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* Python: fix OpenAI Azure routing and provider samples Prefer OpenAI when OPENAI_API_KEY is present unless Azure is explicitly requested. Clarify constructor docs, keep deprecated Azure wrappers compatible with stricter settings validation, and refresh the provider samples and tests to use the current client patterns. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix bandit * Python: align OpenAI embedding Azure routing Extend the shared OpenAI-vs-Azure routing and credential behavior to the embedding client, add Azure embedding regression coverage, and refresh the embedding samples to use the generic client path. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: fix embedding client pyright check Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: thin OpenAI embedding wrapper Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: document embedding overload routing Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: fix callable OpenAI key routing Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: fix Azure credential routing tests Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: address OpenAI review feedback Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: narrow Azure routing markers Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: refine OpenAI model fallback order Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: narrow Azure deployment docs Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: remove embedding routing wording Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: run embedding Azure integration tests Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * changed variable name * Python: expand OpenAI package README Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * clarified readme * Python: fix Azure OpenAI integration setup Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: correct Azure integration env mapping Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * updated code to fix int tests * test updates * test fix * fix test setup * updates to tests and setup * remove openai assistants int tests * improvements in int tests * fix env var * fix env vars * fix azure responses test * trigger actions --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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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: The OpenAI model foropenai_chatandopenai_assistantsOPENAI_RESPONSES_MODEL: 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)