feat: Added Traceloop SDK for collecting traces and metrics from Langflow (#9317)
* Added Traceloop SDK for colecting traces and metrics from Langflow * [autofix.ci] apply automated fixes * added test case for traceloop * Revert "[autofix.ci] apply automated fixes" This reverts commit 3a68113f0de65b2397ac88d1fc2cae8f786adbd7. * Updated logic for verifying returned callbacks list length * [autofix.ci] apply automated fixes * api key strip validation and updated logger warning * Add graceful fallback for Traceloop LangChain callback handler * Removed TraceloopLangChainCallbackHandler * default URL moved to configuration constant * add Timeout Protection to add trace method * add resource cleanup method for traceloop * fix(tracing): unify span lifecycle and fix async mismatch in TraceloopTracer - Remove incorrect asyncio.wait_for usage on synchronous method - Store active spans in _span_map to properly end them in end_trace - Prevent duplicate unrelated spans for same component - Use trace.get_tracer_provider().force_flush() for correct flushing - Add explicit close() method for manual flush at shutdown - Enforce HTTPS in TRACELOOP_BASE_URL validation - Improve reliability of cleanup in __del__ * stable uv.lock from upstream/main * Fix: ensure type-safe metadata handling * Block PYMYSQL intrumentor and relaxed https constraint * fix(tracing): handle invalid input/output type conversion for traceloop attributes * fix: Reduced cognitive complexity of get_trace_as_metadata method * fix: organize child spans under single root span and added type conversion methods * fix: Linting and formatting * uv.lock reset to upstream main * [autofix.ci] apply automated fixes --------- Co-authored-by: autofix-ci[bot] <114827586+autofix-ci[bot]@users.noreply.github.com> Co-authored-by: Sandesh R <sandesh@ibm.com>
This commit is contained in:
Sandesh R
GitHub
parent
2f06fa9d4d
commit
3ecf9640b7
6 changed files with 880 additions and 4 deletions
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@ -129,6 +129,7 @@ dependencies = [
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"jigsawstack==0.2.7",
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"aiosqlite==0.21.0",
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"fastparquet>=2024.11.0",
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"traceloop-sdk>=0.43.1",
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]
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[dependency-groups]
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@ -3,6 +3,7 @@ from __future__ import annotations
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import ast
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import asyncio
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import inspect
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import json
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from collections.abc import AsyncIterator, Iterator
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from copy import deepcopy
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from textwrap import dedent
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@ -1019,10 +1020,23 @@ class Component(CustomComponent):
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return {**predefined_inputs, **runtime_inputs}
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def get_trace_as_metadata(self):
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def safe_list_values(items):
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return [v if isinstance(v, str | int | float | bool) or v is None else str(v) for v in items]
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def safe_value(val):
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if isinstance(val, str | int | float | bool) or val is None:
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return val
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if isinstance(val, list | tuple):
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return safe_list_values(val)
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try:
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return json.dumps(val)
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except (TypeError, ValueError):
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return str(val)
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return {
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input_.name: input_.value
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input_.name: safe_value(getattr(self, input_.name, input_.value))
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for input_ in self.inputs
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if hasattr(input_, "trace_as_metadata") and input_.trace_as_metadata
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if getattr(input_, "trace_as_metadata", False)
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}
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async def _build_with_tracing(self):
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@ -53,6 +53,12 @@ def _get_opik_tracer():
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return OpikTracer
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def _get_traceloop_tracer():
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from langflow.services.tracing.traceloop import TraceloopTracer
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return TraceloopTracer
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trace_context_var: ContextVar[TraceContext | None] = ContextVar("trace_context", default=None)
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component_context_var: ContextVar[ComponentTraceContext | None] = ContextVar("component_trace_context", default=None)
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@ -201,6 +207,19 @@ class TracingService(Service):
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session_id=trace_context.session_id,
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)
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def _initialize_traceloop_tracer(self, trace_context: TraceContext) -> None:
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if self.deactivated:
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return
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traceloop_tracer = _get_traceloop_tracer()
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trace_context.tracers["traceloop"] = traceloop_tracer(
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trace_name=trace_context.run_name,
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trace_type="chain",
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project_name=trace_context.project_name,
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trace_id=trace_context.run_id,
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user_id=trace_context.user_id,
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session_id=trace_context.session_id,
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)
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async def start_tracers(
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self,
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run_id: UUID,
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@ -227,6 +246,7 @@ class TracingService(Service):
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self._initialize_langfuse_tracer(trace_context)
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self._initialize_arize_phoenix_tracer(trace_context)
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self._initialize_opik_tracer(trace_context)
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self._initialize_traceloop_tracer(trace_context)
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except Exception as e: # noqa: BLE001
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logger.debug(f"Error initializing tracers: {e}")
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245
src/backend/base/langflow/services/tracing/traceloop.py
Normal file
245
src/backend/base/langflow/services/tracing/traceloop.py
Normal file
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@ -0,0 +1,245 @@
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from __future__ import annotations
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import json
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import math
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import os
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import types
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from datetime import datetime, timezone
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from typing import TYPE_CHECKING, Any
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from urllib.parse import urlparse
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from loguru import logger
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from opentelemetry import trace
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from opentelemetry.trace import Span, use_span
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from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator
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from traceloop.sdk import Traceloop
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from traceloop.sdk.instruments import Instruments
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from typing_extensions import override
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from langflow.services.tracing.base import BaseTracer
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if TYPE_CHECKING:
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from collections.abc import Sequence
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from uuid import UUID
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from langchain.callbacks.base import BaseCallbackHandler
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from opentelemetry.propagators.textmap import CarrierT
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from opentelemetry.trace import Span
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from langflow.graph.vertex.base import Vertex
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from langflow.services.tracing.schema import Log
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class TraceloopTracer(BaseTracer):
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"""Traceloop tracer for Langflow."""
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def __init__(
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self,
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trace_name: str,
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trace_type: str,
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project_name: str,
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trace_id: UUID,
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user_id: str | None = None,
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session_id: str | None = None,
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):
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self.trace_id = trace_id
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self.trace_name = trace_name
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self.trace_type = trace_type
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self.project_name = project_name
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self.user_id = user_id
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self.session_id = session_id
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self.child_spans: dict[str, Span] = {}
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if not self._validate_configuration():
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self._ready = False
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return
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api_key = os.getenv("TRACELOOP_API_KEY", "").strip()
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try:
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Traceloop.init(
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block_instruments={Instruments.PYMYSQL},
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app_name=project_name,
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disable_batch=True,
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api_key=api_key,
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api_endpoint=os.getenv("TRACELOOP_BASE_URL", "https://api.traceloop.com"),
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)
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self._ready = True
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self._tracer = trace.get_tracer("langflow")
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self.propagator = TraceContextTextMapPropagator()
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self.carrier: CarrierT = {}
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self.root_span = self._tracer.start_span(
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name=trace_name,
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start_time=self._get_current_timestamp(),
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)
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with use_span(self.root_span, end_on_exit=False):
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self.propagator.inject(carrier=self.carrier)
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except Exception: # noqa: BLE001
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logger.opt(exception=True).debug("Error setting up Traceloop tracer")
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self._ready = False
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@property
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def ready(self) -> bool:
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return self._ready
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def _validate_configuration(self) -> bool:
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api_key = os.getenv("TRACELOOP_API_KEY", "").strip()
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if not api_key:
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logger.warning("TRACELOOP_API_KEY not set or empty.")
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return False
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base_url = os.getenv("TRACELOOP_BASE_URL", "https://api.traceloop.com")
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parsed = urlparse(base_url)
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if not parsed.netloc:
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logger.error(f"Invalid TRACELOOP_BASE_URL: {base_url}")
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return False
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return True
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def _convert_to_traceloop_type(self, value):
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"""Recursively converts a value to a Traceloop compatible type."""
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from langchain.schema import BaseMessage, Document, HumanMessage, SystemMessage
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from langflow.schema.message import Message
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try:
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if isinstance(value, dict):
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value = {key: self._convert_to_traceloop_type(val) for key, val in value.items()}
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elif isinstance(value, list):
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value = [self._convert_to_traceloop_type(v) for v in value]
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elif isinstance(value, Message):
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value = value.text
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elif isinstance(value, (BaseMessage | HumanMessage | SystemMessage)):
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value = str(value.content) if value.content is not None else ""
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elif isinstance(value, Document):
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value = value.page_content
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elif isinstance(value, (types.GeneratorType | types.NoneType)):
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value = str(value)
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elif isinstance(value, float) and not math.isfinite(value):
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value = "NaN"
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except (TypeError, ValueError) as e:
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logger.warning(f"Failed to convert value {value!r} to traceloop type: {e}")
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return str(value)
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else:
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return value
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def _convert_to_traceloop_dict(self, io_dict: Any) -> dict[str, Any]:
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"""Ensure values are OTel-compatible. Dicts stay dicts, lists get JSON-serialized."""
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if isinstance(io_dict, dict):
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return {str(k): self._convert_to_traceloop_type(v) for k, v in io_dict.items()}
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if isinstance(io_dict, list):
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return {"list": json.dumps([self._convert_to_traceloop_type(v) for v in io_dict], default=str)}
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return {"value": self._convert_to_traceloop_type(io_dict)}
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@override
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def add_trace(
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self,
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trace_id: str,
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trace_name: str,
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trace_type: str,
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inputs: dict[str, Any],
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metadata: dict[str, Any] | None = None,
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vertex: Vertex | None = None,
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) -> None:
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if not self.ready:
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return
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span_context = self.propagator.extract(carrier=self.carrier)
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child_span = self._tracer.start_span(
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name=trace_name,
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context=span_context,
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start_time=self._get_current_timestamp(),
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)
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attributes = {
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"trace_id": trace_id,
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"trace_name": trace_name,
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"trace_type": trace_type,
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"inputs": json.dumps(self._convert_to_traceloop_dict(inputs), default=str),
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**self._convert_to_traceloop_dict(metadata or {}),
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}
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if vertex and vertex.id is not None:
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attributes["vertex_id"] = vertex.id
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child_span.set_attributes(attributes)
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self.child_spans[trace_id] = child_span
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@override
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def end_trace(
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self,
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trace_id: str,
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trace_name: str,
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outputs: dict[str, Any] | None = None,
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error: Exception | None = None,
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logs: Sequence[Log | dict] = (),
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) -> None:
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if not self._ready or trace_id not in self.child_spans:
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return
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child_span = self.child_spans.pop(trace_id)
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if outputs:
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child_span.set_attribute("outputs", json.dumps(self._convert_to_traceloop_dict(outputs), default=str))
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if logs:
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child_span.set_attribute("logs", json.dumps(self._convert_to_traceloop_dict(list(logs)), default=str))
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if error:
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child_span.record_exception(error)
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child_span.end()
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@override
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def end(
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self,
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inputs: dict[str, Any],
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outputs: dict[str, Any],
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error: Exception | None = None,
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metadata: dict[str, Any] | None = None,
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) -> None:
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if not self.ready:
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return
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safe_outputs = self._convert_to_traceloop_dict(outputs)
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safe_metadata = self._convert_to_traceloop_dict(metadata or {})
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self.root_span.set_attributes(
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{
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"workflow_name": self.trace_name,
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"workflow_id": str(self.trace_id),
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"outputs": json.dumps(safe_outputs, default=str),
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**safe_metadata,
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}
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)
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if error:
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self.root_span.record_exception(error)
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self.root_span.end()
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@staticmethod
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def _get_current_timestamp() -> int:
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return int(datetime.now(timezone.utc).timestamp() * 1_000_000_000)
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@override
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def get_langchain_callback(self) -> BaseCallbackHandler | None:
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return None
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def close(self):
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try:
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provider = trace.get_tracer_provider()
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if hasattr(provider, "force_flush"):
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provider.force_flush(timeout_millis=3000)
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except (ValueError, RuntimeError, OSError) as e:
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logger.warning(f"Error flushing spans: {e}")
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def __del__(self):
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self.close()
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@ -139,6 +139,10 @@ def mock_tracers():
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"langflow.services.tracing.service._get_opik_tracer",
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return_value=MockTracer,
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),
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patch(
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"langflow.services.tracing.service._get_traceloop_tracer",
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return_value=MockTracer,
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),
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):
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yield
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@ -169,6 +173,7 @@ async def test_start_end_tracers(tracing_service):
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assert "langwatch" in trace_context.tracers
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assert "langfuse" in trace_context.tracers
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assert "arize_phoenix" in trace_context.tracers
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assert "traceloop" in trace_context.tracers
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await tracing_service.end_tracers(outputs)
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@ -298,7 +303,8 @@ async def test_get_langchain_callbacks(tracing_service):
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assert tracer.get_langchain_callback_called
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# Verify returned callbacks list length
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assert len(callbacks) == 5 # Five tracers
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expected = len(trace_context_var.get().tracers)
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assert len(callbacks) == expected
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# Cleanup
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await tracing_service.end_tracers({})
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592
uv.lock
generated
592
uv.lock
generated
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@ -1,5 +1,5 @@
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version = 1
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revision = 3
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revision = 2
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requires-python = ">=3.10, <3.14"
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resolution-markers = [
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"python_full_version >= '3.13' and sys_platform == 'darwin'",
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@ -3880,6 +3880,15 @@ wheels = [
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{ url = "https://files.pythonhosted.org/packages/a4/ed/1f1afb2e9e7f38a545d628f864d562a5ae64fe6f7a10e28ffb9b185b4e89/importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec", size = 37461, upload-time = "2025-01-03T18:51:54.306Z" },
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]
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[[package]]
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name = "inflection"
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version = "0.5.1"
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source = { registry = "https://pypi.org/simple" }
|
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sdist = { url = "https://files.pythonhosted.org/packages/e1/7e/691d061b7329bc8d54edbf0ec22fbfb2afe61facb681f9aaa9bff7a27d04/inflection-0.5.1.tar.gz", hash = "sha256:1a29730d366e996aaacffb2f1f1cb9593dc38e2ddd30c91250c6dde09ea9b417", size = 15091, upload-time = "2020-08-22T08:16:29.139Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/59/91/aa6bde563e0085a02a435aa99b49ef75b0a4b062635e606dab23ce18d720/inflection-0.5.1-py2.py3-none-any.whl", hash = "sha256:f38b2b640938a4f35ade69ac3d053042959b62a0f1076a5bbaa1b9526605a8a2", size = 9454, upload-time = "2020-08-22T08:16:27.816Z" },
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]
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[[package]]
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name = "iniconfig"
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version = "2.1.0"
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|
@ -4924,6 +4933,7 @@ dependencies = [
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{ name = "sqlalchemy", extra = ["aiosqlite"] },
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{ name = "sseclient-py" },
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{ name = "supabase" },
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{ name = "traceloop-sdk" },
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{ name = "twelvelabs" },
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{ name = "types-cachetools" },
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{ name = "upstash-vector" },
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|
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@ -5126,6 +5136,7 @@ requires-dist = [
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{ name = "sqlalchemy", extras = ["postgresql-psycopg2binary"], marker = "extra == 'postgresql'", specifier = ">=2.0.38,<3.0.0" },
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{ name = "sseclient-py", specifier = "==1.8.0" },
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{ name = "supabase", specifier = "==2.6.0" },
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{ name = "traceloop-sdk", specifier = ">=0.43.1" },
|
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{ name = "twelvelabs", specifier = ">=0.4.7" },
|
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{ name = "types-cachetools", specifier = "==5.5.0.20240820" },
|
||||
{ name = "upstash-vector", specifier = "==0.6.0" },
|
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|
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@ -7217,6 +7228,36 @@ wheels = [
|
|||
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Loading…
Add table
Add a link
Reference in a new issue