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# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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from agent_framework import (
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Executor,
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WorkflowBuilder,
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WorkflowContext,
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handler,
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)
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from agent_framework.observability import configure_otel_providers, get_tracer
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from opentelemetry.trace import SpanKind
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from opentelemetry.trace.span import format_trace_id
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from typing_extensions import Never
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"""
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This sample shows the telemetry collected when running a Agent Framework workflow.
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This simple workflow consists of two executors arranged sequentially:
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1. An executor that converts input text to uppercase.
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2. An executor that reverses the uppercase text.
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The workflow receives an initial string message, processes it through the two executors,
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and yields the final result.
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Telemetry data that the workflow system emits includes:
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- Overall workflow build & execution spans
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- workflow.build (events: build.started, build.validation_completed, build.completed, edge_group.process)
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- workflow.run (events: workflow.started, workflow.completed or workflow.error)
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- Individual executor processing spans
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- executor.process (for each executor invocation)
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- Message publishing between executors
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- message.send (for each outbound message)
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Prerequisites:
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- Basic understanding of workflow executors, edges, and messages.
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- Basic understanding of OpenTelemetry concepts like spans and traces.
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"""
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# Executors for sequential workflow
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class UpperCaseExecutor(Executor):
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"""An executor that converts text to uppercase."""
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@handler
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async def to_upper_case(self, text: str, ctx: WorkflowContext[str]) -> None:
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"""Execute the task by converting the input string to uppercase."""
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print(f"UpperCaseExecutor: Processing '{text}'")
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result = text.upper()
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print(f"UpperCaseExecutor: Result '{result}'")
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# Send the result to the next executor in the workflow.
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await ctx.send_message(result)
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class ReverseTextExecutor(Executor):
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"""An executor that reverses text."""
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@handler
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async def reverse_text(self, text: str, ctx: WorkflowContext[Never, str]) -> None:
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"""Execute the task by reversing the input string."""
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print(f"ReverseTextExecutor: Processing '{text}'")
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result = text[::-1]
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print(f"ReverseTextExecutor: Result '{result}'")
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# Yield the output.
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await ctx.yield_output(result)
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async def run_sequential_workflow() -> None:
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"""Run a simple sequential workflow demonstrating telemetry collection.
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This workflow processes a string through two executors in sequence:
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1. UpperCaseExecutor converts the input to uppercase
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2. ReverseTextExecutor reverses the string and completes the workflow
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"""
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# Step 1: Create the executors.
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upper_case_executor = UpperCaseExecutor(id="upper_case_executor")
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reverse_text_executor = ReverseTextExecutor(id="reverse_text_executor")
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# Step 2: Build the workflow with the defined edges.
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workflow = (
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WorkflowBuilder(start_executor=upper_case_executor).add_edge(upper_case_executor, reverse_text_executor).build()
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)
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# Step 3: Run the workflow with an initial message.
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input_text = "hello world"
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print(f"Starting workflow with input: '{input_text}'")
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output_event = None
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async for event in workflow.run("Hello world", stream=True):
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if event.type == "output":
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# The WorkflowOutputEvent contains the final result.
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output_event = event
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if output_event:
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print(f"Workflow completed with result: '{output_event.data}'")
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async def main():
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"""Run the telemetry sample with a simple sequential workflow."""
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# This will enable tracing and create the necessary tracing, logging and metrics providers
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# based on environment variables. See the .env.example file for the available configuration options.
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configure_otel_providers()
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with get_tracer().start_as_current_span("Sequential Workflow Scenario", kind=SpanKind.CLIENT) as current_span:
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print(f"Trace ID: {format_trace_id(current_span.get_span_context().trace_id)}")
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# Run the sequential workflow scenario
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await run_sequential_workflow()
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if __name__ == "__main__":
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asyncio.run(main())
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