{"id":536,"date":"2025-02-28T04:50:13","date_gmt":"2025-02-28T04:50:13","guid":{"rendered":"https:\/\/pinglex.ai\/?p=536"},"modified":"2025-02-05T05:37:55","modified_gmt":"2025-02-05T05:37:55","slug":"deepseek%e7%9a%84%e4%b8%ad%e5%9c%8b%e5%b0%88%e5%88%a9%e7%9b%b8%e9%97%9c%e8%b3%87%e8%a8%8a%e8%88%87%e8%a7%a3%e6%9e%90%ef%bc%88%e6%ad%a4%e8%99%9f%e5%b0%88%e5%88%a9%e7%9b%ae%e5%89%8d%e6%ad%a3%e5%9c%a8","status":"publish","type":"post","link":"https:\/\/pinglex.ai\/?p=536","title":{"rendered":"DeepSeek\u7684\u4e2d\u570b\u5c08\u5229\u76f8\u95dc\u8cc7\u8a0a\u8207\u89e3\u6790\uff08\u6b64\u865f\u5c08\u5229\u76ee\u524d\u6b63\u5728\u5be9\u67e5\u4e2d\uff09"},"content":{"rendered":"\n<p class=\"\">DeepSeek\u7684\u4e2d\u570b\u5c08\u5229\u76f8\u95dc\u8cc7\u8a0a\u8207\u89e3\u6790\uff08\u6b64\u865f\u5c08\u5229\u76ee\u524d\u6b63\u5728\u5be9\u67e5\u4e2d\uff09\uff08\u8207GPT4o, Felo Search, DeepSeek R1\u7684\u5c0d\u8a71\u751f\u6210)<\/p>\n\n\n\n<p class=\"\">\u7b2c\u4e00\u90e8\u5206\uff1a 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class=\"\">10.\u4e00\u79cd\u8ba1\u7b97\u673a\u53ef\u8bfb\u5b58\u50a8\u4ecb\u8d28\uff0c\u5176\u7279\u5f81\u5728\u4e8e\uff0c\u8ba1\u7b97\u673a\u53ef\u8bfb\u5b58\u50a8\u4ecb\u8d28\u4e2d\u5b58\u50a8\u6709\u6307\u4ee4\uff0c\u5f53\u5176\u5728\u8ba1\u7b97\u673a\u4e0a\u8fd0\u884c\u65f6\uff0c\u4f7f\u5f97\u6240\u8ff0\u8ba1\u7b97\u673a\u6267\u884c\u6743\u5229\u8981\u6c421\u20118\u6240\u8ff0\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u6784\u5efa\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">\u82f1\u6587\u7ffb\u8b6f<\/p>\n\n\n\n<p class=\"\">\u82f1\u6587<\/p>\n\n\n\n<p class=\"\">CLAIM 1] 1. A construction method of artificial intelligent model training data set, wherein it comprises the following steps: 1) dividing the data set into a plurality of data sequences of the same size; 2) establishing index by taking data sequence as unit; 3) extracting sample data in the data set according to the required proportion; 4) mixing the sample data with the data sequence as the unit and randomly scrambling; 5) uniformly cutting the scrambled sample data to obtain multiple data blocks, wherein each data block comprises multiple complete data sequences; 6) when each step model training the data input, through index batch reading corresponding data block as the model training data of the step.<\/p>\n\n\n\n<p class=\"\">[CLAIM 2] 2. The method for constructing artificial intelligence model training data set according to Claim 1, wherein if the data set is constructed by the self-obtained data, the step of cleaning the data and tokenize the obtained data is needed before the step 1).<\/p>\n\n\n\n<p class=\"\">[CLAIM 3] 3. The method for constructing artificial intelligence model training data set according to Claim 2, wherein said data cleaning comprises the steps of intelligently extracting the original data, removing the weight according to the row, removing the weight by Hash, and regularly filtering.<\/p>\n\n\n\n<p class=\"\">[CLAIM 4] 4. The construction method of artificial intelligence model training data set according to Claim 1 to 3, wherein the step of tokenize comprises: The long text is decomposed into the token of the minimum unit, and then the token is converted into the data structure of the vector.<\/p>\n\n\n\n<p class=\"\">[CLAIM 5] 5. The method for constructing artificial intelligent model training data set according to any one of Claims 1 to 4, wherein the data sequence is a one-dimensional array comprising N continuous tokens.<\/p>\n\n\n\n<p class=\"\">[CLAIM 6] 6. The method for constructing artificial intelligent model training data set according to any one of Claims 1 to 5, wherein the index in the step 2) is one-dimensional array [index 1, index2, index 3, &#8230;, index i]. The index i represents the subscript of the first token of the ith data sequence, and the index is the offset of the storage position of the first token in the ith data sequence.<\/p>\n\n\n\n<p class=\"\">[CLAIM 7] 7. The method for constructing artificial intelligent model training data set according to any one of Claims 1 to 6, wherein the sample extraction in the step 3) to the step 6) is randomly disturbed. The data operations such as sample data segmentation and so on take the data sequence as the unit, and operate through the index, and do not actually modify the data in the storage unit.<\/p>\n\n\n\n<p class=\"\">[CLAIM 8] 8. The method for constructing artificial intelligence model training data set according to any one of Claims 1-7, wherein said batch reading is realized by asynchronous IO.<\/p>\n\n\n\n<p class=\"\">[CLAIM 9] 9. A terminal device, wherein it comprises: at least one processor and memory; a memory for storing program instructions; a processor for invoking and executing the program instructions stored in the memory so that the terminal device executes the method for constructing the artificial intelligent model training data set according to any one of Claims 1-8.<\/p>\n\n\n\n<p class=\"\">[CLAIM 10] 10. A computer readable storage medium, wherein the computer readable storage medium is stored with instructions; when the computer is operated on the computer, the computer executes the construction method of artificial intelligence model training data set according to any one of Claims 1-8.<\/p>\n\n\n\n<p class=\"\">Felo Search\u7684\u7d50\u69cb<\/p>\n\n\n\n<p class=\"\">\u4ee5\u4e0b\u662f\u91dd\u5c0d\u60a8\u63d0\u4f9b\u7684\u5c08\u5229\u6b0a\u5229\u8acb\u6c42\u4e8b\u9805\u7684\u89e3\u69cb\u8207\u5206\u6790\uff0c\u9010\u4e00\u62c6\u89e3\u6bcf\u9805\u6b0a\u5229\u8981\u6c42\u7684\u6280\u8853\u7279\u5fb5\uff0c\u4e26\u4ee5\u7e41\u9ad4\u4e2d\u6587\u9032\u884c\u8a73\u7d30\u8aaa\u660e\uff1a<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c42\u89e3\u69cb<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c421<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p 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class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u589e\u52a0\u4e86\u6578\u64da\u6e05\u6f54\u548ctokenize\u7684\u524d\u7f6e\u8655\u7406\u6b65\u9a5f\uff0c\u78ba\u4fdd\u6578\u64da\u8cea\u91cf\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c423<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u6578\u64da\u6e05\u6f54\u5305\u62ec\u4ee5\u4e0b\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<p class=\"\">\u539f\u59cb\u6578\u64da\u7684\u667a\u80fd\u62bd\u53d6\u3002<\/p>\n\n\n\n<p class=\"\">\u6309\u884c\u53bb\u91cd\u3002<\/p>\n\n\n\n<p class=\"\">\u54c8\u5e0c\u53bb\u91cd\u3002<\/p>\n\n\n\n<p class=\"\">\u898f\u5247\u904e\u6ffe\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u63d0\u4f9b\u4e86\u5177\u9ad4\u7684\u6578\u64da\u6e05\u6f54\u65b9\u6cd5\uff0c\u6db5\u84cb\u591a\u7a2e\u53bb\u91cd\u548c\u904e\u6ffe\u6280\u8853\uff0c\u63d0\u5347\u6578\u64da\u6e96\u78ba\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c424<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">tokenize\u6b65\u9a5f\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"\">\u5c07\u9577\u6587\u672c\u5206\u89e3\u70ba\u6700\u5c0f\u55ae\u4f4d\u7684token\u3002<\/p>\n\n\n\n<p class=\"\">\u5c07token\u8f49\u5316\u70ba\u5411\u91cf\u5f62\u5f0f\u7684\u6578\u64da\u7d50\u69cb\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u5c07\u6587\u672c\u8655\u7406\u7d30\u5316\u70batoken\u5316\u548c\u5411\u91cf\u5316\uff0c\u9069\u914d\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8f38\u5165\u9700\u6c42\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c425<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u6578\u64da\u5e8f\u5217\u5b9a\u7fa9\u70ba\u4e00\u7dad\u6578\u7d44\uff0c\u5305\u542bN\u500b\u9023\u7e8c\u7684token\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u660e\u78ba\u6578\u64da\u5e8f\u5217\u7684\u7d50\u69cb\u70ba\u4e00\u7dad\u6578\u7d44\uff0c\u4fbf\u65bc\u5f8c\u7e8c\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c426<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u7d22\u5f15\u70ba\u4e00\u7dad\u6578\u7d44\u5f62\u5f0f\uff0c\u683c\u5f0f\u70ba[index 1, index 2, index 3, \u2026, index i]\u3002<\/p>\n\n\n\n<p class=\"\">\u6bcf\u500b\u7d22\u5f15\u503c\u4ee3\u8868\u5c0d\u61c9\u6578\u64da\u5e8f\u5217\u4e2d\u7b2c\u4e00\u500btoken\u7684\u5b58\u5132\u4f4d\u7f6e\u504f\u79fb\u91cf\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u4f7f\u7528\u7d22\u5f15\u8a18\u9304\u6578\u64da\u5e8f\u5217\u7684\u8d77\u59cb\u4f4d\u7f6e\uff0c\u5be6\u73fe\u9ad8\u6548\u5b9a\u4f4d\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c427<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u6a23\u672c\u62bd\u53d6\u3001\u96a8\u6a5f\u6253\u4e82\u3001\u6578\u64da\u5207\u5206\u7b49\u64cd\u4f5c\u5747\u4ee5\u6578\u64da\u5e8f\u5217\u70ba\u55ae\u4f4d\uff0c\u901a\u904e\u7d22\u5f15\u9032\u884c\u64cd\u4f5c\uff0c\u800c\u4e0d\u76f4\u63a5\u4fee\u6539\u5b58\u5132\u55ae\u5143\u4e2d\u7684\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u64cd\u4f5c\u57fa\u65bc\u7d22\u5f15\u9032\u884c\uff0c\u907f\u514d\u76f4\u63a5\u4fee\u6539\u6578\u64da\uff0c\u63d0\u5347\u64cd\u4f5c\u6548\u7387\u8207\u6578\u64da\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c428<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u6279\u91cf\u8b80\u53d6\u901a\u904e\u7570\u6b65I\/O\u5be6\u73fe\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u5f15\u5165\u7570\u6b65I\/O\u6280\u8853\uff0c\u9032\u4e00\u6b65\u63d0\u5347\u6578\u64da\u8b80\u53d6\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c429<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u4e00\u7a2e\u7d42\u7aef\u88dd\u7f6e\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"\">\u81f3\u5c11\u4e00\u500b\u8655\u7406\u5668\u3002<\/p>\n\n\n\n<p class=\"\">\u5b58\u5132\u5668\uff0c\u7528\u65bc\u5b58\u5132\u7a0b\u5e8f\u6307\u4ee4\u3002<\/p>\n\n\n\n<p class=\"\">\u8655\u7406\u5668\u57f7\u884c\u7a0b\u5e8f\u6307\u4ee4\u4ee5\u5be6\u73fe\u6b0a\u5229\u8981\u6c421-8\u6240\u8ff0\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u5c07\u65b9\u6cd5\u5be6\u73fe\u65bc\u786c\u9ad4\u88dd\u7f6e\u4e2d\uff0c\u64f4\u5c55\u61c9\u7528\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"\">\u6b0a\u5229\u8981\u6c4210<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u7279\u5fb5\uff1a<\/p>\n\n\n\n<p class=\"\">\u4e00\u7a2e\u8a08\u7b97\u6a5f\u53ef\u8b80\u5b58\u5132\u4ecb\u8cea\uff0c\u5b58\u5132\u6709\u6307\u4ee4\uff0c\u7576\u5728\u8a08\u7b97\u6a5f\u4e0a\u904b\u884c\u6642\uff0c\u5be6\u73fe\u6b0a\u5229\u8981\u6c421-8\u6240\u8ff0\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">\u6838\u5fc3\u5275\u65b0\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u5c07\u65b9\u6cd5\u5be6\u73fe\u65bc\u8edf\u9ad4\u5c64\u9762\uff0c\u4fbf\u65bc\u90e8\u7f72\u65bc\u591a\u7a2e\u8a08\u7b97\u74b0\u5883\u3002<\/p>\n\n\n\n<p class=\"\">\u7e3d\u7d50<\/p>\n\n\n\n<p class=\"\">\u8a72\u5c08\u5229\u7684\u6280\u8853\u7279\u5fb5\u4e3b\u8981\u570d\u7e5e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8a13\u7df4\u6578\u64da\u96c6\u7684\u69cb\u5efa\u65b9\u6cd5\uff0c\u901a\u904e\u6578\u64da\u5e8f\u5217\u5316\u3001\u7d22\u5f15\u5316\u3001\u96a8\u6a5f\u6253\u4e82\u3001\u7570\u6b65I\/O\u7b49\u6280\u8853\uff0c\u5be6\u73fe\u9ad8\u6548\u7684\u6578\u64da\u8655\u7406\u8207\u6a21\u578b\u8a13\u7df4\u3002\u5176\u5275\u65b0\u9ede\u5728\u65bc\uff1a<\/p>\n\n\n\n<p class=\"\">\u4ee5\u6578\u64da\u5e8f\u5217\u70ba\u55ae\u4f4d\u9032\u884c\u64cd\u4f5c\uff0c\u78ba\u4fdd\u6578\u64da\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u4f7f\u7528\u7d22\u5f15\u548c\u7570\u6b65I\/O\u6280\u8853\u63d0\u5347\u6578\u64da\u8655\u7406\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u63d0\u4f9b\u4e86\u8a73\u7d30\u7684\u6578\u64da\u6e05\u6f54\u8207tokenize\u6b65\u9a5f\uff0c\u78ba\u4fdd\u6578\u64da\u8cea\u91cf\u3002<\/p>\n\n\n\n<p class=\"\">\u8a72\u5c08\u5229\u7684\u6280\u8853\u65b9\u6848\u9069\u7528\u65bc\u5927\u898f\u6a21\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8a13\u7df4\u5834\u666f\uff0c\u5177\u6709\u8f03\u9ad8\u7684\u5be6\u7528\u50f9\u503c\u3002<\/p>\n\n\n\n<p class=\"\">GPT4o\u7684\u89e3\u8b80<\/p>\n\n\n\n<p class=\"\">\u9019\u4efd\u5c08\u5229\u6b0a\u5229\u8981\u6c42\u6d89\u53ca \u4eba\u5de5\u667a\u6167\uff08AI\uff09\u6a21\u578b\u8a13\u7df4\u6578\u64da\u96c6\u7684\u69cb\u5efa\u65b9\u6cd5\uff0c\u5176\u6838\u5fc3\u5728\u65bc\u6578\u64da\u7684\u5283\u5206\u3001\u7d22\u5f15\u3001\u62bd\u6a23\u3001\u96a8\u6a5f\u6253\u4e82\u3001\u5207\u5206\u53ca\u6279\u91cf\u8b80\u53d6\u3002\u4ee5\u4e0b\u662f\u5c0d\u5404\u500b\u6b0a\u5229\u9805\u7684\u89e3\u69cb\u5206\u6790\uff1a<\/p>\n\n\n\n<p class=\"\">\u7368\u7acb\u6b0a\u5229\u9805<\/p>\n\n\n\n<p class=\"\">1. \u6b0a\u5229\u8981\u6c42 1\uff08\u65b9\u6cd5\u6838\u5fc3\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u65b9\u6cd5\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<p class=\"\">1. \u6578\u64da\u5283\u5206\uff1a\u5c07\u6578\u64da\u96c6\u5283\u5206\u70ba\u7b49\u5927\u5c0f\u7684\u6578\u64da\u5e8f\u5217\u3002<\/p>\n\n\n\n<p class=\"\">2. \u5efa\u7acb\u7d22\u5f15\uff1a\u4ee5\u6578\u64da\u5e8f\u5217\u70ba\u55ae\u4f4d\u5efa\u7acb\u7d22\u5f15\u3002<\/p>\n\n\n\n<p class=\"\">3. \u62bd\u6a23\uff1a\u6839\u64da\u9700\u6c42\u6bd4\u4f8b\u62bd\u53d6\u6a23\u672c\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">4. \u6df7\u5408\u8207\u96a8\u6a5f\u6253\u4e82\uff1a\u5c07\u62bd\u53d6\u7684\u6a23\u672c\u6309\u6578\u64da\u5e8f\u5217\u6df7\u5408\u4e26\u96a8\u6a5f\u6253\u4e82\u3002<\/p>\n\n\n\n<p class=\"\">5. \u6578\u64da\u5207\u5206\uff1a\u5c07\u6253\u4e82\u5f8c\u7684\u6578\u64da\u9032\u4e00\u6b65\u5283\u5206\u6210\u82e5\u5e72\u500b\u6578\u64da\u584a\uff0c\u6bcf\u500b\u6578\u64da\u584a\u5305\u542b\u82e5\u5e72\u5b8c\u6574\u7684\u6578\u64da\u5e8f\u5217\u3002<\/p>\n\n\n\n<p class=\"\">6. \u6279\u91cf\u8b80\u53d6\uff1a\u5728\u6bcf\u6b21\u6a21\u578b\u8a13\u7df4\u6642\uff0c\u901a\u904e\u7d22\u5f15\u6279\u91cf\u8b80\u53d6\u76f8\u61c9\u6578\u64da\u584a\u4f5c\u70ba\u8f38\u5165\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u6280\u8853\u8981\u9ede\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u57fa\u65bc\u6578\u64da\u5e8f\u5217\u7684\u8655\u7406\uff08\u800c\u975e\u55ae\u500b\u6578\u64da\u9ede\uff09\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u4f7f\u7528\u7d22\u5f15\u9032\u884c\u64cd\u4f5c\uff0c\u6e1b\u5c11\u6578\u64da\u4fee\u6539\uff0c\u512a\u5316\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u6253\u4e82\u8207\u5207\u5206 \u4ee5\u589e\u5f37\u6578\u64da\u591a\u6a23\u6027\uff0c\u63d0\u9ad8\u8a13\u7df4\u6548\u679c\u3002<\/p>\n\n\n\n<p class=\"\">2. \u6b0a\u5229\u8981\u6c42 9\uff08\u7d42\u7aef\u88dd\u7f6e\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u88dd\u7f6e\u7d50\u69cb\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u8655\u7406\u5668 + \u5b58\u5132\u5668\uff08\u5167\u542b\u7a0b\u5e8f\u6307\u4ee4\uff09\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u53ef\u57f7\u884c\u6b0a\u5229\u8981\u6c42 1-8 \u6240\u8ff0\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">3. \u6b0a\u5229\u8981\u6c42 10\uff08\u8a08\u7b97\u6a5f\u53ef\u8b80\u5b58\u5132\u4ecb\u8cea\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u5b58\u5132\u53ef\u57f7\u884c\u6b0a\u5229\u8981\u6c42 1-8 \u6240\u8ff0\u65b9\u6cd5\u7684\u6307\u4ee4\uff0c\u4f7f\u8a08\u7b97\u6a5f\u904b\u884c\u8a72\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">\u5f9e\u5c6c\u6b0a\u5229\u9805<\/p>\n\n\n\n<p class=\"\">2. \u6b0a\u5229\u8981\u6c42 2\uff08\u6578\u64da\u6e05\u7406\u8207 Tokenize\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u5982\u679c\u6578\u64da\u662f\u81ea\u884c\u7372\u53d6\u7684\uff0c\u5247\u5728\u6b65\u9a5f 1) \u4e4b\u524d\u9700\u8981\u5148\u9032\u884c \u6578\u64da\u6e05\u7406 \u548c Tokenize\u3002<\/p>\n\n\n\n<p class=\"\">3. \u6b0a\u5229\u8981\u6c42 3\uff08\u6578\u64da\u6e05\u7406\u7d30\u7bc0\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u6e05\u7406\u5305\u542b\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u667a\u80fd\u62bd\u53d6<\/p>\n\n\n\n<p class=\"\">\u2022 \u6309\u884c\u53bb\u91cd<\/p>\n\n\n\n<p class=\"\">\u2022 \u54c8\u5e0c\u53bb\u91cd<\/p>\n\n\n\n<p class=\"\">\u2022 \u898f\u5247\u904e\u6ffe<\/p>\n\n\n\n<p class=\"\">4. \u6b0a\u5229\u8981\u6c42 4\uff08Tokenize \u904e\u7a0b\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 Tokenize \u6b65\u9a5f\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u9577\u6587\u672c\u5206\u89e3\u70ba\u6700\u5c0f\u55ae\u4f4d Token\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 Token \u8f49\u63db\u70ba\u5411\u91cf\u6578\u64da\u7d50\u69cb\u3002<\/p>\n\n\n\n<p class=\"\">5. \u6b0a\u5229\u8981\u6c42 5\uff08\u6578\u64da\u5e8f\u5217\u7d50\u69cb\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u5e8f\u5217\u662f\u4e00\u7dad\u6578\u7d44\uff0c\u5305\u542b N \u500b\u9023\u7e8c Token\u3002<\/p>\n\n\n\n<p class=\"\">6. \u6b0a\u5229\u8981\u6c42 6\uff08\u7d22\u5f15\u7d50\u69cb\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u7d22\u5f15\u70ba\u4e00\u7dad\u6578\u7d44\uff1a<\/p>\n\n\n\n<p class=\"\"><\/p>\n\n\n\n<p class=\"\">\u2022 index_i \u8868\u793a\u7b2c i \u500b\u6578\u64da\u5e8f\u5217\u7684 \u7b2c\u4e00\u500b token \u5728\u6578\u64da\u5b58\u5132\u4e2d\u7684\u504f\u79fb\u91cf\u3002<\/p>\n\n\n\n<p class=\"\">7. \u6b0a\u5229\u8981\u6c42 7\uff08\u7d22\u5f15\u64cd\u4f5c\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u64cd\u4f5c\uff08\u5982\u62bd\u53d6\u3001\u6253\u4e82\u3001\u5207\u5206\uff09\u5747\u57fa\u65bc \u7d22\u5f15 \u9032\u884c\uff0c\u800c\u4e0d\u6703\u5be6\u969b\u4fee\u6539\u5b58\u5132\u55ae\u5143\u4e2d\u7684\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">8. \u6b0a\u5229\u8981\u6c42 8\uff08\u7570\u6b65 IO\uff09<\/p>\n\n\n\n<p class=\"\">\u2022 \u6279\u91cf\u8b80\u53d6\u662f\u900f\u904e\u7570\u6b65 IO \u5be6\u73fe\uff0c\u63d0\u9ad8\u8b80\u53d6\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u95dc\u9375\u6280\u8853\u7279\u9ede\u8207\u53ef\u80fd\u7684\u5c08\u5229\u50f9\u503c<\/p>\n\n\n\n<p class=\"\">\u2022 \u57fa\u65bc\u7d22\u5f15\u7684\u6578\u64da\u8655\u7406\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u900f\u904e\u7d22\u5f15\u9032\u884c\u6578\u64da\u8655\u7406\uff08\u62bd\u53d6\u3001\u6253\u4e82\u3001\u5207\u5206\uff09\uff0c\u63d0\u9ad8\u5b58\u53d6\u6548\u7387\uff0c\u6e1b\u5c11\u6578\u64da\u79fb\u52d5\u7684\u958b\u92b7\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u5206\u584a\u8207\u6279\u91cf\u8b80\u53d6\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u5229\u7528\u6578\u64da\u584a\u4f86\u63d0\u9ad8 I\/O \u6548\u7387\uff0c\u4e26\u4f7f\u7528\u7570\u6b65 IO \u9032\u4e00\u6b65\u52a0\u901f\u8b80\u53d6\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u6e05\u7406\u8207 Tokenize \u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u5177\u9ad4\u63cf\u8ff0\u4e86\u5982\u4f55\u53bb\u91cd\u3001\u904e\u6ffe\u8207 Tokenize\uff0c\u9069\u7528\u65bc NLP \u9818\u57df\u7684 AI \u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"\">\u2022 \u8207\u8a2d\u5099\u548c\u5b58\u5132\u4ecb\u8cea\u7684\u7d50\u5408\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u4e0d\u50c5\u4fdd\u8b77\u65b9\u6cd5\uff0c\u9084\u64f4\u5c55\u5230\u786c\u9ad4\u88dd\u7f6e\uff08\u7d42\u7aef\uff09\u8207\u5b58\u5132\u4ecb\u8cea\uff0c\u589e\u5f37\u5c08\u5229\u4fdd\u8b77\u7bc4\u570d\u3002<\/p>\n\n\n\n<p class=\"\">\u53ef\u80fd\u7684\u898f\u907f\u65b9\u5f0f<\/p>\n\n\n\n<p class=\"\">1. \u4f7f\u7528\u4e0d\u540c\u7684\u7d22\u5f15\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u4f8b\u5982\u4f7f\u7528\u4e8c\u7dad\u7d22\u5f15\u8868\u4f86\u8a18\u9304\u6578\u64da\uff0c\u800c\u975e\u55ae\u4e00\u7d22\u5f15\u6578\u7d44\u3002<\/p>\n\n\n\n<p class=\"\">2. \u4e0d\u540c\u7684\u6578\u64da\u5207\u5206\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u4f8b\u5982\u6309\u53e5\u5b50\u7d1a\u5225\uff08\u800c\u975e\u56fa\u5b9a\u9577\u5ea6\u7684 Token \u5e8f\u5217\uff09\u5207\u5206\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">3. \u540c\u6b65 IO \u800c\u975e\u7570\u6b65 IO**\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u53d6\u6d88\u7570\u6b65 IO\uff0c\u4f46\u4ecd\u4fdd\u7559\u6279\u91cf\u8b80\u53d6\u3002<\/p>\n\n\n\n<p class=\"\">\u7d50\u8ad6<\/p>\n\n\n\n<p class=\"\">\u6b64\u5c08\u5229\u4e3b\u8981\u4fdd\u8b77\u4e00\u7a2e\u57fa\u65bc\u7d22\u5f15\u7684 AI \u8a13\u7df4\u6578\u64da\u96c6\u8655\u7406\u65b9\u6cd5\uff0c\u4e26\u64f4\u5c55\u5230\u88dd\u7f6e\u8207\u5b58\u5132\u4ecb\u8cea\u3002\u5176\u95dc\u9375\u5728\u65bc\uff1a<\/p>\n\n\n\n<p class=\"\">\u2022 \u7d22\u5f15\u9a45\u52d5\u7684\u6578\u64da\u8655\u7406<\/p>\n\n\n\n<p class=\"\">\u2022 \u6578\u64da\u6253\u4e82\u8207\u5207\u5206<\/p>\n\n\n\n<p class=\"\">\u2022 \u7570\u6b65 IO \u52a0\u901f\u8b80\u53d6<\/p>\n\n\n\n<p class=\"\">\u2022 Tokenize \u8207\u6578\u64da\u6e05\u7406<\/p>\n\n\n\n<p class=\"\">\u53ef\u80fd\u7684\u5c08\u5229\u58c1\u58d8\u4f86\u81ea\u65bc \u7d22\u5f15\u65b9\u5f0f\u8207\u6578\u64da\u5207\u5206\u6280\u8853\uff0c\u4f46\u4ecd\u6709\u6539\u9032\u7d22\u5f15\u7d50\u69cb\u3001\u8b8a\u66f4\u6578\u64da\u62bd\u53d6\u65b9\u5f0f\u7684\u7a7a\u9593\u4f86\u898f\u907f\u5c08\u5229\u3002<\/p>\n\n\n\n<p class=\"\">\u7b2c\u4e8c\u90e8\u5206 \u65b0\u7a4e\u6027\u3001\u9032\u6b65\u6027\u7684Prior Art Search\u524d\u6848\u8cc7\u6599\u6aa2\u7d22<\/p>\n\n\n\n<p class=\"\">\u63d0\u554f<\/p>\n\n\n\n<p class=\"\">\u5f9e\u516c\u958b\u8cc7\u8a0a\u7d93\u904e\u4f60\u5f37\u5927\u7684\u6aa2\u7d22\u5f15\u64ce\u67e5\u8a62\u4ee5\u4e0b\u5c08\u5229\u6b0a\u5229\u9805\u6709\u6c92\u6709\u76f8\u540c\u6216\u6280\u8853\u8fd1\u4f3c\u7684\u5c08\u5229\u524d\u6848\u3001\u6280\u8853\u524d\u6848\u3001\u7fd2\u77e5\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"\">Felo search<\/p>\n\n\n\n<p class=\"\">\u6839\u64da\u63d0\u4f9b\u7684\u5c08\u5229\u6b0a\u5229\u8981\u6c42\uff0c\u4ee5\u4e0b\u662f\u91dd\u5c0d\u8a72\u5c08\u5229\u6280\u8853\u9032\u884c\u6aa2\u7d22\u8207\u5206\u6790\u7684\u7d50\u679c\uff0c\u76ee\u7684\u662f\u78ba\u8a8d\u662f\u5426\u5b58\u5728\u76f8\u540c\u6216\u6280\u8853\u8fd1\u4f3c\u7684\u5c08\u5229\u524d\u6848\u3001\u6280\u8853\u524d\u6848\u6216\u7fd2\u77e5\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"\">\u6aa2\u7d22\u8207\u5206\u6790\u7d50\u679c<\/p>\n\n\n\n<p class=\"\">1. \u6838\u5fc3\u6280\u8853\u7279\u5fb5<\/p>\n\n\n\n<p class=\"\">\u8a72\u5c08\u5229\u7684\u6838\u5fc3\u6280\u8853\u7279\u5fb5\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"\">\u6578\u64da\u96c6\u5283\u5206\u8207\u7d22\u5f15\uff1a\u5c07\u6578\u64da\u96c6\u5283\u5206\u70ba\u5927\u5c0f\u76f8\u540c\u7684\u6578\u64da\u5e8f\u5217\uff0c\u4e26\u4ee5\u6578\u64da\u5e8f\u5217\u70ba\u55ae\u4f4d\u5efa\u7acb\u7d22\u5f15\u3002<\/p>\n\n\n\n<p class=\"\">\u6a23\u672c\u62bd\u53d6\u8207\u96a8\u6a5f\u6253\u4e82\uff1a\u6839\u64da\u9700\u6c42\u6bd4\u4f8b\u62bd\u53d6\u6a23\u672c\u6578\u64da\uff0c\u4e26\u4ee5\u6578\u64da\u5e8f\u5217\u70ba\u55ae\u4f4d\u6df7\u5408\u548c\u96a8\u6a5f\u6253\u4e82\u3002<\/p>\n\n\n\n<p class=\"\">\u6578\u64da\u5207\u5206\u8207\u6279\u91cf\u8b80\u53d6\uff1a\u5c07\u6253\u4e82\u5f8c\u7684\u6578\u64da\u5207\u5206\u70ba\u6578\u64da\u584a\uff0c\u4e26\u901a\u904e\u7d22\u5f15\u6279\u91cf\u8b80\u53d6\u6578\u64da\u584a\u4f5c\u70ba\u6a21\u578b\u8a13\u7df4\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">\u6578\u64da\u6e05\u6f54\u8207Tokenize\uff1a\u5728\u81ea\u884c\u7372\u53d6\u6578\u64da\u6642\uff0c\u9032\u884c\u6578\u64da\u6e05\u6f54\uff08\u5982\u53bb\u91cd\u3001\u898f\u5247\u904e\u6ffe\uff09\u548cTokenize\uff08\u5c07\u6587\u672c\u5206\u89e3\u70baToken\u4e26\u8f49\u5316\u70ba\u5411\u91cf\uff09\u3002<\/p>\n\n\n\n<p class=\"\">\u7570\u6b65I\/O\uff1a\u4f7f\u7528\u7570\u6b65I\/O\u6280\u8853\u9032\u884c\u6279\u91cf\u6578\u64da\u8b80\u53d6\uff0c\u63d0\u5347\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u7d42\u7aef\u88dd\u7f6e\u8207\u5b58\u5132\u4ecb\u8cea\uff1a\u5c07\u65b9\u6cd5\u5be6\u73fe\u65bc\u7d42\u7aef\u88dd\u7f6e\u548c\u8a08\u7b97\u6a5f\u53ef\u8b80\u5b58\u5132\u4ecb\u8cea\u4e2d\u3002<\/p>\n\n\n\n<p class=\"\">2. \u6aa2\u7d22\u5230\u7684\u76f8\u95dc\u6280\u8853\u524d\u6848<\/p>\n\n\n\n<p class=\"\">\u6839\u64da\u6aa2\u7d22\u7d50\u679c\uff0c\u4ee5\u4e0b\u5c08\u5229\u6216\u6280\u8853\u6587\u737b\u8207\u8a72\u5c08\u5229\u7684\u6280\u8853\u7279\u5fb5\u5177\u6709\u4e00\u5b9a\u7684\u76f8\u4f3c\u6027\uff1a<\/p>\n\n\n\n<p class=\"\">(1) \u5c08\u5229 CN118246542A<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u5167\u5bb9\uff1a\u8a72\u5c08\u5229\u63d0\u51fa\u4e86\u4e00\u7a2e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8a13\u7df4\u6578\u64da\u96c6\u7684\u69cb\u5efa\u65b9\u6cd5\uff0c\u6838\u5fc3\u5728\u65bc\u901a\u904e\u6578\u64da\u5e8f\u5217\u7d22\u5f15\u6280\u8853\uff0c\u5be6\u73fe\u6578\u64da\u7684\u5283\u5206\u3001\u6df7\u5408\u3001\u6253\u4e82\u548c\u5207\u5206\u64cd\u4f5c\uff0c\u4e26\u901a\u904e\u7d22\u5f15\u6279\u91cf\u8b80\u53d6\u6578\u64da\u584a\u4f5c\u70ba\u6a21\u578b\u8a13\u7df4\u6578\u64da\u3002<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u76f8\u4f3c\u6027\uff1a<\/p>\n\n\n\n<p class=\"\">\u8207\u672c\u5c08\u5229\u7684\u6578\u64da\u5283\u5206\u3001\u7d22\u5f15\u5efa\u7acb\u3001\u6a23\u672c\u62bd\u53d6\u3001\u96a8\u6a5f\u6253\u4e82\u548c\u6279\u91cf\u8b80\u53d6\u6280\u8853\u9ad8\u5ea6\u76f8\u4f3c\u3002<\/p>\n\n\n\n<p class=\"\">\u540c\u6a23\u5f37\u8abf\u901a\u904e\u7d22\u5f15\u9032\u884c\u64cd\u4f5c\u4ee5\u6e1b\u5c11\u5b58\u5132\u548c\u901a\u4fe1\u8cc7\u6e90\u7684\u6d88\u8017\u3002<\/p>\n\n\n\n<p class=\"\">\u5dee\u7570\u9ede\uff1a\u8a72\u5c08\u5229\u672a\u660e\u78ba\u63d0\u53ca\u6578\u64da\u6e05\u6f54\u548cTokenize\u7684\u6b65\u9a5f\u3002<\/p>\n\n\n\n<p class=\"\">(2) \u5c08\u5229 CN112925640B<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u5167\u5bb9\uff1a\u8a72\u5c08\u5229\u6d89\u53ca\u4e00\u7a2e\u96c6\u7fa4\u8a13\u7df4\u7bc0\u9ede\u5206\u914d\u65b9\u6cd5\uff0c\u65e8\u5728\u63d0\u5347\u5927\u898f\u6a21\u5206\u5e03\u5f0f\u8a13\u7df4\u7684\u6548\u7387\uff0c\u4e26\u964d\u4f4e\u8cc7\u6e90\u6d88\u8017\u3002<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u76f8\u4f3c\u6027\uff1a<\/p>\n\n\n\n<p class=\"\">\u6d89\u53ca\u6578\u64da\u7684\u9ad8\u6548\u5206\u914d\u8207\u8655\u7406\uff0c\u7279\u5225\u662f\u5728\u5206\u5e03\u5f0f\u74b0\u5883\u4e2d\u7684\u6578\u64da\u50b3\u8f38\u8207\u8b80\u53d6\u3002<\/p>\n\n\n\n<p class=\"\">\u4f7f\u7528\u7570\u6b65I\/O\u6280\u8853\u63d0\u5347\u6578\u64da\u8b80\u53d6\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u5dee\u7570\u9ede\uff1a\u8a72\u5c08\u5229\u4e3b\u8981\u91dd\u5c0d\u5206\u5e03\u5f0f\u8a13\u7df4\u7684\u8cc7\u6e90\u5206\u914d\uff0c\u672a\u805a\u7126\u65bc\u6578\u64da\u96c6\u7684\u69cb\u5efa\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"\">(3) \u5c08\u5229 CN109787638B<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u5167\u5bb9\uff1a\u8a72\u5c08\u5229\u63d0\u51fa\u4e86\u4e00\u7a2e\u7121\u640d\u58d3\u7e2e\u6280\u8853\uff0c\u7528\u65bc\u6e1b\u5c11\u6578\u64da\u5b58\u5132\u6210\u672c\uff0c\u4e26\u652f\u6301\u9ad8\u6548\u7684\u6578\u64da\u8b80\u53d6\u3002<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u76f8\u4f3c\u6027\uff1a<\/p>\n\n\n\n<p class=\"\">\u6d89\u53ca\u6578\u64da\u8655\u7406\u6548\u7387\u7684\u63d0\u5347\uff0c\u7279\u5225\u662f\u5728\u5927\u898f\u6a21\u6578\u64da\u96c6\u7684\u5b58\u5132\u8207\u8b80\u53d6\u65b9\u9762\u3002<\/p>\n\n\n\n<p class=\"\">\u5dee\u7570\u9ede\uff1a\u8a72\u5c08\u5229\u7684\u91cd\u9ede\u5728\u65bc\u6578\u64da\u58d3\u7e2e\uff0c\u800c\u975e\u6578\u64da\u96c6\u7684\u5283\u5206\u8207\u7d22\u5f15\u3002<\/p>\n\n\n\n<p class=\"\">(4) \u5c08\u5229 CN118503194A<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u5167\u5bb9\uff1a\u8a72\u5c08\u5229\u63d0\u51fa\u4e86\u4e00\u7a2e\u57fa\u65bcRDMA\uff08\u9060\u7a0b\u76f4\u63a5\u5167\u5b58\u8a2a\u554f\uff09\u7684\u591aGPU\u96c6\u7fa4\u6578\u64da\u50b3\u8f38\u65b9\u6cd5\uff0c\u65e8\u5728\u63d0\u5347\u5927\u898f\u6a21\u6a21\u578b\u8a13\u7df4\u7684\u6578\u64da\u50b3\u8f38\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"\">\u6280\u8853\u76f8\u4f3c\u6027\uff1a<\/p>\n\n\n\n<p class=\"\">\u6d89\u53ca\u6578\u64da\u50b3\u8f38\u6548\u7387\u7684\u63d0\u5347\uff0c\u8207\u7570\u6b65I\/O\u6280\u8853\u7684\u61c9\u7528\u6709\u4e00\u5b9a\u95dc\u806f\u3002<\/p>\n\n\n\n<p class=\"\">\u5dee\u7570\u9ede\uff1a\u8a72\u5c08\u5229\u4e3b\u8981\u91dd\u5c0d\u5206\u5e03\u5f0f\u96c6\u7fa4\u7684\u6578\u64da\u50b3\u8f38\uff0c\u672a\u6d89\u53ca\u6578\u64da\u96c6\u7684\u69cb\u5efa\u7d30\u7bc0\u3002<\/p>\n\n\n\n<p class=\"\">3. \u6280\u8853\u524d\u6848\u7684\u5206\u6790\u8207\u7d50\u8ad6<\/p>\n\n\n\n<p class=\"\">\u6839\u64da\u6aa2\u7d22\u7d50\u679c\uff0c\u4ee5\u4e0b\u662f\u5c0d\u8a72\u5c08\u5229\u6280\u8853\u7684\u5206\u6790\u8207\u7d50\u8ad6\uff1a<\/p>\n\n\n\n<p class=\"\">(1) \u65b0\u7a4e\u6027<\/p>\n\n\n\n<p class=\"\">\u8a72\u5c08\u5229\u7684\u6578\u64da\u6e05\u6f54\u8207Tokenize\u6b65\u9a5f\uff08\u5982\u667a\u80fd\u62bd\u53d6\u3001\u54c8\u5e0c\u53bb\u91cd\u3001Token\u5411\u91cf\u5316\uff09\u5728\u6aa2\u7d22\u5230\u7684\u524d\u6848\u4e2d\u672a\u88ab\u660e\u78ba\u63d0\u53ca\uff0c\u5177\u6709\u4e00\u5b9a\u7684\u65b0\u7a4e\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u4f46\u6578\u64da\u5283\u5206\u3001\u7d22\u5f15\u5efa\u7acb\u3001\u6a23\u672c\u62bd\u53d6\u3001\u96a8\u6a5f\u6253\u4e82\u548c\u6279\u91cf\u8b80\u53d6\u7684\u6280\u8853\u7279\u5fb5\u8207\u5c08\u5229CN118246542A\u9ad8\u5ea6\u76f8\u4f3c\uff0c\u53ef\u80fd\u5f71\u97ff\u5176\u65b0\u7a4e\u6027\u5224\u65b7\u3002<\/p>\n\n\n\n<p class=\"\">(2) \u9032\u6b65\u6027<\/p>\n\n\n\n<p class=\"\">\u8a72\u5c08\u5229\u901a\u904e\u7570\u6b65I\/O\u6280\u8853\u548c\u7d22\u5f15\u64cd\u4f5c\u63d0\u5347\u6578\u64da\u8655\u7406\u6548\u7387\uff0c\u4e26\u7d50\u5408\u6578\u64da\u6e05\u6f54\u8207Tokenize\u6b65\u9a5f\uff0c\u5177\u6709\u4e00\u5b9a\u7684\u6280\u8853\u9032\u6b65\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u7136\u800c\uff0c\u82e5\u6838\u5fc3\u6280\u8853\u7279\u5fb5\uff08\u5982\u6578\u64da\u5283\u5206\u8207\u7d22\u5f15\uff09\u88ab\u8a8d\u5b9a\u70ba\u7fd2\u77e5\u6280\u8853\uff0c\u5247\u9032\u6b65\u6027\u53ef\u80fd\u53d7\u5230\u6311\u6230\u3002<\/p>\n\n\n\n<p class=\"\">(3) \u6f5b\u5728\u6311\u6230<\/p>\n\n\n\n<p class=\"\">\u5c08\u5229CN118246542A\u53ef\u80fd\u69cb\u6210\u8a72\u5c08\u5229\u7684\u4e3b\u8981\u6280\u8853\u524d\u6848\uff0c\u7279\u5225\u662f\u5728\u6578\u64da\u5283\u5206\u3001\u7d22\u5f15\u5efa\u7acb\u548c\u6279\u91cf\u8b80\u53d6\u65b9\u9762\u3002<\/p>\n\n\n\n<p class=\"\">\u82e5\u8a72\u5c08\u5229\u7684\u6578\u64da\u6e05\u6f54\u8207Tokenize\u6b65\u9a5f\u88ab\u8a8d\u5b9a\u70ba\u5e38\u898f\u6280\u8853\uff0c\u5247\u6574\u9ad4\u5c08\u5229\u7684\u53ef\u5c08\u5229\u6027\u53ef\u80fd\u53d7\u5230\u5f71\u97ff\u3002<\/p>\n\n\n\n<p class=\"\">\u5efa\u8b70\u8207\u5f8c\u7e8c\u884c\u52d5<\/p>\n\n\n\n<p class=\"\">\u9032\u4e00\u6b65\u6aa2\u7d22\u8207\u5206\u6790\uff1a\u5efa\u8b70\u5c0d\u5c08\u5229CN118246542A\u9032\u884c\u66f4\u8a73\u7d30\u7684\u6280\u8853\u7279\u5fb5\u6bd4\u5c0d\uff0c\u78ba\u8a8d\u662f\u5426\u5b58\u5728\u5be6\u8cea\u6027\u5dee\u7570\u3002<\/p>\n\n\n\n<p class=\"\">\u88dc\u5145\u6280\u8853\u8aaa\u660e\uff1a\u82e5\u8a72\u5c08\u5229\u7684\u6578\u64da\u6e05\u6f54\u8207Tokenize\u6b65\u9a5f\u5177\u6709\u5275\u65b0\u6027\uff0c\u61c9\u5728\u5c08\u5229\u8aaa\u660e\u66f8\u4e2d\u5f37\u8abf\u5176\u6280\u8853\u6548\u679c\u8207\u512a\u52e2\u3002<\/p>\n\n\n\n<p class=\"\">\u5c08\u5229\u7570\u8b70\u6216\u7121\u6548\u5206\u6790\uff1a\u82e5\u8a72\u5c08\u5229\u5df2\u6388\u6b0a\uff0c\u76f8\u95dc\u65b9\u53ef\u57fa\u65bc\u5c08\u5229CN118246542A\u63d0\u51fa\u7570\u8b70\u6216\u7121\u6548\u5ba3\u544a\u8acb\u6c42\u3002<\/p>\n\n\n\n<p class=\"\">\u4ee5\u4e0a\u5206\u6790\u57fa\u65bc\u6aa2\u7d22\u7d50\u679c\u8207\u5c08\u5229\u6280\u8853\u7279\u5fb5\uff0c\u82e5\u9700\u66f4\u6df1\u5165\u7684\u6cd5\u5f8b\u6216\u6280\u8853\u652f\u6301\uff0c\u5efa\u8b70\u806f\u7e6b\u5c08\u696d\u7684\u5c08\u5229\u4ee3\u7406\u4eba\u6216\u5f8b\u5e2b\u9032\u4e00\u6b65\u8655\u7406\u3002<\/p>\n\n\n\n<p class=\"\">GPT4o \u56de\u8986<\/p>\n\n\n\n<p class=\"\">\u5728\u8a55\u4f30\u60a8\u6240\u8ff0\u7684\u5c08\u5229\u6b0a\u5229\u8981\u6c42\u6642\uff0c\u9700\u8981\u8003\u616e\u5176\u8207\u73fe\u6709\u6280\u8853\u7684\u76f8\u4f3c\u6027\u4ee5\u53ca\u662f\u5426\u5177\u5099\u9032\u6b65\u6027\u3002<\/p>\n\n\n\n<p class=\"\">\u6839\u64da\u73fe\u6709\u7684\u516c\u958b\u8cc7\u8a0a\uff0c\u4eba\u5de5\u667a\u6167\u6a21\u578b\u8a13\u7df4\u6578\u64da\u96c6\u7684\u69cb\u5efa\u65b9\u6cd5\u5df2\u88ab\u5ee3\u6cdb\u7814\u7a76\u548c\u61c9\u7528\u3002\u4f8b\u5982\uff0c\u5c08\u5229 CN108764372B \u63d0\u51fa\u4e86\u4e00\u7a2e\u6839\u64da\u5b78\u7fd2\u4efb\u52d9\u7372\u53d6\u5177\u6709\u9810\u8a2d\u6578\u91cf\u4e14\u651c\u5e36\u6a19\u8a3b\u8cc7\u8a0a\u7684\u7b2c\u4e00\u6578\u64da\u96c6\u7684\u65b9\u6cd5\u3002(<a href=\"https:\/\/l.facebook.com\/l.php?u=https%3A%2F%2Fpatents.google.com%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR2bnsuDIKJVxpBbYG_mYmUQ8iMrXwJvO0VicOcPQLPaiPHd3fQFS1uZ2ok_aem_i5LdU-e6iiFz-dLX9BgPUQ&amp;h=AT2d2MmR28E8MgfT7NTuSAT00YK5uHBV6kGDbrtkdBrnKx8m4y_qfH60_uGZUDvTM7XCsBJ25GATnFFaYQLXA5twdlkPWIjdWklEsoqOVh8pwCzaPrc-iYTNQSm7qKLXa5SJS71n8dFI2lokQg&amp;__tn__=-UK-R&amp;c[0]=AT2YUdsI-0IlJt_Z4eu8Bdt10RAkPVYtxMqzU9S8SXdAN4lyLQ2YHEf5kV0DILoK5I_YH-J-DwTgc0wt0Qh2MUTfQgIOMgFGnkMzKgHND5UcO8CZfrKxmhgU_kRNlnOps2HCAmiqCswW_v-Q6P4MFfpoOqtLgFEwPpgzmberaYtF5Bkxy3Nc6s0\" rel=\"noreferrer noopener\" target=\"_blank\">patents.google.com<\/a>)<\/p>\n\n\n\n<p class=\"\">\u6b64\u5916\uff0c\u5c08\u5229 CN113191502A \u516c\u958b\u4e86\u4e00\u7a2e\u4eba\u5de5\u667a\u6167\u6a21\u578b\u5728\u7dda\u8a13\u7df4\u7684\u65b9\u6cd5\u53ca\u7cfb\u7d71\uff0c\u6d89\u53ca\u6a21\u578b\u7684\u7de8\u6392\u53ca\u63a8\u7406\u904b\u884c\u3002(<a href=\"https:\/\/l.facebook.com\/l.php?u=https%3A%2F%2Fpatents.google.com%2F%3Ffbclid%3DIwZXh0bgNhZW0CMTAAAR0LQEHxK2Gk12RmT2yt0YPXTOj5YVV89_2e7t_y_l4TtNH8qK5GiWy8gS4_aem_Bix8ySzwLkrBCX8fVKYfSw&amp;h=AT2d2MmR28E8MgfT7NTuSAT00YK5uHBV6kGDbrtkdBrnKx8m4y_qfH60_uGZUDvTM7XCsBJ25GATnFFaYQLXA5twdlkPWIjdWklEsoqOVh8pwCzaPrc-iYTNQSm7qKLXa5SJS71n8dFI2lokQg&amp;__tn__=-UK-R&amp;c[0]=AT2YUdsI-0IlJt_Z4eu8Bdt10RAkPVYtxMqzU9S8SXdAN4lyLQ2YHEf5kV0DILoK5I_YH-J-DwTgc0wt0Qh2MUTfQgIOMgFGnkMzKgHND5UcO8CZfrKxmhgU_kRNlnOps2HCAmiqCswW_v-Q6P4MFfpoOqtLgFEwPpgzmberaYtF5Bkxy3Nc6s0\" rel=\"noreferrer noopener\" target=\"_blank\">patents.google.com<\/a>)<\/p>\n\n\n\n<p 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