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https://github.com/open-webui/pipelines
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Update opik_filter_pipeline.py
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@ -2,9 +2,9 @@
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title: Opik Filter Pipeline
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title: Opik Filter Pipeline
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author: open-webui
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author: open-webui
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date: 2025-03-12
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date: 2025-03-12
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version: 1.0
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version: 1.1
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license: MIT
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license: MIT
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description: A filter pipeline that uses Opik for LLM observability.
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description: A filter pipeline that uses Opik for LLM observability with improved error handling.
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requirements: opik
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requirements: opik
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"""
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"""
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@ -12,6 +12,7 @@ from typing import List, Optional
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import os
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import os
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import uuid
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import uuid
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import json
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import json
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import time
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from pydantic import BaseModel
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from pydantic import BaseModel
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from opik import Opik
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from opik import Opik
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@ -97,11 +98,50 @@ class Pipeline:
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f"Opik error: {e} Please re-enter your Opik credentials in the pipeline settings."
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f"Opik error: {e} Please re-enter your Opik credentials in the pipeline settings."
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)
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)
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def cleanup_existing_trace(self, chat_id: str):
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"""Safely cleanup existing trace and span for a chat_id"""
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try:
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if chat_id in self.chat_spans:
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existing_span = self.chat_spans[chat_id]
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try:
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existing_span.end(output={"status": "interrupted", "reason": "new_request_received"})
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self.log(f"Ended existing span for chat_id: {chat_id}")
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except Exception as e:
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self.log(f"Warning: Could not end existing span: {e}")
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if chat_id in self.chat_traces:
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existing_trace = self.chat_traces[chat_id]
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try:
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existing_trace.end(output={"status": "interrupted", "reason": "new_request_received"})
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self.log(f"Ended existing trace for chat_id: {chat_id}")
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except Exception as e:
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self.log(f"Warning: Could not end existing trace: {e}")
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# Clean up the dictionaries
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self.chat_traces.pop(chat_id, None)
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self.chat_spans.pop(chat_id, None)
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self.log(f"Cleaned up existing trace/span for chat_id: {chat_id}")
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except Exception as e:
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self.log(f"Error during cleanup for chat_id {chat_id}: {e}")
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# Force cleanup even if there are errors
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self.chat_traces.pop(chat_id, None)
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self.chat_spans.pop(chat_id, None)
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def cleanup_stale_traces(self, max_count: int = 100):
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"""Clean up traces if we have too many active ones"""
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if len(self.chat_traces) > max_count:
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self.log(f"Too many active traces ({len(self.chat_traces)}), cleaning up oldest ones")
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# Clean up oldest traces (simple FIFO approach)
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chat_ids_to_remove = list(self.chat_traces.keys())[:len(self.chat_traces) - max_count + 10]
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for chat_id in chat_ids_to_remove:
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self.cleanup_existing_trace(chat_id)
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async def inlet(self, body: dict, user: Optional[dict] = None) -> dict:
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async def inlet(self, body: dict, user: Optional[dict] = None) -> dict:
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"""
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"""
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Inlet handles the incoming request (usually a user message).
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Inlet handles the incoming request (usually a user message).
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- If no trace exists yet for this chat_id, we create a new trace.
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- If no trace exists yet for this chat_id, we create a new trace.
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- If a trace does exist, we simply create a new span for the new user message.
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- If a trace does exist, we clean it up and create a new one.
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"""
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"""
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if self.valves.debug:
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if self.valves.debug:
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print(f"[DEBUG] Received request: {json.dumps(body, indent=2)}")
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print(f"[DEBUG] Received request: {json.dumps(body, indent=2)}")
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@ -117,7 +157,8 @@ class Pipeline:
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return body
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return body
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if "chat_id" not in metadata:
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if "chat_id" not in metadata:
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chat_id = str(uuid.uuid4()) # Regular chat messages
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# Generate unique chat_id with timestamp for extra uniqueness
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chat_id = f"{uuid.uuid4()}-{int(time.time() * 1000)}"
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self.log(f"Assigned normal chat_id: {chat_id}")
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self.log(f"Assigned normal chat_id: {chat_id}")
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metadata["chat_id"] = chat_id
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metadata["chat_id"] = chat_id
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@ -136,13 +177,18 @@ class Pipeline:
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user_email = user.get("email") if user else None
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user_email = user.get("email") if user else None
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assert chat_id not in self.chat_traces, (
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# FIXED: Instead of asserting, clean up any existing trace/span
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f"There shouldn't be a trace already exists for chat_id {chat_id}"
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if chat_id in self.chat_traces:
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)
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self.log(f"Found existing trace for chat_id {chat_id}, cleaning up...")
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self.cleanup_existing_trace(chat_id)
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# Periodic cleanup to prevent memory leaks
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self.cleanup_stale_traces()
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# Create a new trace and span
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# Create a new trace and span
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self.log(f"Creating new chat trace for chat_id: {chat_id}")
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self.log(f"Creating new chat trace for chat_id: {chat_id}")
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try:
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# Body copy for traces and span
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# Body copy for traces and span
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trace_body = body.copy()
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trace_body = body.copy()
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span_body = body.copy()
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span_body = body.copy()
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@ -196,6 +242,14 @@ class Pipeline:
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self.chat_spans[chat_id] = span
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self.chat_spans[chat_id] = span
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self.log(f"Trace and span objects successfully created for chat_id: {chat_id}")
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self.log(f"Trace and span objects successfully created for chat_id: {chat_id}")
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except Exception as e:
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self.log(f"Error creating Opik trace/span for chat_id {chat_id}: {e}")
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# Clean up on error
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self.chat_traces.pop(chat_id, None)
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self.chat_spans.pop(chat_id, None)
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# Don't fail the request, just log the error
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self.log(f"Continuing without Opik logging for this request")
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return body
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return body
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async def outlet(self, body: dict, user: Optional[dict] = None) -> dict:
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async def outlet(self, body: dict, user: Optional[dict] = None) -> dict:
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@ -217,6 +271,7 @@ class Pipeline:
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trace = self.chat_traces[chat_id]
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trace = self.chat_traces[chat_id]
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span = self.chat_spans[chat_id]
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span = self.chat_spans[chat_id]
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try:
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# Body copy for traces and span
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# Body copy for traces and span
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trace_body = body.copy()
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trace_body = body.copy()
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span_body = body.copy()
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span_body = body.copy()
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@ -262,13 +317,28 @@ class Pipeline:
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self.log(f"span ended for chat_id: {chat_id}")
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self.log(f"span ended for chat_id: {chat_id}")
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# Chat_id is already logged as trace thread
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# Chat_id is already logged as trace thread
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span_body.pop("chat_id", None)
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trace_body.pop("chat_id", None)
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# Optionally update the trace with the final assistant output
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# Optionally update the trace with the final assistant output
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trace.end(output=trace_body)
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trace.end(output=trace_body)
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self.log(f"trace ended for chat_id: {chat_id}")
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# Force the creation of a new trace and span for the next chat even if they are part of the same thread
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except Exception as e:
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del self.chat_traces[chat_id]
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self.log(f"Error ending Opik trace/span for chat_id {chat_id}: {e}")
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del self.chat_spans[chat_id]
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# Try to end gracefully even if there are errors
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try:
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span.end(output={"status": "error", "error": str(e)})
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except:
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pass
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try:
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trace.end(output={"status": "error", "error": str(e)})
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except:
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pass
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finally:
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# Always clean up the dictionaries, even if ending the trace/span failed
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self.chat_traces.pop(chat_id, None)
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self.chat_spans.pop(chat_id, None)
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self.log(f"Cleaned up trace/span references for chat_id: {chat_id}")
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return body
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return body
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