mirror of
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149 lines
4.6 KiB
Python
149 lines
4.6 KiB
Python
import logging
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import threading
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import time
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from typing import Any, Optional
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from flask import Flask, current_app
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from pydantic import BaseModel, ConfigDict
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from core.app.apps.base_app_queue_manager import AppQueueManager, PublishFrom
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from core.app.entities.queue_entities import QueueMessageReplaceEvent
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from core.moderation.base import ModerationAction, ModerationOutputsResult
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from core.moderation.factory import ModerationFactory
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logger = logging.getLogger(__name__)
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class ModerationRule(BaseModel):
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type: str
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config: dict[str, Any]
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class OutputModeration(BaseModel):
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DEFAULT_BUFFER_SIZE: int = 300
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tenant_id: str
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app_id: str
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rule: ModerationRule
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queue_manager: AppQueueManager
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thread: Optional[threading.Thread] = None
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thread_running: bool = True
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buffer: str = ''
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is_final_chunk: bool = False
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final_output: Optional[str] = None
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model_config = ConfigDict(arbitrary_types_allowed=True)
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def should_direct_output(self):
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return self.final_output is not None
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def get_final_output(self):
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return self.final_output
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def append_new_token(self, token: str):
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self.buffer += token
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if not self.thread:
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self.thread = self.start_thread()
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def moderation_completion(self, completion: str, public_event: bool = False) -> str:
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self.buffer = completion
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self.is_final_chunk = True
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result = self.moderation(
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tenant_id=self.tenant_id,
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app_id=self.app_id,
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moderation_buffer=completion
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)
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if not result or not result.flagged:
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return completion
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if result.action == ModerationAction.DIRECT_OUTPUT:
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final_output = result.preset_response
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else:
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final_output = result.text
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if public_event:
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self.queue_manager.publish(
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QueueMessageReplaceEvent(
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text=final_output
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),
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PublishFrom.TASK_PIPELINE
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)
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return final_output
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def start_thread(self) -> threading.Thread:
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buffer_size = int(current_app.config.get('MODERATION_BUFFER_SIZE', self.DEFAULT_BUFFER_SIZE))
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thread = threading.Thread(target=self.worker, kwargs={
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'flask_app': current_app._get_current_object(),
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'buffer_size': buffer_size if buffer_size > 0 else self.DEFAULT_BUFFER_SIZE
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})
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thread.start()
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return thread
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def stop_thread(self):
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if self.thread and self.thread.is_alive():
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self.thread_running = False
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def worker(self, flask_app: Flask, buffer_size: int):
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with flask_app.app_context():
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current_length = 0
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while self.thread_running:
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moderation_buffer = self.buffer
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buffer_length = len(moderation_buffer)
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if not self.is_final_chunk:
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chunk_length = buffer_length - current_length
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if 0 <= chunk_length < buffer_size:
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time.sleep(1)
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continue
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current_length = buffer_length
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result = self.moderation(
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tenant_id=self.tenant_id,
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app_id=self.app_id,
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moderation_buffer=moderation_buffer
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)
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if not result or not result.flagged:
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continue
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if result.action == ModerationAction.DIRECT_OUTPUT:
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final_output = result.preset_response
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self.final_output = final_output
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else:
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final_output = result.text + self.buffer[len(moderation_buffer):]
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# trigger replace event
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if self.thread_running:
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self.queue_manager.publish(
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QueueMessageReplaceEvent(
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text=final_output
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),
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PublishFrom.TASK_PIPELINE
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)
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if result.action == ModerationAction.DIRECT_OUTPUT:
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break
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def moderation(self, tenant_id: str, app_id: str, moderation_buffer: str) -> Optional[ModerationOutputsResult]:
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try:
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moderation_factory = ModerationFactory(
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name=self.rule.type,
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app_id=app_id,
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tenant_id=tenant_id,
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config=self.rule.config
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)
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result: ModerationOutputsResult = moderation_factory.moderation_for_outputs(moderation_buffer)
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return result
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except Exception as e:
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logger.error("Moderation Output error: %s", e)
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return None
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