import os import agentops from haystack.components.generators.openai import OpenAIGenerator def main(): agentops.init(os.getenv("AGENTOPS_API_KEY")) if not os.getenv("OPENAI_API_KEY"): print("Skipping OpenAI example: missing OPENAI_API_KEY") return tracer = agentops.start_trace( trace_name="Haystack OpenAI Example", tags=["haystack", "openai", "agentops-example"], ) prompt = "In one sentence, what is AgentOps?" generator = OpenAIGenerator(model="gpt-4o-mini") result = generator.run(prompt=prompt) replies = result.get("replies") or [] print("Haystack reply:", replies[0] if replies else "") print("\n" + "=" * 50) print("Now let's verify that our LLM calls were tracked properly with AgentOps...") try: validation_result = agentops.validate_trace_spans(trace_context=tracer) agentops.print_validation_summary(validation_result) except agentops.ValidationError as e: print(f"\n❌ Error validating spans: {e}") raise agentops.end_trace(tracer, end_state="Success") if __name__ == "__main__": main()