\n| 64<\/td>\n | 0.556<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/section>\n \u4e0b\u56fe\u76f4\u89c2\u5730\u5c55\u793a\u4e86 Jina-ColBERT-v2 \u5728\u4e0d\u540c\u8f93\u51fa\u7ef4\u5ea6\u4e0b\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n ![\"-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/9830bb7f0988b8e.png\" "\\"-1\\"") \u9009\u62e9\u8f83\u5c0f\u7684\u8f93\u51fa\u5411\u91cf\u4e0d\u4ec5\u80fd\u8282\u7701\u5b58\u50a8\u7a7a\u95f4\uff0c\u8fd8\u80fd\u63d0\u5347\u8ba1\u7b97\u901f\u5ea6\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u6bd4\u8f83\u5411\u91cf\u6216\u8ba1\u7b97\u8ddd\u79bb\u7684\u573a\u666f\u4e2d\uff0c\u5982\u5411\u91cf\u68c0\u7d22\u7cfb\u7edf\u3002<\/p>\n
\u540c\u65f6\u6210\u672c\u4e5f\u662f\u975e\u5e38\u660e\u663e\u4e0b\u964d\u7684\uff0c\u6839\u636e Qdrant \u7684\u4e91\u7aef\u6210\u672c\u4f30\u7b97\u5668\uff0c\u5728 AWS \u4e0a\u5b58\u50a8 1 \u4ebf\u4e2a\u6587\u6863\u65f6\uff0c\u4f7f\u7528 128 \u7ef4\u5411\u91cf\u7684\u8d39\u7528\u662f\u6bcf\u6708 1319.24 \u7f8e\u5143\uff0c\u800c\u5982\u679c\u4f7f\u7528 64 \u7ef4\u5411\u91cf\uff0c\u8d39\u7528\u53ef\u4ee5\u76f4\u63a5\u51cf\u534a\uff0c\u964d\u5230\u6bcf\u6708 659.62 \u7f8e\u5143\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4e0d\u4ec5\u901f\u5ea6\u63d0\u5347\u4e86\uff0c\u6210\u672c\u4e5f\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n \n \u5982\u4f55\u5f00\u59cb\u4f7f\u7528 Jina ColBERT v2<\/h2>\nJina ColBERT v2 \u5df2\u7ecf\u4e0a\u7ebf Jina Search Foundation API\u3001AWS Marketplace \u548c Azure \u5e73\u53f0\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u4ee5 CC BY-NC-4.0 \u8bb8\u53ef\u8bc1\u5728\u00a0Hugging Face<\/i><\/span>\u00a0\u4e0a\u5f00\u6e90\uff0c\u4f9b\u975e\u5546\u4e1a\u7528\u9014\u4f7f\u7528\u3002<\/p>\n\n- \nAWS Marketplace: https:\/\/aws.amazon.com\/marketplace\/seller-profile?id=seller-stch2ludm6vgy<\/section>\n<\/li>\n
- \nAzure: https:\/\/azuremarketplace.microsoft.com\/en-gb\/marketplace\/apps?search=Jina<\/section>\n<\/li>\n
- \nHugging Face: https:\/\/huggingface.co\/jinaai\/jina-colbert-v2<\/section>\n<\/li>\n<\/ul>\n
<\/p>\n \u901a\u8fc7 Jina Search Foundation API<\/h3>\n\u7528\u4e8e Embedding<\/h4>\n\u4f7f\u7528 Jina Embedding API \u83b7\u53d6 jina-colbert-v2 \u7684 Embedding \u662f\u6700\u7b80\u5355\u76f4\u63a5\u7684\u65b9\u5f0f\u3002<\/p>\n \u4e24\u4e2a\u5173\u952e\u53c2\u6570\uff1a<\/strong><\/p>\ndimensions<\/code>\uff1a\u8868\u793a Embedding \u7684\u8f93\u51fa\u7ef4\u5ea6\uff0c\u9ed8\u8ba4\u4e3a 128\uff0c\u4e5f\u53ef\u4ee5\u9009\u62e9 64\u3002<\/p>\ninput_type<\/code>\uff1a\u51b3\u5b9a\u8f93\u5165\u7c7b\u578b\uff0cquery<\/code>\u00a0\u7684\u6700\u5927\u957f\u5ea6\u9650\u5236\u4e3a 32 token\uff0c\u8d85\u8fc7\u90e8\u5206\u4f1a\u81ea\u52a8\u622a\u65ad\uff0c\u800c\u00a0document<\/code>\u00a0\u53ef\u4ee5\u957f\u8fbe 8192 token\u3002\u6587\u6863\u7f16\u7801\u53ef\u4ee5\u79bb\u7ebf\u5904\u7406\uff0c\u8fd9\u6837\u5728\u67e5\u8be2\u65f6\u53ea\u9700\u8981\u7f16\u7801\u67e5\u8be2\u90e8\u5206\uff0c\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u5904\u7406\u901f\u5ea6\u3002<\/p>\nJina API Key \u5728 jina.ai\/embeddings \u83b7\u53d6\u3002<\/p>\n curl\u00a0https:\/\/api.jina.ai\/v1\/multi-vector\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-H\u00a0\"Content-Type:\u00a0application\/json\"\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-H\u00a0\"Authorization:\u00a0Bearer\u00a0<YOUR\u00a0JINA\u00a0API\u00a0KEY>\"\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-d\u00a0'{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\"model\":\u00a0\"jina-colbert-v2\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\"dimensions\":\u00a0128,\u00a0#\u00a0\u6216\u00a064\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\"input_type\":\u00a0\"document\",\u00a0#\u00a0\u8fd9\u91cc\u9700\u8981\u6ce8\u610finput_type\u00a0\u662f\u00a0document\u00a0\u8fd8\u662f\u00a0query\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\"embedding_type\":\u00a0\"float\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\"input\":\u00a0[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u5728\u6b64\u8f93\u5165\u4f60\u7684\u6587\u6863\u6587\u672c\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u4f60\u53ef\u4ee5\u53d1\u9001\u591a\u4e2a\u6587\u672c\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u6bcf\u4e2a\u6587\u672c\u6700\u957f\u53ef\u8fbe\u00a08192\u00a0\u4e2a\u6807\u8bb0\"\r\n\u00a0\u00a0\u00a0\u00a0]}'\r\n<\/code><\/pre>\n\u7528\u4e8e Reranker<\/h4>\n\u8981\u901a\u8fc7 Jina Reranker API \u4f7f\u7528\u00a0jina-colbert-v2<\/code>\uff0c\u4f20\u5165\u4e00\u4e2a\u67e5\u8be2\u548c\u591a\u4e2a\u6587\u6863\uff0c\u5e76\u8fd4\u56de\u53ef Reranker \u7684\u5339\u914d\u5206\u6570\uff0c\u6784\u9020\u5982\u4e0b\u8bf7\u6c42\uff1a<\/p>\ncurl\u00a0https:\/\/api.jina.ai\/v1\/rerank\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-H\u00a0\"Content-Type:\u00a0application\/json\"\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-H\u00a0\"Authorization:\u00a0Bearer\u00a0<YOUR\u00a0JINA\u00a0API\u00a0KEY>\"\u00a0\\\\\r\n\u00a0\u00a0\u00a0\u00a0\u00a0-d\u00a0'{\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"model\":\u00a0\"jina-colbert-v2\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"query\":\u00a0\"\u67cf\u6797\u7684\u4eba\u53e3\u662f\u591a\u5c11\uff1f\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"top_n\":\u00a03,\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"documents\":\u00a0[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"2023\u5e74\u67cf\u6797\u7684\u4eba\u53e3\u6bd4\u53bb\u5e74\u589e\u957f\u4e860.7%\u3002\u56e0\u6b64\uff0c\u5230\u53bb\u5e74\u5e74\u5e95\uff0c\u67cf\u6797\u7684\u5c45\u6c11\u4eba\u6570\u6bd42022\u5e74\u589e\u52a0\u4e86\u7ea627300\u4eba\u300230\u5c81\u523040\u5c81\u7684\u4eba\u7fa4\u662f\u6570\u91cf\u6700\u591a\u7684\u5e74\u9f84\u7ec4\u3002\u67cf\u6797\u62e5\u6709\u7ea688.1\u4e07\u5916\u56fd\u5c45\u6c11\uff0c\u6765\u81ea\u7ea6170\u4e2a\u56fd\u5bb6\uff0c\u5e73\u5747\u5e74\u9f84\u4e3a42.5\u5c81\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u67cf\u6797\u5c71\u662f\u5357\u6781\u6d32\u739b\u4e3d\u00b7\u4f2f\u5fb7\u5730\u7684\u4e00\u4e2a\u51b0\u5ddd\u8986\u76d6\u7684\u706b\u5c71\uff0c\u8ddd\u79bb\u963f\u8499\u68ee\u6d77\u7ea6100\u516c\u91cc\uff0862\u82f1\u91cc\uff09\u3002\u5b83\u662f\u4e00\u4e2a\u5bbd\u7ea620\u516c\u91cc\uff0812\u82f1\u91cc\uff09\u7684\u5c71\u5cf0\uff0c\u6709\u5bc4\u751f\u706b\u5c71\u53e3\uff0c\u7531\u4e24\u5ea7\u5408\u5e76\u7684\u706b\u5c71\u7ec4\u6210\uff1a\u67cf\u6797\u706b\u5c71\uff0c\u5176\u706b\u5c71\u53e3\u5bbd2\u516c\u91cc\uff081.2\u82f1\u91cc\uff09\uff0c\u4ee5\u53ca\u8ddd\u79bb\u67cf\u6797\u706b\u5c71\u7ea63.5\u516c\u91cc\uff082.2\u82f1\u91cc\uff09\u7684Merrem\u5cf0\uff0c\u706b\u5c71\u53e3\u5bbd2.5\u00d71\u516c\u91cc\uff081.55\u82f1\u91cc\u00d70.62\u82f1\u91cc\uff09\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u622a\u81f32023\u5e7412\u670831\u65e5\uff0c\u5404\u8054\u90a6\u5dde\u6309\u56fd\u7c4d\u548c\u5dde\u7edf\u8ba1\u7684\u4eba\u53e3\u6570\u636e\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u67cf\u6797\u7684\u90fd\u5e02\u533a\u4eba\u53e3\u8d85\u8fc7450\u4e07\uff0c\u662f\u5fb7\u56fd\u4eba\u53e3\u6700\u591a\u7684\u90fd\u5e02\u533a\u3002\u67cf\u6797-\u52c3\u5170\u767b\u5821\u9996\u90fd\u5730\u533a\u7ea6\u6709620\u4e07\u4eba\u53e3\uff0c\u662f\u5fb7\u56fd\u7b2c\u4e8c\u5927\u90fd\u5e02\u533a\uff0c\u4ec5\u6b21\u4e8e\u83b1\u8335-\u9c81\u5c14\u533a\uff0c\u5e76\u4e14\u662f\u6b27\u76df\u7b2c\u516d\u5927\u90fd\u5e02\u533a\uff08\u6309GDP\u8ba1\u7b97\uff09\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u6b27\u6587\u00b7\u67cf\u6797\uff08\u539f\u540d\u4ee5\u8272\u5217\u00b7\u8d1d\u6797\uff09\u662f\u4e00\u4f4d\u7f8e\u56fd\u4f5c\u66f2\u5bb6\u548c\u8bcd\u66f2\u4f5c\u8005\u3002\u4ed6\u7684\u97f3\u4e50\u662f\u300a\u4f1f\u5927\u7684\u7f8e\u56fd\u6b4c\u672c\u300b\u7684\u4e00\u90e8\u5206\u3002\u67cf\u6797\u83b7\u5f97\u4e86\u8bb8\u591a\u8363\u8a89\uff0c\u5305\u62ec\u5965\u65af\u5361\u5956\u3001\u683c\u83b1\u7f8e\u5956\u548c\u6258\u5c3c\u5956\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u67cf\u6797\u662f\u7f8e\u56fd\u5eb7\u6d85\u72c4\u683c\u5dde\u9996\u90fd\u89c4\u5212\u533a\u7684\u4e00\u4e2a\u57ce\u9547\u30022020\u5e74\u4eba\u53e3\u666e\u67e5\u65f6\u4eba\u53e3\u4e3a20,175\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u67cf\u6797\u662f\u5fb7\u56fd\u7684\u9996\u90fd\u548c\u6700\u5927\u57ce\u5e02\uff0c\u65e0\u8bba\u662f\u9762\u79ef\u8fd8\u662f\u4eba\u53e3\u3002\u5176\u8d85\u8fc7385\u4e07\u5c45\u6c11\u4f7f\u5176\u6210\u4e3a\u6b27\u76df\u4eba\u53e3\u6700\u591a\u7684\u57ce\u5e02\uff08\u6309\u57ce\u5e02\u9650\u754c\u5185\u4eba\u53e3\u8ba1\u7b97\uff09\u3002\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"\u300a\u67cf\u6797\uff0c\u67cf\u6797\u300b\u662f\u4e00\u90e8\u4e3aARD\u5236\u4f5c\u7684\u7535\u89c6\u5267\uff0c\u4e8e2002\u5e74\u81f32005\u5e74\u5728\u5fb7\u56fd\u7b2c\u4e00\u7535\u89c6\u53f0\u7684\u665a\u95f4\u8282\u76ee\u4e2d\u64ad\u51fa\u3002\u5bfc\u6f14\u5305\u62ec\u5f17\u6717\u8328\u65af\u5361\u00b7\u8fc8\u8036\u00b7\u666e\u83b1\u65af\u3001\u514b\u91cc\u65af\u6258\u592b\u00b7\u65bd\u5185\u3001\u65af\u6587\u00b7\u6e29\u7279\u74e6\u5c14\u7279\u548c\u8482\u56fe\u65af\u00b7\u585e\u5c14\u683c\u3002\"\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0]\r\n\u00a0\u00a0\u00a0\u00a0}'\r\n<\/code><\/pre>\n\u8fd8\u8981\u6ce8\u610f\u00a0top_n<\/code>\u00a0\u53c2\u6570\uff0c\u5b83\u6307\u5b9a\u68c0\u7d22\u65f6\u8fd4\u56de\u7684\u6587\u6863\u6570\u91cf\u3002\u5982\u679c\u4f60\u53ea\u9700\u8981\u6700\u4f18\u7684\u5339\u914d\u7ed3\u679c\uff0c\u53ef\u4ee5\u628a\u00a0top_n<\/code>\u00a0\u8bbe\u7f6e\u4e3a 1\u3002<\/p>\n\u6709\u5173\u66f4\u591a\u7684 Python \u6216\u5176\u4ed6\u8bed\u8a00\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u8bf7\u8bbf\u95ee https:\/\/jina.ai\/embeddings \u9875\u9762\uff0c\u6216\u5728 https:\/\/jina.ai\/reranker\/ \u7684\u4e0b\u62c9\u83dc\u5355\u4e2d\u9009\u62e9\u00a0jina-colbert-v2<\/code>\u3002<\/p>\n\u901a\u8fc7 Stanford ColBERT<\/h3>\n\u5982\u679c\u4f60\u7528\u8fc7 Stanford ColBERT \u5e93\uff0c\u4f60\u73b0\u5728\u53ef\u4ee5\u65e0\u7f1d\u66ff\u6362\u6210 Jina ColBERT v2 \u7248\u672c\u3002\u53ea\u9700\u6307\u5b9a\u00a0jinaai\/jina-colbert-v2<\/code>\u00a0\u4f5c\u4e3a\u6a21\u578b\u6e90\u3002<\/p>\nfrom\u00a0colbert.infra\u00a0import\u00a0ColBERTConfig\r\nfrom\u00a0colbert.modeling.checkpoint\u00a0import\u00a0Checkpoint\r\n\r\nckpt\u00a0=\u00a0Checkpoint(\"jinaai\/jina-colbert-v2\",\u00a0colbert_config=ColBERTConfig())\r\ndocs\u00a0=\u00a0[\"\u4f60\u7684\u6587\u672c\u5217\u8868\"]\r\nquery_vectors\u00a0=\u00a0ckpt.queryFromText(docs)\r\n<\/code><\/pre>\n\u901a\u8fc7 RAGatouille<\/h3>\nJina ColBERT v2 \u540c\u6837\u96c6\u6210\u5728 RAGatouille \u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7\u00a0RAGPretrainedModel.from_pretrained()<\/code>\u00a0\u65b9\u6cd5\u5c31\u80fd\u4e0b\u8f7d\u4f7f\u7528\uff0c\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\nfrom\u00a0ragatouille\u00a0import\u00a0RAGPretrainedModel\r\n\r\nRAG\u00a0=\u00a0RAGPretrainedModel.from_pretrained(\"jinaai\/jina-colbert-v2\")\r\ndocs\u00a0=\u00a0[\"\u4f60\u7684\u6587\u672c\u5217\u8868\"]\r\nRAG.index(docs,\u00a0index_name=\"your_index_name\")\r\nquery\u00a0=\u00a0\"\u4f60\u7684\u67e5\u8be2\"\r\nresults\u00a0=\u00a0RAG.search(query)\r\n<\/code><\/pre>\n\u901a\u8fc7 Qdrant<\/h3>\n\u4ece Qdrant 1.10 \u7248\u672c\u5f00\u59cb\uff0cQdrant \u652f\u6301\u4e86\u591a\u5411\u91cf\u548c\u8fdf\u4ea4\u4e92\u6a21\u578b\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528 jina-colbert-v2\u3002\u4e0d\u8bba\u662f\u672c\u5730\u90e8\u7f72\u8fd8\u662f\u4e91\u7aef\u6258\u7ba1\u7684 Qdrant\uff0c\u53ea\u9700\u8981\u5728\u5ba2\u6237\u7aef\u4e2d\u6b63\u786e\u914d\u7f6e multivector_config \u53c2\u6570\uff0c\u5c31\u53ef\u4ee5\u628a\u6587\u6863\u63d2\u5165\u5230\u591a\u5411\u91cf\u96c6\u5408\u4e2d\u3002<\/p>\n \u4f7f\u7528 MAX_SIM \u64cd\u4f5c\u521b\u5efa\u65b0\u96c6\u5408<\/strong><\/p>\nfrom\u00a0qdrant_client\u00a0import\u00a0QdrantClient,\u00a0models\r\n\r\nqdrant_client\u00a0=\u00a0QdrantClient(\r\n\u00a0\u00a0\u00a0\u00a0url=\"<YOUR_ENDPOINT>\",\r\n\u00a0\u00a0\u00a0\u00a0api_key=\"<YOUR_API_KEY>\",\r\n)\r\n\r\nqdrant_client.create_collection(\r\n\u00a0\u00a0\u00a0\u00a0collection_name=\"{collection_name}\",\r\n\u00a0\u00a0\u00a0\u00a0vectors_config={\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"colbert\":\u00a0models.VectorParams(\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0size=128,\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0distance=models.Distance.COSINE,\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0multivector_config=models.MultiVectorConfig(\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0comparator=models.MultiVectorComparator.MAX_SIM\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0),\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0)\r\n\u00a0\u00a0\u00a0\u00a0}\r\n)\r\n<\/code><\/pre>\n\u26a0\ufe0f \u6b63\u786e\u8bbe\u7f6e\u00a0multivector_config<\/code>\u00a0\u53c2\u6570\u662f Qdrant \u4e2d\u4f7f\u7528 ColBERT \u6a21\u578b\u7684\u5173\u952e\u3002<\/p>\n\u5c06\u6587\u6863\u63d2\u5165\u591a\u5411\u91cf\u96c6\u5408<\/strong><\/p>\nimport\u00a0requests\r\nfrom\u00a0qdrant_client\u00a0import\u00a0QdrantClient,\u00a0models\r\n\r\nurl\u00a0=\u00a0'https:\/\/api.jina.ai\/v1\/multi-vector'\r\n\r\nheaders\u00a0=\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0'Content-Type':\u00a0'application\/json',\r\n\u00a0\u00a0\u00a0\u00a0'Authorization':\u00a0'Bearer\u00a0<YOUR\u00a0BEARER>'\r\n}\r\n\r\ndata\u00a0=\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0'model':\u00a0'jina-colbert-v2',\r\n\u00a0\u00a0\u00a0\u00a0'input_type':\u00a0'query',\r\n\u00a0\u00a0\u00a0\u00a0'embedding_type':\u00a0'float',\r\n\u00a0\u00a0\u00a0\u00a0'input':\u00a0[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0'\u5728\u6b64\u8f93\u5165\u4f60\u7684\u6587\u672c',\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0'\u4f60\u53ef\u4ee5\u53d1\u9001\u591a\u4e2a\u6587\u672c',\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0'\u6bcf\u4e2a\u6587\u672c\u6700\u957f\u53ef\u8fbe\u00a08192\u00a0\u4e2a\u6807\u8bb0'\r\n\u00a0\u00a0\u00a0\u00a0]\r\n}\r\n\r\nresponse\u00a0=\u00a0requests.post(url,\u00a0headers=headers,\u00a0json=data)\r\nrows<\/a>\u00a0=\u00a0response.json()[\"data\"]\r\n\r\nqdrant_client\u00a0=\u00a0QdrantClient(\r\n\u00a0\u00a0\u00a0\u00a0url=\"<YOUR_ENDPOINT>\",\r\n\u00a0\u00a0\u00a0\u00a0api_key=\"<YOUR\u00a0API_KEY>\",\r\n)\r\n\r\nfor\u00a0i,\u00a0row\u00a0in\u00a0enumerate(rows):\r\n\u00a0\u00a0\u00a0\u00a0qdrant_client.upsert(\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0collection_name=\"{collection_name}\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0points=[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0models.PointStruct(\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0id=i,\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0vector=row[\"embeddings\"],\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0payload={\"text\":\u00a0data[\"input\"][i]}\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0)\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0],\r\n\u00a0\u00a0\u00a0\u00a0)\r\n<\/code><\/pre>\n\u67e5\u8be2\u96c6\u5408<\/strong><\/p>\nfrom\u00a0qdrant_client\u00a0import\u00a0QdrantClient,\u00a0models\r\nimport\u00a0requests\r\n\r\nurl\u00a0=\u00a0'https:\/\/api.jina.ai\/v1\/multi-vector'\r\n\r\nheaders\u00a0=\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0'Content-Type':\u00a0'application\/json',\r\n\u00a0\u00a0\u00a0\u00a0'Authorization':\u00a0'Bearer\u00a0<YOUR\u00a0BEARER>'\r\n}\r\n\r\ndata\u00a0=\u00a0{\r\n\u00a0\u00a0\u00a0\u00a0'model':\u00a0'jina-colbert-v2',\r\n\u00a0\u00a0\u00a0\u00a0\"input_type\":\u00a0\"query\",\r\n\u00a0\u00a0\u00a0\u00a0\"embedding_type\":\u00a0\"float\",\r\n\u00a0\u00a0\u00a0\u00a0\"input\":\u00a0[\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\"Jina AI \u7684Embedding\u6a21\u578b\u652f\u6301\u591a\u5c11\u4e2a\u6807\u8bb0\u7684\u8f93\u5165\uff1f\"\r\n\u00a0\u00a0\u00a0\u00a0]\r\n}\r\n\r\nresponse\u00a0=\u00a0requests.post(url,\u00a0headers=headers,\u00a0json=data)\r\nvector\u00a0=\u00a0response.json()[\"data\"][0][\"embeddings\"]\r\n\r\nqdrant_client\u00a0=\u00a0QdrantClient(\r\n\u00a0\u00a0\u00a0\u00a0url=\"<YOUR_ENDPOINT>\",\r\n\u00a0\u00a0\u00a0\u00a0api_key=\"<YOUR\u00a0API_KEY>\",\r\n)\r\n\r\nresults\u00a0=\u00a0qdrant_client.query_points(\r\n\u00a0\u00a0\u00a0\u00a0collection_name=\"{collection_name}\",\r\n\u00a0\u00a0\u00a0\u00a0query=vector,\r\n)\r\n\r\nprint(results)\r\n<\/code><\/pre>\n\u603b\u7ed3<\/h3>\njina-colbert-v2 \u5728\u524d\u4ee3\u7248\u672c\u7684\u57fa\u7840\u4e0a\uff0c\u8986\u76d6\u4e86 89 \u79cd\u5168\u7403\u8bed\u8a00\uff0c\u4ee5\u53ca\u591a\u79cd Embedding \u8f93\u51fa\u7ef4\u5ea6\u7684\u9009\u62e9\uff0c\u7528\u6237\u80fd\u591f\u7075\u6d3b\u5e73\u8861\u7cbe\u5ea6\u548c\u6548\u7387\u9700\u6c42\uff0c\u8282\u7701\u8ba1\u7b97\u548c\u65f6\u95f4\u6210\u672c\u3002\u70b9\u51fb https:\/\/jina.ai \u7acb\u5373\u8bd5\u7528\uff0c\u8fd8\u53ef\u83b7\u5f97 100 \u4e07\u4e2a\u514d\u8d39 Token\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u5728\u00a0RAG\u00a0\u9886\u57df\uff0c\u591a\u5411\u91cf\u6a21\u578b\u00a0ColBERT\u00a0\u901a\u8fc7\u4e3a\u6587\u6863\u7684\u6bcf\u4e2a token \u751f\u6210\u72ec\u7acb\u7684\u5411\u91cf\uff0c\u5e26\u6765\u4e86\u68c0\u7d22\u7cbe\u5ea6\u7684\u63d0\u5347\u3002\u4f46\u540c\u6837\u4e5f\u5e26\u6765\u4e86\u5b58\u50a8\u9700\u6c42\u7684\u5267\u589e\uff0c\u5e76\u4e14\u4ec5\u652f\u6301\u82f1\u6587\uff0c\u9650\u5236\u4e86\u5176\u5e94\u7528\u8303\u56f4\u3002 \u4e3a\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u6539\u8fdb\u4e86 ColBERT \u7684\u67b6\u6784\u548c\u8bad\u7ec3\u6d41\u7a0b…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-5773","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/5773","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=5773"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/5773\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=5773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=5773"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=5773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
|
![\"-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/bd0bb4290de67a0.jpg\" "\\"-1\\"")
<\/p>\n![\"-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/406cc5905776546.png\" "\\"-1\\"")
Jina ColBERT v2 \u5728\u57fa\u4e8e\u82f1\u8bed\u7684 BEIR \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0<\/figcaption><\/figure>\n![\"-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/758656ca1157f2d.png\" "\\"-1\\"")
\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u8bed\u8a00\u5206\u5e03<\/figcaption><\/figure>\n![\"-1\"](\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/09\/f193d4a175c09c6.png\" "\\"-1\\"")
<\/h3>\n