{"id":4603,"date":"2025-02-14T21:49:17","date_gmt":"2025-02-14T13:49:17","guid":{"rendered":"https:\/\/infernews.com\/?page_id=4603"},"modified":"2025-07-17T18:42:10","modified_gmt":"2025-07-17T10:42:10","slug":"chinese-text-embedding","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/chinese-text-embedding\/","title":{"rendered":"\u4e2d\u6587 text embedding"},"content":{"rendered":"
<\/a>
Word Embedding \u7de8\u78bc\u77e9\u9663<\/span>
\u6280\u8853\u8207\u65b9\u6cd5<\/div>
<\/div><\/div><\/div>\n\n\n
\n\n\n
<\/a>
\u3010\u81ea\u7136\u8a9e\u8a00\u8655\u7406 \u2014 \u6982\u5ff5\u7bc7\u3011 \u4f86\u8a8d\u8b58\u4e00\u4e0b\u8a5e\u5411\u91cf(Word Embedding or Word Vector)\u5427<\/span>
\u8a5e\u8ddf\u8a5e\u4e4b\u9593\u7684\u8ddd\u96e2\u6709\u591a\u8fd1\u5462\uff1f
\n\u5982\u679c\u4e00\u500b\u8a5e\u5728\u76f8\u5c0d\u7684\u7a7a\u9593\u5167\u90fd\u4f54\u6709\u4e00\u5e2d\u4e4b\u5730\u7684\u8a71, \u8a66\u60f3, \u6bcf\u500b\u8a5e\u90fd\u662f\u4e00\u500b\u7368\u7acb\u7684\u500b\u9ad4, \u5c31\u5982\u540c\u6211\u5011\u4eba\u985e\u4e00\u822c, \u76f8\u540c\u8208\u8da3\u7684\u3001\u76f8\u540c\u983b\u7387\u7684\u5c31\u5bb9\u6613\u88ab\u6b78\u7d0d\u5728\u4e00\u8d77\uff0c\u67d0\u4e9b\u8a5e\u53ef\u80fd\u662f\u76f8\u8fd1\u7684\u610f\u601d, \u56e0\u6b64\u6211\u5011\u53ea\u9700\u8981\u7d66\u6bcf\u500b\u8a5e\u6a19\u4e0a\u4e00\u500b\u5411\u91cf\u503c, \u4e26\u9032\u884c\u7d71\u8a08\uff0c\u800c\u9019\u4e9b\u8a5e\u5728\u9019\u6279\u8cc7\u6599\u96c6\u4e4b\u4e2d\u6240\u4f54\u7684\u4f4d\u7f6e\u4f9d\u7167\u8ddd\u96e2\u90fd\u80fd\u5920<\/div>
<\/div><\/div><\/div>\n\n\n
\n\n\n\n

<\/p>\n\n\n\n

Ollama prompt: \u77ad\u89e3\u4e2d\u6587\u6587\u672c\u5d4c\u5165<\/p>\n\n\n\n

Model: deepseek-r1 7b
architecture qwen2 – DeepSeek
parameters 7.6B
context length 131072
embedding length 3584
quantization Q4_K_M<\/p>\n\n\n\n

<think>
\u55ef\uff0c\u7528\u6236\u60f3\u77ad\u89e3\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u601d\u3002\u9996\u5148\uff0c\u6211\u9700\u8981\u660e\u78ba\u4ec0\u9ebc\u662f\u6587\u672c\u5d4c\u5165\u6280\u8853\u3002\u5b83\u4e3b\u8981\u662f\u628a\u6587\u672c\u8f49\u5316\u70ba\u4f4e\u7dad\u7684\u5411\u91cf\u8868\u793a\uff0c\u9019
\u6a23\u53ef\u4ee5\u5229\u7528\u9019\u4e9b\u5411\u91cf\u9032\u884c\u5404\u7a2e\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u3002<\/p>\n\n\n\n

\u7136\u5f8c\uff0c\u50b3\u7d71\u4e2d\u6587\u53ef\u80fd\u6307\u7684\u662f\u66f4\u50b3\u7d71\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u65b9\u6cd5\uff0c\u6bd4\u5982\u57fa\u65bc\u8a5e\u5178\u6216\u8005\u898f\u5247\u7684\u7cfb\u7d71\u3002\u800c\u73fe\u4ee3\u7684\u65b9\u6cd5\u5247\u66f4\u4f9d\u8cf4\u65bc\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u548c\u9810\u8a13\u7df4
\u8a9e\u8a00\u6a21\u578b\uff0c\u6bd4\u5982BERT\u9019\u6a23\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n

\u63a5\u4e0b\u4f86\uff0c\u6211\u61c9\u8a72\u89e3\u91cb\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u7684\u610f\u7fa9\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u5c07\u73fe\u4ee3\u7684\u6280\u8853\u8207\u50b3\u7d71\u7684\u65b9\u6cd5\u7d50\u5408\u8d77\u4f86\u3002\u9019\u5305\u62ec\u8a5e\u5d4c\u5165\u3001\u53e5\u5d4c\u5165\u548c\u6bb5\u843d\u5d4c\u5165\u7684\u4e0d\u540c\u5c64
\u6b21\u3002<\/p>\n\n\n\n

\u9084\u8981\u8003\u616e\u7528\u6236\u53ef\u80fd\u7684\u80cc\u666f\uff0c\u4ed6\u5011\u53ef\u80fd\u662f\u7814\u7a76\u4eba\u54e1\u6216\u8005\u958b\u767c\u8005\uff0c\u5c0dNLP\u6709\u4e00\u5b9a\u77ad\u89e3\uff0c\u4f46\u9700\u8981\u6df1\u5165\u7406\u89e3\u5d4c\u5165\u6280\u8853\u7684\u61c9\u7528\u5834\u666f\u548c\u767c\u5c55\u8da8\u52e2\u3002\u56e0\u6b64\uff0c
\u6211\u61c9\u8a72\u6db5\u84cb\u9019\u4e9b\u65b9\u9762\u7684\u5167\u5bb9\uff0c\u4e26\u89e3\u91cb\u5b83\u5011\u5982\u4f55\u5e6b\u52a9\u89e3\u6c7a\u50b3\u7d71\u4e2d\u6587\u8655\u7406\u4e2d\u7684\u554f\u984c\u3002<\/p>\n\n\n\n

\u6700\u5f8c\uff0c\u7e3d\u7d50\u4e00\u4e0b\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u61c9\u7528\u50f9\u503c\u548c\u672a\u4f86\u7684\u767c\u5c55\u65b9\u5411\uff0c\u8b93\u7528\u6236\u5168\u9762\u77ad\u89e3\u9019\u500b\u4e3b\u984c\u3002
<\/think><\/p>\n\n\n\n

\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u7fa9\u8207\u5be6\u73fe<\/h2>\n\n\n\n

\u4e00\u3001\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u7684\u6982\u5ff5<\/h3>\n\n\n\n

\u6587\u672c\u5d4c\u5165\uff08Text Embedding\uff09\u662f\u4e00\u7a2e\u5c07\u81ea\u7136\u8a9e\u8a00\u6587\u672c\u8f49\u5316\u70ba\u4f4e\u7dad\u9023\u7e8c\u5411\u91cf\u8868\u793a\u7684\u6280\u8853\u3002\u5b83\u901a\u904e\u6355\u6349\u6587\u672c\u4e2d\u8a5e\u8a9e\u6216\u53e5\u5b50\u7684\u8a9e\u7fa9\u4fe1\u606f\uff0c\u751f\u6210\u5177
\u6709\u8a9e\u7fa9\u610f\u7fa9\u7684\u5411\u91cf\u8868\u793a\uff0c\u4f7f\u5f97\u9019\u4e9b\u5411\u91cf\u53ef\u4ee5\u88ab\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5229\u7528\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u50b3\u7d71\u4e2d\u6587\u8655\u7406\u4e2d\u7684\u5c40\u9650\u6027<\/h3>\n\n\n\n

\u50b3\u7d71\u7684\u4e2d\u6587\u8655\u7406\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8cf4\u65bc\u57fa\u65bc\u898f\u5247\u7684\u6a21\u5f0f\u5339\u914d\u548c\u624b\u5de5\u69cb\u5efa\u7684\u8a5e\u5178\u3002\u9019\u7a2e\u65b9\u5f0f\u5728\u8655\u7406\u8907\u96dc\u7684\u8a9e\u8a00\u4efb\u52d9\uff08\u5982\u60c5\u611f\u5206\u6790\u3001\u6a5f\u5668\u7ffb\u8b6f\u7b49\uff09\u6642\u6548\u7387\u4f4e\u4e0b\u4e14\u6548\u679c\u4e0d\u4f73\u3002\u56e0\u6b64\uff0c\u5c0b\u627e\u4e00\u7a2e\u66f4\u9ad8\u6548\u3001\u66f4\u667a\u80fd\u7684\u65b9\u5f0f\u4f86\u8655\u7406\u4e2d\u6587\u6587\u672c\u8b8a\u5f97\u5c24\u70ba\u91cd\u8981\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u7fa9<\/h3>\n\n\n\n
    \n
  1. \u63d0\u5347\u6587\u672c\u7406\u89e3\u548c\u8868\u793a\u80fd\u529b<\/strong>\uff1a\u901a\u904e\u5c07\u4e2d\u6587\u6587\u672c\u8f49\u5316\u70ba\u5d4c\u5165\u5411\u91cf\uff0c\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u63d0\u53d6\u8a9e\u7fa9\u4fe1\u606f\uff0c\u4e26\u5229\u7528\u9019\u4e9b\u4fe1\u606f\u9032\u884c\u5404\u7a2e\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4efb\u52d9\u3002<\/li>\n\n\n\n
  2. \u964d\u4f4e\u8a08\u7b97\u8907\u96dc\u5ea6<\/strong>\uff1a\u5d4c\u5165\u5411\u91cf\u7684\u7dad\u5ea6\u9060\u5c0f\u65bc\u539f\u59cb\u6587\u672c\u6578\u64da\uff0c\u4f7f\u5f97\u5f8c\u7e8c\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u7684\u8a08\u7b97\u6548\u7387\u986f\u8457\u63d0\u9ad8\u3002<\/li>\n\n\n\n
  3. \u64f4\u5c55\u50b3\u7d71\u65b9\u6cd5\u7684\u61c9\u7528\u5834\u666f<\/strong>\uff1a\u5c07\u5d4c\u5165\u6280\u8853\u8207\u50b3\u7d71\u7684\u57fa\u65bc\u898f\u5247\u7684\u65b9\u6cd5\u76f8\u7d50\u5408\uff0c\u80fd\u5920\u89e3\u6c7a\u4e00\u4e9b\u96e3\u4ee5\u7528\u50b3\u7d71\u65b9\u6cd5\u89e3\u6c7a\u7684\u8a9e\u8a00\u8655\u7406\u554f\u984c\u3002<\/li>\n<\/ol>\n\n\n\n

    \u56db\u3001\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u7684\u5be6\u73fe<\/h3>\n\n\n\n
      \n
    1. \u8a5e\u5d4c\u5165\uff08Word Embedding\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
        \n
      • Word2Vec\u6a21\u578b\u901a\u904e\u4e0a\u4e0b\u6587\u9810\u6e2c\u55ae\u8a5e\uff0c\u6216\u901a\u904e\u55ae\u8a5e\u9810\u6e2c\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u6bcf\u500b\u55ae\u8a5e\u7684\u4f4e\u7dad\u5411\u91cf\u8868\u793a\u3002<\/li>\n\n\n\n
      • CBOW\uff08\u9023\u7e8c\u8a5e\u888b\u6a21\u578b\uff09\u548c skip-gram \u6a21\u578b\u662f\u5e38\u898b\u7684\u8a5e\u5d4c\u5165\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n
          \n
        1. \u53e5\u5d4c\u5165\uff08Sentence Embedding\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
            \n
          • BERT \u7b49\u9810\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u901a\u904e\u591a\u5c64\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u751f\u6210\u53e5\u5b50\u7d1a\u5225\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u6355\u6349\u53e5\u5b50\u7684\u8a9e\u7fa9\u4fe1\u606f\u3002<\/li>\n\n\n\n
          • \u5e73\u5747\u6cd5\u3001\u52a0\u6b0a\u5e73\u5747\u6cd5\u548c\u6c60\u5316\u65b9\u6cd5\u7b49\u662f\u5e38\u898b\u7684\u53e5\u5d4c\u5165\u751f\u6210\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n
              \n
            1. \u6bb5\u843d\u5d4c\u5165\uff08Document Embedding\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
                \n
              • \u53e5\u5b50\u5d4c\u5165\u53ef\u4ee5\u9032\u4e00\u6b65\u7528\u65bc\u751f\u6210\u6bb5\u843d\u7d1a\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u6355\u6349\u6bb5\u843d\u7684\u8a9e\u7fa9\u4fe1\u606f\u3002<\/li>\n\n\n\n
              • \u540c\u6642\uff0c\u9810\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\u5982 RoBERTa\u3001Meng PT \u7b49\u4e5f\u53ef\u4ee5\u76f4\u63a5\u70ba\u4e2d\u6587\u6bb5\u843d\u751f\u6210\u5d4c\u5165\u3002<\/li>\n<\/ul>\n\n\n\n

                \u4e94\u3001\u50b3\u7d71\u4e2d\u6587\u8207\u5d4c\u5165\u6280\u8853\u7684\u7d50\u5408<\/h3>\n\n\n\n
                  \n
                1. \u60c5\u611f\u5206\u6790<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
                    \n
                  • \u5c07\u4e2d\u6587\u6587\u672c\u8f49\u5316\u70ba\u5d4c\u5165\u5411\u91cf\u5f8c\uff0c\u901a\u904e\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u9032\u884c\u60c5\u611f\u5206\u985e\uff0c\u6355\u6349\u8a5e\u8a9e\u7684\u60c5\u611f\u50be\u5411\u548c\u8a9e\u7fa9\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n
                      \n
                    1. \u6a5f\u5668\u7ffb\u8b6f<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
                        \n
                      • \u5229\u7528\u4e2d\u82f1\u96d9\u8a9e\u9810\u8a13\u7df4\u6a21\u578b\uff0c\u5c07\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5230\u82f1\u6587\u7a7a\u9593\uff0c\u5be6\u73fe\u9ad8\u6548\u7684\u4e2d\u82f1\u4e92\u8b6f\u3002<\/li>\n<\/ul>\n\n\n\n
                          \n
                        1. \u554f\u7b54\u7cfb\u7d71<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
                            \n
                          • \u901a\u904e\u751f\u6210\u554f\u984c\u548c\u56de\u7b54\u7684\u5d4c\u5165\u5411\u91cf\uff0c\u8a08\u7b97\u5b83\u5011\u4e4b\u9593\u7684\u76f8\u4f3c\u5ea6\uff0c\u63d0\u9ad8\u554f\u7b54\u7cfb\u7d71\u7684\u6e96\u78ba\u6027\u3002<\/li>\n<\/ul>\n\n\n\n
                              \n
                            1. \u4fe1\u606f\u6aa2\u7d22<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n
                                \n
                              • \u5c07\u7528\u6236\u67e5\u8a62\u8f49\u5316\u70ba\u5d4c\u5165\u5411\u91cf\u5f8c\uff0c\u8207\u6587\u6a94\u5d4c\u5165\u9032\u884c\u5339\u914d\uff0c\u5be6\u73fe\u66f4\u7cbe\u51c6\u7684\u4fe1\u606f\u6aa2\u7d22\u3002<\/li>\n<\/ul>\n\n\n\n

                                \u516d\u3001\u672a\u4f86\u767c\u5c55\u65b9\u5411<\/h3>\n\n\n\n
                                  \n
                                1. \u591a\u6a21\u614b\u5d4c\u5165<\/strong>\uff1a\u5c07\u6587\u672c\u5d4c\u5165\u8207\u5176\u4ed6\u6a21\u614b\uff08\u5982\u5716\u50cf\u3001\u97f3\u983b\uff09\u7684\u5d4c\u5165\u76f8\u7d50\u5408\uff0c\u64f4\u5c55\u61c9\u7528\u9818\u57df\u3002<\/li>\n\n\n\n
                                2. \u81ea\u9069\u61c9\u5d4c\u5165\u6a21\u578b<\/strong>\uff1a\u6839\u64da\u5177\u9ad4\u4efb\u52d9\u52d5\u614b\u8abf\u6574\u5d4c\u5165\u6a21\u578b\u548c\u7dad\u5ea6\uff0c\u63d0\u9ad8\u6548\u7387\u548c\u6e96\u78ba\u6027\u3002<\/li>\n\n\n\n
                                3. \u8de8\u8a9e\u8a00\u5d4c\u5165<\/strong>\uff1a\u63a2\u7d22\u4e2d\u6587\u8207\u591a\u7a2e\u5176\u4ed6\u8a9e\u8a00\u4e4b\u9593\u7684\u5d4c\u5165\u95dc\u4fc2\uff0c\u5be6\u73fe\u591a\u8a9e\u8a00\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3002<\/li>\n<\/ol>\n\n\n\n

                                  \u901a\u904e\u4ee5\u4e0a\u5206\u6790\u53ef\u4ee5\u770b\u51fa\uff0c\u6587\u672c\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u61c9\u7528\u5177\u6709\u91cd\u8981\u7684\u610f\u7fa9\u3002\u5b83\u4e0d\u50c5\u63d0\u5347\u4e86\u4e2d\u6587\u6587\u672c\u8655\u7406\u7684\u6548\u7387\u548c\u6548\u679c\uff0c\u9084\u70ba\u50b3\u7d71\u65b9\u6cd5\u6ce8
                                  \u5165\u4e86\u65b0\u7684\u6d3b\u529b\uff0c\u70ba\u4e2d\u6587\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u958b\u95e2\u4e86\u66f4\u5ee3\u95ca\u7684\u767c\u5c55\u7a7a\u9593\u3002<\/p>\n\n\n\n

                                  \n\n\n\n

                                  Model<\/strong>
                                  architecture qwen2
                                  parameters 7.6B
                                  context length 32768
                                  embedding length 3584
                                  quantization Q4_K_M<\/p>\n\n\n\n

                                  \u4e2d\u6587\u6587\u672c\u5d4c\u5165\uff08\u7c21\u7a31\u70ba\u4e2d\u6587\u6587\u672c\u5d4c\u5165\uff09\u662f\u6307\u5c07\u4e2d\u6587\u6587\u672c\u8f49\u63db\u6210\u6578\u5b57\u5411\u91cf\u7684\u904e\u7a0b\u3002\u9019\u500b\u904e\u7a0b\u901a\u5e38\u4f7f\u7528\u6df1\u5ea6
                                  \u5b78\u7fd2\u6280\u8853\uff0c\u7279\u5225\u662f\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u4f86\u6355\u6349\u548c\u8868\u793a\u6587\u672c\u4e2d\u7684\u8a9e\u7fa9\u4fe1\u606f\u3002<\/p>\n\n\n\n

                                  \u5177\u9ad4\u6b65\u9a5f\u5305\u62ec\uff1a<\/h3>\n\n\n\n
                                    \n
                                  1. \u5206\u8a5e<\/strong>\uff1a\u9996\u5148\u9700\u8981\u5c07\u4e2d\u6587\u53e5\u5b50\u9032\u884c\u5206\u8a5e\u8655\u7406\uff0c\u5373\u5c07\u4e00\u500b\u9577\u53e5\u5206\u89e3\u6210\u55ae\u8a5e\u6216\u77ed\u8a9e\u3002<\/li>\n\n\n\n
                                  2. \u5efa\u69cb\u8a5e\u5411\u91cf<\/strong>\uff1a\u5c0d\u6bcf\u500b\u8a5e\u9032\u884c\u5d4c\u5165\uff0c\u5f97\u5230\u5176\u8a5e\u5411\u91cf\u8868\u793a\u3002\u9019\u901a\u5e38\u901a\u904e\u9810\u8a13\u7df4\u7684\u8a5e\u5411\u91cf\u6a21\u578b\u4f86\u5be6\u73fe
                                    \uff0c\u4f8b\u5982Word2Vec\u3001GloVe\u7b49\u3002<\/li>\n\n\n\n
                                  3. \u53e5\u5b50\u5d4c\u5165<\/strong>\uff1a\u5c07\u4e00\u500b\u53e5\u5b50\u4e2d\u5404\u500b\u8a5e\u7684\u8a5e\u5411\u91cf\u7d50\u5408\u8d77\u4f86\uff0c\u5f62\u6210\u6574\u500b\u53e5\u5b50\u7684\u5411\u91cf\u8868\u793a\u3002\u5e38\u7528\u7684\u7b56\u7565\u5305
                                    \u62ec\u5e73\u5747\u6cd5\u3001\u52a0\u6b0a\u5e73\u5747\u6216\u4f7f\u7528\u66f4\u8907\u96dc\u7684\u6a5f\u5236\u5982BiLSTM\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n

                                    \u61c9\u7528\u5834\u666f<\/h3>\n\n\n\n
                                      \n
                                    • \u6587\u672c\u985e\u578b\u76f8\u4f3c\u5ea6\u8a08\u7b97<\/strong>\uff1a\u53ef\u4ee5\u6bd4\u8f03\u5169\u500b\u53e5\u5b50\u4e4b\u9593\u7684\u76f8\u4f3c\u6027\u3002<\/li>\n\n\n\n
                                    • \u8a9e\u7fa9\u641c\u7d22<\/strong>\uff1a\u5728\u4fe1\u606f\u68c0\u7d22\u4e2d\uff0c\u5229\u7528\u6587\u672c\u5d4c\u5165\u4f86\u627e\u5230\u6700\u76f8\u95dc\u7684\u6587\u737b\u3002<\/li>\n\n\n\n
                                    • \u60c5\u611f\u5206\u6790<\/strong>\uff1a\u901a\u904e\u6587\u672c\u5d4c\u5165\u4f86\u5224\u65b7\u6587\u672c\u7684\u60c5\u611f\u6975\u6027\u3002<\/li>\n<\/ul>\n\n\n\n

                                      \u4f8b\u5b50<\/h3>\n\n\n\n

                                      \u5047\u8a2d\u6211\u5011\u6709\u4e00\u53e5\u8a71\uff1a\u201c\u6211\u559c\u6b61\u5403Pizza\u3002\u201d<\/p>\n\n\n\n

                                        \n
                                      1. \u9996\u5148\u9032\u884c\u5206\u8a5e\u5f97\u5230\uff1a\u201c\u6211 \u559c\u6b61 \u5403 Pizza\u201d\u3002<\/li>\n\n\n\n
                                      2. \u7136\u5f8c\u5c07\u6bcf\u500b\u8a5e\u8f49\u63db\u6210\u8a5e\u5411\u91cf\uff0c\u6bd4\u5982\u201c\u6211\u201d\u7684\u8a5e\u5411\u91cf\u70ba [0.5, 0.3, -0.2]\uff0c\u201c\u559c\u6b61\u201d\u7684\u8a5e\u5411\u91cf\u70ba
                                        [-0.1, 0.7, 0.4] \u7b49\u3002<\/li>\n\n\n\n
                                      3. \u6700\u7d42\u5c07\u9019\u4e9b\u8a5e\u5411\u91cf\u9032\u884c\u7d50\u5408\uff08\u4f8b\u5982\u53d6\u5e73\u5747\uff09\uff0c\u5f97\u5230\u6574\u500b\u53e5\u5b50\u7684\u5d4c\u5165\u8868\u793a\u3002<\/li>\n<\/ol>\n\n\n\n

                                        \u5118\u7ba1\u904e\u7a0b\u8907\u96dc\uff0c\u4f46\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4e2d\u626e\u6f14\u8457\u6838\u5fc3\u89d2\u8272\uff0c\u5e6b\u52a9\u6211\u5011\u7406\u89e3\u548c\u4f7f\u7528\u8a9e\u8a00\u3002<\/h3>\n\n\n\n
                                        \n","protected":false},"excerpt":{"rendered":"

                                        Ollama prompt: \u77ad\u89e3\u4e2d\u6587\u6587\u672c\u5d4c\u5165 Model: deepseek-r1 7barchitecture qwen2 – DeepSeekparameters 7.6Bcontext length 131072embedding length 3584quantization Q4_K_M <think>\u55ef\uff0c\u7528\u6236\u60f3\u77ad\u89e3\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u601d\u3002\u9996\u5148\uff0c\u6211\u9700\u8981\u660e\u78ba\u4ec0\u9ebc\u662f\u6587\u672c\u5d4c\u5165\u6280\u8853\u3002\u5b83\u4e3b\u8981\u662f\u628a\u6587\u672c\u8f49\u5316\u70ba\u4f4e\u7dad\u7684\u5411\u91cf\u8868\u793a\uff0c\u9019\u6a23\u53ef\u4ee5\u5229\u7528\u9019\u4e9b\u5411\u91cf\u9032\u884c\u5404\u7a2e\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u3002 \u7136\u5f8c\uff0c\u50b3\u7d71\u4e2d\u6587\u53ef\u80fd\u6307\u7684\u662f\u66f4\u50b3\u7d71\u7684\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u65b9\u6cd5\uff0c\u6bd4\u5982\u57fa\u65bc\u8a5e\u5178\u6216\u8005\u898f\u5247\u7684\u7cfb\u7d71\u3002\u800c\u73fe\u4ee3\u7684\u65b9\u6cd5\u5247\u66f4\u4f9d\u8cf4\u65bc\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u548c\u9810\u8a13\u7df4\u8a9e\u8a00\u6a21\u578b\uff0c\u6bd4\u5982BERT\u9019\u6a23\u7684\u6a21\u578b\u3002 \u63a5\u4e0b\u4f86\uff0c\u6211\u61c9\u8a72\u89e3\u91cb\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u7684\u610f\u7fa9\uff0c\u4e5f\u5c31\u662f\u5982\u4f55\u5c07\u73fe\u4ee3\u7684\u6280\u8853\u8207\u50b3\u7d71\u7684\u65b9\u6cd5\u7d50\u5408\u8d77\u4f86\u3002\u9019\u5305\u62ec\u8a5e\u5d4c\u5165\u3001\u53e5\u5d4c\u5165\u548c\u6bb5\u843d\u5d4c\u5165\u7684\u4e0d\u540c\u5c64\u6b21\u3002 \u9084\u8981\u8003\u616e\u7528\u6236\u53ef\u80fd\u7684\u80cc\u666f\uff0c\u4ed6\u5011\u53ef\u80fd\u662f\u7814\u7a76\u4eba\u54e1\u6216\u8005\u958b\u767c\u8005\uff0c\u5c0dNLP\u6709\u4e00\u5b9a\u77ad\u89e3\uff0c\u4f46\u9700\u8981\u6df1\u5165\u7406\u89e3\u5d4c\u5165\u6280\u8853\u7684\u61c9\u7528\u5834\u666f\u548c\u767c\u5c55\u8da8\u52e2\u3002\u56e0\u6b64\uff0c\u6211\u61c9\u8a72\u6db5\u84cb\u9019\u4e9b\u65b9\u9762\u7684\u5167\u5bb9\uff0c\u4e26\u89e3\u91cb\u5b83\u5011\u5982\u4f55\u5e6b\u52a9\u89e3\u6c7a\u50b3\u7d71\u4e2d\u6587\u8655\u7406\u4e2d\u7684\u554f\u984c\u3002 \u6700\u5f8c\uff0c\u7e3d\u7d50\u4e00\u4e0b\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u61c9\u7528\u50f9\u503c\u548c\u672a\u4f86\u7684\u767c\u5c55\u65b9\u5411\uff0c\u8b93\u7528\u6236\u5168\u9762\u77ad\u89e3\u9019\u500b\u4e3b\u984c\u3002<\/think> \u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u7fa9\u8207\u5be6\u73fe \u4e00\u3001\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u7684\u6982\u5ff5 \u6587\u672c\u5d4c\u5165\uff08Text Embedding\uff09\u662f\u4e00\u7a2e\u5c07\u81ea\u7136\u8a9e\u8a00\u6587\u672c\u8f49\u5316\u70ba\u4f4e\u7dad\u9023\u7e8c\u5411\u91cf\u8868\u793a\u7684\u6280\u8853\u3002\u5b83\u901a\u904e\u6355\u6349\u6587\u672c\u4e2d\u8a5e\u8a9e\u6216\u53e5\u5b50\u7684\u8a9e\u7fa9\u4fe1\u606f\uff0c\u751f\u6210\u5177\u6709\u8a9e\u7fa9\u610f\u7fa9\u7684\u5411\u91cf\u8868\u793a\uff0c\u4f7f\u5f97\u9019\u4e9b\u5411\u91cf\u53ef\u4ee5\u88ab\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u5229\u7528\u3002 \u4e8c\u3001\u50b3\u7d71\u4e2d\u6587\u8655\u7406\u4e2d\u7684\u5c40\u9650\u6027 \u50b3\u7d71\u7684\u4e2d\u6587\u8655\u7406\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8cf4\u65bc\u57fa\u65bc\u898f\u5247\u7684\u6a21\u5f0f\u5339\u914d\u548c\u624b\u5de5\u69cb\u5efa\u7684\u8a5e\u5178\u3002\u9019\u7a2e\u65b9\u5f0f\u5728\u8655\u7406\u8907\u96dc\u7684\u8a9e\u8a00\u4efb\u52d9\uff08\u5982\u60c5\u611f\u5206\u6790\u3001\u6a5f\u5668\u7ffb\u8b6f\u7b49\uff09\u6642\u6548\u7387\u4f4e\u4e0b\u4e14\u6548\u679c\u4e0d\u4f73\u3002\u56e0\u6b64\uff0c\u5c0b\u627e\u4e00\u7a2e\u66f4\u9ad8\u6548\u3001\u66f4\u667a\u80fd\u7684\u65b9\u5f0f\u4f86\u8655\u7406\u4e2d\u6587\u6587\u672c\u8b8a\u5f97\u5c24\u70ba\u91cd\u8981\u3002 \u4e09\u3001\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u610f\u7fa9 \u56db\u3001\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u7684\u5be6\u73fe \u4e94\u3001\u50b3\u7d71\u4e2d\u6587\u8207\u5d4c\u5165\u6280\u8853\u7684\u7d50\u5408 \u516d\u3001\u672a\u4f86\u767c\u5c55\u65b9\u5411 \u901a\u904e\u4ee5\u4e0a\u5206\u6790\u53ef\u4ee5\u770b\u51fa\uff0c\u6587\u672c\u5d4c\u5165\u6280\u8853\u5728\u50b3\u7d71\u4e2d\u6587\u4e2d\u7684\u61c9\u7528\u5177\u6709\u91cd\u8981\u7684\u610f\u7fa9\u3002\u5b83\u4e0d\u50c5\u63d0\u5347\u4e86\u4e2d\u6587\u6587\u672c\u8655\u7406\u7684\u6548\u7387\u548c\u6548\u679c\uff0c\u9084\u70ba\u50b3\u7d71\u65b9\u6cd5\u6ce8\u5165\u4e86\u65b0\u7684\u6d3b\u529b\uff0c\u70ba\u4e2d\u6587\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u958b\u95e2\u4e86\u66f4\u5ee3\u95ca\u7684\u767c\u5c55\u7a7a\u9593\u3002 Modelarchitecture qwen2parameters 7.6Bcontext length 32768embedding length 3584quantization Q4_K_M \u4e2d\u6587\u6587\u672c\u5d4c\u5165\uff08\u7c21\u7a31\u70ba\u4e2d\u6587\u6587\u672c\u5d4c\u5165\uff09\u662f\u6307\u5c07\u4e2d\u6587\u6587\u672c\u8f49\u63db\u6210\u6578\u5b57\u5411\u91cf\u7684\u904e\u7a0b\u3002\u9019\u500b\u904e\u7a0b\u901a\u5e38\u4f7f\u7528\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\uff0c\u7279\u5225\u662f\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u4f86\u6355\u6349\u548c\u8868\u793a\u6587\u672c\u4e2d\u7684\u8a9e\u7fa9\u4fe1\u606f\u3002 \u5177\u9ad4\u6b65\u9a5f\u5305\u62ec\uff1a \u61c9\u7528\u5834\u666f \u4f8b\u5b50 \u5047\u8a2d\u6211\u5011\u6709\u4e00\u53e5\u8a71\uff1a\u201c\u6211\u559c\u6b61\u5403Pizza\u3002\u201d \u5118\u7ba1\u904e\u7a0b\u8907\u96dc\uff0c\u4f46\u4e2d\u6587\u6587\u672c\u5d4c\u5165\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4e2d\u626e\u6f14\u8457\u6838\u5fc3\u89d2\u8272\uff0c\u5e6b\u52a9\u6211\u5011\u7406\u89e3\u548c\u4f7f\u7528\u8a9e\u8a00\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-4603","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/4603","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4603"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/4603\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}