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# /// script
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# requires-python = ">=3.10"
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# dependencies = [
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# "agent-framework-openai",
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# "agent-framework-orchestrations",
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# "semantic-kernel",
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# ]
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# ///
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# Run with any PEP 723 compatible runner, e.g.:
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# uv run samples/semantic-kernel-migration/orchestrations/sequential.py
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# Copyright (c) Microsoft. All rights reserved.
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"""Side-by-side sequential orchestrations for Agent Framework and Semantic Kernel."""
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import asyncio
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from collections.abc import Sequence
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from typing import cast
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from agent_framework import Agent, Message
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from agent_framework.openai import OpenAIChatCompletionClient
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from agent_framework.orchestrations import SequentialBuilder
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from azure.identity import AzureCliCredential
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from dotenv import load_dotenv
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from semantic_kernel.agents import Agent as SKAgent
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from semantic_kernel.agents import ChatCompletionAgent, SequentialOrchestration
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from semantic_kernel.agents.runtime import InProcessRuntime
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from semantic_kernel.connectors.ai.open_ai import AzureChatCompletion
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from semantic_kernel.contents import ChatMessageContent
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# Load environment variables from .env file
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load_dotenv()
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PROMPT = "Write a tagline for a budget-friendly eBike."
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######################################################################
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# Semantic Kernel orchestration path
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######################################################################
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def build_semantic_kernel_agents() -> list[SKAgent]:
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credential = AzureCliCredential()
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writer_agent = ChatCompletionAgent(
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name="WriterAgent",
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instructions=("You are a concise copywriter. Provide a single, punchy marketing sentence based on the prompt."),
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service=AzureChatCompletion(credential=credential),
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)
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reviewer_agent = ChatCompletionAgent(
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name="ReviewerAgent",
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instructions=("You are a thoughtful reviewer. Give brief feedback on the previous assistant message."),
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service=AzureChatCompletion(credential=credential),
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)
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return [writer_agent, reviewer_agent]
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async def sk_agent_response_callback(
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message: ChatMessageContent | Sequence[ChatMessageContent],
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) -> None:
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if isinstance(message, ChatMessageContent):
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messages: Sequence[ChatMessageContent] = [message]
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elif isinstance(message, Sequence) and not isinstance(message, (str, bytes)):
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messages = list(message)
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else:
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messages = [cast(ChatMessageContent, message)]
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for item in messages:
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content = item.content or ""
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print(f"# {item.name}\n{content}\n")
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######################################################################
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# Agent Framework orchestration path
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######################################################################
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async def run_agent_framework_example(prompt: str) -> list[Message]:
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client = OpenAIChatCompletionClient(credential=AzureCliCredential())
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writer = Agent(
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client=client,
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instructions=("You are a concise copywriter. Provide a single, punchy marketing sentence based on the prompt."),
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name="writer",
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)
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reviewer = Agent(
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client=client,
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instructions=("You are a thoughtful reviewer. Give brief feedback on the previous assistant message."),
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name="reviewer",
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)
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workflow = SequentialBuilder(participants=[writer, reviewer]).build()
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conversation_outputs: list[list[Message]] = []
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async for event in workflow.run(prompt, stream=True):
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if event.type == "output":
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conversation_outputs.append(cast(list[Message], event.data))
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return conversation_outputs[-1] if conversation_outputs else []
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async def run_semantic_kernel_example(prompt: str) -> str:
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sequential_orchestration = SequentialOrchestration(
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members=build_semantic_kernel_agents(),
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agent_response_callback=sk_agent_response_callback,
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)
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runtime = InProcessRuntime()
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runtime.start()
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try:
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orchestration_result = await sequential_orchestration.invoke(task=prompt, runtime=runtime)
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final_message = await orchestration_result.get(timeout=20)
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if isinstance(final_message, ChatMessageContent):
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return final_message.content or ""
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return str(final_message)
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finally:
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await runtime.stop_when_idle()
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def _format_conversation(conversation: list[Message]) -> None:
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if not conversation:
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print("No Agent Framework output.")
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return
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print("===== Agent Framework Sequential =====")
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for index, message in enumerate(conversation, start=1):
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name = message.author_name or ("assistant" if message.role == "assistant" else "user")
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print(f"{'-' * 60}\n{index:02d} [{name}]\n{message.text}")
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print()
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async def main() -> None:
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conversation = await run_agent_framework_example(PROMPT)
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_format_conversation(conversation)
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print("===== Semantic Kernel Sequential =====")
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final_text = await run_semantic_kernel_example(PROMPT)
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print(final_text)
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if __name__ == "__main__":
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asyncio.run(main())
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