\n| \n MinIO<\/p>\n<\/td>\n | \n \u4e0a\u4f20\u7684 PDF\u3001Word\u3001Excel\u3001PPT\u3001\u56fe\u7247\u7b49\u539f\u59cb\u6587\u4ef6<\/p>\n<\/td>\n | \n \u539f\u59cb\u6587\u4ef6\u5b58\u50a8<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u6ce8：MinIO \u4fdd\u5b58\u7684\u662f\u771f\u6b63\u7684\u539f\u59cb\u6587\u4ef6；Elasticsearch \u4fdd\u5b58\u7684\u662f\u4ece PDF \u91cc\u89e3\u6790\u51fa\u6765\u7684chunk\u5757<\/p>\n
\n2.\u4e0a\u4f20\u6587\u4ef6\u6d41\u7a0b\u89e3\u6790<\/p>\n \u7528\u6237\u4e0a\u4f20 PDF<\/p>\n \u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2192 MinIO<\/p>\n \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4fdd\u5b58\u539f\u59cb PDF \u6587\u4ef6<\/p>\n \u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2192 MySQL<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u4fdd\u5b58\u6587\u6863\u8bb0\u5f55<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 document_id<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u6587\u4ef6\u540d<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u6240\u5c5e\u77e5\u8bc6\u5e93<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u4e0a\u4f20\u4eba<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u89e3\u6790\u72b6\u6001<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Parser\u914d\u7f6e<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u7b49\u2026\u2026<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u2193<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0 Redis<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u521b\u5efa\u201c\u89e3\u6790\u6587\u6863\u201d\u4efb\u52a1<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u2193<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u00a0 RAGFlow Worker<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u00a0 \u89e3\u6790 PDF \/ OCR<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u00a0\u00a0 \u5207 Chunk<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Chunk\u6587\u5b57\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 Embedding\u6a21\u578b<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 Vector<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Elasticsearch \/ OpenSearch<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2193<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 BM25\u5012\u6392\u7d22\u5f15\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 \u5411\u91cf\u7d22\u5f15<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 \u2502<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 Chunk\u6587\u5b57\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0 Vector<\/p>\n
\n3.\u7ec4\u4ef6\u67b6\u6784\u56fe：RAGFlow \u5b58\u50a8\u5c42<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500MySQL\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u7cfb\u7edf\u5143\u6570\u636e \/ \u7528\u6237 \/ \u77e5\u8bc6\u5e93 \/ \u6587\u6863\u914d\u7f6e\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u6587\u6863\u72b6\u6001 \/ \u6a21\u578b\u914d\u7f6e\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500MinIO\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 PDF \/ Word \/ Excel \/ PPT \/ \u56fe\u7247\u539f\u59cb\u6587\u4ef6\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500Elasticsearch \/ OpenSearch\u2500\u2500\u2500\u2500\u2500\u2500\u2524\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 Chunk\u6587\u672c \u2500\u2500\u2500\u2500\u2500\u2500\u2192 BM25\u5012\u6392\u7d22\u5f15\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 Embedding Vector \u2500\u2192 Vector Index\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500Redis\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2502\u00a0 \u6d88\u606f\u961f\u5217 \/ \u6587\u6863\u89e3\u6790\u4efb\u52a1 \/ Task Executor\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n \u00a0 \u00a0 \u00a0 \u00a0 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n
\n4.\u5207\u5757\u903b\u8f91：\u56fe\u548c\u8868\u683c\u600e\u4e48\u5904\u7406\u4fdd\u5b58\u7684（\u4f7f\u7528\u7684DeepDOC\u00a0 PDF\u89e3\u6790\u7b56\u7565）<\/p>\n ![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260921001647-6ab0776fbd745.png\") <\/p>\n
\n\n\n\u7c7b\u578b<\/p>\n DeepDOC\u4e4b\u540e\u5f97\u5230\u4ec0\u4e48<\/p>\n \u68c0\u7d22\u5185\u5bb9 content_with_weight<\/p>\n Embedding \u5bf9\u4ec0\u4e48\u505a<\/p>\n \u539f\u59cb\u89c6\u89c9\u5185\u5bb9<\/p>\n<\/tr>\n \n| \n Text<\/p>\n<\/td>\n | \n \u6b63\u6587\u6bb5\u843d<\/p>\n<\/td>\n | \n \u539f\u6587\u6587\u672c<\/p>\n<\/td>\n | \n \u6587\u672c<\/p>\n<\/td>\n | \n \u53ef\u80fd\u4fdd\u5b58\u5bf9\u5e94\u9875\u9762\u88c1\u526a\u56fe，\u7528\u4e8e\u5b9a\u4f4d\/\u5f15\u7528<\/p>\n<\/td>\n<\/tr>\n | \n| \n Table<\/p>\n<\/td>\n | \n \u8868\u683c HTML + \u8868\u683c\u88c1\u526a\u56fe<\/p>\n<\/td>\n | \n HTML\u8868\u683c<\/p>\n<\/td>\n | \n \u53bb\u6389 <table><tr><td>… \u6807\u7b7e\u540e\u7684\u6587\u5b57<\/p>\n<\/td>\n | \n \u88c1\u526a\u56fe\u5355\u72ec\u5b58\u5bf9\u8c61\u5b58\u50a8<\/p>\n<\/td>\n<\/tr>\n | \n| \n Image\/Figure<\/p>\n<\/td>\n | \n \u56fe\u7247\u88c1\u526a + \u56fe\u6ce8\/\u6587\u5b57，VLM\u53ef\u589e\u5f3a<\/p>\n<\/td>\n | \n \u56fe\u6ce8\/\u63cf\u8ff0\u6587\u5b57<\/p>\n<\/td>\n | \n \u63cf\u8ff0\u6587\u5b57<\/p>\n<\/td>\n | \n \u539f\u56fe\/\u88c1\u526a\u56fe\u5355\u72ec\u5b58\u5bf9\u8c61\u5b58\u50a8<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n5.RagFlow\u7c97\u6392\u548c\u7cbe\u6392\u7684\u5207\u5206\u903b\u8f91<\/p>\n ——————————————-\u5e38\u89c4\u903b\u8f91——————————————-<\/p>\n \u7c97\u6392：BM2.5\u5173\u952e\u5b57\u548c\u5411\u91cf\u76f8\u4f3c\u5ea6\u7ed3\u5408\u7b5b\u9009<\/p>\n \u7cbe\u6392：Rnaker\u7684\u7f6e\u4fe1\u5ea6，\u4e00\u822c\u8bbe\u7f6e0.6\u8fd9\u6837<\/p>\n ——————————————-RagFlow\u6700\u7ec8\u8ba1\u7b97\u903b\u8f91—————————————-<\/p>\n \u2460Similarity threshold \u4e00\u503c\u4e24\u7528<\/p>\n Similarity threshold \u4f1a\u88ab\u7528\u4e8e\u4e24\u4e2a\u9636\u6bb5： -Dense\/Embedding \u5019\u9009\u53ec\u56de\u9636\u6bb5：\u4f5c\u4e3a\u5411\u91cf cosine similarity \u7684\u68c0\u7d22\u95e8\u69db； -\u6700\u7ec8\u7ed3\u679c\u9636\u6bb5：\u4f5c\u4e3a\u6700\u7ec8 Hybrid Similarity \u7684\u8fc7\u6ee4\u95e8\u69db\u3002 \u6ce8\u610f：\u524d\u8005\u53ea\u4f5c\u7528\u4e8e Dense \u68c0\u7d22\u5206\u652f，\u4e0d\u4ee3\u8868\u6240\u6709\u5019\u9009\u5fc5\u987b\u5148\u6ee1\u8db3 Embedding threshold；\u5168\u6587\u68c0\u7d22\u5206\u652f\u4e5f\u80fd\u8d21\u732e\u5019\u9009\u3002<\/p>\n<\/p>\n \u2461RAGFlow \u5728\u4e0d\u5f00 reranker\u65f6：final_score=(1-w) \u00d7 Full-text+w \u00d7Embedding\u503c<\/p>\n \u914d\u7f6e：\u5411\u91cf\u7528Similarity threshold\u7b5b\u9009，\u7c97\u6392\u8ba1\u7b97\u5b8c\u4e86\u7684final_score\u7528Similarity threshold\u7b5b\u9009<\/p>\n Vector \u6743\u91cd：w=0.7；<\/p>\n Full-text\u6743\u91cd：1-w=0.3；<\/p>\n Similarity threshold：0.25<\/p>\n \u6b65\u9aa4（\u7b5b\u9009\u4e86\u4e24\u6b21）：<\/p>\n 1.\u8ba1\u7b97\u6587\u672c\u503c\u548c\u5411\u91cf\u503c，\u5148\u5355\u7eaf\u7528Embedding Vector\u7b5b\u9009\u4e00\u5806\u5757，\u7b5b\u9009\u503c\u662fSimilarity threshold<\/p>\n 2.\u5bf9\u7b5b\u9009\u51fa\u6765\u7684\u5757\u8ba1\u7b97\u6700\u7ec8\u5206\u6570：final_score=(1-w) \u00d7Full-text+w \u00d7Embedding\u503c<\/p>\n 3.\u6700\u7ec8\u503c\u4e0eSimilarity threshold\u6bd4\u8f83\u518d\u7b5b\u9009\u4e00\u6ce2<\/p>\n<\/p>\n \u2462RAGFlow\u5f00\u542f reranker\u65f6：final_score=(1-w) \u00d7Full-text+w \u00d7 Reranker\u503c<\/p>\n \u914d\u7f6e：\u5411\u91cf\u7528Similarity threshold\u7b5b\u9009，\u8ba1\u7b97\u5b8c\u4e86\u7684final_score\u7528Similarity threshold\u7b5b\u9009，<\/p>\n Vector ：w=0.7；<\/p>\n Full-text：1-w=0.3；<\/p>\n Similarity threshold：0.25<\/p>\n \u6b65\u9aa4（\u7b5b\u9009\u4e86\u4e24\u6b21）：<\/p>\n 1.\u8ba1\u7b97\u6587\u672c\u503c\u548c\u5411\u91cf\u503c，\u5148\u5355\u7eaf\u7528Embedding Vector\u7b5b\u9009\u4e00\u5806\u5757，\u7b5b\u9009\u503c\u662fSimilarity threshold<\/p>\n 2.\u5c06\u7b5b\u9009\u7684N\u4e2a\u5757\u9001\u5165Rnaker\u6a21\u578b，\u8ba1\u7b97Rnaker\u503c<\/p>\n 3.\u5bf9\u8fd9M\u4e2a\u5757\u7528\u6587\u672c\u503c\u548cRanker\u503c\u8ba1\u7b97\u5206\u6570：final_score=(1-w) \u00d7Full-text+w \u00d7 Reranker\u503c<\/p>\n 4.\u6700\u7ec8\u503c\u4e0eSimilarity threshold\u6bd4\u8f83\u518d\u7b5b\u9009\u4e00\u6ce2<\/p>\n
\n6.Embedding\u6a21\u578b\u548cRanker\u6a21\u578b\u7684\u90e8\u7f72\u65b9\u5f0f(\u81ea\u5df1\u7528\u7684\u662fXinference，\u4e4b\u524dYOLO\u68c0\u6d4b\u9700\u8981\u7528\u4e00\u4e2aVLM\u6a21\u578b，\u90e8\u7f72\u4e86\u4e00\u4e2agguf\u76844B\u6a21\u578b，\u7528\u7684\u662fllama.cpp)<\/p>\n -\u5982\u679c\u662f HuggingFace\/Transformers \u683c\u5f0f，\u5c31\u4f18\u5148\u7528 vLLM（linux\u90e8\u7f72，\u5728windows\u4e0a\u9700\u8981WSL2） \u6216 Xinference\/TEI （\u76f4\u63a5windows\u4e0a\u90e8\u7f72，\u4e5f\u652f\u6301\u901a\u8fc7\u8d70llama.cpp \u540e\u7aef\u90e8\u7f72 GGUF）\u66b4\u9732 embedding API；<\/p>\n -\u5982\u679c\u662f GGUF（.gguf\u683c\u5f0f） \u624d\u66f4\u50cf\u8d70 llama.cpp\/Ollama\u3002<\/p>\n
\n\u54f2\u5b66\u601d\u8003<\/h3>\n\u201c\u77e5\u8bc6\u88ab\u5207\u6210\u788e\u7247，\u4fe1\u4efb\u5374\u8981\u9760\u5b8c\u6574\u7684\u8bc1\u636e\u94fe\u3002\u201d<\/p>\n \u2014\u2014\u5f53\u539f\u59cb\u6587\u6863\u4fdd\u7559\u77e5\u8bc6\u7684\u51fa\u5904，Chunk\u5207\u5206\u51b3\u5b9a\u8bed\u4e49\u7684\u8fb9\u754c，\u6df7\u5408\u68c0\u7d22\u4ece\u5173\u952e\u8bcd\u4e0e\u5411\u91cf\u4e2d\u5bfb\u627e\u7ebf\u7d22，\u91cd\u6392\u4e0e\u4e0a\u4e0b\u6587\u7ec4\u88c5\u4fbf\u627f\u62c5\u8d77\u7b5b\u9009\u8bc1\u636e\u7684\u8d23\u4efb；\u6743\u9650\u9650\u5b9a\u8c01\u80fd\u770b\u89c1，\u7248\u672c\u8bf4\u660e\u4f55\u65f6\u6709\u6548，\u5f15\u7528\u8ba9\u6bcf\u4e00\u6b21\u56de\u7b54\u90fd\u80fd\u56de\u5230\u539f\u6587，\u62d2\u7b54\u5219\u4e3a\u8bc1\u636e\u4e0d\u8db3\u7559\u4e0b\u8bda\u5b9e\u7684\u4f4d\u7f6e\u3002\u4f01\u4e1a\u77e5\u8bc6\u5e93\u7684\u6210\u719f，\u4f53\u73b0\u5728\u6bcf\u4e00\u53e5\u7ed3\u8bba\u90fd\u80fd\u88ab\u8ffd\u6eaf\u3001\u88ab\u8d28\u7591\u3001\u88ab\u4fee\u6b63\u3002\u628a\u6587\u4ef6\u63a5\u5165\u6a21\u578b，\u53ea\u5b8c\u6210\u4e86\u4fe1\u606f\u7684\u642c\u8fd0；\u8ba9\u68c0\u7d22\u3001\u5224\u65ad\u4e0e\u9a8c\u8bc1\u5f7c\u6b64\u8854\u63a5，\u77e5\u8bc6\u624d\u83b7\u5f97\u53cd\u590d\u53c2\u4e0e\u51b3\u7b56\u7684\u6761\u4ef6\u3002\u53ef\u4fe1\u7684\u667a\u80fd，\u59cb\u4e8e\u5bf9\u8bc1\u636e\u8fb9\u754c\u7684\u8ba4\u771f\u7ef4\u62a4\u3002<\/p><\/p>\n","protected":false},"excerpt":{"rendered":" \u76ee\u5f55
\n\u4e00\u3001 \u5e95\u5ea7\u9009\u578b：\u77e5\u8bc6\u5b58\u50a8\u4e0e\u7d22\u5f15\u5c42
\n\u4e8c\u5173\u952e\u70b9
\n\u4e09RAGFLOW
\n\u54f2\u5b66\u601d\u8003 \u4e00\u3001 \u5e95\u5ea7\u9009\u578b：\u77e5\u8bc6\u5b58\u50a8\u4e0e\u7d22\u5f15\u5c42
\n1.\u539f\u59cb\u6587\u6863\u5b58\u50a8
\n\u4fdd\u5b58： PDF Word Excel PPT \u56fe\u7247 \u7f51\u9875 \u90ae\u4ef6 \u5236\u5ea6\u6587\u4ef6 \u4e1a\u52a1\u6587\u6863
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\n2.\u5168\u6587\u7d22\u5f15
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