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* Python: Provider-leading client design & OpenAI package extraction Major refactoring of the Python Agent Framework client architecture: - Extract OpenAI clients into new `agent-framework-openai` package - Core package no longer depends on openai, azure-identity, azure-ai-projects - Rename clients for discoverability: OpenAIResponsesClient → OpenAIChatClient, OpenAIChatClient → OpenAIChatCompletionClient - Unify `model_id`/`deployment_name`/`model_deployment_name` → `model` param - New FoundryChatClient for Azure AI Foundry Responses API - New FoundryAgent/FoundryAgentClient for connecting to pre-configured Foundry agents - Remove OpenAIBase/OpenAIConfigMixin from non-deprecated client MRO - Deprecate AzureOpenAI* clients, AzureAIClient, OpenAIAssistantsClient - Reorganize samples: azure_openai+azure_ai+azure_ai_agent → azure/ - ADR-0020: Provider-Leading Client Design Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: missing Agent imports in samples, .model_id → .model in foundry_local sample Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: CI failures — mypy errors, coverage targets, sample imports - azure-ai mypy: add type ignores for TypedDict total=, model arg, forward ref - Coverage: replace core.azure/openai targets with openai package target - project_provider: add type annotation for opts dict Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: populate openai .pyi stub, fix broken README links, coverage targets Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fixes * updated observabilitty * reset azure init.pyi * fix errors * updated adr number * fix foundry local * fixed not renamed docstrings and comments, and added deprecated markers to old classes * fix tests and pyprojects * fix test vars * updated function tests * update durable * updated test setup for functions * Fix Foundry auth in workflow samples Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Stabilize Python integration workflows Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Update hosting samples for Foundry Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Trigger full CI rerun Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Trigger CI rerun again Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * trigger rerun * trigger rerun * fix for litellm * undo durabletask changes * Move Foundry APIs into foundry namespace Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Fix Foundry pyproject formatting Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Split provider samples by Foundry surface Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Restore hosting sample requirements Also fix the Foundry Local sample link after the provider sample move. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * updated tests * udpated foundry integration tests * removed dist from azurefunctions tests * Use separate Foundry clients for concurrent agents Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix client setup in azfunc and durable * disabled two tests * updated setup for some function and durable tests * improved azure openai setup with new clients * ignore deprecated * fixes * skip 11 * remove openai assistants int tests --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
5e056b672e
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Chat Client Examples
This folder contains examples for direct chat client usage patterns.
Examples
| File | Description |
|---|---|
built_in_chat_clients.py |
Consolidated sample for built-in chat clients. Uses get_client() to create the selected client and pass it to main(). |
chat_response_cancellation.py |
Demonstrates how to cancel chat responses during streaming, showing proper cancellation handling and cleanup. |
custom_chat_client.py |
Demonstrates how to create custom chat clients by extending the BaseChatClient class. Shows a EchoingChatClient implementation and how to integrate it with Agent using the as_agent() method. |
Selecting a built-in client
built_in_chat_clients.py starts with:
asyncio.run(main("openai_chat"))
Change the argument to pick a client:
openai_chatopenai_responsesopenai_assistantsanthropicollamabedrockazure_openai_chatazure_openai_responsesazure_openai_responses_foundryazure_openai_assistantsazure_ai_agent
Example:
uv run samples/02-agents/chat_client/built_in_chat_clients.py
Environment Variables
Depending on the selected client, set the appropriate environment variables:
For Azure clients:
AZURE_OPENAI_ENDPOINT: Your Azure OpenAI endpointAZURE_OPENAI_CHAT_DEPLOYMENT_NAME: The name of your Azure OpenAI chat deploymentAZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME: The name of your Azure OpenAI responses deployment
For Azure OpenAI Foundry responses client (azure_openai_responses_foundry):
AZURE_AI_PROJECT_ENDPOINT: Your Azure AI project endpointAZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME: The name of your Azure OpenAI responses deployment
For Azure AI agent client (azure_ai_agent):
AZURE_AI_PROJECT_ENDPOINT: Your Azure AI project endpointAZURE_AI_MODEL_DEPLOYMENT_NAME: The name of your model deployment (used byazure_ai_agent)
For OpenAI clients:
OPENAI_API_KEY: Your OpenAI API keyOPENAI_CHAT_MODEL_ID: The OpenAI model foropenai_chatandopenai_assistantsOPENAI_RESPONSES_MODEL_ID: The OpenAI model foropenai_responses
For Anthropic client (anthropic):
ANTHROPIC_API_KEY: Your Anthropic API keyANTHROPIC_CHAT_MODEL_ID: The Anthropic model ID (for example,claude-sonnet-4-5)
For Ollama client (ollama):
OLLAMA_HOST: Ollama server URL (defaults tohttp://localhost:11434if unset)OLLAMA_MODEL_ID: Ollama model name (for example,mistral,qwen2.5:8b)
For Bedrock client (bedrock):
BEDROCK_CHAT_MODEL_ID: Bedrock model ID (for example,anthropic.claude-3-5-sonnet-20240620-v1:0)BEDROCK_REGION: AWS region (defaults tous-east-1if unset)- AWS credentials via standard environment variables (for example,
AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY)