Using Autogen With Elasticsearch Notebook
openai-chatgptusing-autogen-with-elasticsearchlangchain-pythonchatgptgenaielasticsearchelasticopenaiAIchatlogvectordatabasePythonsearchgenaistacksupporting-blog-contentvectorelasticsearch-labslangchainapplications
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Using AutoGen with Elasticsearch
This notebook demonstrates how to use AutoGen with Elasticsearch. This notebook is based on the article Using AutoGen with Elasticsearch.
Installing dependencies and importing packages
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Requirement already satisfied: autogen in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (0.7.6) Requirement already satisfied: elasticsearch==8.17 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (8.17.0) Requirement already satisfied: nest-asyncio in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (1.6.0) Requirement already satisfied: elastic-transport<9,>=8.15.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elasticsearch==8.17) (8.17.0) Requirement already satisfied: pyautogen==0.7.6 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from autogen) (0.7.6) Requirement already satisfied: asyncer==0.0.8 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.0.8) Requirement already satisfied: diskcache in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (5.6.3) Requirement already satisfied: docker in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (7.1.0) Requirement already satisfied: fast-depends<3,>=2.4.12 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.4.12) Requirement already satisfied: httpx<1,>=0.28.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.28.1) Requirement already satisfied: packaging in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (24.2) Requirement already satisfied: pydantic<3,>=2.6.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.10.6) Requirement already satisfied: python-dotenv in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (1.0.1) Requirement already satisfied: termcolor in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (2.5.0) Requirement already satisfied: tiktoken in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pyautogen==0.7.6->autogen) (0.7.0) Requirement already satisfied: anyio<5.0,>=3.4.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from asyncer==0.0.8->pyautogen==0.7.6->autogen) (4.8.0) Requirement already satisfied: urllib3<3,>=1.26.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elastic-transport<9,>=8.15.1->elasticsearch==8.17) (2.3.0) Requirement already satisfied: certifi in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from elastic-transport<9,>=8.15.1->elasticsearch==8.17) (2025.1.31) Requirement already satisfied: httpcore==1.* in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (1.0.7) Requirement already satisfied: idna in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (3.10) Requirement already satisfied: h11<0.15,>=0.13 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from httpcore==1.*->httpx<1,>=0.28.1->pyautogen==0.7.6->autogen) (0.14.0) Requirement already satisfied: annotated-types>=0.6.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (0.7.0) Requirement already satisfied: pydantic-core==2.27.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (2.27.2) Requirement already satisfied: typing-extensions>=4.12.2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from pydantic<3,>=2.6.1->pyautogen==0.7.6->autogen) (4.12.2) Requirement already satisfied: requests>=2.26.0 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from docker->pyautogen==0.7.6->autogen) (2.32.3) Requirement already satisfied: regex>=2022.1.18 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from tiktoken->pyautogen==0.7.6->autogen) (2024.11.6) Requirement already satisfied: sniffio>=1.1 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from anyio<5.0,>=3.4.0->asyncer==0.0.8->pyautogen==0.7.6->autogen) (1.3.1) Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeffreyrengifo/.pyenv/versions/3.12.2/lib/python3.12/site-packages (from requests>=2.26.0->docker->pyautogen==0.7.6->autogen) (3.4.1) [notice] A new release of pip is available: 24.0 -> 25.0.1 [notice] To update, run: pip install --upgrade pip Note: you may need to restart the kernel to use updated packages.
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Declaring variables
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Instance a Elasticsearch client
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Creating mappings and inference endpoint
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Indexing documents
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AutoGen
AI endpoint configuration
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Agents
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Tools setup
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Starting agents
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Cleaning environment
Delete the resources used to prevent them from consuming resources.
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