feat(RAG): 添加嵌入进度显示和取消支持
为RAG索引过程添加嵌入进度回调功能，支持实时显示嵌入向量生成进度 新增取消检查机制，允许用户取消长时间运行的嵌入操作 更新前端依赖版本以保持兼容性
This commit is contained in:
lintsinghua
parent
2bba972272
commit
e0689245de
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@ -707,10 +707,30 @@ async def _initialize_tools(
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index_progress = None
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last_progress_update = 0
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last_embedding_progress = [0] # 使用列表以便在闭包中修改
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embedding_total = [0] # 记录总数
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# 🔥 嵌入进度回调函数（同步，但会调度异步任务）
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def on_embedding_progress(processed: int, total: int):
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embedding_total[0] = total
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# 每处理 50 个或完成时更新
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if processed - last_embedding_progress[0] >= 50 or processed == total:
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last_embedding_progress[0] = processed
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percentage = (processed / total * 100) if total > 0 else 0
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msg = f"🔢 嵌入进度: {processed}/{total} ({percentage:.0f}%)"
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logger.info(msg)
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# 使用 asyncio.create_task 调度异步 emit
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try:
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loop = asyncio.get_running_loop()
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loop.create_task(emit(msg))
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except Exception as e:
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logger.warning(f"Failed to emit embedding progress: {e}")
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async for progress in indexer.smart_index_directory(
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directory=project_root,
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exclude_patterns=exclude_patterns or [],
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update_mode=IndexUpdateMode.SMART,
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embedding_progress_callback=on_embedding_progress,
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):
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# 🔥 在索引过程中检查取消状态
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if task_id and is_task_cancelled(task_id):
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@ -727,6 +747,11 @@ async def _initialize_tools(
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)
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last_progress_update = progress.processed_files
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# 🔥 发送状态消息（如嵌入向量生成进度）
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if progress.status_message:
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await emit(progress.status_message)
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progress.status_message = "" # 清空已发送的消息
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if index_progress:
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summary = (
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f"✅ 索引完成: 模式={index_progress.update_mode}, "
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@ -584,68 +584,96 @@ class EmbeddingService:
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texts: List[str],
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batch_size: int = 100,
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show_progress: bool = False,
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progress_callback: Optional[callable] = None,
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cancel_check: Optional[callable] = None,
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) -> List[List[float]]:
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"""
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批量嵌入文本
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Args:
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texts: 文本列表
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batch_size: 批次大小
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show_progress: 是否显示进度
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progress_callback: 进度回调函数，接收 (processed, total) 参数
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cancel_check: 取消检查函数，返回 True 表示应该取消
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Returns:
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嵌入向量列表
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Raises:
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asyncio.CancelledError: 当 cancel_check 返回 True 时
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"""
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if not texts:
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return []
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embeddings = []
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uncached_indices = []
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uncached_texts = []
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# 检查缓存
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for i, text in enumerate(texts):
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if not text or not text.strip():
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embeddings.append([0.0] * self.dimension)
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continue
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if self.cache_enabled:
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cache_key = self._cache_key(text)
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if cache_key in self._cache:
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embeddings.append(self._cache[cache_key])
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continue
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embeddings.append(None) # 占位
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uncached_indices.append(i)
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uncached_texts.append(text)
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# 批量处理未缓存的文本
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if uncached_texts:
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total_batches = (len(uncached_texts) + batch_size - 1) // batch_size
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processed_batches = 0
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for i in range(0, len(uncached_texts), batch_size):
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# 🔥 检查是否应该取消
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if cancel_check and cancel_check():
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logger.info(f"[Embedding] Cancelled at batch {processed_batches + 1}/{total_batches}")
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raise asyncio.CancelledError("嵌入操作已取消")
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batch = uncached_texts[i:i + batch_size]
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batch_indices = uncached_indices[i:i + batch_size]
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try:
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results = await self._provider.embed_texts(batch)
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for idx, result in zip(batch_indices, results):
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embeddings[idx] = result.embedding
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# 存入缓存
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if self.cache_enabled:
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cache_key = self._cache_key(texts[idx])
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self._cache[cache_key] = result.embedding
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except asyncio.CancelledError:
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# 🔥 重新抛出取消异常
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raise
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except Exception as e:
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logger.error(f"Batch embedding error: {e}")
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# 对失败的使用零向量
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for idx in batch_indices:
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if embeddings[idx] is None:
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embeddings[idx] = [0.0] * self.dimension
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processed_batches += 1
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# 🔥 调用进度回调
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if progress_callback:
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processed_count = min(i + batch_size, len(uncached_texts))
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try:
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progress_callback(processed_count, len(uncached_texts))
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except Exception as e:
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logger.warning(f"Progress callback error: {e}")
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# 添加小延迟避免限流
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await asyncio.sleep(0.1)
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# 确保没有 None
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return [e if e is not None else [0.0] * self.dimension for e in embeddings]
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@ -104,6 +104,8 @@ class IndexingProgress:
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deleted_files: int = 0
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skipped_files: int = 0
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update_mode: str = "full"
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# 🔥 新增：状态消息（用于前端显示）
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status_message: str = ""
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def __post_init__(self):
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if self.errors is None:
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@ -838,6 +840,8 @@ class CodeIndexer:
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include_patterns: Optional[List[str]] = None,
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update_mode: IndexUpdateMode = IndexUpdateMode.SMART,
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progress_callback: Optional[Callable[[IndexingProgress], None]] = None,
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embedding_progress_callback: Optional[Callable[[int, int], None]] = None,
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cancel_check: Optional[Callable[[], bool]] = None,
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) -> AsyncGenerator[IndexingProgress, None]:
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"""
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智能索引目录
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@ -845,9 +849,11 @@ class CodeIndexer:
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Args:
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directory: 目录路径
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exclude_patterns: 排除模式
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include_patterns: 包含模式
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include_patterns: 包含模式（🔥 用于限制只索引指定文件）
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update_mode: 更新模式
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progress_callback: 进度回调
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embedding_progress_callback: 嵌入进度回调，接收 (processed, total) 参数
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cancel_check: 取消检查函数，返回 True 表示应该取消
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Yields:
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索引进度
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@ -873,11 +879,11 @@ class CodeIndexer:
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if actual_mode == IndexUpdateMode.FULL:
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# 全量重建
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async for p in self._full_index(directory, exclude_patterns, include_patterns, progress, progress_callback):
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async for p in self._full_index(directory, exclude_patterns, include_patterns, progress, progress_callback, embedding_progress_callback, cancel_check):
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yield p
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else:
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# 增量更新
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async for p in self._incremental_index(directory, exclude_patterns, include_patterns, progress, progress_callback):
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async for p in self._incremental_index(directory, exclude_patterns, include_patterns, progress, progress_callback, embedding_progress_callback, cancel_check):
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yield p
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async def _full_index(
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@ -887,6 +893,8 @@ class CodeIndexer:
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include_patterns: Optional[List[str]],
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progress: IndexingProgress,
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progress_callback: Optional[Callable[[IndexingProgress], None]],
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embedding_progress_callback: Optional[Callable[[int, int], None]] = None,
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cancel_check: Optional[Callable[[], bool]] = None,
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) -> AsyncGenerator[IndexingProgress, None]:
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"""全量索引"""
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logger.info("🔄 开始全量索引...")
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@ -950,7 +958,11 @@ class CodeIndexer:
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# 批量嵌入和索引
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if all_chunks:
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await self._index_chunks(all_chunks, progress, use_upsert=False)
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# 🔥 发送嵌入向量生成状态
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progress.status_message = f"🔢 生成 {len(all_chunks)} 个代码块的嵌入向量..."
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yield progress
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await self._index_chunks(all_chunks, progress, use_upsert=False, embedding_progress_callback=embedding_progress_callback)
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# 更新 collection 元数据
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project_hash = hashlib.md5(json.dumps(sorted(file_hashes.items())).encode()).hexdigest()
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@ -970,6 +982,7 @@ class CodeIndexer:
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include_patterns: Optional[List[str]],
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progress: IndexingProgress,
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progress_callback: Optional[Callable[[IndexingProgress], None]],
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embedding_progress_callback: Optional[Callable[[int, int], None]] = None,
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) -> AsyncGenerator[IndexingProgress, None]:
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"""增量索引"""
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logger.info("📝 开始增量索引...")
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@ -1082,7 +1095,11 @@ class CodeIndexer:
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# 批量嵌入和索引新的代码块
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if all_chunks:
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await self._index_chunks(all_chunks, progress, use_upsert=True)
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# 🔥 发送嵌入向量生成状态
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progress.status_message = f"🔢 生成 {len(all_chunks)} 个代码块的嵌入向量..."
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yield progress
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await self._index_chunks(all_chunks, progress, use_upsert=True, embedding_progress_callback=embedding_progress_callback)
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# 更新 collection 元数据
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# 移除已删除文件的 hash
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@ -1208,8 +1225,18 @@ class CodeIndexer:
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chunks: List[CodeChunk],
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progress: IndexingProgress,
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use_upsert: bool = False,
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embedding_progress_callback: Optional[Callable[[int, int], None]] = None,
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cancel_check: Optional[Callable[[], bool]] = None,
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):
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"""索引代码块"""
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"""索引代码块
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Args:
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chunks: 代码块列表
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progress: 索引进度对象
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use_upsert: 是否使用 upsert（增量更新）
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embedding_progress_callback: 嵌入进度回调
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cancel_check: 取消检查函数，返回 True 表示应该取消
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"""
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if not chunks:
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return
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@ -1218,8 +1245,13 @@ class CodeIndexer:
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logger.info(f"🔢 生成 {len(texts)} 个代码块的嵌入向量...")
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# 批量嵌入
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embeddings = await self.embedding_service.embed_batch(texts, batch_size=50)
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# 批量嵌入（带进度回调和取消检查）
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embeddings = await self.embedding_service.embed_batch(
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texts,
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batch_size=50,
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progress_callback=embedding_progress_callback,
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cancel_check=cancel_check,
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)
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# 准备元数据
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ids = [chunk.id for chunk in chunks]
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@ -61,7 +61,7 @@ dependencies = [
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# ============ Code Parsing ============
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# tree-sitter-languages 1.10.x 与 tree-sitter 0.22+ 不兼容
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"tree-sitter>=0.21.0,<0.22.0",
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"tree-sitter==0.21.3",
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"tree-sitter-languages>=1.10.0",
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"pygments>=2.17.0",
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210
backend/uv.lock
210
backend/uv.lock
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@ -535,11 +535,11 @@ filecache = [
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[[package]]
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name = "cachetools"
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version = "6.2.3"
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version = "6.2.4"
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source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/b5/44/5dc354b9f2df614673c2a542a630ef95d578b4a8673a1046d1137a7e2453/cachetools-6.2.3.tar.gz", hash = "sha256:64e0a4ddf275041dd01f5b873efa87c91ea49022b844b8c5d1ad3407c0f42f1f", size = 31641, upload-time = "2025-12-12T21:18:06.011Z" }
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sdist = { url = "https://files.pythonhosted.org/packages/bc/1d/ede8680603f6016887c062a2cf4fc8fdba905866a3ab8831aa8aa651320c/cachetools-6.2.4.tar.gz", hash = "sha256:82c5c05585e70b6ba2d3ae09ea60b79548872185d2f24ae1f2709d37299fd607", size = 31731, upload-time = "2025-12-15T18:24:53.744Z" }
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/ab/de/aa4cfc69feb5b3d604310214369979bb222ed0df0e2575a1b6e7af1a5579/cachetools-6.2.3-py3-none-any.whl", hash = "sha256:3fde34f7033979efb1e79b07ae529c2c40808bdd23b0b731405a48439254fba5", size = 11554, upload-time = "2025-12-12T21:18:04.556Z" },
|
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{ url = "https://files.pythonhosted.org/packages/2c/fc/1d7b80d0eb7b714984ce40efc78859c022cd930e402f599d8ca9e39c78a4/cachetools-6.2.4-py3-none-any.whl", hash = "sha256:69a7a52634fed8b8bf6e24a050fb60bff1c9bd8f6d24572b99c32d4e71e62a51", size = 11551, upload-time = "2025-12-15T18:24:52.332Z" },
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]
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[[package]]
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@ -1123,7 +1123,7 @@ requires-dist = [
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{ name = "sqlalchemy", specifier = ">=2.0.0" },
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{ name = "sse-starlette", specifier = ">=1.8.2" },
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{ name = "tiktoken", specifier = ">=0.5.2" },
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{ name = "tree-sitter", specifier = ">=0.21.0" },
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{ name = "tree-sitter", specifier = "==0.21.3" },
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{ name = "tree-sitter-languages", specifier = ">=1.10.0" },
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{ name = "uvicorn", extras = ["standard"], specifier = ">=0.23.0" },
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{ name = "weasyprint", specifier = ">=60.0" },
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@ -1356,11 +1356,11 @@ wheels = [
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[[package]]
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name = "filelock"
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version = "3.20.0"
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version = "3.20.1"
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source = { registry = "https://pypi.org/simple" }
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sdist = { url = "https://files.pythonhosted.org/packages/58/46/0028a82567109b5ef6e4d2a1f04a583fb513e6cf9527fcdd09afd817deeb/filelock-3.20.0.tar.gz", hash = "sha256:711e943b4ec6be42e1d4e6690b48dc175c822967466bb31c0c293f34334c13f4", size = 18922, upload-time = "2025-10-08T18:03:50.056Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/a7/23/ce7a1126827cedeb958fc043d61745754464eb56c5937c35bbf2b8e26f34/filelock-3.20.1.tar.gz", hash = "sha256:b8360948b351b80f420878d8516519a2204b07aefcdcfd24912a5d33127f188c", size = 19476, upload-time = "2025-12-15T23:54:28.027Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl", hash = "sha256:339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2", size = 16054, upload-time = "2025-10-08T18:03:48.35Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/e3/7f/a1a97644e39e7316d850784c642093c99df1290a460df4ede27659056834/filelock-3.20.1-py3-none-any.whl", hash = "sha256:15d9e9a67306188a44baa72f569d2bfd803076269365fdea0934385da4dc361a", size = 16666, upload-time = "2025-12-15T23:54:26.874Z" },
|
||||
]
|
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|
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[[package]]
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@ -1556,16 +1556,16 @@ wheels = [
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[[package]]
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name = "google-auth"
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version = "2.43.0"
|
||||
version = "2.45.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
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dependencies = [
|
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{ name = "cachetools" },
|
||||
{ name = "pyasn1-modules" },
|
||||
{ name = "rsa" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/ff/ef/66d14cf0e01b08d2d51ffc3c20410c4e134a1548fc246a6081eae585a4fe/google_auth-2.43.0.tar.gz", hash = "sha256:88228eee5fc21b62a1b5fe773ca15e67778cb07dc8363adcb4a8827b52d81483", size = 296359, upload-time = "2025-11-06T00:13:36.587Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/e5/00/3c794502a8b892c404b2dea5b3650eb21bfc7069612fbfd15c7f17c1cb0d/google_auth-2.45.0.tar.gz", hash = "sha256:90d3f41b6b72ea72dd9811e765699ee491ab24139f34ebf1ca2b9cc0c38708f3", size = 320708, upload-time = "2025-12-15T22:58:42.889Z" }
|
||||
wheels = [
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[[package]]
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@ -16,35 +16,35 @@
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},
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|
||||
"@radix-ui/react-navigation-menu": "^1.2.10",
|
||||
"@radix-ui/react-popover": "^1.1.7",
|
||||
"@radix-ui/react-progress": "^1.1.3",
|
||||
"@radix-ui/react-radio-group": "^1.3.4",
|
||||
"@radix-ui/react-scroll-area": "^1.2.6",
|
||||
"@radix-ui/react-select": "^2.1.7",
|
||||
"@radix-ui/react-separator": "^1.1.4",
|
||||
"@radix-ui/react-slider": "^1.3.2",
|
||||
"@radix-ui/react-slot": "^1.2.0",
|
||||
"@radix-ui/react-switch": "^1.2.2",
|
||||
"@radix-ui/react-tabs": "^1.1.9",
|
||||
"@radix-ui/react-toast": "^1.1.5",
|
||||
"@radix-ui/react-toggle": "^1.1.6",
|
||||
"@radix-ui/react-toggle-group": "^1.1.7",
|
||||
"@radix-ui/react-tooltip": "^1.2.4",
|
||||
"@radix-ui/react-visually-hidden": "^1.2.3",
|
||||
"@supabase/supabase-js": "^2.49.4",
|
||||
"axios": "^1.11.0",
|
||||
"@radix-ui/react-label": "^2.1.8",
|
||||
"@radix-ui/react-menubar": "^1.1.16",
|
||||
"@radix-ui/react-navigation-menu": "^1.2.14",
|
||||
"@radix-ui/react-popover": "^1.1.15",
|
||||
"@radix-ui/react-progress": "^1.1.8",
|
||||
"@radix-ui/react-radio-group": "^1.3.8",
|
||||
"@radix-ui/react-scroll-area": "^1.2.10",
|
||||
"@radix-ui/react-select": "^2.2.6",
|
||||
"@radix-ui/react-separator": "^1.1.8",
|
||||
"@radix-ui/react-slider": "^1.3.6",
|
||||
"@radix-ui/react-slot": "^1.2.4",
|
||||
"@radix-ui/react-switch": "^1.2.6",
|
||||
"@radix-ui/react-tabs": "^1.1.13",
|
||||
"@radix-ui/react-toast": "^1.2.15",
|
||||
"@radix-ui/react-toggle": "^1.1.10",
|
||||
"@radix-ui/react-toggle-group": "^1.1.11",
|
||||
"@radix-ui/react-tooltip": "^1.2.8",
|
||||
"@radix-ui/react-visually-hidden": "^1.2.4",
|
||||
"@supabase/supabase-js": "^2.87.3",
|
||||
"axios": "^1.13.2",
|
||||
"class-variance-authority": "^0.7.1",
|
||||
"clsx": "^2.1.1",
|
||||
"cmdk": "^1.1.1",
|
||||
|
|
@ -52,52 +52,52 @@
|
|||
"embla-carousel-react": "^8.6.0",
|
||||
"eventsource-parser": "^3.0.6",
|
||||
"fflate": "^0.8.2",
|
||||
"i18next": "^25.6.3",
|
||||
"i18next": "^25.7.3",
|
||||
"i18next-browser-languagedetector": "^8.2.0",
|
||||
"input-otp": "^1.4.2",
|
||||
"ky": "^1.9.1",
|
||||
"ky": "^1.14.1",
|
||||
"lucide-react": "^0.525.0",
|
||||
"marked": "^17.0.1",
|
||||
"miaoda-auth-react": "^2.0.0",
|
||||
"miaoda-sc-plugin": "^1.0.11",
|
||||
"miaoda-auth-react": "^2.0.6",
|
||||
"miaoda-sc-plugin": "^1.0.39",
|
||||
"next-themes": "^0.4.6",
|
||||
"qrcode": "^1.5.4",
|
||||
"react": "^18.0.0",
|
||||
"react": "^18.3.1",
|
||||
"react-day-picker": "^8.10.1",
|
||||
"react-dom": "^18.0.0",
|
||||
"react-dom": "^18.3.1",
|
||||
"react-helmet-async": "^2.0.5",
|
||||
"react-hook-form": "^7.56.1",
|
||||
"react-i18next": "^16.3.5",
|
||||
"react-resizable-panels": "^2.1.8",
|
||||
"react-router": "^7.1.5",
|
||||
"react-router-dom": "^6.30.0",
|
||||
"recharts": "^2.15.3",
|
||||
"sonner": "^2.0.3",
|
||||
"streamdown": "^1.1.6",
|
||||
"tailwind-merge": "^3.2.0",
|
||||
"react-hook-form": "^7.68.0",
|
||||
"react-i18next": "^16.5.0",
|
||||
"react-resizable-panels": "^2.1.9",
|
||||
"react-router": "^7.10.1",
|
||||
"react-router-dom": "^6.30.2",
|
||||
"recharts": "^2.15.4",
|
||||
"sonner": "^2.0.7",
|
||||
"streamdown": "^1.6.10",
|
||||
"tailwind-merge": "^3.4.0",
|
||||
"tailwindcss-animate": "^1.0.7",
|
||||
"vaul": "^1.1.2",
|
||||
"video-react": "^0.16.0",
|
||||
"zod": "^3.24.3"
|
||||
"zod": "^3.25.76"
|
||||
},
|
||||
"devDependencies": {
|
||||
"@ast-grep/cli": "^0.39.5",
|
||||
"@ast-grep/cli": "^0.39.9",
|
||||
"@biomejs/biome": "2.2.3",
|
||||
"@types/lodash": "^4.17.16",
|
||||
"@types/react": "^19.0.12",
|
||||
"@types/react-dom": "^19.0.4",
|
||||
"@types/lodash": "^4.17.21",
|
||||
"@types/react": "^19.2.7",
|
||||
"@types/react-dom": "^19.2.3",
|
||||
"@types/unist": "^3.0.3",
|
||||
"@types/video-react": "^0.15.8",
|
||||
"@typescript/native-preview": "7.0.0-dev.20250819.1",
|
||||
"@vitejs/plugin-react": "^4.3.4",
|
||||
"autoprefixer": "^10.4.20",
|
||||
"globals": "^15.14.0",
|
||||
"postcss": "^8.5.2",
|
||||
"tailwindcss": "^3.4.11",
|
||||
"terser": "^5.44.0",
|
||||
"typescript": "~5.7.2",
|
||||
"vite": "^5.1.4",
|
||||
"vite-plugin-svgr": "^4.3.0"
|
||||
"@vitejs/plugin-react": "^4.7.0",
|
||||
"autoprefixer": "^10.4.23",
|
||||
"globals": "^15.15.0",
|
||||
"postcss": "^8.5.6",
|
||||
"tailwindcss": "^3.4.19",
|
||||
"terser": "^5.44.1",
|
||||
"typescript": "~5.7.3",
|
||||
"vite": "^5.4.21",
|
||||
"vite-plugin-svgr": "^4.5.0"
|
||||
},
|
||||
"overrides": {
|
||||
"react-helmet-async": {
|
||||
|
|
|
|||
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Reference in New Issue