From 87ed84eaa46d43a273dbb9a29b69dcc3ecbcb23b Mon Sep 17 00:00:00 2001 From: Aman Khan Date: Thu, 25 Sep 2025 14:32:21 -0400 Subject: [PATCH 1/3] fix up some instrumenttion --- .../agent-mastery-course/backend/main.py | 123 +- .../synthetic_bad_tool_calls.json | 9421 +++++++++++++++++ .../test scripts/synthetic_data_gen.py | 111 +- 3 files changed, 9605 insertions(+), 50 deletions(-) create mode 100644 python/llm/agents/agent-mastery-course/test scripts/synthetic_bad_tool_calls.json diff --git a/python/llm/agents/agent-mastery-course/backend/main.py b/python/llm/agents/agent-mastery-course/backend/main.py index b741dde..38b9be9 100644 --- a/python/llm/agents/agent-mastery-course/backend/main.py +++ b/python/llm/agents/agent-mastery-course/backend/main.py @@ -12,7 +12,8 @@ from arize.otel import register from openinference.instrumentation.langchain import LangChainInstrumentor from openinference.instrumentation.litellm import LiteLLMInstrumentor - from openinference.instrumentation import using_prompt_template + from openinference.instrumentation import using_prompt_template, using_metadata, using_attributes + from opentelemetry import trace _TRACING = True except Exception: def using_prompt_template(**kwargs): # type: ignore @@ -21,6 +22,18 @@ def using_prompt_template(**kwargs): # type: ignore def _noop(): yield return _noop() + def using_metadata(*args, **kwargs): # type: ignore + from contextlib import contextmanager + @contextmanager + def _noop(): + yield + return _noop() + def using_attributes(*args, **kwargs): # type: ignore + from contextlib import contextmanager + @contextmanager + def _noop(): + yield + return _noop() _TRACING = False # LangGraph + LangChain @@ -52,6 +65,7 @@ class TripRequest(BaseModel): budget: Optional[str] = None interests: Optional[str] = None travel_style: Optional[str] = None + user_input: Optional[str] = None class TripResponse(BaseModel): @@ -606,19 +620,23 @@ class TripState(TypedDict): def research_agent(state: TripState) -> TripState: req = state["trip_request"] destination = req["destination"] + user_input = (req.get("user_input") or "").strip() if ENABLE_MCP: - prompt_t = ( - "You are a research assistant.\n" - "First, call the mcp_weather tool to get weather for {destination}.\n" - "Then use other tools as needed for additional information." - ) + prompt_lines = [ + "You are a research assistant.", + "First, call the mcp_weather tool to get weather for {destination}.", + "Then use other tools as needed for additional information.", + ] else: - prompt_t = ( - "You are a research assistant.\n" - "Gather essential information about {destination}.\n" - "Use at most one tool if needed." - ) - vars_ = {"destination": destination} + prompt_lines = [ + "You are a research assistant.", + "Gather essential information about {destination}.", + "Use at most one tool if needed.", + ] + if user_input: + prompt_lines.append("User input: {user_input}") + prompt_t = "\n".join(prompt_lines) + vars_ = {"destination": destination, "user_input": user_input} tools = [essential_info, weather_brief, visa_brief] if ENABLE_MCP: tools.append(mcp_weather) @@ -644,17 +662,26 @@ def budget_agent(state: TripState) -> TripState: req = state["trip_request"] destination, duration = req["destination"], req["duration"] budget = req.get("budget", "moderate") - prompt_t = ( - "You are a budget analyst.\n" - "Analyze costs for {destination} over {duration} with budget: {budget}.\n" - "Use tools to get pricing information, then provide a detailed breakdown." - ) - vars_ = {"destination": destination, "duration": duration, "budget": budget} - + user_input = (req.get("user_input") or "").strip() + prompt_lines = [ + "You are a budget analyst.", + "Analyze costs for {destination} over {duration} with budget: {budget}.", + "Use tools to get pricing information, then provide a detailed breakdown.", + ] + if user_input: + prompt_lines.append("User input: {user_input}") + prompt_t = "\n".join(prompt_lines) + vars_ = { + "destination": destination, + "duration": duration, + "budget": budget, + "user_input": user_input, + } + messages = [SystemMessage(content=prompt_t.format(**vars_))] tools = [budget_basics, attraction_prices] agent = llm.bind_tools(tools) - + calls: List[Dict[str, Any]] = [] with using_prompt_template(template=prompt_t, variables=vars_, version="v1"): @@ -670,7 +697,12 @@ def budget_agent(state: TripState) -> TripState: # Add tool results and ask for synthesis messages.append(res) messages.extend(tr["messages"]) - messages.append(SystemMessage(content=f"Create a detailed budget breakdown for {duration} in {destination} with a {budget} budget.")) + follow_up = ( + f"Create a detailed budget breakdown for {duration} in {destination} with a {budget} budget." + ) + if user_input: + follow_up += f" Address this user input as well: {user_input}." + messages.append(SystemMessage(content=follow_up)) final_res = llm.invoke(messages) out = final_res.content @@ -683,9 +715,12 @@ def budget_agent(state: TripState) -> TripState: def local_agent(state: TripState) -> TripState: req = state["trip_request"] destination = req["destination"] - interests = req.get("interests", "local culture") + user_input = (req.get("user_input") or "").strip() + interests_raw = (req.get("interests") or "").strip() + interests = interests_raw or "local culture" # Pull semantic matches from curated dataset when the flag allows it. - retrieved = LOCAL_GUIDE_RETRIEVER.retrieve(destination, interests) + retrieval_focus = interests_raw or (user_input if user_input else None) + retrieved = LOCAL_GUIDE_RETRIEVER.retrieve(destination, retrieval_focus) context_lines = [] citation_lines = [] for idx, item in enumerate(retrieved, start=1): @@ -703,11 +738,21 @@ def local_agent(state: TripState) -> TripState: prompt_t = ( "You are a local guide.\n" - "Use the retrieved travel notes to suggest authentic experiences in {destination} for interests: {interests}.\n" + "Use the retrieved travel notes to suggest authentic experiences in {destination}.\n" + ) + if user_input: + prompt_t += "User input: {user_input}\n" + prompt_t += ( + "Focus interests: {interests}.\n" "Context:\n{context}\n" "Cite the numbered items when you rely on them." ) - vars_ = {"destination": destination, "interests": interests, "context": context_text} + vars_ = { + "destination": destination, + "interests": interests, + "context": context_text, + "user_input": user_input, + } with using_prompt_template(template=prompt_t, variables=vars_, version="v1"): agent = llm.bind_tools([local_flavor, local_customs, hidden_gems]) res = agent.invoke([SystemMessage(content=prompt_t.format(**vars_))]) @@ -758,10 +803,18 @@ def itinerary_agent(state: TripState) -> TripState: destination = req["destination"] duration = req["duration"] travel_style = req.get("travel_style", "standard") - prompt_t = ( - "Create a {duration} itinerary for {destination} ({travel_style}).\n\n" - "Inputs:\nResearch: {research}\nBudget: {budget}\nLocal: {local}\n" - ) + user_input = (req.get("user_input") or "").strip() + prompt_parts = [ + "Create a {duration} itinerary for {destination} ({travel_style}).", + "", + "Inputs:", + "Research: {research}", + "Budget: {budget}", + "Local: {local}", + ] + if user_input: + prompt_parts.append("User input: {user_input}") + prompt_t = "\n".join(prompt_parts) vars_ = { "duration": duration, "destination": destination, @@ -769,9 +822,19 @@ def itinerary_agent(state: TripState) -> TripState: "research": (state.get("research") or "")[:400], "budget": (state.get("budget") or "")[:400], "local": (state.get("local") or "")[:400], + "user_input": user_input, } with using_prompt_template(template=prompt_t, variables=vars_, version="v1"): - res = llm.invoke([SystemMessage(content=prompt_t.format(**vars_))]) + with using_attributes(tags=["itinerary", "final_agent"]): + if _TRACING: + current_span = trace.get_current_span() + if current_span: + current_span.set_attribute("metadata.itinerary", "true") + current_span.set_attribute("metadata.agent_type", "itinerary") + current_span.set_attribute("metadata.agent_node", "itinerary_node") + if user_input: + current_span.set_attribute("metadata.user_input", user_input) + res = llm.invoke([SystemMessage(content=prompt_t.format(**vars_))]) return {"messages": [SystemMessage(content=res.content)], "final": res.content} diff --git a/python/llm/agents/agent-mastery-course/test scripts/synthetic_bad_tool_calls.json b/python/llm/agents/agent-mastery-course/test scripts/synthetic_bad_tool_calls.json new file mode 100644 index 0000000..b15bf78 --- /dev/null +++ b/python/llm/agents/agent-mastery-course/test scripts/synthetic_bad_tool_calls.json @@ -0,0 +1,9421 @@ +{ + "summary": { + "total": 90, + "bad_tool_cases": 0, + "tone_off_cases": 65, + "avg_tools": 6.13 + }, + "results": [ + { + "id": 1, + "timestamp": "2025-09-25T17:18:48.456459", + "scenario": "Local Customs Ignored For Food", + "request": { + "destination": "Marrakech, Morocco", + "duration": "1 week", + "budget": "$1500", + "user_input": "Explain what etiquette and local customs I need to know.", + "travel_style": "authentic" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Marrakech, Morocco", + "duration": "1 week" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Marrakech, Morocco", + "interests": "local culture", + "results": [ + { + "city": "Marrakech", + "source": "https://www.madeinmarrakech.ma", + "score": 0.0 + }, + { + "city": "Marrakech", + "source": "https://www.visitmarrakesh.com", + "score": 0.0 + }, + { + "city": "Marrakech", + "source": "https://www.marrakechphoto.com", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_customs", + "args": { + "destination": "Marrakech" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Marrakech, Morocco" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_customs", + "essential_info" + ], + "wrong_used": [], + "missing_recommended": [ + "get_local_customs" + ], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": false, + "tone_off": false, + "reasons": [] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 2, + "timestamp": "2025-09-25T17:18:58.996433", + "scenario": "Standard: Patagonia Trek", + "request": { + "destination": "Patagonia, Argentina", + "duration": "8 days", + "budget": "$2500", + "interests": "hiking, glaciers, photography", + "travel_style": "outdoors" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Patagonia, Argentina", + "duration": "8 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking, glaciers, photography", + "results": [ + { + "city": "Barcelona", + "source": "https://www.montserratvisita.com", + "score": 0.0 + }, + { + "city": "Marrakech", + "source": "https://www.atlasandpeaks.com", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.visitlisboa.com/en/c/parks-and-gardens", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "glaciers" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "photography" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Patagonia, Argentina" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Patagonia, Argentina" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": false, + "tone_off": false, + "reasons": [] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 3, + "timestamp": "2025-09-25T17:19:07.967449", + "scenario": "Weather Asked In Budget Field", + "request": { + "destination": "Dubai, UAE", + "duration": "5 days", + "budget": "What are the weather patterns and entry fees?", + "interests": "luxury shopping, desert safari", + "travel_style": "luxury" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Dubai, UAE", + "duration": "5 days" + } + }, + { + "agent": "budget", + "tool": "attraction_prices", + "args": { + "destination": "Dubai, UAE" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Dubai, UAE", + "interests": "luxury shopping, desert safari", + "results": [ + { + "city": "Dubai", + "source": "https://www.visitdubai.com", + "score": 0.0 + }, + { + "city": "Dubai", + "source": "https://www.dubaimall.com", + "score": 0.0 + }, + { + "city": "Dubai", + "source": "https://www.cultures.ae", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Dubai", + "interests": "shopping, design" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Dubai", + "interests": "desert" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Dubai, UAE" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Dubai, UAE" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "attraction_prices", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [ + "get_destination_weather", + "search_destination_info" + ], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 4, + "timestamp": "2025-09-25T17:19:51.452706", + "scenario": "Frustrated: Strict Instructions", + "request": { + "destination": "New York City, USA", + "duration": "2 days", + "budget": "$500", + "user_input": "I'm annoyed. Do not upsell. Only free or cheap options.", + "travel_style": "budget" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "New York City, USA", + "duration": "2 days" + } + }, + { + "agent": "budget", + "tool": "attraction_prices", + "args": { + "destination": "New York City, USA" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "New York City, USA", + "interests": "local culture", + "results": [ + { + "city": "New York", + "source": "https://www.newyorkcityphototours.com", + "score": 0.0 + }, + { + "city": "New York", + "source": "https://www.nybg.org", + "score": 0.0 + }, + { + "city": "New York", + "source": "https://www.fashionstudytours.com", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "New York", + "interests": "local culture" + } + }, + { + "agent": "local", + "tool": "hidden_gems", + "args": { + "destination": "New York" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "New York City, USA" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "New York City, USA" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "attraction_prices", + "local_guides_retriever", + "local_flavor", + "hidden_gems", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": true, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": false, + "tone_off": true, + "reasons": [ + "No empathy/acknowledgement for frustrated user", + "No conciseness cues detected" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 5, + "timestamp": "2025-09-25T17:20:06.033587", + "scenario": "Standard: Paris Highlights", + "request": { + "destination": "Paris, France", + "duration": "5 days", + "budget": "$2000", + "interests": "art, food, history", + "travel_style": "standard" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Paris, France", + "duration": "5 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Paris, France", + "interests": "art, food, history", + "results": [ + { + "city": "Rome", + "source": "https://www.museivaticani.va", + "score": 0.0 + }, + { + "city": "Prague", + "source": "https://www.kafkamuseum.cz", + "score": 0.0 + }, + { + "city": "Rome", + "source": "https://www.eatingitalyfoodtours.com", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Paris", + "interests": "art" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Paris", + "interests": "food" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Paris", + "interests": "history" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Paris, France" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": false, + "tone_off": false, + "reasons": [] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 6, + "timestamp": "2025-09-25T17:20:14.235146", + "scenario": "Standard: Patagonia Trek", + "request": { + "destination": "Patagonia, Argentina", + "duration": "8 days", + "budget": "$2500", + "interests": "hiking, glaciers, photography", + "travel_style": "outdoors" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Patagonia, Argentina", + "duration": "8 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking, glaciers, photography", + "results": [ + { + "city": "Barcelona", + "source": "https://www.montserratvisita.com", + "score": 0.0 + }, + { + "city": "Marrakech", + "source": "https://www.atlasandpeaks.com", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.visitlisboa.com/en/c/parks-and-gardens", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking, glaciers, photography" + } + }, + { + "agent": "local", + "tool": "hidden_gems", + "args": { + "destination": "Patagonia, Argentina" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Patagonia, Argentina" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Patagonia, Argentina" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "hidden_gems", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 7, + "timestamp": "2025-09-25T17:20:22.287631", + "scenario": "Itinerary Asked In Budget", + "request": { + "destination": "Barcelona, Spain", + "duration": "4 days", + "budget": "Create an optimized hour-by-hour schedule", + "interests": "architecture, beaches, nightlife", + "travel_style": "standard" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Barcelona", + "duration": "4 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Barcelona, Spain", + "interests": "architecture, beaches, nightlife", + "results": [ + { + "city": "Barcelona", + "source": "https://www.barcelona.cat/en", + "score": 0.0 + }, + { + "city": "Barcelona", + "source": "https://www.barcelonaturisme.com", + "score": 0.0 + }, + { + "city": "Barcelona", + "source": "https://www.fcbarcelona.com", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Barcelona", + "interests": "architecture" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Barcelona", + "interests": "beaches" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Barcelona", + "interests": "nightlife" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Barcelona, Spain" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info" + ], + "wrong_used": [], + "missing_recommended": [ + "create_daily_schedule", + "calculate_travel_time" + ], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 8, + "timestamp": "2025-09-25T17:20:28.477041", + "scenario": "Frustrated: Generic Answers", + "request": { + "destination": "Lisbon, Portugal", + "duration": "5 days", + "budget": "$1200", + "user_input": "I'm really frustrated. 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+ { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Paris, France" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Paris, France" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": false, + "tone_off": false, + "reasons": [] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 86, + "timestamp": "2025-09-25T17:29:51.721030", + "scenario": "Standard: Patagonia Trek", + "request": { + "destination": "Patagonia, Argentina", + "duration": "8 days", + "budget": "$2500", + "interests": "hiking, glaciers, photography", + "travel_style": "outdoors" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Patagonia, Argentina", + "duration": "8 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking, glaciers, photography", + "results": [ + { + "city": "Barcelona", + "source": "https://www.montserratvisita.com", + "score": 0.0 + }, + { + "city": "Marrakech", + "source": "https://www.atlasandpeaks.com", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.visitlisboa.com/en/c/parks-and-gardens", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "hiking" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "glaciers" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Patagonia, Argentina", + "interests": "photography" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Patagonia, Argentina" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 87, + "timestamp": "2025-09-25T17:29:58.414160", + "scenario": "Exact Prices Everywhere", + "request": { + "destination": "Tokyo, Japan", + "duration": "6 days", + "budget": "$900", + "user_input": "Give exact accommodation prices, precise weather data, and specific restaurant prices.", + "travel_style": "data-driven" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Tokyo, Japan", + "duration": "6 days" + } + }, + { + "agent": "budget", + "tool": "attraction_prices", + "args": { + "destination": "Tokyo, Japan" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Tokyo, Japan", + "interests": "local culture", + "results": [ + { + "city": "Tokyo", + "source": "https://www.tsukiji.or.jp", + "score": 0.0 + }, + { + "city": "Tokyo", + "source": "https://hoshinoya.com/tokyo", + "score": 0.0 + }, + { + "city": "Tokyo", + "source": "https://www.japan.travel/en/spot/2130", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Tokyo", + "interests": "local culture" + } + }, + { + "agent": "local", + "tool": "local_customs", + "args": { + "destination": "Tokyo" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Tokyo, Japan" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Tokyo, Japan" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "attraction_prices", + "local_guides_retriever", + "local_flavor", + "local_customs", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [ + "calculate_accommodation_cost", + "get_destination_weather", + "find_local_restaurants" + ], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 88, + "timestamp": "2025-09-25T17:30:02.757654", + "scenario": "Frustrated: Multiple Attempts", + "request": { + "destination": "Prague, Czech Republic", + "duration": "3 days", + "budget": "$800", + "user_input": "This is the third time I'm asking. Please acknowledge that and be concise.", + "travel_style": "budget" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Prague", + "duration": "3 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Prague, Czech Republic", + "interests": "local culture", + "results": [ + { + "city": "Prague", + "source": "https://www.tasteofprague.cz", + "score": 0.0 + }, + { + "city": "Prague", + "source": "https://www.ceskafilharmonie.cz", + "score": 0.0 + }, + { + "city": "Prague", + "source": "https://www.prague-boats.cz", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Prague", + "interests": "local culture" + } + }, + { + "agent": "local", + "tool": "hidden_gems", + "args": { + "destination": "Prague" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Prague, Czech Republic" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Prague, Czech Republic" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "hidden_gems", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": true, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "No empathy/acknowledgement for frustrated user", + "Dismissive phrasing detected", + "No conciseness cues detected" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 89, + "timestamp": "2025-09-25T17:30:09.556729", + "scenario": "Frustrated: Generic Answers", + "request": { + "destination": "Lisbon, Portugal", + "duration": "5 days", + "budget": "$1200", + "user_input": "I'm really frustrated. Stop giving generic advice and give me specifics only.", + "travel_style": "standard" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Lisbon, Portugal", + "duration": "5 days" + } + }, + { + "agent": "budget", + "tool": "attraction_prices", + "args": { + "destination": "Lisbon, Portugal" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Lisbon, Portugal", + "interests": "local culture", + "results": [ + { + "city": "Lisbon", + "source": "https://www.visitsetubal.com", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.culturanarede.pt", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.lisbonbiketours.com", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Lisbon", + "interests": "local culture" + } + }, + { + "agent": "local", + "tool": "hidden_gems", + "args": { + "destination": "Lisbon" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Lisbon, Portugal" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "attraction_prices", + "local_guides_retriever", + "local_flavor", + "hidden_gems", + "essential_info" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": true, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "No empathy/acknowledgement for frustrated user", + "Dismissive phrasing detected", + "No conciseness cues detected" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + }, + { + "id": 90, + "timestamp": "2025-09-25T17:30:17.848434", + "scenario": "Standard: Seoul Street Food", + "request": { + "destination": "Seoul, South Korea", + "duration": "6 days", + "budget": "$1500", + "interests": "street food, technology, nightlife", + "travel_style": "adventure" + }, + "response_status": 200, + "tool_calls": [ + { + "agent": "budget", + "tool": "budget_basics", + "args": { + "destination": "Seoul, South Korea", + "duration": "6 days" + } + }, + { + "agent": "local", + "tool": "local_guides_retriever", + "args": { + "destination": "Seoul, South Korea", + "interests": "street food, technology, nightlife", + "results": [ + { + "city": "Bangkok", + "source": "https://www.bkkmenu.com", + "score": 0.0 + }, + { + "city": "Lisbon", + "source": "https://www.timeoutmarket.com/lisboa", + "score": 0.0 + }, + { + "city": "Tokyo", + "source": "https://www.japan.travel/en/spot/2130", + "score": 0.0 + } + ] + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Seoul", + "interests": "street food" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Seoul", + "interests": "technology" + } + }, + { + "agent": "local", + "tool": "local_flavor", + "args": { + "destination": "Seoul", + "interests": "nightlife" + } + }, + { + "agent": "research", + "tool": "essential_info", + "args": { + "destination": "Seoul, South Korea" + } + }, + { + "agent": "research", + "tool": "weather_brief", + "args": { + "destination": "Seoul, South Korea" + } + } + ], + "eval_tools": { + "used": [ + "budget_basics", + "local_guides_retriever", + "local_flavor", + "local_flavor", + "local_flavor", + "essential_info", + "weather_brief" + ], + "wrong_used": [], + "missing_recommended": [], + "is_bad": false + }, + "eval_tone": { + "frustrated_input": false, + "has_empathy": false, + "has_acknowledgement": false, + "inappropriately_cheerful": false, + "dismissive": true, + "tone_off": true, + "reasons": [ + "Dismissive phrasing for non-frustrated user" + ] + }, + "arize_trace_hint": "Open Arize, filter by recent traces and inspect tool spans." + } + ] +} \ No newline at end of file diff --git a/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py b/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py index f4ace6d..5b7ac16 100644 --- a/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py +++ b/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py @@ -21,13 +21,9 @@ import requests -def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: - """Curated prompts designed to elicit wrong tool usage. - - Each scenario declares wrong_tools (tools that should NOT be used) - and recommended_tools (tools that SHOULD be used) to guide evaluation. - """ - base = [ +def scenarios_bad_tool_calls() -> Dict[str, List[Dict[str, Any]]]: + """Curated prompts grouped by goal so we can balance the mix of traffic.""" + wrong_tool = [ { "name": "Weather Asked In Budget Field", "request": { @@ -58,7 +54,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Marrakech, Morocco", "duration": "1 week", "budget": "$1500", - "interests": "what etiquette and local customs should I know?", + "user_input": "Explain what etiquette and local customs I need to know.", "travel_style": "authentic", }, "recommended_tools": ["get_local_customs"], @@ -70,7 +66,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Bangkok, Thailand", "duration": "7 days", "budget": "$1200", - "interests": "I need visa info and embassy rules", + "user_input": "I need visa info and embassy rules.", "travel_style": "budget", }, "recommended_tools": ["research_visa_requirements", "search_destination_info"], @@ -82,7 +78,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Tokyo, Japan", "duration": "6 days", "budget": "$900", - "interests": "exact accommodation prices, precise weather data, specific restaurant prices", + "user_input": "Give exact accommodation prices, precise weather data, and specific restaurant prices.", "travel_style": "data-driven", }, "recommended_tools": [ @@ -98,7 +94,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Rome, Italy", "duration": "5 days", "budget": "$1000", - "interests": "hidden gems only", + "user_input": "I only want hidden gems.", "travel_style": "adventure", }, "recommended_tools": ["find_hidden_gems"], @@ -106,6 +102,39 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: }, ] + normal = [ + { + "name": "Standard: Paris Highlights", + "request": { + "destination": "Paris, France", + "duration": "5 days", + "budget": "$2000", + "interests": "art, food, history", + "travel_style": "standard", + }, + }, + { + "name": "Standard: Seoul Street Food", + "request": { + "destination": "Seoul, South Korea", + "duration": "6 days", + "budget": "$1500", + "interests": "street food, technology, nightlife", + "travel_style": "adventure", + }, + }, + { + "name": "Standard: Patagonia Trek", + "request": { + "destination": "Patagonia, Argentina", + "duration": "8 days", + "budget": "$2500", + "interests": "hiking, glaciers, photography", + "travel_style": "outdoors", + }, + }, + ] + # Frustrated user tone scenarios (for tone-off evaluations) frustrated = [ { @@ -114,7 +143,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Lisbon, Portugal", "duration": "5 days", "budget": "$1200", - "interests": "I'm really frustrated. Stop giving generic advice and give me specifics only.", + "user_input": "I'm really frustrated. Stop giving generic advice and give me specifics only.", "travel_style": "standard", }, "frustrated": True, @@ -125,7 +154,7 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "Prague, Czech Republic", "duration": "3 days", "budget": "$800", - "interests": "This is the third time I'm asking. Please acknowledge that and be concise.", + "user_input": "This is the third time I'm asking. Please acknowledge that and be concise.", "travel_style": "budget", }, "frustrated": True, @@ -136,14 +165,18 @@ def scenarios_bad_tool_calls() -> List[Dict[str, Any]]: "destination": "New York City, USA", "duration": "2 days", "budget": "$500", - "interests": "I'm annoyed. Do not upsell. Only free or cheap options.", + "user_input": "I'm annoyed. Do not upsell. Only free or cheap options.", "travel_style": "budget", }, "frustrated": True, }, ] - return base + frustrated + return { + "wrong_tool": wrong_tool, + "normal": normal, + "frustrated": frustrated, + } def post_plan_trip(base_url: str, payload: Dict[str, Any], timeout: int = 60) -> Dict[str, Any]: @@ -222,19 +255,57 @@ def evaluate_tone_off(response_text: str, frustrated: bool) -> Dict[str, Any]: def main(): parser = argparse.ArgumentParser(description="Generate synthetic requests that provoke bad tool calls.") parser.add_argument("--base-url", default=os.getenv("API_BASE_URL", "http://localhost:8000")) - parser.add_argument("--count", type=int, default=12, help="Total requests to send (scenarios are sampled)") + parser.add_argument( + "--count", + type=int, + default=500, + help="Number of requests to send (defaults to 500)", + ) + parser.add_argument( + "--multiplier", + type=int, + default=1, + help="Multiplier applied to --count to determine total requests", + ) parser.add_argument("--outfile", default="synthetic_bad_tool_calls.json") args = parser.parse_args() - scenarios = scenarios_bad_tool_calls() + catalog = scenarios_bad_tool_calls() + categories = ["frustrated", "wrong_tool", "normal"] results: List[Dict[str, Any]] = [] + total_requests = max(args.count, 0) * max(args.multiplier, 0) + + if total_requests <= 0: + print("No requests scheduled. Provide a positive --count and --multiplier.") + return + + available_categories = [cat for cat in categories if catalog.get(cat)] + if not available_categories: + print("No scenarios available. Check the scenario catalog definition.") + return + + base_slice = total_requests // len(available_categories) + remainder = total_requests % len(available_categories) + category_counts = {cat: base_slice for cat in available_categories} + for idx in range(remainder): + category_counts[available_categories[idx]] += 1 + + sequence: List[str] = [] + for cat, count in category_counts.items(): + sequence.extend([cat] * count) + random.shuffle(sequence) print("🌋 Generating synthetic bad-tool-call requests") print("=" * 70) print(f"Target: {args.base_url}") - - for i in range(args.count): - scenario = random.choice(scenarios) + print( + "Mix: " + + ", ".join(f"{cat}={category_counts[cat]}" for cat in available_categories) + + f" | Total requests: {total_requests}" + ) + + for i, cat in enumerate(sequence): + scenario = random.choice(catalog[cat]) payload = scenario["request"].copy() print(f"\n#{i+1:02d} {scenario['name']} → {payload['destination']} ({payload['duration']})") From 676e56d1db5e3ecb5fe6f596041438bc1d1aa836 Mon Sep 17 00:00:00 2001 From: Aman Khan Date: Sun, 5 Oct 2025 20:32:58 -0700 Subject: [PATCH 2/3] update main to latest --- .../agent-mastery-course/backend/main.py | 28 ++++++++++--------- .../test scripts/synthetic_data_gen.py | 11 ++++++++ 2 files changed, 26 insertions(+), 13 deletions(-) diff --git a/python/llm/agents/agent-mastery-course/backend/main.py b/python/llm/agents/agent-mastery-course/backend/main.py index 38b9be9..4c61ce7 100644 --- a/python/llm/agents/agent-mastery-course/backend/main.py +++ b/python/llm/agents/agent-mastery-course/backend/main.py @@ -831,7 +831,7 @@ def itinerary_agent(state: TripState) -> TripState: if current_span: current_span.set_attribute("metadata.itinerary", "true") current_span.set_attribute("metadata.agent_type", "itinerary") - current_span.set_attribute("metadata.agent_node", "itinerary_node") + current_span.set_attribute("metadata.agent_node", "itinerary_agent") if user_input: current_span.set_attribute("metadata.user_input", user_input) res = llm.invoke([SystemMessage(content=prompt_t.format(**vars_))]) @@ -840,25 +840,27 @@ def itinerary_agent(state: TripState) -> TripState: def build_graph(): g = StateGraph(TripState) - g.add_node("research_node", research_agent) - g.add_node("budget_node", budget_agent) - g.add_node("local_node", local_agent) - g.add_node("itinerary_node", itinerary_agent) + g.add_node("research_agent", research_agent) + g.add_node("budget_agent", budget_agent) + g.add_node("local_agent", local_agent) + g.add_node("itinerary_agent", itinerary_agent) # Run research, budget, and local agents in parallel - g.add_edge(START, "research_node") - g.add_edge(START, "budget_node") - g.add_edge(START, "local_node") + g.add_edge(START, "research_agent") + g.add_edge(START, "budget_agent") + g.add_edge(START, "local_agent") # All three agents feed into the itinerary agent - g.add_edge("research_node", "itinerary_node") - g.add_edge("budget_node", "itinerary_node") - g.add_edge("local_node", "itinerary_node") + g.add_edge("research_agent", "itinerary_agent") + g.add_edge("budget_agent", "itinerary_agent") + g.add_edge("local_agent", "itinerary_agent") - g.add_edge("itinerary_node", END) + g.add_edge("itinerary_agent", END) # Compile without checkpointer to avoid state persistence issues - return g.compile() + compiled = g.compile() + compiled.name = "TripAgentGraph" + return compiled app = FastAPI(title="AI Trip Planner") diff --git a/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py b/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py index 5b7ac16..c037542 100644 --- a/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py +++ b/python/llm/agents/agent-mastery-course/test scripts/synthetic_data_gen.py @@ -309,6 +309,17 @@ def main(): payload = scenario["request"].copy() print(f"\n#{i+1:02d} {scenario['name']} → {payload['destination']} ({payload['duration']})") + # Print the actual request details + print(f" Request: destination='{payload.get('destination')}', duration='{payload.get('duration')}'") + if payload.get('budget'): + print(f" budget='{payload['budget']}'") + if payload.get('interests'): + print(f" interests='{payload['interests']}'") + if payload.get('travel_style'): + print(f" travel_style='{payload['travel_style']}'") + if payload.get('user_input'): + print(f" user_input='{payload['user_input'][:50]}...'" if len(payload['user_input']) > 50 else f" user_input='{payload['user_input']}'") + start = time.time() resp = post_plan_trip(args.base_url, payload) elapsed = time.time() - start From 69c51014c95e331542f7ffca031a023c4908cc9b Mon Sep 17 00:00:00 2001 From: Aman Khan Date: Wed, 8 Oct 2025 14:37:45 -0700 Subject: [PATCH 3/3] Update backend/main.py --- .../agent-mastery-course/backend/main.py | 46 ++++++++++++++++--- 1 file changed, 39 insertions(+), 7 deletions(-) diff --git a/python/llm/agents/agent-mastery-course/backend/main.py b/python/llm/agents/agent-mastery-course/backend/main.py index 4c61ce7..6d993cd 100644 --- a/python/llm/agents/agent-mastery-course/backend/main.py +++ b/python/llm/agents/agent-mastery-course/backend/main.py @@ -3,6 +3,8 @@ from fastapi.responses import FileResponse from pydantic import BaseModel from typing import Optional, List, Dict, Any +from uuid import uuid4 +from contextlib import nullcontext import os from dotenv import load_dotenv, find_dotenv load_dotenv(find_dotenv()) @@ -39,7 +41,7 @@ def _noop(): # LangGraph + LangChain from langgraph.graph import StateGraph, END, START from langgraph.prebuilt import ToolNode -from typing_extensions import TypedDict, Annotated +from typing_extensions import TypedDict, Annotated, NotRequired import operator import json from pathlib import Path @@ -66,6 +68,9 @@ class TripRequest(BaseModel): interests: Optional[str] = None travel_style: Optional[str] = None user_input: Optional[str] = None + session_id: Optional[str] = None + user_id: Optional[str] = None + turn_index: Optional[int] = None class TripResponse(BaseModel): @@ -615,6 +620,9 @@ class TripState(TypedDict): local_context: Optional[str] final: Optional[str] tool_calls: Annotated[List[Dict[str, Any]], operator.add] + session_id: NotRequired[str] + user_id: NotRequired[Optional[str]] + turn_index: NotRequired[int] def research_agent(state: TripState) -> TripState: @@ -903,17 +911,41 @@ def health(): @app.post("/plan-trip", response_model=TripResponse) def plan_trip(req: TripRequest): - graph = build_graph() - # Only include necessary fields in initial state - # Agent outputs (research, budget, local, final) will be added during execution - state = { + + session_id = req.session_id or str(uuid4()) + user_id = req.user_id + turn_idx = req.turn_index + + state: Dict[str, Any] = { "messages": [], "trip_request": req.model_dump(), "tool_calls": [], + "session_id": session_id, } - # No config needed without checkpointer - out = graph.invoke(state) + if user_id: + state["user_id"] = user_id + if turn_idx is not None: + state["turn_index"] = turn_idx + + # Build attributes for session and user tracking + # Note: using_attributes only accepts session_id and user_id as kwargs + attrs_kwargs = {} + if session_id: + attrs_kwargs["session_id"] = session_id + if user_id: + attrs_kwargs["user_id"] = user_id + + # Add turn_index as a custom span attribute if provided + if turn_idx is not None and _TRACING: + with using_attributes(**attrs_kwargs): + current_span = trace.get_current_span() + if current_span: + current_span.set_attribute("turn_index", turn_idx) + out = graph.invoke(state) + else: + with using_attributes(**attrs_kwargs): + out = graph.invoke(state) return TripResponse(result=out.get("final", ""), tool_calls=out.get("tool_calls", []))