,6 +72,13 @@ class ProfileAttributes(SelectAIDataClass): temperature: Optional[float] = None vector_index_name: Optional[str] = None + def __post_init__(self): + if not isinstance(self.provider, Provider): + raise ValueError( + f"The arg `provider` must be an object of " + f"type select_ai.Provider" + ) + def json(self, exclude_null=True): attributes = {} for k, v in self.dict(exclude_null=exclude_null).items(): @@ -142,6 +149,10 @@ class BaseProfile(ABC): :param bool replace: Replaces the profile and attributes in the database. Default value is False + :param bool raise_error_if_exists: Raise ProfileExistsError + if profile exists in the database and replace = False and + merge = False. Default value is True + """ def __init__( @@ -151,6 +162,7 @@ def __init__( description: Optional[str] = None, merge: Optional[bool] = False, replace: Optional[bool] = False, + raise_error_if_exists: Optional[bool] = True, ): """Initialize a base profile""" self.profile_name = profile_name @@ -158,6 +170,7 @@ def __init__( self.description = description self.merge = merge self.replace = replace + self.raise_error_if_exists = raise_error_if_exists def __repr__(self): return ( diff --git a/src/select_ai/conversation.py b/src/select_ai/conversation.py index d65f3dd..600a52b 100644 --- a/src/select_ai/conversation.py +++ b/src/select_ai/conversation.py @@ -5,6 +5,8 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- +import datetime +import json from dataclasses import dataclass from typing import AsyncGenerator, Iterator, Optional @@ -27,17 +29,28 @@ class ConversationAttributes(SelectAIDataClass): :param str title: Conversation Title :param str description: Description of the conversation topic - :param int retention_days: The number of days the conversation will be - stored in the database from its creation date. If value is 0, we will - not remove the conversation unless it is manually deleted by - drop_conversation + :param datetime.timedelta retention_days: The number of days the conversation + will be stored in the database from its creation date. If value is 0, the + conversation will not be removed unless it is manually deleted by + delete + :param int conversation_length: Number of prompts to store for this + conversation """ title: Optional[str] = "New Conversation" description: Optional[str] = None - retention_days: Optional[int] = 7 - # conversation_length: Optional[int] = 10 + retention_days: Optional[datetime.timedelta] = datetime.timedelta(days=7) + conversation_length: Optional[int] = 10 + + def json(self, exclude_null=True): + attributes = {} + for k, v in self.dict(exclude_null=exclude_null).items(): + if isinstance(v, datetime.timedelta): + attributes[k] = v.days + else: + attributes[k] = v + return json.dumps(attributes) class _BaseConversation: diff --git a/src/select_ai/errors.py b/src/select_ai/errors.py index 0c154c6..af7dbc9 100644 --- a/src/select_ai/errors.py +++ b/src/select_ai/errors.py @@ -43,6 +43,19 @@ def __str__(self): return f"Profile {self.profile_name} not found" +class ProfileExistsError(SelectAIError): + """Profile already exists in the database""" + + def __init__(self, profile_name: str): + self.profile_name = profile_name + + def __str__(self): + return ( + f"Profile {self.profile_name} already exists. " + f"Use either replace=True or merge=True" + ) + + class VectorIndexNotFoundError(SelectAIError): """VectorIndex not found in the database""" diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index c78f472..6dd554a 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -17,7 +17,7 @@ from select_ai.action import Action from select_ai.base_profile import BaseProfile, ProfileAttributes from select_ai.db import cursor -from select_ai.errors import ProfileNotFoundError +from select_ai.errors import ProfileExistsError, ProfileNotFoundError from select_ai.provider import Provider from select_ai.sql import ( GET_USER_AI_PROFILE, @@ -51,6 +51,14 @@ def _init_profile(self) -> None: profile_name=self.profile_name ) profile_exists = True + if not self.replace and not self.merge: + if ( + self.attributes is not None + or self.description is not None + ): + if self.raise_error_if_exists: + raise ProfileExistsError(self.profile_name) + if self.description is None: self.description = self._get_profile_description( profile_name=self.profile_name @@ -258,6 +266,7 @@ def list(cls, profile_name_pattern: str) -> Iterator["Profile"]: profile_name=profile_name, description=description, attributes=attributes, + raise_error_if_exists=False, ) def generate( From 8af166ce7fa407e8e84e0733dbc39d112b72edd4 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 5 Aug 2025 18:03:44 -0700 Subject: [PATCH 19/21] Updated samples --- README.md | 2 +- doc/source/conf.py | 2 +- doc/source/user_guide/installation.rst | 8 +++++--- doc/source/user_guide/introduction.rst | 4 +++- doc/source/user_guide/provider.rst | 4 ++-- samples/async/conversation_chat_session.py | 4 ++-- samples/async/conversations_list.py | 4 ++-- samples/async/profile_chat.py | 4 ++-- samples/async/profile_create.py | 4 ++-- samples/async/profile_explain_sql.py | 4 ++-- samples/async/profile_pipeline.py | 4 ++-- samples/async/profile_run_sql.py | 4 ++-- samples/async/profile_show_sql.py | 4 ++-- samples/async/profile_sql_concurrent_tasks.py | 4 ++-- samples/async/profiles_list.py | 4 ++-- samples/async/vector_index_create.py | 4 ++-- samples/async/vector_index_delete.py | 4 ++-- samples/async/vector_index_list.py | 4 ++-- samples/async/vector_index_rag.py | 4 ++-- samples/conversation_chat_session.py | 4 ++-- samples/conversation_create.py | 4 ++-- samples/conversation_delete.py | 4 ++-- samples/conversations_list.py | 4 ++-- samples/create_ai_credential.py | 4 ++-- samples/disable_ai_provider.py | 4 ++-- samples/enable_ai_provider.py | 20 +++++++------------ samples/profile_chat.py | 4 ++-- samples/profile_create.py | 4 ++-- samples/profile_delete.py | 4 ++-- samples/profile_explain_sql.py | 4 ++-- .../profile_gen_multi_table_synthetic_data.py | 4 ++-- ...profile_gen_single_table_synthetic_data.py | 4 ++-- samples/profile_narrate.py | 4 ++-- samples/profile_run_sql.py | 4 ++-- samples/profile_show_sql.py | 4 ++-- samples/profiles_list.py | 4 ++-- samples/vector_index_create.py | 4 ++-- samples/vector_index_delete.py | 4 ++-- samples/vector_index_list.py | 4 ++-- samples/vector_index_rag.py | 4 ++-- 40 files changed, 87 insertions(+), 89 deletions(-) diff --git a/README.md b/README.md index 9b8ada0..c066c73 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # select-ai -Python API for Select AI +Select AI for Python ## Install diff --git a/doc/source/conf.py b/doc/source/conf.py index 76b20fc..efc247e 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -20,7 +20,7 @@ "undoc-members": True, } -project = "Python API for Select AI" +project = "Select AI for Python" copyright = "2025, Oracle and/or its affiliates. All rights reserved." author = "Oracle" diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index 90d9615..dc00fb0 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -50,9 +50,9 @@ To use ``select_ai`` you need: import select_ai import getpass - username = "" - dsn = "" - password = getpass.getpass(f"Enter password for {username}@{dsn}") + user = "" + password = "" + dsn = "" select_ai.connect(user=user, password=password, dsn=dsn) print("Connected to the Database") @@ -67,3 +67,5 @@ To use ``select_ai`` you need: .. code-block:: shell Connected to the Database + +.. latex:clearpage:: diff --git a/doc/source/user_guide/introduction.rst b/doc/source/user_guide/introduction.rst index c080e6e..dd5ad91 100644 --- a/doc/source/user_guide/introduction.rst +++ b/doc/source/user_guide/introduction.rst @@ -1,7 +1,7 @@ .. _introduction: ***************************************************** -Introduction to the Python API for Select AI +Introduction to Select AI for Python ***************************************************** ``select_ai`` is a Python module that helps you invoke `DBMS_CLOUD_AI `__ @@ -14,3 +14,5 @@ programming styles. The Select AI Python API supports Python versions 3.9, 3.10, 3.11, 3.12 and 3.13. + +.. latex:clearpage:: diff --git a/doc/source/user_guide/provider.rst b/doc/source/user_guide/provider.rst index 9628f6e..1e57793 100644 --- a/doc/source/user_guide/provider.rst +++ b/doc/source/user_guide/provider.rst @@ -90,9 +90,9 @@ Enable AI service provider .. note:: All sample scripts in this documentation read Oracle database connection - details from environment. Create a dotenv file ``.env``, export the + details from the environment. Create a dotenv file ``.env``, export the the following environment variables and source it before running the - scripts: + scripts. .. code-block:: sh diff --git a/samples/async/conversation_chat_session.py b/samples/async/conversation_chat_session.py index a1826b5..765e748 100644 --- a/samples/async/conversation_chat_session.py +++ b/samples/async/conversation_chat_session.py @@ -4,11 +4,11 @@ # Licensed under the Universal Permissive License v 1.0 as shown at # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/conversation_chat_session.py # # Demonstrates context aware conversation using AI Profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/conversations_list.py b/samples/async/conversations_list.py index 456647d..a15d77e 100644 --- a/samples/async/conversations_list.py +++ b/samples/async/conversations_list.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/conversations_list.py # # List all conversations saved in the database -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_chat.py b/samples/async/profile_chat.py index 8de99b0..db9dbcf 100644 --- a/samples/async/profile_chat.py +++ b/samples/async/profile_chat.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_chat.py # # Chat using an AI Profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_create.py b/samples/async/profile_create.py index 8e6fc1b..eb9e903 100644 --- a/samples/async/profile_create.py +++ b/samples/async/profile_create.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_create.py # # Create an OCI Gen AI profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_explain_sql.py b/samples/async/profile_explain_sql.py index 9fd1518..17bd92d 100644 --- a/samples/async/profile_explain_sql.py +++ b/samples/async/profile_explain_sql.py @@ -5,9 +5,9 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_explain_sql.py -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_pipeline.py b/samples/async/profile_pipeline.py index df42ca3..616447a 100644 --- a/samples/async/profile_pipeline.py +++ b/samples/async/profile_pipeline.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_pipeline.py # # Demonstrates sending multiple prompts using a single Database round-trip -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_run_sql.py b/samples/async/profile_run_sql.py index 3b2b3e4..837c234 100644 --- a/samples/async/profile_run_sql.py +++ b/samples/async/profile_run_sql.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_run_sql.py # # Return a pandas.Dataframe built using the resultset of the generated SQL -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_show_sql.py b/samples/async/profile_show_sql.py index e952cd8..93a3f22 100644 --- a/samples/async/profile_show_sql.py +++ b/samples/async/profile_show_sql.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_show_sql.py # # Show the generated SQL without executing it -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/profile_sql_concurrent_tasks.py b/samples/async/profile_sql_concurrent_tasks.py index aca8785..11f2b3a 100644 --- a/samples/async/profile_sql_concurrent_tasks.py +++ b/samples/async/profile_sql_concurrent_tasks.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_sql_concurrent_tasks.py # # Demonstrates sending multiple prompts concurrently using asyncio -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio diff --git a/samples/async/profiles_list.py b/samples/async/profiles_list.py index 99244b2..86d1043 100644 --- a/samples/async/profiles_list.py +++ b/samples/async/profiles_list.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/profile_list.py # # List all the profile names matching a certain pattern -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/vector_index_create.py b/samples/async/vector_index_create.py index 51db1e3..a2159b8 100644 --- a/samples/async/vector_index_create.py +++ b/samples/async/vector_index_create.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/vector_index_create.py # # Create a vector index for Retrieval Augmented Generation (RAG) -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio diff --git a/samples/async/vector_index_delete.py b/samples/async/vector_index_delete.py index 2534c2c..8a7e299 100644 --- a/samples/async/vector_index_delete.py +++ b/samples/async/vector_index_delete.py @@ -5,9 +5,9 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/vector_index_delete.py -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/vector_index_list.py b/samples/async/vector_index_list.py index 66fc322..51e0526 100644 --- a/samples/async/vector_index_list.py +++ b/samples/async/vector_index_list.py @@ -5,12 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/vector_index_list.py # # List all the vector indexes and associated profile where the index name # matches a certain pattern -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio import os diff --git a/samples/async/vector_index_rag.py b/samples/async/vector_index_rag.py index 4614f86..8589f50 100644 --- a/samples/async/vector_index_rag.py +++ b/samples/async/vector_index_rag.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # async/vector_index_rag.py # # Demonstrates Retrieval Augmented Generation (RAG) using ai_profile.narrate() -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import asyncio diff --git a/samples/conversation_chat_session.py b/samples/conversation_chat_session.py index 14672f7..df7f219 100644 --- a/samples/conversation_chat_session.py +++ b/samples/conversation_chat_session.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # conversation_chat_session.py # # Demonstrates context aware conversation using AI Profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os import select_ai diff --git a/samples/conversation_create.py b/samples/conversation_create.py index 2fc43cd..a231884 100644 --- a/samples/conversation_create.py +++ b/samples/conversation_create.py @@ -5,12 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # conversation_create.py # # Create a new conversation given a title and description. The created # conversation can be used in profile.chat_session() -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os import select_ai diff --git a/samples/conversation_delete.py b/samples/conversation_delete.py index 99d305e..c708300 100644 --- a/samples/conversation_delete.py +++ b/samples/conversation_delete.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # conversation_delete.py # # Delete conversation given a conversation id -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/conversations_list.py b/samples/conversations_list.py index 2e5fed3..516c9b0 100644 --- a/samples/conversations_list.py +++ b/samples/conversations_list.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # conversations_list.py # # List all conversations saved in the database -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/create_ai_credential.py b/samples/create_ai_credential.py index 68421a3..fd38be4 100644 --- a/samples/create_ai_credential.py +++ b/samples/create_ai_credential.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # create_ai_credential.py # # Create a Database credential storing OCI Gen AI's credentials -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os import oci diff --git a/samples/disable_ai_provider.py b/samples/disable_ai_provider.py index fc6088e..66d3748 100644 --- a/samples/disable_ai_provider.py +++ b/samples/disable_ai_provider.py @@ -5,12 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # disable_ai_provider.py # # Revokes privileges from the database user and removes ACL to invoke the AI # Provider endpoint -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os import select_ai diff --git a/samples/enable_ai_provider.py b/samples/enable_ai_provider.py index d38ce04..6391062 100644 --- a/samples/enable_ai_provider.py +++ b/samples/enable_ai_provider.py @@ -5,12 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # enable_ai_provider.py # # Grants privileges to the database user and add ACL to invoke the AI Provider # endpoint -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os @@ -21,14 +21,8 @@ dsn = os.getenv("SELECT_AI_DB_CONNECT_STRING") select_ai_user = os.getenv("SELECT_AI_USER") - -def main(): - select_ai.connect(user=admin_user, password=password, dsn=dsn) - select_ai.enable_provider( - users=select_ai_user, provider_endpoint="*.openai.azure.com" - ) - print("Enabled AI provider for user: ", select_ai_user) - - -if __name__ == "__main__": - main() +select_ai.connect(user=admin_user, password=password, dsn=dsn) +select_ai.enable_provider( + users=select_ai_user, provider_endpoint="*.openai.azure.com" +) +print("Enabled AI provider for user: ", select_ai_user) diff --git a/samples/profile_chat.py b/samples/profile_chat.py index 1ad3311..b7ea448 100644 --- a/samples/profile_chat.py +++ b/samples/profile_chat.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_chat.py # # Chat using an AI Profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_create.py b/samples/profile_create.py index c391e0f..06aaa4b 100644 --- a/samples/profile_create.py +++ b/samples/profile_create.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_create.py # # Create an OCI Gen AI profile -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os from pprint import pformat diff --git a/samples/profile_delete.py b/samples/profile_delete.py index a553122..3cee3b4 100644 --- a/samples/profile_delete.py +++ b/samples/profile_delete.py @@ -5,9 +5,9 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_delete.py -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_explain_sql.py b/samples/profile_explain_sql.py index e432f01..7ab0b00 100644 --- a/samples/profile_explain_sql.py +++ b/samples/profile_explain_sql.py @@ -5,9 +5,9 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_explain_sql.py -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_gen_multi_table_synthetic_data.py b/samples/profile_gen_multi_table_synthetic_data.py index aab68f0..e4ceeeb 100644 --- a/samples/profile_gen_multi_table_synthetic_data.py +++ b/samples/profile_gen_multi_table_synthetic_data.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_gen_multi_table_synthetic_data.py # # Generate synthetic data for multiple tables in a single request -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_gen_single_table_synthetic_data.py b/samples/profile_gen_single_table_synthetic_data.py index 410dae7..09143ff 100644 --- a/samples/profile_gen_single_table_synthetic_data.py +++ b/samples/profile_gen_single_table_synthetic_data.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_gen_single_table_synthetic_data.py # # Generate synthetic data for a single table -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_narrate.py b/samples/profile_narrate.py index 58e35f9..fb62f81 100644 --- a/samples/profile_narrate.py +++ b/samples/profile_narrate.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_narrate.py # # Narrate the description of the SQL resultset -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_run_sql.py b/samples/profile_run_sql.py index 3319cf2..fbfba95 100644 --- a/samples/profile_run_sql.py +++ b/samples/profile_run_sql.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_run_sql.py # # Return a pandas.Dataframe built using the resultset of the generated SQL -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profile_show_sql.py b/samples/profile_show_sql.py index 60b4cc4..57af084 100644 --- a/samples/profile_show_sql.py +++ b/samples/profile_show_sql.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_show_sql.py # # Show the generated SQL without executing it -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/profiles_list.py b/samples/profiles_list.py index 7eaed92..8932951 100644 --- a/samples/profiles_list.py +++ b/samples/profiles_list.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # profile_list.py # # List all the profile names matching a certain pattern -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/vector_index_create.py b/samples/vector_index_create.py index 5f7e9b3..c29c21b 100644 --- a/samples/vector_index_create.py +++ b/samples/vector_index_create.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # vector_index_create.py # # Create a vector index for Retrieval Augmented Generation (RAG) -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/vector_index_delete.py b/samples/vector_index_delete.py index c40882b..532cdad 100644 --- a/samples/vector_index_delete.py +++ b/samples/vector_index_delete.py @@ -5,9 +5,9 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # vector_index_delete.py -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/vector_index_list.py b/samples/vector_index_list.py index 8383c0d..6a68b83 100644 --- a/samples/vector_index_list.py +++ b/samples/vector_index_list.py @@ -5,12 +5,12 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # vector_index_list.py # # List all the vector indexes and associated profile where the index name # matches a certain pattern -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os diff --git a/samples/vector_index_rag.py b/samples/vector_index_rag.py index ad00279..5885592 100644 --- a/samples/vector_index_rag.py +++ b/samples/vector_index_rag.py @@ -5,11 +5,11 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- # vector_index_rag.py # # Demonstrates Retrieval Augmented Generation (RAG) using ai_profile.narrate() -# ------------------------------------------------------------------------------ +# ----------------------------------------------------------------------------- import os From 36d7a28e1c7fbce733a8277f60d7ab0b0b569255 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 5 Aug 2025 18:11:00 -0700 Subject: [PATCH 20/21] Update doc source --- doc/source/user_guide/installation.rst | 1 - 1 file changed, 1 deletion(-) diff --git a/doc/source/user_guide/installation.rst b/doc/source/user_guide/installation.rst index dc00fb0..bce96d4 100644 --- a/doc/source/user_guide/installation.rst +++ b/doc/source/user_guide/installation.rst @@ -48,7 +48,6 @@ To use ``select_ai`` you need: .. code-block:: python import select_ai - import getpass user = "" password = "" From 22960c55c8291952a7b2156dc0a65ae585d2f227 Mon Sep 17 00:00:00 2001 From: Abhishek Singh Date: Tue, 5 Aug 2025 18:26:27 -0700 Subject: [PATCH 21/21] default match pattern is .* --- samples/profiles_list.py | 2 +- src/select_ai/async_profile.py | 4 ++-- src/select_ai/profile.py | 4 ++-- src/select_ai/vector_index.py | 9 +++++---- src/select_ai/version.py | 2 +- 5 files changed, 11 insertions(+), 10 deletions(-) diff --git a/samples/profiles_list.py b/samples/profiles_list.py index 8932951..5811ef2 100644 --- a/samples/profiles_list.py +++ b/samples/profiles_list.py @@ -23,5 +23,5 @@ profile = select_ai.Profile() # matches all the profiles -for fetched_profile in profile.list(profile_name_pattern=".*"): +for fetched_profile in profile.list(): print(fetched_profile.profile_name) diff --git a/src/select_ai/async_profile.py b/src/select_ai/async_profile.py index 37ba397..a00b7ad 100644 --- a/src/select_ai/async_profile.py +++ b/src/select_ai/async_profile.py @@ -272,13 +272,13 @@ async def _from_db(cls, profile_name: str) -> "AsyncProfile": @classmethod async def list( - cls, profile_name_pattern: str + cls, profile_name_pattern: str = ".*" ) -> AsyncGenerator["AsyncProfile", None]: """Asynchronously list AI Profiles saved in the database. :param str profile_name_pattern: Regular expressions can be used to specify a pattern. Function REGEXP_LIKE is used to perform the - match + match. Default value is ".*" i.e. match all AI profiles. :return: Iterator[Profile] """ diff --git a/src/select_ai/profile.py b/src/select_ai/profile.py index 6dd554a..45b4e2a 100644 --- a/src/select_ai/profile.py +++ b/src/select_ai/profile.py @@ -244,12 +244,12 @@ def _from_db(cls, profile_name: str) -> "Profile": raise ProfileNotFoundError(profile_name=profile_name) @classmethod - def list(cls, profile_name_pattern: str) -> Iterator["Profile"]: + def list(cls, profile_name_pattern: str = ".*") -> Iterator["Profile"]: """List AI Profiles saved in the database. :param str profile_name_pattern: Regular expressions can be used to specify a pattern. Function REGEXP_LIKE is used to perform the - match + match. Default value is ".*" i.e. match all AI profiles. :return: Iterator[Profile] """ diff --git a/src/select_ai/vector_index.py b/src/select_ai/vector_index.py index 3fae9f9..c6078c4 100644 --- a/src/select_ai/vector_index.py +++ b/src/select_ai/vector_index.py @@ -309,12 +309,12 @@ def get_attributes(self) -> VectorIndexAttributes: return self._get_attributes(self.index_name) @classmethod - def list(cls, index_name_pattern: str) -> Iterator["VectorIndex"]: + def list(cls, index_name_pattern: str = ".*") -> Iterator["VectorIndex"]: """List Vector Indexes :param str index_name_pattern: Regular expressions can be used to specify a pattern. Function REGEXP_LIKE is used to perform the - match + match. Default value is ".*" i.e. match all vector indexes. :return: Iterator[VectorIndex] """ @@ -515,13 +515,14 @@ async def get_attributes(self) -> VectorIndexAttributes: @classmethod async def list( - cls, index_name_pattern: str + cls, index_name_pattern: str = ".*" ) -> AsyncGenerator[VectorIndex, None]: """List Vector Indexes. :param str index_name_pattern: Regular expressions can be used to specify a pattern. Function REGEXP_LIKE is used to perform the - match + match. Default value is ".*" i.e. match all vector indexes. + :return: AsyncGenerator[VectorIndex] """ diff --git a/src/select_ai/version.py b/src/select_ai/version.py index c4a77bb..bfcce91 100644 --- a/src/select_ai/version.py +++ b/src/select_ai/version.py @@ -5,4 +5,4 @@ # http://oss.oracle.com/licenses/upl. # ----------------------------------------------------------------------------- -__version__ = "1.0.0.dev6" +__version__ = "1.0.0.dev7"