diff --git a/langchain/README.md b/langchain/README.md deleted file mode 100644 index 506a379d..00000000 --- a/langchain/README.md +++ /dev/null @@ -1,30 +0,0 @@ -# LangChain Sample - -This sample shows you how you can use Temporal to orchestrate workflows for [LangChain](https://www.langchain.com). It includes an interceptor that makes LangSmith traces work seamlessly across Temporal clients, workflows and activities. - -For this sample, the optional `langchain` dependency group must be included. To include, run: - - uv sync --group langchain - -Export your [OpenAI API key](https://platform.openai.com/api-keys) as an environment variable. Replace `YOUR_API_KEY` with your actual OpenAI API key. - - export OPENAI_API_KEY='...' - -To run, first see [README.md](../README.md) for prerequisites. Then, run the following from the root directory to start the -worker: - - uv run langchain/worker.py - -This will start the worker. Then, in another terminal, run the following to execute a workflow: - - uv run langchain/starter.py - -Then, in another terminal, run the following command to translate a phrase: - - curl -X POST "http://localhost:8000/translate?phrase=hello%20world&language1=Spanish&language2=French&language3=Russian" - -Which should produce some output like: - - {"translations":{"French":"Bonjour tout le monde","Russian":"Привет, мир","Spanish":"Hola mundo"}} - -Check [LangSmith](https://smith.langchain.com/) for the corresponding trace. \ No newline at end of file diff --git a/langchain/activities.py b/langchain/activities.py deleted file mode 100644 index a9dec70c..00000000 --- a/langchain/activities.py +++ /dev/null @@ -1,34 +0,0 @@ -from dataclasses import dataclass - -from langchain_openai import ChatOpenAI -from temporalio import activity - -from langchain.prompts import ChatPromptTemplate - - -@dataclass -class TranslateParams: - phrase: str - language: str - - -@activity.defn -async def translate_phrase(params: TranslateParams) -> str: - # LangChain setup - template = """You are a helpful assistant who translates between languages. - Translate the following phrase into the specified language: {phrase} - Language: {language}""" - chat_prompt = ChatPromptTemplate.from_messages( - [ - ("system", template), - ("human", "Translate"), - ] - ) - chain = chat_prompt | ChatOpenAI() - # Use the asynchronous invoke method - return ( - dict( - await chain.ainvoke({"phrase": params.phrase, "language": params.language}) - ).get("content") - or "" - ) diff --git a/langchain/langchain_interceptor.py b/langchain/langchain_interceptor.py deleted file mode 100644 index bb230b6b..00000000 --- a/langchain/langchain_interceptor.py +++ /dev/null @@ -1,181 +0,0 @@ -from __future__ import annotations - -from typing import Any, Mapping, Protocol, Type - -from temporalio import activity, api, client, converter, worker, workflow - -with workflow.unsafe.imports_passed_through(): - from contextlib import contextmanager - - from langsmith import trace, tracing_context - from langsmith.run_helpers import get_current_run_tree - -# Header key for LangChain context -LANGCHAIN_CONTEXT_KEY = "langchain-context" - - -class _InputWithHeaders(Protocol): - headers: Mapping[str, api.common.v1.Payload] - - -def set_header_from_context( - input: _InputWithHeaders, payload_converter: converter.PayloadConverter -) -> None: - # Get current LangChain run tree - run_tree = get_current_run_tree() - if run_tree: - headers = run_tree.to_headers() - input.headers = { - **input.headers, - LANGCHAIN_CONTEXT_KEY: payload_converter.to_payload(headers), - } - - -@contextmanager -def context_from_header( - input: _InputWithHeaders, payload_converter: converter.PayloadConverter -): - payload = input.headers.get(LANGCHAIN_CONTEXT_KEY) - if payload: - run_tree = payload_converter.from_payload(payload, dict) - # Set the run tree in the current context - with tracing_context(parent=run_tree): - yield - else: - yield - - -class LangChainContextPropagationInterceptor(client.Interceptor, worker.Interceptor): - """Interceptor that propagates LangChain context through Temporal.""" - - def __init__( - self, - payload_converter: converter.PayloadConverter = converter.default().payload_converter, - ) -> None: - self._payload_converter = payload_converter - - def intercept_client( - self, next: client.OutboundInterceptor - ) -> client.OutboundInterceptor: - return _LangChainContextPropagationClientOutboundInterceptor( - next, self._payload_converter - ) - - def intercept_activity( - self, next: worker.ActivityInboundInterceptor - ) -> worker.ActivityInboundInterceptor: - return _LangChainContextPropagationActivityInboundInterceptor(next) - - def workflow_interceptor_class( - self, input: worker.WorkflowInterceptorClassInput - ) -> Type[_LangChainContextPropagationWorkflowInboundInterceptor]: - return _LangChainContextPropagationWorkflowInboundInterceptor - - -class _LangChainContextPropagationClientOutboundInterceptor(client.OutboundInterceptor): - def __init__( - self, - next: client.OutboundInterceptor, - payload_converter: converter.PayloadConverter, - ) -> None: - super().__init__(next) - self._payload_converter = payload_converter - - async def start_workflow( - self, input: client.StartWorkflowInput - ) -> client.WorkflowHandle[Any, Any]: - with trace(name=f"start_workflow:{input.workflow}"): - set_header_from_context(input, self._payload_converter) - return await super().start_workflow(input) - - -class _LangChainContextPropagationActivityInboundInterceptor( - worker.ActivityInboundInterceptor -): - async def execute_activity(self, input: worker.ExecuteActivityInput) -> Any: - if isinstance(input.fn, str): - name = input.fn - elif callable(input.fn): - defn = activity._Definition.from_callable(input.fn) - name = ( - defn.name if defn is not None and defn.name is not None else "unknown" - ) - else: - name = "unknown" - - with context_from_header(input, activity.payload_converter()): - with trace(name=f"execute_activity:{name}"): - return await self.next.execute_activity(input) - - -class _LangChainContextPropagationWorkflowInboundInterceptor( - worker.WorkflowInboundInterceptor -): - def init(self, outbound: worker.WorkflowOutboundInterceptor) -> None: - self.next.init( - _LangChainContextPropagationWorkflowOutboundInterceptor(outbound) - ) - - async def execute_workflow(self, input: worker.ExecuteWorkflowInput) -> Any: - if isinstance(input.run_fn, str): - name = input.run_fn - elif callable(input.run_fn): - defn = workflow._Definition.from_run_fn(input.run_fn) - name = ( - defn.name if defn is not None and defn.name is not None else "unknown" - ) - else: - name = "unknown" - - with context_from_header(input, workflow.payload_converter()): - # This is a sandbox friendly way to write - # with trace(...): - # return await self.next.execute_workflow(input) - with workflow.unsafe.sandbox_unrestricted(): - t = trace( - name=f"execute_workflow:{name}", run_id=workflow.info().run_id - ) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - try: - return await self.next.execute_workflow(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - # Cannot use __aexit__ because it's internally uses - # loop.run_in_executor which is not available in the sandbox - t.__exit__() - - -class _LangChainContextPropagationWorkflowOutboundInterceptor( - worker.WorkflowOutboundInterceptor -): - def start_activity( - self, input: worker.StartActivityInput - ) -> workflow.ActivityHandle: - with workflow.unsafe.sandbox_unrestricted(): - t = trace(name=f"start_activity:{input.activity}", run_id=workflow.uuid4()) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - try: - set_header_from_context(input, workflow.payload_converter()) - return self.next.start_activity(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - t.__exit__() - - async def start_child_workflow( - self, input: worker.StartChildWorkflowInput - ) -> workflow.ChildWorkflowHandle: - with workflow.unsafe.sandbox_unrestricted(): - t = trace( - name=f"start_child_workflow:{input.workflow}", run_id=workflow.uuid4() - ) - with workflow.unsafe.imports_passed_through(): - t.__enter__() - - try: - set_header_from_context(input, workflow.payload_converter()) - return await self.next.start_child_workflow(input) - finally: - with workflow.unsafe.sandbox_unrestricted(): - t.__exit__() diff --git a/langchain/starter.py b/langchain/starter.py deleted file mode 100644 index 6d9e00c2..00000000 --- a/langchain/starter.py +++ /dev/null @@ -1,47 +0,0 @@ -from contextlib import asynccontextmanager -from typing import List -from uuid import uuid4 - -import uvicorn -from activities import TranslateParams -from fastapi import FastAPI, HTTPException -from langchain_interceptor import LangChainContextPropagationInterceptor -from temporalio.client import Client -from temporalio.envconfig import ClientConfig -from workflow import LangChainWorkflow, TranslateWorkflowParams - - -@asynccontextmanager -async def lifespan(app: FastAPI): - config = ClientConfig.load_client_connect_config() - config.setdefault("target_host", "localhost:7233") - - client = await Client.connect( - **config, - interceptors=[LangChainContextPropagationInterceptor()], - ) - yield - - -app = FastAPI(lifespan=lifespan) - - -@app.post("/translate") -async def translate(phrase: str, language1: str, language2: str, language3: str): - languages = [language1, language2, language3] - client = app.state.temporal_client - try: - result = await client.execute_workflow( - LangChainWorkflow.run, - TranslateWorkflowParams(phrase, languages), - id=f"langchain-translation-{uuid4()}", - task_queue="langchain-task-queue", - ) - except Exception as e: - raise HTTPException(status_code=500, detail=str(e)) - - return {"translations": result} - - -if __name__ == "__main__": - uvicorn.run(app, host="localhost", port=8000) diff --git a/langchain/worker.py b/langchain/worker.py deleted file mode 100644 index b7fb7741..00000000 --- a/langchain/worker.py +++ /dev/null @@ -1,44 +0,0 @@ -import asyncio - -from activities import translate_phrase -from langchain_interceptor import LangChainContextPropagationInterceptor -from temporalio.client import Client -from temporalio.envconfig import ClientConfig -from temporalio.worker import Worker -from workflow import LangChainChildWorkflow, LangChainWorkflow - -interrupt_event = asyncio.Event() - - -async def main(): - config = ClientConfig.load_client_connect_config() - config.setdefault("target_host", "localhost:7233") - client = await Client.connect(**config) - - worker = Worker( - client, - task_queue="langchain-task-queue", - workflows=[LangChainWorkflow, LangChainChildWorkflow], - activities=[translate_phrase], - interceptors=[LangChainContextPropagationInterceptor()], - ) - - print("\nWorker started, ctrl+c to exit\n") - await worker.run() - try: - # Wait indefinitely until the interrupt event is set - await interrupt_event.wait() - finally: - # The worker will be shutdown gracefully due to the async context manager - print("\nShutting down the worker\n") - - -if __name__ == "__main__": - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) - try: - loop.run_until_complete(main()) - except KeyboardInterrupt: - print("\nInterrupt received, shutting down...\n") - interrupt_event.set() - loop.run_until_complete(loop.shutdown_asyncgens()) diff --git a/langchain/workflow.py b/langchain/workflow.py deleted file mode 100644 index 31861c07..00000000 --- a/langchain/workflow.py +++ /dev/null @@ -1,53 +0,0 @@ -import asyncio -from dataclasses import dataclass -from datetime import timedelta -from typing import List - -from temporalio import workflow - -with workflow.unsafe.imports_passed_through(): - from activities import TranslateParams, translate_phrase - - -@workflow.defn -class LangChainChildWorkflow: - @workflow.run - async def run(self, params: TranslateParams) -> str: - return await workflow.execute_activity( - translate_phrase, - params, - schedule_to_close_timeout=timedelta(seconds=30), - ) - - -@dataclass -class TranslateWorkflowParams: - phrase: str - languages: List[str] - - -@workflow.defn -class LangChainWorkflow: - @workflow.run - async def run(self, params: TranslateWorkflowParams) -> dict: - result1, result2, result3 = await asyncio.gather( - workflow.execute_activity( - translate_phrase, - TranslateParams(params.phrase, params.languages[0]), - schedule_to_close_timeout=timedelta(seconds=30), - ), - workflow.execute_activity( - translate_phrase, - TranslateParams(params.phrase, params.languages[1]), - schedule_to_close_timeout=timedelta(seconds=30), - ), - workflow.execute_child_workflow( - LangChainChildWorkflow.run, - TranslateParams(params.phrase, params.languages[2]), - ), - ) - return { - params.languages[0]: result1, - params.languages[1]: result2, - params.languages[2]: result3, - } diff --git a/langsmith_tracing/README.md b/langsmith_tracing/README.md new file mode 100644 index 00000000..127a8059 --- /dev/null +++ b/langsmith_tracing/README.md @@ -0,0 +1,49 @@ +# LangSmith Tracing + +This sample demonstrates [LangSmith](https://smith.langchain.com/) tracing integration with Temporal workflows using the [`LangSmithPlugin`](https://python.temporal.io/temporalio.contrib.langsmith.html). + +Two examples are included: + +- **[basic/](basic/)** — A one-shot LLM workflow that sends a prompt to OpenAI and returns the response. +- **[chatbot/](chatbot/)** — A long-running conversational workflow with tool calls (save/read notes) and update handlers. + +## Prerequisites + +Install dependencies: + +```bash +uv sync --group langsmith-tracing +``` + +Set environment variables: + +```bash +export OPENAI_API_KEY="sk-..." +export LANGSMITH_API_KEY="lsv2_..." +export LANGCHAIN_TRACING_V2=true +``` + +A local Temporal server must be running (`temporal server start-dev`). + +## Three Layers of Tracing + +This sample shows three complementary ways LangSmith captures trace data: + +1. **Automatic (`wrap_openai`)** — Wrapping the OpenAI client with `wrap_openai()` automatically creates a child span for every LLM call, capturing model parameters, token usage, and latency. No extra code needed. + +2. **Explicit (`@traceable`)** — Decorating functions with `@traceable` creates named spans for your business logic. You control the name, tags, metadata, and `run_type` (chain, llm, tool, retriever). This is how you structure traces to tell a story about what your application is doing. + +3. **Temporal (`add_temporal_runs=True`)** — The `LangSmithPlugin` can optionally create LangSmith runs for each Temporal workflow execution and activity execution, giving visibility into the orchestration layer alongside your LLM calls. + +## `add_temporal_runs` + +By default, `LangSmithPlugin(add_temporal_runs=False)` only propagates LangSmith context so that `@traceable` and `wrap_openai` calls nest correctly. + +Set `add_temporal_runs=True` to also create LangSmith runs for Temporal operations (workflow executions, activity executions, signals, etc.), giving full visibility into the orchestration layer. Both examples support a `--add-temporal-runs` CLI flag to toggle this. + +## Further Reading + +- [LangSmith documentation](https://docs.smith.langchain.com/) +- [Temporal Python SDK LangSmith plugin](https://python.temporal.io/temporalio.contrib.langsmith.html) +- [LangSmith `@traceable` guide](https://docs.smith.langchain.com/observability/how-to/annotate-code) +- [LangSmith `wrap_openai` guide](https://docs.smith.langchain.com/observability/how-to/trace-with-openai) diff --git a/langsmith_tracing/__init__.py b/langsmith_tracing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/basic/README.md b/langsmith_tracing/basic/README.md new file mode 100644 index 00000000..839312e8 --- /dev/null +++ b/langsmith_tracing/basic/README.md @@ -0,0 +1,50 @@ +# Basic LLM Workflow + +A one-shot workflow that sends a prompt to OpenAI and returns the response. A very simple example of LangSmith tracing with Temporal. + +See the [parent README](../README.md) for prerequisites. + +## Running + +```bash +# Terminal 1 — start the worker +uv run --group langsmith-tracing python -m langsmith_tracing.basic.worker + +# Terminal 2 — run the workflow +uv run --group langsmith-tracing python -m langsmith_tracing.basic.starter +``` + +## Trace Structure + +### `add_temporal_runs=False` (default) + +Only `@traceable` and `wrap_openai` spans appear. The client-side `@traceable` is the root, and workflow/activity traces nest under it via context propagation. + +``` +Basic LLM Request (@traceable, client-side) +└── Ask: What is Temporal? (@traceable, workflow) + └── Call OpenAI (@traceable, activity) + └── ChatOpenAI (automatic via wrap_openai) +``` + +### `add_temporal_runs=True` + +Pass `--add-temporal-runs` to both the worker and starter: + +```bash +uv run --group langsmith-tracing python -m langsmith_tracing.basic.worker --add-temporal-runs +uv run --group langsmith-tracing python -m langsmith_tracing.basic.starter --add-temporal-runs +``` + +Temporal operation spans are added. `StartWorkflow`/`RunWorkflow` and `StartActivity`/`RunActivity` appear as sibling pairs: + +``` +Basic LLM Request (@traceable, client-side) +├── StartWorkflow:BasicLLMWorkflow (automatic, Temporal plugin) +└── RunWorkflow:BasicLLMWorkflow (automatic, Temporal plugin) + └── Ask: What is Temporal? (@traceable, workflow) + ├── StartActivity:call_openai (automatic, Temporal plugin) + └── RunActivity:call_openai (automatic, Temporal plugin) + └── Call OpenAI (@traceable, activity) + └── ChatOpenAI (automatic via wrap_openai) +``` diff --git a/langsmith_tracing/basic/__init__.py b/langsmith_tracing/basic/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/basic/activities.py b/langsmith_tracing/basic/activities.py new file mode 100644 index 00000000..e04e1711 --- /dev/null +++ b/langsmith_tracing/basic/activities.py @@ -0,0 +1,33 @@ +"""Basic LLM activity with LangSmith tracing.""" + +from dataclasses import dataclass + +from langsmith import traceable +from langsmith.wrappers import wrap_openai +from openai import AsyncOpenAI +from temporalio import activity + + +@dataclass +class OpenAIRequest: + model: str + input: str + instructions: str = "You are a helpful assistant." + + +@traceable(name="Call OpenAI", run_type="llm") +@activity.defn +async def call_openai(request: OpenAIRequest) -> str: + """Call OpenAI Responses API. Retries handled by Temporal, not the OpenAI client.""" + # wrap_openai patches the client so each API call (e.g. responses.create) + # creates its own child span with model parameters and token usage. + # max_retries=0 disables OpenAI's built-in retries — Temporal's activity + # retry policy handles retries instead, with full visibility in the UI. + client = wrap_openai(AsyncOpenAI(max_retries=0)) + response = await client.responses.create( + model=request.model, + instructions=request.instructions, + input=request.input, + timeout=30, + ) + return response.output_text diff --git a/langsmith_tracing/basic/starter.py b/langsmith_tracing/basic/starter.py new file mode 100644 index 00000000..901ae9b5 --- /dev/null +++ b/langsmith_tracing/basic/starter.py @@ -0,0 +1,54 @@ +"""Starter for the basic LangSmith sample.""" + +import asyncio +import sys + +from langsmith import traceable +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.envconfig import ClientConfig + +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + +PROJECT_NAME = "langsmith-basic" + + +async def main(): + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name=PROJECT_NAME, + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + plugins=[plugin], + ) + + @traceable( + name="Basic LLM Request", + run_type="chain", + # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. + # Make sure client-side traces use the same project_name as what is given to + # # the plugin. + project_name=PROJECT_NAME, + tags=["client-side"], + ) + async def run_workflow(prompt: str) -> str: + return await client.execute_workflow( + BasicLLMWorkflow.run, + prompt, + id="langsmith-basic-workflow-id", + task_queue="langsmith-basic-task-queue", + ) + + result = await run_workflow("What is Temporal?") + print(f"Workflow result: {result}") + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/basic/worker.py b/langsmith_tracing/basic/worker.py new file mode 100644 index 00000000..140c87da --- /dev/null +++ b/langsmith_tracing/basic/worker.py @@ -0,0 +1,49 @@ +"""Worker for the basic LangSmith sample.""" + +import asyncio +import logging +import sys + +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from langsmith_tracing.basic.activities import call_openai +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + # add_temporal_runs=True creates LangSmith runs for each Temporal + # workflow/activity execution. False (default) only propagates context. + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name="langsmith-basic", + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + plugins=[plugin], + ) + + worker = Worker( + client, + task_queue="langsmith-basic-task-queue", + workflows=[BasicLLMWorkflow], + activities=[call_openai], + ) + + label = "with" if add_temporal_runs else "without" + print(f"Worker started ({label} Temporal runs in traces), ctrl+c to exit") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/basic/workflows.py b/langsmith_tracing/basic/workflows.py new file mode 100644 index 00000000..c6cc14b2 --- /dev/null +++ b/langsmith_tracing/basic/workflows.py @@ -0,0 +1,33 @@ +"""Basic one-shot LLM workflow with LangSmith tracing.""" + +from datetime import timedelta + +from temporalio import workflow + +with workflow.unsafe.imports_passed_through(): + from langsmith import traceable + + from langsmith_tracing.basic.activities import OpenAIRequest, call_openai + + +@workflow.defn +class BasicLLMWorkflow: + # Do not decorate @workflow.run with @traceable — it would violate + # replay safety and produce duplicate or orphaned traces. Instead, + # wrap an inner function. + @workflow.run + async def run(self, prompt: str) -> str: + @traceable( + name=f"Ask: {prompt[:60]}", + run_type="chain", + metadata={"workflow_id": workflow.info().workflow_id}, + tags=["basic-llm"], + ) + async def _run() -> str: + return await workflow.execute_activity( + call_openai, + OpenAIRequest(model="gpt-4o-mini", input=prompt), + start_to_close_timeout=timedelta(seconds=60), + ) + + return await _run() diff --git a/langsmith_tracing/chatbot/README.md b/langsmith_tracing/chatbot/README.md new file mode 100644 index 00000000..b9784989 --- /dev/null +++ b/langsmith_tracing/chatbot/README.md @@ -0,0 +1,81 @@ +# Chatbot with Tool Calls + +A long-running conversational workflow with tool calls and update handlers. Demonstrates how LangSmith traces an agentic loop where the model calls tools across multiple turns. + +See the [parent README](../README.md) for prerequisites. + +## Running + +```bash +# Terminal 1 — start the worker +uv run --group langsmith-tracing python -m langsmith_tracing.chatbot.worker + +# Terminal 2 — interactive CLI +uv run --group langsmith-tracing python -m langsmith_tracing.chatbot.starter +``` + +Commands in the CLI: +- Type a message and press Enter to chat +- `exit` — end the session + +## Tools + +The model has two tools, both implemented as `@traceable` methods on the workflow class: + +- **`save_note(name, content)`** — Stores a note in the workflow's in-memory dict. The note is durable because workflow state survives crashes and restarts via Temporal's event history. +- **`read_note(name)`** — Reads a note from the workflow's in-memory dict. + +## Architecture + +The main `@workflow.run` method runs a loop that processes user messages (calls `_query_openai`, which handles the tool-call loop). The `message_from_user` update handler coordinates: it hands the message to the main loop via a shared `_pending_message` field, then waits for the response. + +This means: +- Activity calls and the tool loop happen inside the main workflow run +- The update handler's trace just shows the input/output of the coordination step + +## Trace Structure + +### `add_temporal_runs=False` (default) + +Only `@traceable` and `wrap_openai` spans appear. The client-side `@traceable` wraps `start_workflow` and each `execute_update`, so both workflow and update traces nest under it via context propagation. + +``` +Chatbot Session a1b2c3d4 (@traceable, client-side) +├── Session Apr 17 10:30 (@traceable, workflow main loop) +│ ├── Request: hello (@traceable, per-message in main loop) +│ │ └── Call OpenAI (@traceable, activity) +│ │ └── ChatOpenAI (automatic via wrap_openai) +│ └── Request: save that as note 15 (@traceable, per-message in main loop) +│ ├── Call OpenAI → function_call: save_note +│ ├── Save Note (@traceable, workflow method) +│ └── Call OpenAI → text response +├── Update: hello (@traceable, update handler) +└── Update: save that as note 15 (@traceable, update handler) +``` + +### `add_temporal_runs=True` + +With `--add-temporal-runs`, Temporal operation spans are added. `StartWorkflow`/`RunWorkflow` and `StartActivity`/`RunActivity` appear as sibling pairs. + +``` +Chatbot Session a1b2c3d4 (@traceable, client-side) +├── StartWorkflow:ChatbotWorkflow (automatic, Temporal plugin) +├── RunWorkflow:ChatbotWorkflow (automatic, Temporal plugin) +│ └── Session Apr 17 10:30 (@traceable, workflow main loop) +│ └── Request: save that as note 15 (@traceable, per-message) +│ ├── StartActivity:call_openai (automatic, Temporal plugin) +│ ├── RunActivity:call_openai (automatic, Temporal plugin) +│ │ └── Call OpenAI (@traceable, activity) +│ │ └── ChatOpenAI (automatic via wrap_openai) +│ ├── Save Note (@traceable, workflow method) +│ ├── StartActivity:call_openai (automatic, Temporal plugin) +│ └── RunActivity:call_openai (automatic, Temporal plugin) +│ └── Call OpenAI (@traceable, activity) +│ └── ChatOpenAI (automatic via wrap_openai) +├── StartWorkflowUpdate:message_from_user (automatic, Temporal plugin) +│ └── HandleUpdate:message_from_user (automatic, Temporal plugin) +│ └── Update: save that as note 15 (@traceable, update handler) +└── ... +``` + +Note that the `Request:` chain (with activity calls) lives under `RunWorkflow` (the main loop), while the `Update:` span lives under `HandleUpdate` (the update handler). They're connected by the shared workflow state but appear as separate subtrees. diff --git a/langsmith_tracing/chatbot/__init__.py b/langsmith_tracing/chatbot/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/langsmith_tracing/chatbot/activities.py b/langsmith_tracing/chatbot/activities.py new file mode 100644 index 00000000..1994f792 --- /dev/null +++ b/langsmith_tracing/chatbot/activities.py @@ -0,0 +1,45 @@ +"""Chatbot activities with LangSmith tracing.""" + +from dataclasses import dataclass +from typing import Any + +from langsmith import traceable +from langsmith.wrappers import wrap_openai +from openai import AsyncOpenAI +from openai.types.responses import Response +from temporalio import activity + + +@dataclass +class OpenAIRequest: + model: str + # str for the initial user prompt, list for tool call results fed back + input: str | list[dict[str, Any]] + instructions: str = ( + "You are a helpful assistant with note-taking abilities. " + "Use save_note to remember things and read_note to recall them." + ) + tools: list[dict[str, Any]] | None = None + previous_response_id: str | None = None + + +@traceable(name="Call OpenAI", run_type="llm") +@activity.defn +async def call_openai(request: OpenAIRequest) -> Response: + """Call OpenAI Responses API. Retries handled by Temporal, not the OpenAI client.""" + # wrap_openai patches the client so each API call (e.g. responses.create) + # creates its own child span with model parameters and token usage. + # max_retries=0 disables OpenAI's built-in retries — Temporal's activity + # retry policy handles retries instead, with full visibility in the UI. + client = wrap_openai(AsyncOpenAI(max_retries=0)) + response_args: dict[str, Any] = { + "model": request.model, + "instructions": request.instructions, + "input": request.input, + "timeout": 30, + } + if request.tools: + response_args["tools"] = request.tools + if request.previous_response_id: + response_args["previous_response_id"] = request.previous_response_id + return await client.responses.create(**response_args) diff --git a/langsmith_tracing/chatbot/starter.py b/langsmith_tracing/chatbot/starter.py new file mode 100644 index 00000000..4d67e794 --- /dev/null +++ b/langsmith_tracing/chatbot/starter.py @@ -0,0 +1,76 @@ +"""Interactive CLI starter for the chatbot LangSmith sample.""" + +import asyncio +import readline # noqa: F401 — enables input() line editing +import sys +import uuid + +from langsmith import traceable +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.envconfig import ClientConfig + +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow + +PROJECT_NAME = "langsmith-chatbot" + + +async def main(): + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + plugin = LangSmithPlugin( + project_name=PROJECT_NAME, + add_temporal_runs=add_temporal_runs, + ) + + client = await Client.connect( + **config, + data_converter=pydantic_data_converter, + plugins=[plugin], + ) + + wf_id = f"langsmith-chatbot-{uuid.uuid4().hex[:8]}" + + @traceable( + name=f"Chatbot Session {wf_id[-8:]}", + run_type="chain", + # CRITICAL: Client-side @traceable runs outside the LangSmithPlugin's scope. + # Make sure client-side traces use the same project_name as what is given to + # the plugin. + project_name=PROJECT_NAME, + tags=["client-side", "chatbot"], + ) + async def run_session(): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=wf_id, + task_queue="langsmith-chatbot-task-queue", + ) + print(f"Started workflow: {wf_handle.id}") + print('Type a message or "exit" to quit.\n') + + while True: + user_input = input("> ").strip() + if not user_input: + continue + + if user_input.lower() == "exit": + await wf_handle.signal(ChatbotWorkflow.exit) + result = await wf_handle.result() + print(f"\nWorkflow finished: {result}") + return + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, user_input + ) + print(f"Bot: {response}\n") + + await run_session() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/chatbot/worker.py b/langsmith_tracing/chatbot/worker.py new file mode 100644 index 00000000..0f43e7c9 --- /dev/null +++ b/langsmith_tracing/chatbot/worker.py @@ -0,0 +1,49 @@ +"""Worker for the chatbot LangSmith sample.""" + +import asyncio +import logging +import sys + +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.contrib.pydantic import pydantic_data_converter +from temporalio.envconfig import ClientConfig +from temporalio.worker import Worker + +from langsmith_tracing.chatbot.activities import call_openai +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow + + +async def main(): + logging.basicConfig(level=logging.INFO) + + add_temporal_runs = "--add-temporal-runs" in sys.argv + + config = ClientConfig.load_client_connect_config() + config.setdefault("target_host", "localhost:7233") + + client = await Client.connect( + **config, + data_converter=pydantic_data_converter, + plugins=[ + LangSmithPlugin( + project_name="langsmith-chatbot", + add_temporal_runs=add_temporal_runs, + ) + ], + ) + + worker = Worker( + client, + task_queue="langsmith-chatbot-task-queue", + workflows=[ChatbotWorkflow], + activities=[call_openai], + ) + + label = "with" if add_temporal_runs else "without" + print(f"Worker started ({label} Temporal runs in traces), ctrl+c to exit") + await worker.run() + + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/langsmith_tracing/chatbot/workflows.py b/langsmith_tracing/chatbot/workflows.py new file mode 100644 index 00000000..4b25df50 --- /dev/null +++ b/langsmith_tracing/chatbot/workflows.py @@ -0,0 +1,178 @@ +"""Conversational chatbot workflow with tool loop and LangSmith tracing.""" + +import json +from datetime import timedelta + +from temporalio import workflow +from temporalio.common import RetryPolicy + +with workflow.unsafe.imports_passed_through(): + from langsmith import traceable + + from langsmith_tracing.chatbot.activities import OpenAIRequest, call_openai + +TOOLS = [ + { + "type": "function", + "name": "save_note", + "description": "Save or update a note.", + "parameters": { + "type": "object", + "properties": { + "name": {"type": "string", "description": "Name/key for the note."}, + "content": { + "type": "string", + "description": "Content of the note.", + }, + }, + "required": ["name", "content"], + }, + }, + { + "type": "function", + "name": "read_note", + "description": "Read a previously saved note.", + "parameters": { + "type": "object", + "properties": { + "name": { + "type": "string", + "description": "Name/key of the note to read.", + }, + }, + "required": ["name"], + }, + }, +] + + +@workflow.defn +class ChatbotWorkflow: + def __init__(self): + self._pending_message: str | None = None + self._last_response: str = "" + self._previous_response_id: str | None = None + self._notes: dict[str, str] = {} + self._done = False + + @workflow.signal + async def exit(self) -> None: + self._done = True + + @workflow.query + def notes(self) -> dict[str, str]: + return dict(self._notes) + + @workflow.update + async def message_from_user(self, message: str) -> str: + """Hand the message to the main loop and wait for its response.""" + + # Inner @traceable captures the message as input and response as output. + @traceable(name=f"Update: {message[:60]}", run_type="chain") + async def _traced(msg: str) -> str: + # Wait until any previous message has finished processing + await workflow.wait_condition(lambda: self._pending_message is None) + self._pending_message = msg + # Main loop sets _last_response, then clears _pending_message to signal done + await workflow.wait_condition(lambda: self._pending_message is None) + return self._last_response + + return await _traced(message) + + # Do not decorate @workflow.run with @traceable — it would violate + # replay safety and produce duplicate or orphaned traces. Instead, + # wrap an inner function, eg. self._run_inner() in this case. + @workflow.run + async def run(self) -> str: + # Alternative to @traceable decorator: call traceable() as a function + # for dynamic trace names that depend on runtime values. + now = workflow.now().strftime("%b %d %H:%M") + return await traceable( + name=f"Session {now}", + run_type="chain", + metadata={"workflow_id": workflow.info().workflow_id}, + tags=["chatbot-session"], + )(self._run_inner)() + + async def _run_inner(self) -> str: + while not self._done: + await workflow.wait_condition( + lambda: self._pending_message is not None or self._done + ) + if self._done: + break + assert self._pending_message is not None + message = self._pending_message + self._last_response = await self._query_openai(message) + # Clear pending_message AFTER setting the response so the update + # handler reads the correct response when its wait_condition fires. + self._pending_message = None + + return "Session ended." + + # Unlike @workflow.run, other workflow methods can be decorated with + # @traceable directly — they run inside the plugin-managed context + # where trace I/O is handled safely during replay. + @traceable(name="Save Note", run_type="tool") + def _save_note(self, name: str, content: str) -> str: + self._notes[name] = content + return f"Saved note '{name}'." + + @traceable(name="Read Note", run_type="tool") + def _read_note(self, name: str) -> str: + return self._notes.get(name, "Note not found.") + + async def _query_openai(self, message: str) -> str: + @traceable( + name=f"Request: {message[:60]}", + run_type="chain", + tags=["user-message"], + ) + async def _traced(): + input_for_next: str | list = message + while True: + response = await workflow.execute_activity( + call_openai, + OpenAIRequest( + model="gpt-4o-mini", + input=input_for_next, + tools=TOOLS, + previous_response_id=self._previous_response_id, + ), + start_to_close_timeout=timedelta(seconds=60), + retry_policy=RetryPolicy( + initial_interval=timedelta(seconds=2), maximum_attempts=3 + ), + ) + self._previous_response_id = response.id + + tool_results = [] + for item in response.output: + if item.type != "function_call": + continue + args = json.loads(item.arguments) + if item.name == "save_note": + result = self._save_note(args["name"], args["content"]) + tool_results.append( + { + "type": "function_call_output", + "call_id": item.call_id, + "output": result, + } + ) + elif item.name == "read_note": + result = self._read_note(args["name"]) + tool_results.append( + { + "type": "function_call_output", + "call_id": item.call_id, + "output": result, + } + ) + + if not tool_results: + return response.output_text or "Done." + + input_for_next = tool_results + + return await _traced() diff --git a/pyproject.toml b/pyproject.toml index f65ff1c2..0927eea3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,14 +30,10 @@ bedrock = ["boto3>=1.34.92,<2"] dsl = ["pyyaml>=6.0.1,<7", "types-pyyaml>=6.0.12,<7", "dacite>=1.8.1,<2"] encryption = ["cryptography>=38.0.1,<39", "aiohttp>=3.8.1,<4"] gevent = ["gevent>=25.4.2 ; python_version >= '3.8'"] -langchain = [ - "langchain>=1.2.15,<2 ; python_version >= '3.8.1' and python_version < '4.0'", - "langchain-openai>=1.1.13,<2 ; python_version >= '3.8.1' and python_version < '4.0'", - "langsmith>=0.3.45,<0.4 ; python_version >= '3.8.1' and python_version < '4.0'", - "openai>=2.0.0,<3", - "fastapi>=0.115.12", - "tqdm>=4.62.0,<5", - "uvicorn[standard]>=0.31.0,<0.32.0", +langsmith-tracing = [ + "openai>=1.4.0", + "langsmith>=0.7.0", + "temporalio[pydantic,langsmith]>=1.26.0", ] nexus = ["nexus-rpc>=1.1.0,<2"] open-telemetry = [ @@ -79,7 +75,7 @@ packages = [ "encryption", "gevent_async", "hello", - "langchain", + "langsmith_tracing", "message_passing", "nexus", "open_telemetry", diff --git a/tests/langsmith_tracing/__init__.py b/tests/langsmith_tracing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/langsmith_tracing/helpers.py b/tests/langsmith_tracing/helpers.py new file mode 100644 index 00000000..6742a60f --- /dev/null +++ b/tests/langsmith_tracing/helpers.py @@ -0,0 +1,33 @@ +"""Shared test helpers for LangSmith tracing tests.""" + +from openai.types.responses import Response +from openai.types.responses.response_output_message import ResponseOutputMessage +from openai.types.responses.response_output_text import ResponseOutputText + + +def make_text_response(text: str) -> Response: + """Build a minimal OpenAI Response with a text output.""" + return Response.model_construct( + id="resp_mock", + created_at=0.0, + model="gpt-4o-mini", + object="response", + output=[ + ResponseOutputMessage.model_construct( + id="msg_mock", + type="message", + role="assistant", + status="completed", + content=[ + ResponseOutputText.model_construct( + type="output_text", + text=text, + annotations=[], + ) + ], + ) + ], + parallel_tool_calls=False, + tool_choice="auto", + tools=[], + ) diff --git a/tests/langsmith_tracing/test_basic.py b/tests/langsmith_tracing/test_basic.py new file mode 100644 index 00000000..b5be2f35 --- /dev/null +++ b/tests/langsmith_tracing/test_basic.py @@ -0,0 +1,34 @@ +import uuid + +from temporalio import activity +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.testing import WorkflowEnvironment +from temporalio.worker import Worker + +from langsmith_tracing.basic.activities import OpenAIRequest +from langsmith_tracing.basic.workflows import BasicLLMWorkflow + + +async def test_basic_workflow(client: Client, env: WorkflowEnvironment): + expected_text = "Temporal is a durable execution platform." + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> str: + return expected_text + + async with Worker( + client, + task_queue="test-langsmith-basic", + workflows=[BasicLLMWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + result = await client.execute_workflow( + BasicLLMWorkflow.run, + "What is Temporal?", + id=f"test-basic-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-basic", + ) + + assert result == expected_text diff --git a/tests/langsmith_tracing/test_chatbot.py b/tests/langsmith_tracing/test_chatbot.py new file mode 100644 index 00000000..f7845217 --- /dev/null +++ b/tests/langsmith_tracing/test_chatbot.py @@ -0,0 +1,132 @@ +import json +import uuid + +from openai.types.responses import Response +from openai.types.responses.response_function_tool_call import ( + ResponseFunctionToolCall, +) +from temporalio import activity +from temporalio.client import Client +from temporalio.contrib.langsmith import LangSmithPlugin +from temporalio.testing import WorkflowEnvironment +from temporalio.worker import Worker + +from langsmith_tracing.chatbot.activities import OpenAIRequest +from langsmith_tracing.chatbot.workflows import ChatbotWorkflow +from tests.langsmith_tracing.helpers import make_text_response + + +def _make_function_call_response( + name: str, arguments: dict, call_id: str = "call_123" +) -> Response: + return Response.model_construct( + id="resp_tool", + created_at=0.0, + model="gpt-4o-mini", + object="response", + output=[ + ResponseFunctionToolCall.model_construct( + id="fc_mock", + type="function_call", + name=name, + arguments=json.dumps(arguments), + call_id=call_id, + status="completed", + ) + ], + parallel_tool_calls=False, + tool_choice="auto", + tools=[], + ) + + +async def test_chatbot_save_note(client: Client, env: WorkflowEnvironment): + """Test save_note tool call loop — save_note runs as a workflow method.""" + call_count = 0 + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> Response: + nonlocal call_count + call_count += 1 + if call_count == 1: + return _make_function_call_response( + name="save_note", + arguments={"name": "greeting", "content": "Hello world"}, + ) + return make_text_response("Note saved successfully!") + + async with Worker( + client, + task_queue="test-langsmith-chatbot", + workflows=[ChatbotWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=f"test-chatbot-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-chatbot", + ) + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Save a note" + ) + assert response == "Note saved successfully!" + + notes = await wf_handle.query(ChatbotWorkflow.notes) + assert notes == {"greeting": "Hello world"} + + await wf_handle.signal(ChatbotWorkflow.exit) + result = await wf_handle.result() + assert result == "Session ended." + + +async def test_chatbot_read_note(client: Client, env: WorkflowEnvironment): + """Test read_note tool call loop — read_note runs as a workflow method.""" + call_count = 0 + + @activity.defn(name="call_openai") + async def mock_call_openai(request: OpenAIRequest) -> Response: + nonlocal call_count + call_count += 1 + if call_count == 1: + return _make_function_call_response( + name="save_note", + arguments={"name": "todo", "content": "Buy milk"}, + call_id="call_save", + ) + if call_count == 2: + return make_text_response("Saved your todo!") + if call_count == 3: + return _make_function_call_response( + name="read_note", + arguments={"name": "todo"}, + call_id="call_read", + ) + return make_text_response("Your todo says: Buy milk") + + async with Worker( + client, + task_queue="test-langsmith-chatbot-read", + workflows=[ChatbotWorkflow], + activities=[mock_call_openai], + plugins=[LangSmithPlugin()], + ): + wf_handle = await client.start_workflow( + ChatbotWorkflow.run, + id=f"test-chatbot-read-{uuid.uuid4().hex[:8]}", + task_queue="test-langsmith-chatbot-read", + ) + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Save my todo" + ) + assert response == "Saved your todo!" + + response = await wf_handle.execute_update( + ChatbotWorkflow.message_from_user, "Read my todo" + ) + assert response == "Your todo says: Buy milk" + + await wf_handle.signal(ChatbotWorkflow.exit) + await wf_handle.result() diff --git a/uv.lock b/uv.lock index 4a22edea..3c9990eb 100644 --- a/uv.lock +++ b/uv.lock @@ -3,8 +3,7 @@ revision = 3 requires-python = ">=3.10" resolution-markers = [ "python_full_version >= '3.13'", - "python_full_version >= '3.12.4' and python_full_version < '3.13'", - "python_full_version >= '3.12' and python_full_version < '3.12.4'", + "python_full_version == '3.12.*'", "python_full_version == '3.11.*'", "python_full_version < '3.11'", ] @@ -388,20 +387,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = 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