bulk_indexing_service.py
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"""
全量索引服务。
提供全量索引功能,将指定租户的所有SPU数据导入到ES。
"""
import logging
from typing import Dict, Any
from sqlalchemy import Engine
from utils.es_client import ESClient
from indexer.spu_transformer import SPUTransformer
from indexer.bulk_indexer import BulkIndexer
from indexer.mapping_generator import load_mapping, delete_index_if_exists, DEFAULT_INDEX_NAME
from indexer.indexer_logger import (
get_indexer_logger, log_index_request, log_index_result, log_bulk_index_batch
)
logger = logging.getLogger(__name__)
# Indexer专用日志器
indexer_logger = get_indexer_logger()
class BulkIndexingService:
"""全量索引服务,提供批量导入功能。"""
def __init__(self, db_engine: Engine, es_client: ESClient):
"""
初始化全量索引服务。
Args:
db_engine: SQLAlchemy database engine
es_client: Elasticsearch client
"""
self.db_engine = db_engine
self.es_client = es_client
self.index_name = DEFAULT_INDEX_NAME
def bulk_index(self, tenant_id: str, recreate_index: bool = False, batch_size: int = 500) -> Dict[str, Any]:
"""执行全量索引"""
import time
start_time = time.time()
# 记录请求开始
log_index_request(
indexer_logger,
index_type='bulk',
tenant_id=tenant_id,
request_params={
'recreate_index': recreate_index,
'batch_size': batch_size,
'index_name': self.index_name
}
)
try:
# 1. 加载mapping
logger.info(f"[BulkIndexing] Loading mapping for tenant_id={tenant_id}")
indexer_logger.info(
f"Loading mapping for bulk index",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'load_mapping',
'index_name': self.index_name
}
)
mapping = load_mapping()
# 2. 处理索引(删除并重建或创建)
if recreate_index:
logger.info(f"[BulkIndexing] Recreating index: {self.index_name}")
indexer_logger.info(
f"Recreating index: {self.index_name}",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'recreate_index',
'index_name': self.index_name
}
)
if self.es_client.index_exists(self.index_name):
if delete_index_if_exists(self.es_client, self.index_name):
logger.info(f"[BulkIndexing] Deleted existing index: {self.index_name}")
else:
raise Exception(f"Failed to delete index: {self.index_name}")
if not self.es_client.index_exists(self.index_name):
logger.info(f"[BulkIndexing] Creating index: {self.index_name}")
indexer_logger.info(
f"Creating index: {self.index_name}",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'create_index',
'index_name': self.index_name
}
)
if not self.es_client.create_index(self.index_name, mapping):
raise Exception(f"Failed to create index: {self.index_name}")
logger.info(f"[BulkIndexing] Created index: {self.index_name}")
else:
logger.info(f"[BulkIndexing] Index already exists: {self.index_name}")
# 3. 转换数据
logger.info(f"[BulkIndexing] Transforming data for tenant_id={tenant_id}")
indexer_logger.info(
f"Transforming SPU data",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'transform_data',
'index_name': self.index_name
}
)
transformer = SPUTransformer(self.db_engine, tenant_id)
documents = transformer.transform_batch()
if not documents:
logger.warning(f"[BulkIndexing] No documents to index for tenant_id={tenant_id}")
elapsed_time = time.time() - start_time
log_index_result(
indexer_logger,
index_type='bulk',
tenant_id=tenant_id,
total_count=0,
success_count=0,
failed_count=0,
elapsed_time=elapsed_time,
index_name=self.index_name
)
return {
"success": True,
"total": 0,
"indexed": 0,
"failed": 0,
"elapsed_time": elapsed_time,
"message": "No documents to index",
"index_name": self.index_name,
"tenant_id": tenant_id
}
logger.info(f"[BulkIndexing] Transformed {len(documents)} documents")
indexer_logger.info(
f"Transformed {len(documents)} documents",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'transform_complete',
'total_count': len(documents),
'index_name': self.index_name
}
)
# 4. 批量导入
logger.info(f"[BulkIndexing] Indexing {len(documents)} documents (batch_size={batch_size})")
indexer = BulkIndexer(self.es_client, self.index_name, batch_size=batch_size, max_retries=3)
results = indexer.index_documents(
documents,
id_field="spu_id",
show_progress=False # API调用时不打印进度
)
elapsed_time = time.time() - start_time
# 记录最终结果
log_index_result(
indexer_logger,
index_type='bulk',
tenant_id=tenant_id,
total_count=len(documents),
success_count=results['success'],
failed_count=results['failed'],
elapsed_time=elapsed_time,
index_name=self.index_name,
errors=results.get('errors', [])
)
logger.info(
f"[BulkIndexing] Completed for tenant_id={tenant_id}: "
f"indexed={results['success']}, failed={results['failed']}, "
f"elapsed={elapsed_time:.2f}s"
)
return {
"success": results['failed'] == 0,
"total": len(documents),
"indexed": results['success'],
"failed": results['failed'],
"elapsed_time": elapsed_time,
"index_name": self.index_name,
"tenant_id": tenant_id
}
except Exception as e:
elapsed_time = time.time() - start_time
error_msg = str(e)
logger.error(f"[BulkIndexing] Failed for tenant_id={tenant_id}: {e}", exc_info=True)
indexer_logger.error(
f"Bulk index failed: {error_msg}",
extra={
'index_type': 'bulk',
'tenant_id': tenant_id,
'operation': 'request_failed',
'error': error_msg,
'elapsed_time': elapsed_time,
'index_name': self.index_name
},
exc_info=True
)
raise