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xiaoxia-saas/apps/worker/worker_app/tasks/atom_clips.py
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xiaoxia 7e88440ca9
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feat: #1970 片段级 AI 标签 + 叙事加权匹配 + 冗余核查 (#1981)
feat: #1970 片段级 AI 标签 + 叙事加权匹配

- atom_clip_tagger.py: MediaKit 抽帧 + 豆包视觉 API 识别
- narrative_match.py: AI 标签加权匹配 (2.0 vs 1.0)
- Celery 链式触发 + 批量回填脚本
- migration 081 加 ai_tags 列
- 42 新测试,全量 15796 passed
2026-09-18 21:08:01 +08:00

110 lines
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Python
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"""素材原子切片 Celery 任务 — #1970 智能剪辑流程重构 P1.
素材入库预处理完成(ingest 置 READY)后异步触发:
根据素材时长和已缓存的 scdet 切换点计算原子片段并落库。
失败不阻断素材入库主流程(atom_clips 未就绪时选片有内存兜底)。
P2 增强:切片完成后自动链式触发 AI 标签任务(每个 clip 一个 tag_atom_clip 任务)。
"""
from __future__ import annotations
from celery.utils.log import get_task_logger
from worker_app.celery_app import celery_app
from worker_app.db import SessionLocal
from packages.adapters.sqlalchemy_impl.asset_atom_clip_repository import (
SQLAlchemyAssetAtomClipRepository,
)
from packages.adapters.sqlalchemy_impl.asset_repository import SQLAlchemyAssetRepository
from packages.domain.atom_clip_service import compute_atom_clips
from packages.domain.plan_generator_utils import extract_scene_points_from_metadata
logger = get_task_logger(__name__)
@celery_app.task(name="worker.generate_atom_clips")
def generate_atom_clips(asset_id: str) -> dict:
"""为单条视频素材生成原子片段。
Returns:
任务结果 dict:status / asset_id / clips_count。
"""
db = SessionLocal()
try:
asset_repo = SQLAlchemyAssetRepository(db)
atom_repo = SQLAlchemyAssetAtomClipRepository(db)
asset = asset_repo.find_by_id(asset_id)
if asset is None:
return {"status": "skipped", "reason": "asset not found", "asset_id": asset_id}
# 仅视频素材切片
if asset.mime_type and not asset.mime_type.startswith("video/"):
return {"status": "skipped", "reason": "not a video", "asset_id": asset_id}
if not asset.duration or asset.duration <= 0:
return {"status": "skipped", "reason": "invalid duration", "asset_id": asset_id}
# 已生成过则幂等跳过(重新切片需先显式删除)
existing = atom_repo.count_by_asset(asset_id)
if existing > 0:
return {
"status": "skipped",
"reason": "already generated",
"asset_id": asset_id,
"clips_count": existing,
}
scene_points = extract_scene_points_from_metadata(asset.metadata)
# P1 阶段继承素材的标签 ID;片段级语义标签是 P2 功能
tags = list(getattr(asset, "tag_ids", []) or [])
clips = compute_atom_clips(
asset_id=asset_id,
duration=float(asset.duration),
scene_change_points=scene_points,
tags=tags,
)
if not clips:
return {"status": "skipped", "reason": "no clips computed", "asset_id": asset_id}
atom_repo.batch_create(clips)
logger.info(
"[atom_clips] asset_id=%s 生成 %d 个原子片段",
asset_id,
len(clips),
)
# P2 增强:链式触发 AI 标签任务(每个 clip 一个异步任务)
_dispatch_tagging_tasks(clips)
return {"status": "completed", "asset_id": asset_id, "clips_count": len(clips)}
except Exception as exc: # noqa: BLE001 - 后台任务兜底,失败不阻断主流程
db.rollback()
logger.exception("[atom_clips] asset_id=%s 生成失败: %s", asset_id, exc)
return {"status": "failed", "asset_id": asset_id, "error": str(exc)}
finally:
db.close()
def _dispatch_tagging_tasks(clips: list) -> None:
"""为每个新建片段发送 AI 标签异步任务.
失败不阻断(标签任务是锦上添花,不影响核心流程)。
"""
try:
for clip in clips:
celery_app.send_task(
"worker.tag_atom_clip",
args=[clip.id],
)
logger.info(
"[atom_clips] 已发送 %d 个 AI 标签任务",
len(clips),
)
except Exception as e:
logger.warning(
"[atom_clips] 发送 AI 标签任务失败(不影响切片结果): %s",
e,
)