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This commit is contained in:
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.venv
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__pycache__
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*.pyc
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*.pyo
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*.pyd
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.Python
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FOUNDRY_PROJECT_ENDPOINT="..."
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AZURE_AI_MODEL_DEPLOYMENT_NAME="..."
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FROM python:3.12-slim
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WORKDIR /app
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COPY . user_agent/
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WORKDIR /app/user_agent
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RUN if [ -f requirements.txt ]; then \
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pip install -r requirements.txt; \
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else \
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echo "No requirements.txt found"; \
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fi
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EXPOSE 8088
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CMD ["python", "main.py"]
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# What this sample demonstrates
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An [Agent Framework](https://github.com/microsoft/agent-framework) agent hosted using the **Invocations protocol** with session management. Unlike the Responses protocol, the Invocations protocol does **not** provide built-in server-side conversation history — this agent maintains an in-memory session store keyed by `agent_session_id`. In production, replace it with durable storage (Redis, Cosmos DB, etc.) so history survives restarts.
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## How It Works
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### Model Integration
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The agent uses `FoundryChatClient` from the Agent Framework to create a Responses client from the project endpoint and model deployment. When a request arrives, the handler looks up (or creates) a session by `session_id`, runs the agent with the user message and session context, and returns the reply. The agent supports both streaming (SSE events) and non-streaming (JSON) response modes.
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See [main.py](main.py) for the full implementation.
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### Agent Hosting
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The agent is hosted using the [Agent Framework](https://github.com/microsoft/agent-framework) with the `InvocationsHostServer`, which provisions a REST API endpoint compatible with the Azure AI Invocations protocol.
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## Running the Agent Host
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Follow the instructions in the [Running the Agent Host Locally](../../README.md#running-the-agent-host-locally) section of the README in the parent directory to run the agent host.
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## Interacting with the agent
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> Depending on how you run the agent host, you can invoke the agent using `curl` (`Invoke-WebRequest` in PowerShell) or `azd`. Please refer to the [parent README](../../README.md) for more details. Use this README for sample queries you can send to the agent.
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Send a POST request to the server with a JSON body containing a "message" field to interact with the agent. For example:
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```bash
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curl -X POST http://localhost:8088/invocations -i -H "Content-Type: application/json" -d '{"message": "Hi"}'
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```
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The server will respond with a JSON object containing the response text. The `-i` flag in the `curl` command includes the HTTP response headers in the output, which includes the session ID that can be used for multi-turn conversations. Here is an example of the response:
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```
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HTTP/1.1 200
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content-length: 34
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content-type: application/json
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x-agent-invocation-id: ec04d020-a0e7-441e-ae83-db75635a9f83
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x-agent-session-id: 9370b9d4-cd13-4436-a57f-03b843ac0e17
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x-platform-server: azure-ai-agentserver-core/2.0.0a20260410006 (python/3.12)
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date: Fri, 17 Apr 2026 23:46:44 GMT
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server: hypercorn-h11
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{"response":"Hi! How can I help?"}
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```
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### Multi-turn conversation
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To have a multi-turn conversation with the agent, take the session ID from the response headers of the previous request and include it in URL parameters for the next request. For example:
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```bash
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curl -X POST http://localhost:8088/invocations?agent_session_id=9370b9d4-cd13-4436-a57f-03b843ac0e17 -i -H "Content-Type: application/json" -d '{"message": "How are you?"}'
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```
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## Deploying the Agent to Foundry
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To host the agent on Foundry, follow the instructions in the [Deploying the Agent to Foundry](../../README.md#deploying-the-agent-to-foundry) section of the README in the parent directory.
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+23
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name: agent-framework-agent-basic-invocations
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description: >
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A basic Agent Framework agent hosted by Foundry.
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metadata:
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tags:
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- Agent Framework
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- AI Agent Hosting
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- Azure AI AgentServer
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- Invocations Protocol
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- Streaming
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template:
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name: agent-framework-agent-basic-invocations
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kind: hosted
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protocols:
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- protocol: invocations
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version: 2.0.0
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environment_variables:
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- name: AZURE_AI_MODEL_DEPLOYMENT_NAME
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value: "{{AZURE_AI_MODEL_DEPLOYMENT_NAME}}"
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resources:
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- kind: model
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id: gpt-4.1-mini
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name: AZURE_AI_MODEL_DEPLOYMENT_NAME
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# yaml-language-server: $schema=https://raw.githubusercontent.com/microsoft/AgentSchema/refs/heads/main/schemas/v1.0/ContainerAgent.yaml
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kind: hosted
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name: agent-framework-agent-basic-invocations
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protocols:
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- protocol: invocations
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version: 2.0.0
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resources:
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cpu: "0.25"
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memory: "0.5Gi"
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# Copyright (c) Microsoft. All rights reserved.
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import os
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from agent_framework import Agent
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from agent_framework.foundry import FoundryChatClient
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from agent_framework_foundry_hosting import InvocationsHostServer
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from azure.identity import DefaultAzureCredential
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from dotenv import load_dotenv
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# Load environment variables from .env file
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load_dotenv()
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def main():
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client = FoundryChatClient(
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project_endpoint=os.environ["FOUNDRY_PROJECT_ENDPOINT"],
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model=os.environ["AZURE_AI_MODEL_DEPLOYMENT_NAME"],
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credential=DefaultAzureCredential(),
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)
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agent = Agent(
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client=client,
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instructions="You are a friendly assistant. Keep your answers brief.",
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# History will be managed by the hosting infrastructure, thus there
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# is no need to store history by the service. Learn more at:
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# https://developers.openai.com/api/reference/resources/responses/methods/create
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default_options={"store": False},
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)
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server = InvocationsHostServer(agent)
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server.run()
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if __name__ == "__main__":
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main()
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agent-framework-foundry
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agent-framework-foundry-hosting>=1.0.0a260630
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