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‎.github/workflows/build.yml

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@@ -42,6 +42,19 @@ jobs:
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pip install -e .
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python -c "import autogen"
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pip install pytest mock
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- name: Install optional dependencies for code executors
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# code executors auto skip without deps, so only run for python 3.11
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if: matrix.python-version == '3.11'
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run: |
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pip install jupyter-client ipykernel
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python -m ipykernel install --user --name python3
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pip install -e ".[local-jupyter-exec]"
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- name: Set AUTOGEN_USE_DOCKER based on OS
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shell: bash
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run: |
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if [[ ${{ matrix.os }} != ubuntu-latest ]]; then
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echo "AUTOGEN_USE_DOCKER=False" >> $GITHUB_ENV
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fi
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- name: Test with pytest skipping openai tests
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if: matrix.python-version != '3.10' && matrix.os == 'ubuntu-latest'
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run: |

‎.github/workflows/dotnet-build.yml

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name: dotnet-ci
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on:
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workflow_dispatch:
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pull_request:
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branches: [ "main" ]
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branches: [ "dotnet" ]
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paths:
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- 'dotnet/**'
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push:
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branches: [ "dotnet" ]
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concurrency:
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group: ${{ github.workflow }}-${{ github.ref }}-${{ github.head_ref }}
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cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
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cancel-in-progress: ${{ github.ref != 'refs/heads/main' || github.ref != 'refs/heads/dotnet' }}
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permissions:
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contents: read
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packages: write
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jobs:
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build:
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name: CI
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name: Build
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runs-on: ubuntu-latest
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defaults:
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run:
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- name: Setup .NET
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uses: actions/setup-dotnet@v3
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with:
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global-json-file: global.json
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global-json-file: dotnet/global.json
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- name: Restore dependencies
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run: dotnet restore
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run: |
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# dotnet nuget add source --name dotnet-tool https://pkgs.dev.azure.com/dnceng/public/_packaging/dotnet-tools/nuget/v3/index.json --configfile NuGet.config
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dotnet restore -bl
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- name: Build
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run: dotnet build --no-restore
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run: |
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echo "Build AutoGen"
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dotnet build --no-restore --configuration Release -bl /p:SignAssembly=true
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- name: Unit Test
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run: dotnet test --no-build --verbosity normal
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run: dotnet test --no-build -bl --configuration Release
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openai-test:
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name: Run openai test
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runs-on: ubuntu-latest
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environment: dotnet
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defaults:
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run:
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working-directory: dotnet
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if: success() && (github.ref == 'refs/heads/main' || github.ref == 'refs/heads/dotnet')
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needs: build
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steps:
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- uses: actions/checkout@v3
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- name: Setup .NET
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uses: actions/setup-dotnet@v3
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with:
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global-json-file: dotnet/global.json
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- name: Restore dependencies
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run: |
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dotnet restore -bl
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- name: Build
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run: |
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echo "Build AutoGen"
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dotnet build --no-restore --configuration Release -bl /p:SignAssembly=true
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- name: OpenAI Test
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run: dotnet test --no-build -bl --configuration Release
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env:
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AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY }}
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AZURE_OPENAI_ENDPOINT: ${{ secrets.AZURE_OPENAI_ENDPOINT }}
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AZURE_GPT_35_MODEL_ID: ${{ secrets.AZURE_GPT_35_MODEL_ID }}
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OEPNAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
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- name: Pack
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run: |
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echo "Create nightly build package"
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dotnet pack --no-build --configuration Release --output './output/nightly' -p:VersionSuffix=nightly-${{github.run_id}} -bl
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echo "Create release build package"
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dotnet pack --no-build --configuration Release --output './output/release' -bl
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echo "ls output directory"
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ls -R ./output
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- name: Upload package
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uses: actions/upload-artifact@v2
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with:
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name: nightly
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path: ./dotnet/output/nightly
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- name: Upload package
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uses: actions/upload-artifact@v2
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with:
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name: release
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path: ./dotnet/output/release
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publish:
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environment: dotnet-internal-feed
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name: Publish to nightly feeds
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runs-on: ubuntu-latest
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defaults:
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run:
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working-directory: dotnet
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needs: openai-test
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steps:
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- name: Setup .NET
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uses: actions/setup-dotnet@v3
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with:
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dotnet-version: '6.0.x'
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source-url: https://devdiv.pkgs.visualstudio.com/DevDiv/_packaging/AutoGen/nuget/v3/index.json
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env:
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NUGET_AUTH_TOKEN: ${{ secrets.AZURE_DEVOPS_TOKEN }}
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- uses: actions/download-artifact@v2
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with:
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name: nightly
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path: ./dotnet/output/nightly
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- uses: actions/download-artifact@v2
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with:
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name: release
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path: ./dotnet/output/release
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- name: Publish nightly package to Azure Devops
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run: |
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echo "Publish nightly package to Azure Devops"
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echo "ls output directory"
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ls -R ./output/nightly
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dotnet nuget push --api-key AzureArtifacts ./output/nightly/*.nupkg --skip-duplicate
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env:
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AZURE_ARTIFACTS_FEED_URL: https://devdiv.pkgs.visualstudio.com/DevDiv/_packaging/AutoGen/nuget/v3/index.json
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NUGET_AUTH_TOKEN: ${{ secrets.AZURE_DEVOPS_TOKEN }}
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- name: Publish nightly package to github package
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run: |
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echo "Publish nightly package to github package"
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echo "ls output directory"
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ls -R ./output/nightly
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dotnet nuget push --api-key ${{ secrets.GITHUB_TOKEN }} --source "https://nuget.pkg.github.com/microsoft/index.json" ./output/nightly/*.nupkg --skip-duplicate
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- name: Publish nightly package to agentchat myget feed
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run: |
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echo "Publish nightly package to agentchat myget feed"
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echo "ls output directory"
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ls -R ./output/nightly
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dotnet nuget push --api-key ${{ secrets.MYGET_TOKEN }} --source "https://www.myget.org/F/agentchat/api/v3/index.json" ./output/nightly/*.nupkg --skip-duplicate
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env:
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MYGET_TOKEN: ${{ secrets.MYGET_TOKEN }}
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‎.github/workflows/dotnet-run-openai-test-and-notebooks.yml

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‎.github/workflows/openai.yml

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- "test/**"
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- "notebook/agentchat_auto_feedback_from_code_execution.ipynb"
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- "notebook/agentchat_function_call.ipynb"
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- "notebook/agentchat_groupchat_finite_state_machine.ipynb"
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- ".github/workflows/openai.yml"
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permissions: {}
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# actions: read

‎OAI_CONFIG_LIST_sample

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"api_key": "<your Azure OpenAI API key here>",
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"base_url": "<your Azure OpenAI API base here>",
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"api_type": "azure",
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"api_version": "2023-07-01-preview"
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"api_version": "2024-02-15-preview"
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},
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{
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"model": "<your Azure OpenAI deployment name>",
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"api_key": "<your Azure OpenAI API key here>",
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"base_url": "<your Azure OpenAI API base here>",
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"api_type": "azure",
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"api_version": "2023-07-01-preview"
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"api_version": "2024-02-15-preview"
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}
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]

‎README.md

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<br>
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</p> -->
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:fire: Jan 30: AutoGen is highlighted by Peter Lee in Microsoft Research Forum [Keynote](https://t.co/nUBSjPDjqD).
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:warning: Jan 23: **Breaking Change in Latest Release v0.2.8** `use_docker` defaults to `True` for code-execution. See [blog post](https://microsoft.github.io/autogen/blog/2024/01/23/Code-execution-in-docker) for details and [FAQ](https://microsoft.github.io/autogen/docs/FAQ#agents-are-throwing-due-to-docker-not-running-how-can-i-resolve-this) for troubleshooting any issues.
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:fire: Dec 31: [AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework](https://arxiv.org/abs/2308.08155) is selected by [TheSequence: My Five Favorite AI Papers of 2023](https://thesequence.substack.com/p/my-five-favorite-ai-papers-of-2023).
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:fire: Nov 8: AutoGen is selected into [Open100: Top 100 Open Source achievements](https://www.benchcouncil.org/evaluation/opencs/annual.html) 35 days after spinoff.
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:fire: Nov 6: AutoGen is mentioned by Satya Nadella in a [fireside chat](https://youtu.be/0pLBvgYtv6U) around 13:20.
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:fire: Nov 6: AutoGen is mentioned by Satya Nadella in a [fireside chat](https://youtu.be/0pLBvgYtv6U).
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:fire: Nov 1: AutoGen is the top trending repo on GitHub in October 2023.
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‎TRANSPARENCY_FAQS.md

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## How was AutoGen evaluated? What metrics are used to measure performance?
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- Current version of AutoGen was evaluated on six applications to illustrate its potential in simplifying the development of high-performance multi-agent applications. These applications are selected based on their real-world relevance, problem difficulty and problem solving capabilities enabled by AutoGen, and innovative potential.
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- These applications involve using AutoGen to solve math problems, question answering, decision making in text world environments, supply chain optimization, etc. For each of these domains AutoGen was evaluated on various success based metrics (i.e., how often the AutoGen based implementation solved the task). And, in some cases, AutoGen based approach was also evaluated on implementation efficiency (e.g., to track reductions in developer effort to build). More details can be found at: https://aka.ms/AutoGen/TechReport
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- The team has conducted tests where a “red” agent attempts to get the default AutoGen assistant to break from its alignment and guardrails. The team has observed that out of 70 attempts to break guardrails, only 1 was successful in producing text that would have been flagged as problematic by Azure OpenAI filters. The team has not observed any evidence that AutoGen (or GPT models as hosted by OpenAI or Azure) can produce novel code exploits or jailbreak prompts, since direct prompts to “be a hacker”, “write exploits”, or “produce a phishing email” are refused by existing filters.
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## What are the limitations of AutoGen? How can users minimize the impact of AutoGen’s limitations when using the system?
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AutoGen relies on existing LLMs. Experimenting with AutoGen would retain common limitations of large language models; including:

‎autogen/__init__.py

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from .version import __version__
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from .oai import *
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from .agentchat import *
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from .exception_utils import *
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from .code_utils import DEFAULT_MODEL, FAST_MODEL
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‎autogen/agent_utils.py

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‎autogen/agentchat/__init__.py

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from .conversable_agent import ConversableAgent, register_function
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from .groupchat import GroupChat, GroupChatManager
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from .user_proxy_agent import UserProxyAgent
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from .chat import initiate_chats, ChatResult
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from .utils import gather_usage_summary
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__all__ = (
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"Agent",
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"GroupChat",
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"GroupChatManager",
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"register_function",
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"initiate_chats",
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"gather_usage_summary",
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"ChatResult",
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)

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