mirror of
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a2856d3b92
* restructure: Python samples into progressive 01-05 layout - 01-get-started/: 6 numbered steps (hello agent → hosting) - 02-agents/: all agent concept samples (tools, middleware, providers, etc.) - 03-workflows/: ALL existing workflow samples preserved as-is - 04-hosting/: azure-functions, durabletask, a2a - 05-end-to-end/: demos, evaluation, hosted agents - Old files moved to _to_delete/ for review - Added AGENTS.md with structure documentation - autogen-migration/ and semantic-kernel-migration/ preserved at root * fix: switch to AzureOpenAI Foundry, fix CI failures - Switch all 01-get-started samples to AzureOpenAIResponsesClient with Azure AI Foundry project endpoint (AZURE_AI_PROJECT_ENDPOINT + AZURE_OPENAI_RESPONSES_DEPLOYMENT_NAME + AzureCliCredential) - Add _to_delete/ and 05-end-to-end/ to pyrightconfig.samples.json excludes - Fix test paths in packages/ that referenced old getting_started/ dirs: durabletask conftest + streaming test, azurefunctions conftest, devui conftest + capture_messages + openai_sdk_integration - Fix workflow_as_agent_human_in_the_loop.py import (sibling import) - Update hosting READMEs and tool comment paths - Replace root README.md with new structure overview - Update AGENTS.md to document Azure OpenAI Foundry as default provider * cleanup: remove _to_delete folder, copy resource files to active dirs All files in _to_delete/ were either: - Exact duplicates of files in the new structure (240 files) - Same file with only comment path updates (100 files) - One import-fix diff (workflow_as_agent_human_in_the_loop.py) - One superseded minimal_sample.py Resource files (sample.pdf, countries.json, employees.pdf, weather.json) copied to 02-agents/sample_assets/ and 02-agents/resources/ since active samples reference them. * fix: address PR review comments, centralize resources, remove root duplicates - Fix type annotation in 04_memory.py (string union -> proper types) - Fix old sample paths in observability files - Fix grammar/spelling in observability samples - Move sample_assets/ and resources/ to shared/ folder - Remove 8 duplicate observability files from 02-agents root - Update resource path references in multimodal_input and provider samples * fix: update broken links from old getting_started paths to new structure - Update relative paths in READMEs: getting_started/ → 01-get-started/, 02-agents/, 03-workflows/, 04-hosting/, 05-end-to-end/ - Fix absolute GitHub URLs in package READMEs - Fix broken link in ollama package README * fix: convert absolute GitHub URLs to relative paths for link checker Absolute URLs to python/samples/ on main branch 404 until PR merges. Converted to relative paths that linkspector can verify locally. * fix: update link for handoff sample moved to orchestrations/ * fix: update chatkit-integration README path from demos/ to 05-end-to-end/ * fix: update broken links in orchestrations README to match flat directory structure
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Testing DevUI - Quick Setup Guide
Here are the step-by-step instructions to test the new DevUI feature:
1. Get the Code
git clone https://github.com/microsoft/agent-framework.git
cd agent-framework
2. Setup Environment
Navigate to the Python directory and install dependencies:
cd python
uv sync --dev
source .venv/bin/activate
3. Configure Environment Variables
Create a .env file in the python/ directory with your API credentials:
# Copy the example file
cp .env.example .env
Then edit .env and add your API keys:
# For OpenAI (minimum required)
OPENAI_API_KEY="your-api-key-here"
OPENAI_CHAT_MODEL_ID="gpt-4o-mini"
# Or for Azure OpenAI
AZURE_OPENAI_ENDPOINT="your-endpoint"
AZURE_OPENAI_CHAT_DEPLOYMENT_NAME="your-deployment-name"
4. Test DevUI
Option A: In-Memory Mode (Recommended for quick testing)
cd samples/02-agents/devui
python in_memory_mode.py
This runs a simple example with predefined agents and opens your browser automatically at http://localhost:8090
Option B: Directory-Based Discovery
cd samples/02-agents/devui
devui
This launches the UI with all example agents/workflows at http://localhost:8080
5. What You'll See
- A web interface for testing agents interactively
- Multiple example agents (weather assistant, general assistant, etc.)
- OpenAI-compatible API endpoints for programmatic access
6. API Testing (Optional)
You can also test via API calls:
Single Request
curl -X POST http://localhost:8080/v1/responses \
-H "Content-Type: application/json" \
-d '{
"model": "weather_agent",
"input": "What is the weather in Seattle?"
}'
Multi-turn Conversations
# Create a conversation
curl -X POST http://localhost:8080/v1/conversations \
-H "Content-Type: application/json" \
-d '{"metadata": {"agent_id": "weather_agent"}}'
# Returns: {"id": "conv_abc123", ...}
# Use conversation ID in requests
curl -X POST http://localhost:8080/v1/responses \
-H "Content-Type: application/json" \
-d '{
"model": "weather_agent",
"input": "What is the weather in Seattle?",
"conversation": "conv_abc123"
}'
# Continue the conversation
curl -X POST http://localhost:8080/v1/responses \
-H "Content-Type: application/json" \
-d '{
"model": "weather_agent",
"input": "How about tomorrow?",
"conversation": "conv_abc123"
}'
API Mapping
Agent Framework content types → OpenAI Responses API events (in _mapper.py):
| Agent Framework Content | OpenAI Event | Status |
|---|---|---|
TextContent |
response.output_text.delta |
Standard |
TextReasoningContent |
response.reasoning.delta |
Standard |
FunctionCallContent (initial) |
response.output_item.added |
Standard |
FunctionCallContent (args) |
response.function_call_arguments.delta |
Standard |
FunctionResultContent |
response.function_result.complete |
DevUI |
ErrorContent |
response.error |
Standard |
UsageContent |
response.usage.complete |
Extended |
WorkflowEvent |
response.workflow.event |
DevUI |
DataContent, UriContent |
response.trace.complete |
DevUI |
- Standard = OpenAI spec, Extended = OpenAI + extra fields, DevUI = DevUI-specific
Frontend Development
cd python/packages/devui/frontend
yarn install
# Development (hot reload)
yarn dev
# Build (copies to backend ui/)
yarn build
Running Tests
cd python/packages/devui
# All tests
pytest tests/ -v
# Specific suites
pytest tests/test_conversations.py -v # Conversation store
pytest tests/test_server.py -v # API endpoints
pytest tests/test_mapper.py -v # Event mapping
Troubleshooting
- Missing API key: Make sure your
.envfile is in thepython/directory with valid credentials. Or set environment variables directly in your shell before running DevUI. - Import errors: Run
uv sync --devagain to ensure all dependencies are installed - Port conflicts: DevUI uses ports 8080 and 8090 by default - close other services using these ports
Let me know if you run into any issues!