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feat: implement LangfuseTracer (langflow-ai#3398)
* feat: implement langfuse tracer class for event monitoring * feat: integrate langfuse trace class into trace service
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Original file line number | Diff line number | Diff line change |
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import os | ||
from typing import TYPE_CHECKING, Any, Dict, Optional | ||
from uuid import UUID | ||
from datetime import datetime | ||
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from loguru import logger | ||
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from langflow.services.tracing.base import BaseTracer | ||
from langflow.services.tracing.schema import Log | ||
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if TYPE_CHECKING: | ||
from langflow.graph.vertex.base import Vertex | ||
from langchain.callbacks.base import BaseCallbackHandler | ||
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class LangFuseTracer(BaseTracer): | ||
flow_id: str | ||
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def __init__(self, trace_name: str, trace_type: str, project_name: str, trace_id: UUID): | ||
self.project_name = project_name | ||
self.trace_name = trace_name | ||
self.trace_type = trace_type | ||
self.trace_id = trace_id | ||
self.flow_id = trace_name.split(" - ")[-1] | ||
self.last_span = None | ||
self.spans: dict = {} | ||
self._ready: bool = self.setup_langfuse() | ||
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@property | ||
def ready(self): | ||
return self._ready | ||
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def setup_langfuse(self) -> bool: | ||
try: | ||
from langfuse import Langfuse | ||
from langfuse.callback.langchain import LangchainCallbackHandler | ||
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config = self._get_config() | ||
if not all(config.values()): | ||
raise ValueError("Missing Langfuse configuration") | ||
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self._client = Langfuse(**config) | ||
self.trace = self._client.trace(id=str(self.trace_id), name=self.flow_id) | ||
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config |= { | ||
"trace_name": self.flow_id, | ||
"stateful_client": self.trace, | ||
"update_stateful_client": True, | ||
} | ||
self._callback = LangchainCallbackHandler(**config) | ||
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except ImportError: | ||
logger.error("Could not import langfuse. Please install it with `pip install langfuse`.") | ||
return False | ||
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except Exception as e: | ||
logger.debug(f"Error setting up LangSmith tracer: {e}") | ||
return False | ||
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return True | ||
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def add_trace( | ||
self, | ||
trace_id: str, | ||
trace_name: str, | ||
trace_type: str, | ||
inputs: Dict[str, Any], | ||
metadata: Dict[str, Any] | None = None, | ||
vertex: Optional["Vertex"] = None, | ||
): | ||
start_time = datetime.utcnow() | ||
if not self._ready: | ||
return | ||
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_metadata: dict = {} | ||
_metadata |= {"trace_type": trace_type} if trace_type else {} | ||
_metadata |= metadata if metadata else {} | ||
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_name = trace_name.removesuffix(f" ({trace_id})") | ||
content_span = { | ||
"name": _name, | ||
"input": inputs, | ||
"metadata": _metadata, | ||
"start_time": start_time, | ||
} | ||
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if self.last_span: | ||
span = self.last_span.span(**content_span) | ||
else: | ||
span = self.trace.span(**content_span) | ||
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self.last_span = span | ||
self.spans[trace_id] = span | ||
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def end_trace( | ||
self, | ||
trace_id: str, | ||
trace_name: str, | ||
outputs: Dict[str, Any] | None = None, | ||
error: Exception | None = None, | ||
logs: list[Log | dict] = [], | ||
): | ||
end_time = datetime.utcnow() | ||
if not self._ready: | ||
return | ||
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span = self.spans.get(trace_id, None) | ||
if span: | ||
_output: dict = {} | ||
_output |= outputs if outputs else {} | ||
_output |= {"error": str(error)} if error else {} | ||
_output |= {"logs": logs} if logs else {} | ||
content = {"output": _output, "end_time": end_time} | ||
span.update(**content) | ||
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def end( | ||
self, | ||
inputs: dict[str, Any], | ||
outputs: Dict[str, Any], | ||
error: Exception | None = None, | ||
metadata: dict[str, Any] | None = None, | ||
): | ||
if not self._ready: | ||
return | ||
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self._client.flush() | ||
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def get_langchain_callback(self) -> Optional["BaseCallbackHandler"]: | ||
if not self._ready: | ||
return None | ||
return None # self._callback | ||
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def _get_config(self): | ||
secret_key = os.getenv("LANGFUSE_SECRET_KEY", None) | ||
public_key = os.getenv("LANGFUSE_PUBLIC_KEY", None) | ||
host = os.getenv("LANGFUSE_HOST", None) | ||
return {"secret_key": secret_key, "public_key": public_key, "host": host} |
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