BaseObserver: added new on_process_frame

This commit is contained in:
Aleix Conchillo Flaqué
2025-08-18 12:29:06 -07:00
parent 13ce02c896
commit 75a6ee839b
4 changed files with 73 additions and 13 deletions

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@@ -9,6 +9,9 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
### Added
- Added new `on_process_frame()` observer method which makes it possible to know
when a frame is being processed.
- Added new `FrameProcessor.entry_processor()` method. This allows you to access
the first non-compound processor in a pipeline.

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@@ -11,7 +11,6 @@ processors without modifying the pipeline structure. Observers can be used
for logging, debugging, analytics, and monitoring pipeline behavior.
"""
from abc import abstractmethod
from dataclasses import dataclass
from typing_extensions import TYPE_CHECKING
@@ -23,6 +22,28 @@ if TYPE_CHECKING:
from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
@dataclass
class FrameProcessed:
"""Event data for frame processing in the pipeline.
Represents an event where a frame is being processed by a processor. This
data structure is typically used by observers to track the flow of frames
through the pipeline for logging, debugging, or analytics purposes.
Parameters:
processor: The processor processing the frame.
frame: The frame being processed.
direction: The direction of the frame (e.g., downstream or upstream).
timestamp: The time when the frame was pushed, based on the pipeline clock.
"""
processor: "FrameProcessor"
frame: Frame
direction: "FrameDirection"
timestamp: int
@dataclass
class FramePushed:
"""Event data for frame transfers between processors in the pipeline.
@@ -56,7 +77,18 @@ class BaseObserver(BaseObject):
performance analysis, and analytics collection.
"""
@abstractmethod
async def on_process_frame(self, data: FrameProcessed):
"""Handle the event when a frame is being processed by a processor.
This method should be implemented by subclasses to define specific
behavior (e.g., logging, monitoring, debugging) when a frame is
being processed by a processor.
Args:
data: The event data containing details about the frame processing.
"""
pass
async def on_push_frame(self, data: FramePushed):
"""Handle the event when a frame is pushed from one processor to another.

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@@ -13,11 +13,11 @@ the main pipeline execution.
import asyncio
import inspect
from typing import Dict, List, Optional
from typing import Any, Dict, List, Optional
from attr import dataclass
from pipecat.observers.base_observer import BaseObserver, FramePushed
from pipecat.observers.base_observer import BaseObserver, FrameProcessed, FramePushed
from pipecat.utils.asyncio.task_manager import BaseTaskManager
from pipecat.utils.asyncio.watchdog_queue import WatchdogQueue
@@ -120,14 +120,21 @@ class TaskObserver(BaseObserver):
for proxy in self._proxies.values():
await self._task_manager.cancel_task(proxy.task)
async def on_process_frame(self, data: FramePushed):
"""Queue frame data for all managed observers.
Args:
data: The frame push event data to distribute to observers.
"""
await self._send_to_proxy(data)
async def on_push_frame(self, data: FramePushed):
"""Queue frame data for all managed observers.
Args:
data: The frame push event data to distribute to observers.
"""
for proxy in self._proxies.values():
await proxy.queue.put(data)
await self._send_to_proxy(data)
def _started(self) -> bool:
"""Check if the task observer has been started."""
@@ -151,6 +158,10 @@ class TaskObserver(BaseObserver):
proxies[observer] = proxy
return proxies
async def _send_to_proxy(self, data: Any):
for proxy in self._proxies.values():
await proxy.queue.put(data)
async def _proxy_task_handler(self, queue: asyncio.Queue, observer: BaseObserver):
"""Handle frame processing for a single observer."""
on_push_frame_deprecated = False
@@ -169,11 +180,15 @@ class TaskObserver(BaseObserver):
while True:
data = await queue.get()
if on_push_frame_deprecated:
await observer.on_push_frame(
data.src, data.dst, data.frame, data.direction, data.timestamp
)
else:
await observer.on_push_frame(data)
if isinstance(data, FramePushed):
if on_push_frame_deprecated:
await observer.on_push_frame(
data.src, data.dst, data.frame, data.direction, data.timestamp
)
else:
await observer.on_push_frame(data)
elif isinstance(data, FrameProcessed):
await observer.on_process_frame(data)
queue.task_done()

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@@ -34,7 +34,7 @@ from pipecat.frames.frames import (
SystemFrame,
)
from pipecat.metrics.metrics import LLMTokenUsage, MetricsData
from pipecat.observers.base_observer import BaseObserver, FramePushed
from pipecat.observers.base_observer import BaseObserver, FrameProcessed, FramePushed
from pipecat.processors.metrics.frame_processor_metrics import FrameProcessorMetrics
from pipecat.utils.asyncio.task_manager import BaseTaskManager
from pipecat.utils.asyncio.watchdog_event import WatchdogEvent
@@ -594,6 +594,16 @@ class FrameProcessor(BaseObject):
frame: The frame to process.
direction: The direction of frame flow.
"""
if self._observer:
timestamp = self._clock.get_time() if self._clock else 0
data = FrameProcessed(
processor=self,
frame=frame,
direction=direction,
timestamp=timestamp,
)
await self._observer.on_process_frame(data)
if isinstance(frame, StartFrame):
await self.__start(frame)
elif isinstance(frame, StartInterruptionFrame):