{"id":5023,"date":"2021-06-02T16:04:32","date_gmt":"2021-06-02T08:04:32","guid":{"rendered":"https:\/\/fastonetech.com\/blog\/?p=5023"},"modified":"2023-08-25T16:41:44","modified_gmt":"2023-08-25T08:41:44","slug":"wiki-pytorch","status":"publish","type":"post","link":"https:\/\/fastonetech.com\/blog\/wiki-pytorch\/","title":{"rendered":"\u8bed\u8a00\u8bc6\u522b\uff1a\u4f7f\u7528 PyTorch \u6784\u5efa\u7aef\u5230\u7aef AI \u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg\" alt=\"\" class=\"wp-image-4892\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-300x86.jpg 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-768x219.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1.jpg 1051w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bed\u8a00\u8bc6\u522b\u662f\u4ece\u591a\u4e2a\u97f3\u9891\u8f93\u5165\u6837\u672c\u4e2d\u8bc6\u522b\u4e3b\u8981\u8bed\u8a00\u7684\u8fc7\u7a0b\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\uff0c\u8bed\u8a00\u8bc6\u522b\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u95ee\u9898\uff0c\u4e5f\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\u3002\u6709\u8bb8\u591a\u4e0e\u8bed\u8a00\u76f8\u5173\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u5728\u624b\u673a\u4e0a\u8f93\u5165\u6587\u672c\u3001\u67e5\u627e\u60a8\u559c\u6b22\u7684\u65b0\u95fb\u6587\u7ae0\u6216\u53d1\u73b0\u60a8\u53ef\u80fd\u9047\u5230\u7684\u95ee\u9898\u7684\u7b54\u6848\u3002\u6240\u6709\u8fd9\u4e9b\u4efb\u52a1\u90fd\u7531NLP\u6a21\u578b\u63d0\u4f9b\u652f\u6301\u3002\u4e3a\u4e86\u51b3\u5b9a\u5728\u7279\u5b9a\u65f6\u95f4\u70b9\u8c03\u7528\u54ea\u4e2a\u6a21\u578b\uff0c\u6211\u4eec\u5fc5\u987b\u6267\u884c\u8bed\u8a00\u8bc6\u522b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528<a href=\"http:\/\/intel.github.io\/intel-extension-for-pytorch\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u82f1\u7279\u5c14\u00ae<\/a>&nbsp;PyTorch \u6269\u5c55\uff08\u9488\u5bf9\u82f1\u7279\u5c14\u5904\u7406\u5668\u8fdb\u884c\u4e86\u4f18\u5316\u7684 PyTorch AI \u6846\u67b6\u7684\u4e00\u4e2a\u7248\u672c\uff09\u548c\u82f1\u7279\u5c14\u00ae<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/neural-compressor.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u00ae\u795e\u7ecf\u538b\u7f29\u5668<\/a>\uff08\u4e00\u79cd\u5728\u4e0d\u727a\u7272\u51c6\u786e\u6027\u7684\u60c5\u51b5\u4e0b\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u63a8\u7406\u7684\u5de5\u5177\uff09\u8fdb\u884c\u8bed\u8a00\u8bc6\u522b\u7684\u6df1\u5165\u89e3\u51b3\u65b9\u6848\u548c\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5<a href=\"http:\/\/github.com\/oneapi-src\/oneAPI-samples\/tree\/master\/AI-and-Analytics\/End-to-end-Workloads\/LanguageIdentification\" target=\"_blank\" rel=\"noreferrer noopener\">\u4ee3\u7801\u793a\u4f8b<\/a>\u6f14\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u62e5\u62b1\u4eba\u8138\u8bed\u97f3\u5927\u8111* \u5de5\u5177\u5957\u4ef6\u8bad\u7ec3\u6a21\u578b\u4ee5\u6267\u884c\u8bed\u8a00\u8bc6\u522b\uff0c\u5e76\u4f7f\u7528<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/tools\/oneapi\/ai-analytics-toolkit-download.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u82f1\u7279\u5c14\u00ae\u4eba\u5de5\u667a\u80fd\u5206\u6790\u5de5\u5177\u5305 \uff08AI Kit\uff09<\/a>&nbsp;\u5bf9\u5176\u8fdb\u884c\u4f18\u5316\u3002\u7528\u6237\u53ef\u4ee5\u4fee\u6539\u4ee3\u7801\u793a\u4f8b\uff0c\u5e76\u4f7f\u7528\u901a\u7528\u8bed\u97f3\u6570\u636e\u96c6\u8bc6\u522b\u591a\u8fbe 93 \u79cd\u8bed\u8a00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"proposed-methodology-for-language-identification\">\u8bed\u8a00\u8bc6\u522b\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5efa\u8bae\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\uff0c\u7528\u6237\u5c06\u4f7f\u7528\u82f1\u7279\u5c14\u4eba\u5de5\u667a\u80fd\u5206\u6790\u5de5\u5177\u5305\u5bb9\u5668\u73af\u5883\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u5e76\u5229\u7528\u82f1\u7279\u5c14\u4f18\u5316\u7684 PyTorch \u5e93\u6267\u884c\u63a8\u7406\u3002\u8fd8\u6709\u4e00\u4e2a\u9009\u9879\u53ef\u4ee5\u4f7f\u7528\u82f1\u7279\u5c14\u795e\u7ecf\u538b\u7f29\u5668\u91cf\u5316\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u4ee5\u52a0\u5feb\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"dataset\">\u6570\u636e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u6b64\u4ee3\u7801\u793a\u4f8b\uff0c\u5c06\u4f7f\u7528\u901a\u7528\u8bed\u97f3\u6570\u636e\u96c6\uff0c\u7279\u522b\u662f\u65e5\u8bed\u548c\u745e\u5178\u8bed\u7684<a href=\"http:\/\/commonvoice.mozilla.org\/en\/datasets\" target=\"_blank\" rel=\"noreferrer noopener\">\u901a\u7528\u8bed\u97f3<\/a>\u8bed\u6599\u5e93 11.0\u3002\u8be5\u6570\u636e\u96c6\u7528\u4e8e\u8bad\u7ec3<a href=\"http:\/\/arxiv.org\/abs\/2005.07143\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f3a\u8c03\u901a\u9053\u6ce8\u610f\u529b\u3001\u4f20\u64ad\u548c\u805a\u5408\u65f6\u95f4\u5ef6\u8fdf\u795e\u7ecf\u7f51\u7edc \uff08ECAPA-TDNN\uff09\uff0c\u8be5\u7f51\u7edc<\/a>\u4f7f\u7528&nbsp;<a href=\"http:\/\/huggingface.co\/SpeechBrain\" target=\"_blank\" rel=\"noreferrer noopener\">Hugging Face SpeechBrain<\/a>&nbsp;\u5e93\u5b9e\u73b0\u3002\u5ef6\u65f6\u795e\u7ecf\u7f51\u7edc \uff08TDNN\uff09\uff0c\u53c8\u540d\u4e00\u7ef4\u5377\u79ef\u795e\u7ecf\u7f51\u7edc \uff081D CNN\uff09\uff0c\u662f\u591a\u5c42\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u7528\u4e8e\u5bf9\u7f51\u7edc\u6bcf\u4e00\u5c42\u5177\u6709\u79fb\u4f4d\u4e0d\u53d8\u6027\u548c\u6a21\u578b\u4e0a\u4e0b\u6587\u7684\u6a21\u5f0f\u8fdb\u884c\u5206\u7c7b\u3002ECAPA-TDNN\u662f\u4e00\u79cd\u65b0\u7684\u57fa\u4e8eTDNN\u7684\u626c\u58f0\u5668\u5d4c\u5165\u63d0\u53d6\u5668\uff0c\u7528\u4e8e\u626c\u58f0\u5668\u9a8c\u8bc1;\u5b83\u5efa\u7acb\u5728\u539f\u59cb\u7684 X-Vector \u67b6\u6784\u4e4b\u4e0a\uff0c\u66f4\u52a0\u5f3a\u8c03\u4fe1\u9053\u6ce8\u610f\u529b\u3001\u4f20\u64ad\u548c\u805a\u5408\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"implementation\">\u5b9e\u73b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8f7d Common Voice \u6570\u636e\u96c6\u540e\uff0c\u901a\u8fc7\u5c06 MP3 \u6587\u4ef6\u8f6c\u6362\u4e3a WAV \u683c\u5f0f\u6765\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4ee5\u907f\u514d\u4fe1\u606f\u4e22\u5931\uff0c\u5e76\u5206\u4e3a\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528Hugging Face SpeechBrain\u5e93\u4f7f\u7528Common Voice\u6570\u636e\u96c6\u91cd\u65b0\u8bad\u7ec3\u9884<a href=\"http:\/\/huggingface.co\/speechbrain\/lang-id-voxlingua107-ecapa\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bad\u7ec3\u7684VoxLingua107<\/a>\u6a21\u578b\uff0c\u4ee5\u4e13\u6ce8\u4e8e\u611f\u5174\u8da3\u7684\u8bed\u8a00\u3002<a href=\"http:\/\/bark.phon.ioc.ee\/voxlingua107\/\" target=\"_blank\" rel=\"noreferrer noopener\">VoxLingua107<\/a>&nbsp;\u662f\u4e00\u4e2a\u8bed\u97f3\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bad\u7ec3\u53e3\u8bed\u8bc6\u522b\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u5f88\u597d\u5730\u5904\u7406\u771f\u5b9e\u4e16\u754c\u548c\u4e0d\u540c\u7684\u8bed\u97f3\u6570\u636e\u3002\u6b64\u6570\u636e\u96c6\u5305\u542b 107 \u79cd\u8bed\u8a00\u7684\u6570\u636e\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u65e5\u8bed\u548c\u745e\u5178\u8bed\uff0c\u5e76\u4e14\u53ef\u4ee5\u5305\u542b\u66f4\u591a\u8bed\u8a00\u3002\u7136\u540e\uff0c\u6b64\u6a21\u578b\u7528\u4e8e\u5bf9\u6d4b\u8bd5\u6570\u636e\u96c6\u6216\u7528\u6237\u6307\u5b9a\u7684\u6570\u636e\u96c6\u8fdb\u884c\u63a8\u7406\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u9009\u9879\u53ef\u4ee5\u5229\u7528SpeechBrain\u7684\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\uff08VAD\uff09\uff0c\u5728\u968f\u673a\u9009\u62e9\u6837\u672c\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u4e4b\u524d\uff0c\u4ec5\u4ece\u97f3\u9891\u6587\u4ef6\u4e2d\u63d0\u53d6\u548c\u7ec4\u5408\u8bed\u97f3\u7247\u6bb5\u3002\u6b64<a href=\"http:\/\/huggingface.co\/speechbrain\/vad-crdnn-libriparty\" target=\"_blank\" rel=\"noreferrer noopener\">\u94fe\u63a5<\/a>\u63d0\u4f9b\u4e86\u6267\u884c VAD \u6240\u9700\u7684\u6240\u6709\u5de5\u5177\u3002\u4e3a\u4e86\u63d0\u9ad8\u6027\u80fd\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u82f1\u7279\u5c14\u795e\u7ecf\u538b\u7f29\u5668\u5c06\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u91cf\u5316\u4e3a\u6574\u6570 8 \uff08INT8\uff09\uff0c\u4ee5\u51cf\u5c11\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"training\">\u8bad\u7ec3<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u811a\u672c\u7684\u526f\u672c\u5c06\u6dfb\u52a0\u5230\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u4e2d\uff0c\u5305\u62ec - \u7528\u4e8e\u521b\u5efa&nbsp;<a href=\"http:\/\/github.com\/webdataset\/webdataset\" target=\"_blank\" rel=\"noreferrer noopener\">WebDataset<\/a>&nbsp;\u5206\u7247\uff0c- \u6267\u884c\u5b9e\u9645\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4ee5\u53ca - \u914d\u7f6e\u8bad\u7ec3\u9009\u9879\u3002\u7528\u4e8e\u521b\u5efa Web\u6570\u636e\u96c6\u5206\u7247\u548c YAML \u6587\u4ef6\u7684\u811a\u672c\u7ecf\u8fc7\u4fee\u8865\uff0c\u53ef\u4e0e\u6b64\u4ee3\u7801\u793a\u4f8b\u9009\u62e9\u7684\u4e24\u79cd\u8bed\u8a00\u914d\u5408\u4f7f\u7528\u3002<code>create_wds_shards.py<\/code><code>train.py<\/code><code>train_ecapa.yaml<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6570\u636e\u9884\u5904\u7406\u9636\u6bb5\uff0c\u6267\u884c\u811a\u672c\u968f\u673a\u9009\u62e9\u6307\u5b9a\u6570\u91cf\u7684\u6837\u672c\uff0c\u5c06\u8f93\u5165\u4eceMP3\u8f6c\u6362\u4e3aWAV\u683c\u5f0f\u3002\u5728\u8fd9\u91cc\uff0c\u8fd9\u4e9b\u6837\u672c\u4e2d\u6709 80% \u5c06\u7528\u4e8e\u8bad\u7ec3\uff0c10% \u7528\u4e8e\u9a8c\u8bc1\uff0c10% \u7528\u4e8e\u6d4b\u8bd5\u3002\u5efa\u8bae\u81f3\u5c11 2000 \u4e2a\u6837\u672c\u4f5c\u4e3a\u8f93\u5165\u6837\u672c\u6570\uff0c\u5e76\u4e14\u662f\u9ed8\u8ba4\u503c\u3002<code>prepareAllCommonVoice.py<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0b\u4e00\u6b65\u4e2d\uff0c\u5c06\u4ece\u8bad\u7ec3\u548c\u9a8c\u8bc1\u6570\u636e\u96c6\u521b\u5efa WebDataset \u5206\u7247\u3002\u8fd9\u4f1a\u5c06\u97f3\u9891\u6587\u4ef6\u5b58\u50a8\u4e3a tar \u6587\u4ef6\uff0c\u5141\u8bb8\u4e3a\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u7f16\u5199\u7eaf\u987a\u5e8f I\/O \u7ba1\u9053\uff0c\u4ee5\u4fbf\u4ece\u672c\u5730\u5b58\u50a8\u5b9e\u73b0\u9ad8 I\/O \u901f\u7387\u2014\u2014\u4e0e\u968f\u673a\u8bbf\u95ee\u76f8\u6bd4\uff0c\u5927\u7ea6\u5feb 3-10 \u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u6237\u5c06\u4fee\u6539 YAML \u6587\u4ef6\u3002\u8fd9\u5305\u62ec\u8bbe\u7f6e WebDataset \u5206\u7247\u7684\u6700\u5927\u6570\u91cf\u503c\u3001\u5c06\u795e\u7ecf\u5143\u8f93\u51fa\u4e3a\u611f\u5174\u8da3\u7684\u8bed\u8a00\u6570\u91cf\u3001\u8981\u5728\u6574\u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u7eaa\u5143\u6570\u4ee5\u53ca\u6279\u5927\u5c0f\u3002\u5982\u679c\u5728\u8fd0\u884c\u8bad\u7ec3\u811a\u672c\u65f6 CPU \u6216 GPU \u5185\u5b58\u4e0d\u8db3\uff0c\u5219\u5e94\u51cf\u5c0f\u6279\u5927\u5c0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6b64\u4ee3\u7801\u793a\u4f8b\u4e2d\uff0c\u5c06\u4f7f\u7528 CPU \u6267\u884c\u8bad\u7ec3\u811a\u672c\u3002\u8fd0\u884c\u811a\u672c\u65f6\uff0c\u201ccpu\u201d\u5c06\u4f5c\u4e3a\u8f93\u5165\u53c2\u6570\u4f20\u9012\u3002\u4e2d\u5b9a\u4e49\u7684\u914d\u7f6e\u4e5f\u4f5c\u4e3a\u53c2\u6570\u4f20\u9012\u3002<code>train_ecapa.yaml<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u811a\u672c\u4ee5\u8bad\u7ec3\u6a21\u578b\u7684\u547d\u4ee4\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python train.py train_ecapa.yaml --device \"cpu\"\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u6765\uff0c\u57f9\u8bad\u811a\u672c train.py \u5c06\u8bbe\u8ba1\u4e3a\u9002\u7528\u4e8e\u82f1\u7279\u5c14\u00ae GPU\uff0c\u5982\u82f1\u7279\u5c14\u00ae\u6570\u636e\u4e2d\u5fc3 GPU Flex \u7cfb\u5217\u3001\u82f1\u7279\u5c14\u6570\u636e\u4e2d\u5fc3 GPU Max \u7cfb\u5217\u548c\u82f1\u7279\u5c14 Arc\u2122 A \u7cfb\u5217\uff0c\u5e76\u66f4\u65b0\u4e86\u82f1\u7279\u5c14\u00ae\u00ae\u6269\u5c55 PyTorch\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u8bad\u7ec3\u811a\u672c\u4ee5\u4e86\u89e3\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\u548c\u6267\u884c<a href=\"http:\/\/github.com\/oneapi-src\/oneAPI-samples\/tree\/master\/AI-and-Analytics\/End-to-end-Workloads\/LanguageIdentification#train-the-model-with-languages\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bad\u7ec3\u811a\u672c<\/a>\u3002\u5efa\u8bae\u5c06\u6b64\u8fc1\u79fb<a href=\"https:\/\/www.intel.com\/content\/www\/us\/en\/developer\/topic-technology\/artificial-intelligence\/training\/transfer-learning.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b66\u4e60<\/a>\u5e94\u7528\u4f7f\u7528\u7b2c\u56db\u4ee3\u82f1\u7279\u5c14\u81f3\u5f3a\u00ae\u53ef\u6269\u5c55\u5904\u7406\u5668\uff0c\u56e0\u4e3a\u5b83\u901a\u8fc7\u5176\u82f1\u7279\u5c14\u9ad8\u7ea7\u77e9\u9635\u6269\u5c55\uff08\u82f1\u7279\u5c14\u00ae\u00ae\u00ae AMX\uff09\u6307\u4ee4\u96c6\u63d0\u9ad8\u4e86\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u540e\uff0c\u68c0\u67e5\u70b9\u6587\u4ef6\u53ef\u7528\u3002\u8fd9\u4e9b\u6587\u4ef6\u7528\u4e8e\u52a0\u8f7d\u6a21\u578b\u4ee5\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"inference\">\u63a8\u7406<\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pytorch.org\/assets\/images\/f1-inference-pipeline-language-identification.png\" alt=\"\u63a8\u7406\u7ba1\u9053\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u63a8\u7406\u4e4b\u524d\u7684\u5173\u952e\u6b65\u9aa4\u662f\u4fee\u8865 SpeechBrain \u5e93\u7684\u9884\u8bad\u7ec3\u6587\u4ef6\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u8fd0\u884c PyTorch TorchScript* \u4ee5\u6539\u5584\u8fd0\u884c\u65f6\u3002TorchScript \u8981\u6c42\u6a21\u578b\u7684\u8f93\u51fa\u53ea\u662f\u5f20\u91cf\u3002<code>interfaces.py<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528 Common Voice \u4e2d\u7684\u6d4b\u8bd5\u96c6\u6216\u4ed6\u4eec\u81ea\u5df1\u7684 WAV \u683c\u5f0f\u81ea\u5b9a\u4e49\u6570\u636e\u8fd0\u884c\u63a8\u7406\u3002\u4ee5\u4e0b\u662f\u63a8\u7406\u811a\u672c \uff08\uff09 \u53ef\u7528\u4e8e\u8fd0\u884c\u7684\u9009\u9879\uff1a<code>inference_custom.py and inference_commonVoice.py<\/code><\/p>\n\n\n\n<table class=\"wp-block-table\"><thead><tr><td><strong>\u8f93\u5165\u9009\u9879<\/strong><\/td><td><strong>\u63cf\u8ff0<\/strong><\/td><\/tr><\/thead><tbody><tr><td>-p<\/td><td>\u6307\u5b9a\u6570\u636e\u8def\u5f84\u3002<\/td><\/tr><tr><td>-d<\/td><td>\u6307\u5b9a\u6ce2\u91c7\u6837\u7684\u6301\u7eed\u65f6\u95f4\u3002\u9ed8\u8ba4\u503c\u4e3a&nbsp;<strong>3<\/strong>\u3002<\/td><\/tr><tr><td>-s<\/td><td>\u6307\u5b9a\u91c7\u6837\u6ce2\u7684\u5927\u5c0f\uff0c\u9ed8\u8ba4\u503c\u4e3a&nbsp;<strong>100<\/strong>\u3002<\/td><\/tr><tr><td>--\u74e6\u5fb7<\/td><td>\uff08\u4ec5\u9650\u201cinference_custom.py\u201d\uff09\u542f\u7528 VAD \u6a21\u578b\u4ee5\u68c0\u6d4b\u6d3b\u52a8\u8bed\u97f3\u3002VAD \u9009\u9879\u5c06\u8bc6\u522b\u97f3\u9891\u6587\u4ef6\u4e2d\u7684\u8bed\u97f3\u7247\u6bb5\uff0c\u5e76\u6784\u9020\u4e00\u4e2a\u4ec5\u5305\u542b\u8bed\u97f3\u7247\u6bb5\u7684\u65b0<strong>.wav<\/strong>\u6587\u4ef6\u3002\u8fd9\u63d0\u9ad8\u4e86\u7528\u4f5c\u8bed\u8a00\u8bc6\u522b\u6a21\u578b\u8f93\u5165\u7684\u8bed\u97f3\u6570\u636e\u7684\u8d28\u91cf\u3002<\/td><\/tr><tr><td>--\u6613\u6d3e\u514b<\/td><td>\u4f7f\u7528\u82f1\u7279\u5c14\u6269\u5c55 PyTorch \u4f18\u5316\u8fd0\u884c\u63a8\u7406\u3002\u6b64\u9009\u9879\u4f1a\u5c06\u4f18\u5316\u5e94\u7528\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u4f7f\u7528\u6b64\u9009\u9879\u5e94\u53ef\u63d0\u9ad8\u4e0e\u5ef6\u8fdf\u76f8\u5173\u7684\u6027\u80fd\u3002<\/td><\/tr><tr><td>--ground_truth_compare<\/td><td>\uff08\u4ec5\u9650\u201cinference_custom.py\u201d\uff09\u542f\u7528\u9884\u6d4b\u6807\u7b7e\u4e0e\u5730\u9762\u771f\u5b9e\u503c\u7684\u6bd4\u8f83\u3002<\/td><\/tr><tr><td>--\u8be6\u7ec6<\/td><td>\u6253\u5370\u5176\u4ed6\u8c03\u8bd5\u4fe1\u606f\uff0c\u4f8b\u5982\u5ef6\u8fdf\u3002<\/td><\/tr><\/tbody><\/table>\n\n\n\n<p class=\"wp-block-paragraph\">\u5fc5\u987b\u6307\u5b9a\u6570\u636e\u7684\u8def\u5f84\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5c06\u4ece\u539f\u59cb\u97f3\u9891\u6587\u4ef6\u4e2d\u968f\u673a\u9009\u62e9 100 \u4e2a 3 \u79d2\u7684\u97f3\u9891\u6837\u672c\uff0c\u5e76\u7528\u4f5c\u8bed\u8a00\u8bc6\u522b\u6a21\u578b\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728<a href=\"http:\/\/drive.google.com\/file\/d\/1--cAS5ePojMwNY5fewioXAv9YlYAWzIJ\/view\" target=\"_blank\" rel=\"noreferrer noopener\">LibriParty<\/a>\u6570\u636e\u96c6\u4e0a\u9884\u8bad\u7ec3\u7684\u5c0f\u578b\u5377\u79ef\u9012\u5f52\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08CRDNN\uff09\u7528\u4e8e\u5904\u7406\u97f3\u9891\u6837\u672c\u5e76\u8f93\u51fa\u68c0\u6d4b\u5230\u8bed\u97f3\u6d3b\u52a8\u7684\u7247\u6bb5\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u9009\u9879\u5728\u63a8\u7406\u4e2d\u4f7f\u7528\u3002<code>--vad<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5c06\u68c0\u6d4b\u5230\u8bed\u97f3\u7684\u65f6\u95f4\u6233\u662f\u4ece CRDNN \u6a21\u578b\u4f20\u9001\u7684\uff0c\u8fd9\u4e9b\u65f6\u95f4\u6233\u7528\u4e8e\u6784\u5efa\u4ec5\u5305\u542b\u8bed\u97f3\u7684\u8f83\u77ed\u7684\u65b0\u97f3\u9891\u6587\u4ef6\u3002\u4ece\u8fd9\u4e2a\u65b0\u7684\u97f3\u9891\u6587\u4ef6\u4e2d\u91c7\u6837\u5c06\u66f4\u597d\u5730\u9884\u6d4b\u6240\u8bf4\u7684\u4e3b\u8981\u8bed\u8a00\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pytorch.org\/assets\/images\/f2-timestamps-delivered-from-crdnn-model.png\" alt=\"\u97f3\u9891\u6ce2\u5f62\u6587\u4ef6\u53ef\u89c6\u5316\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u884c<a href=\"http:\/\/github.com\/oneapi-src\/oneAPI-samples\/tree\/master\/AI-and-Analytics\/End-to-end-Workloads\/LanguageIdentification#run-inference\" target=\"_blank\" rel=\"noreferrer noopener\">\u8fd0\u884c\u63a8\u7406\u811a\u672c<\/a>\u3002\u8fd0\u884c\u63a8\u7406\u7684\u793a\u4f8b\u547d\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python inference_custom.py -p data_custom -d 3 -s 50 --vad\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c06\u5bf9\u60a8\u63d0\u4f9b\u7684\u4f4d\u4e8e<em>data_custom<\/em>\u6587\u4ef6\u5939\u4e2d\u7684\u6570\u636e\u8fd0\u884c\u63a8\u7406\u3002\u6b64\u547d\u4ee4\u4f7f\u7528\u8bed\u97f3\u6d3b\u52a8\u68c0\u6d4b\u5bf9 50 \u4e2a\u968f\u673a\u9009\u62e9\u7684 3 \u79d2\u97f3\u9891\u6837\u672c\u6267\u884c\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8981\u8fd0\u884c\u5176\u4ed6\u8bed\u8a00\u7684\u4ee3\u7801\u793a\u4f8b\uff0c\u8bf7\u4e0b\u8f7d\u5176\u4ed6\u8bed\u8a00\u7684\u901a\u7528\u8bed\u97f3\u8bed\u6599\u5e93 11.0 \u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"optimizations-with-intel-extension-for-pytorch-and-intel-neural-compressor\">\u9488\u5bf9 PYTORCH \u548c\u82f1\u7279\u5c14\u795e\u7ecf\u538b\u7f29\u5668\u7684\u82f1\u7279\u5c14\u6269\u5c55\u4f18\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pytorch\">PyTorch<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u82f1\u7279\u5c14\u6269\u5c55\u6269\u5c55\u4e86 PyTorch \u7684\u6700\u65b0\u529f\u80fd\u548c\u4f18\u5316\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u82f1\u7279\u5c14\u786c\u4ef6\u7684\u6027\u80fd\u3002\u67e5\u770b<a href=\"http:\/\/github.com\/intel\/intel-extension-for-pytorch#installation\" target=\"_blank\" rel=\"noreferrer noopener\">\u5982\u4f55\u5b89\u88c5 PyTorch \u7684\u82f1\u7279\u5c14\u6269\u5c55<\/a>\u3002\u6269\u5c55\u53ef\u4ee5\u4f5c\u4e3a Python \u6a21\u5757\u52a0\u8f7d\uff0c\u4e5f\u53ef\u4ee5\u4f5c\u4e3aC++\u5e93\u94fe\u63a5\u3002Python \u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u5bfc\u5165 .<code>intel_extension_for_pytorch<\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>CPU&nbsp;<a href=\"http:\/\/intel.github.io\/intel-extension-for-pytorch\/cpu\/latest\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6559\u7a0b<\/a>\u63d0\u4f9b\u4e86\u6709\u5173\u9002\u7528\u4e8e\u82f1\u7279\u5c14 CPU \u7684 PyTorch \u82f1\u7279\u5c14\u6269\u5c55\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u6e90\u4ee3\u7801\u53ef\u5728<a href=\"https:\/\/github.com\/intel\/intel-extension-for-pytorch\/tree\/master\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e3b\u5206\u652f<\/a>\u5904\u83b7\u5f97\u3002<\/li><li>GPU&nbsp;<a href=\"http:\/\/intel.github.io\/intel-extension-for-pytorch\/xpu\/latest\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6559\u7a0b<\/a>\u63d0\u4f9b\u4e86\u6709\u5173\u9002\u7528\u4e8e\u82f1\u7279\u5c14 GPU \u7684 PyTorch \u82f1\u7279\u5c14\u6269\u5c55\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u6e90\u4ee3\u7801\u53ef\u5728&nbsp;<a href=\"http:\/\/github.com\/intel\/intel-extension-for-pytorch\/tree\/xpu-master\" target=\"_blank\" rel=\"noreferrer noopener\">xpu-master \u5206\u652f<\/a>\u83b7\u5f97\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u4f7f\u7528\u82f1\u7279\u5c14 PyTorch \u6269\u5c55\u4f18\u5316\u6a21\u578b\u4ee5\u8fdb\u884c\u63a8\u7406\uff0c\u53ef\u4ee5\u4f20\u5165\u8be5\u9009\u9879\u3002\u4f7f\u7528\u63d2\u4ef6\u4f18\u5316\u6a21\u578b\u3002TorchScript \u52a0\u5feb\u4e86\u63a8\u7406\u901f\u5ea6\uff0c\u56e0\u4e3a PyTorch \u4ee5\u56fe\u5f62\u6a21\u5f0f\u8fd0\u884c\u3002\u4f7f\u7528\u6b64\u4f18\u5316\u8fd0\u884c\u7684\u547d\u4ee4\u662f\uff1a<code>--ipex<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python inference_custom.py -p data_custom -d 3 -s 50 --vad --ipex --verbose\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\uff1a\u9700\u8981\u8be5\u9009\u9879\u624d\u80fd\u67e5\u770b\u5ef6\u8fdf\u6d4b\u91cf\u503c\u3002<code>--verbose<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u52a8\u6df7\u5408\u7cbe\u5ea6\uff08\u5982 bfloat16 \uff08BF16\uff09 \u652f\u6301\uff09\u5c06\u5728\u4ee3\u7801\u793a\u4f8b\u7684\u672a\u6765\u7248\u672c\u4e2d\u6dfb\u52a0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"intel-neural-compressor\">\u82f1\u7279\u5c14\u795e\u7ecf\u538b\u7f29\u5668<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u4e00\u4e2a\u5728 CPU \u6216 GPU \u4e0a\u8fd0\u884c\u7684\u5f00\u6e90 Python \u5e93\uff0c\u5b83\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6267\u884c\u6a21\u578b\u91cf\u5316\uff0c\u4ee5\u51cf\u5c0f\u6a21\u578b\u5927\u5c0f\u5e76\u63d0\u9ad8\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u7684\u90e8\u7f72\u901f\u5ea6\u3002<\/li><li>\u8de8\u591a\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u81ea\u52a8\u6267\u884c\u5e38\u7528\u65b9\u6cd5\uff0c\u4f8b\u5982\u91cf\u5316\u3001\u538b\u7f29\u3001\u4fee\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u3002<\/li><li>\u662f AI \u5957\u4ef6\u7684\u4e00\u90e8\u5206<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u5728\u4f20\u5165\u6a21\u578b\u548c\u9a8c\u8bc1\u6570\u636e\u96c6\u7684\u8def\u5f84\u7684\u540c\u65f6\u8fd0\u884c\u811a\u672c\uff0c\u53ef\u4ee5\u5c06\u6a21\u578b\u4ece float32 \uff08FP32\uff09 \u7cbe\u5ea6\u91cf\u5316\u4e3a\u6574\u6570 8 \uff08INT8\uff09\u3002\u4ee5\u4e0b\u4ee3\u7801\u53ef\u7528\u4e8e\u52a0\u8f7d\u6b64 INT8 \u6a21\u578b\u4ee5\u8fdb\u884c\u63a8\u7406\uff1a<code>quantize_model.py<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from neural_compressor.utils.pytorch import load\nmodel_int8 = load(\".\/lang_id_commonvoice_model_INT8\", self.language_id)\nsignal = self.language_id.load_audio(data_path)\nprediction = self.model_int8(signal)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf7\u6ce8\u610f\uff0c\u52a0\u8f7d\u91cf\u5316\u6a21\u578b\u65f6\u9700\u8981\u539f\u59cb\u6a21\u578b\u3002\u4f7f\u7528 FP32 \u91cf\u5316\u8bad\u7ec3\u6a21\u578b\u5230 INT8 \u7684\u547d\u4ee4\u662f\uff1a<code>quantize_model.py<\/code><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python quantize_model.py -p .\/lang_id_commonvoice_model -datapath $COMMON_VOICE_PATH\/commonVoiceData\/commonVoice\/dev\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u662f\u5173\u4e8e\u4f7f\u7528 PyTorch \u6784\u5efa\u7aef\u5230\u7aef AI \u89e3\u51b3\u65b9\u6848\u7684\u4e00\u4e9b\u4ecb\u7ecd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>-&nbsp;END&nbsp;-<\/strong><\/p>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-vivid-cyan-blue-color wp-block-paragraph\"><br><strong>\u6211\u4eec\u6709\u4e2aAI\u7814\u53d1\u4e91\u5e73\u53f0<\/strong><br><strong>\u96c6\u6210\u591a\u79cdAI\u5e94\u7528\uff0c\u5927\u91cf\u4efb\u52a1\u591a\u8282\u70b9\u5e76\u884c<\/strong><br><strong>\u5e94\u5bf9\u77ed\u65f6\u95f4\u7206\u53d1\u6027\u9700\u6c42\uff0c\u8fde\u7f51\u5373\u7528<\/strong><br><strong>\u8dd1\u4efb\u52a1\u5feb\uff0c\u539f\u6765\u51e0\u4e2a\u6708\u751a\u81f3\u51e0\u5e74\uff0c\u73b0\u5728\u53ea\u9700\u51e0\u5c0f\u65f6<\/strong><br><strong>5\u5206\u949f\u5feb\u901f\u4e0a\u624b\uff0c\u62d6\u62c9\u70b9\u9009\u53ef\u89c6\u5316\u754c\u9762\uff0c\u65e0\u9700\u4ee3\u7801<\/strong><br><strong>\u652f\u6301\u9ad8\u7ea7\u7528\u6237\u76f4\u63a5\u5728\u4e91\u7aef\u521b\u5efa\u96c6\u7fa4&nbsp;<\/strong><\/p>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-vivid-cyan-blue-color wp-block-paragraph\"><strong>\u626b\u7801\u514d\u8d39\u8bd5\u7528\uff0c\u9001200\u5143\u4f53\u9a8c\u91d1\uff0c\u5165\u80a1\u4e0d\u4e8f~<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2021\/05\/1690254510-wiki-ai%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0-%E5%BA%95%E9%83%A8-1024x517.png\" alt=\"\" class=\"wp-image-5328\"\/><\/figure>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-vivid-red-color wp-block-paragraph\"><strong>\u66f4\u591a\u7535\u5b50\u4e66<\/strong><strong>\u6b22\u8fce\u626b\u7801\u5173\u6ce8\u5c0fF\uff08ID\uff1aiamfastone\uff09\u83b7\u53d6<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"1024\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-891x1024.jpg\" alt=\"\" class=\"wp-image-4013\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-891x1024.jpg 891w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-261x300.jpg 261w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-768x882.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17.jpg 1268w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f60\u4e5f\u8bb8\u60f3\u4e86\u89e3\u5177\u4f53\u7684\u843d\u5730\u573a\u666f\uff1a<\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-ledock\/\" target=\"_blank\">\u738b\u8005\u5e26\u98deLeDock\uff01\u5f00\u7bb1\u5373\u7528&amp;\u4e00\u952e\u5b9a\u4f4d\u5206\u5b50\u5e93+\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c3.5\u5c0f\u65f6\u5b8c\u621020\u4e07\u5206\u5b50\u5bf9\u63a5<\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/caecomsol\/\" target=\"_blank\">\u8fd9\u6837\u8dd1COMSOL\uff0c\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u53d1Nature\u4e86<\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/vol10auto-scale\/\" target=\"_blank\">Auto-Scale\u8fd9\u652f\u4ed9\u5973\u68d2\u5982\u4f55\u5927\u5e45\u63d0\u5347Virtuoso\u4eff\u771f\u6548\u7387\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-moe\/\" target=\"_blank\">1\u5206\u949f\u544a\u8bc9\u4f60\u7528MOE\u6a21\u62df200000\u4e2a\u5206\u5b50\u8981\u82b1\u591a\u5c11\u94b1<\/a><\/strong><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/ls-dyna-cae-20210428\/\"><strong>LS-DYNA\u6c42\u89e3\u6548\u7387\u6df1\u5ea6\u6d4b\u8bc4 \u2502 \u516d\u79cd\u89c4\u6a21\uff0c\u672c\u5730VS\u4e91\u7aef5\u79cd\u4e0d\u540c\u786c\u4ef6\u914d\u7f6e<\/strong><\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-synopsys-vcs\/\" target=\"_blank\"><strong>\u63ed\u79d820000\u4e2aVCS\u4efb\u52a1\u80cc\u540e\u7684\u201c\u642c\u684c\u5b50\u201d\u7cfb\u5217\u6545\u4e8b<\/strong><\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-amber-and-multi-cloud\/\" target=\"_blank\"><strong>155\u4e2aGPU\uff01\u591a\u4e91\u573a\u666f\u4e0b\u7684Amber\u81ea\u7531\u80fd\u8ba1\u7b97<\/strong><\/a><strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/fluent-case-20201203\/\" target=\"_blank\">\u600e\u4e48\u628a\u9700\u898145\u5929\u7684\u7a81\u53d1\u6027Fluent\u4eff\u771f\u8ba1\u7b97\u7f29\u77ed\u52304\u5929\u4e4b\u5185\uff1f<\/a><\/strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-opc-20201118\/\" target=\"_blank\"><strong>5000\u6838\u5927\u89c4\u6a21OPC\u4e0a\u4e91\uff0c\u6548\u7387\u63d0\u534753\u500d<\/strong><\/a><strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/case-vina-20201021\/\" target=\"_blank\">\u63d0\u901f2920\u500d\uff01\u7528AutoDock Vina\u5bf9\u63a52800\u4e07\u4e2a\u5206\u5b50<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/cae-bladed-20200923\/\" target=\"_blank\">\u4ece4\u5929\u52301.75\u5c0f\u65f6\uff0c\u5982\u4f55\u8ba9Bladed\u4eff\u771f\u6548\u7387\u63d0\u534755\u500d\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-case-hspice-20200825\/\" target=\"_blank\">\u4ece30\u5929\u523017\u5c0f\u65f6\uff0c\u5982\u4f55\u8ba9HSPICE\u4eff\u771f\u6548\u7387\u63d0\u534742\u500d\uff1f<\/a><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><strong>\u5173\u4e8e\u4e3a\u5e94\u7528\u5b9a\u4e49\u7684\u4e91\u5e73\u53f0\uff1a<\/strong><br><strong><a href=\"https:\/\/fastonetech.com\/blog\/cae-simscalereport2022\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f53\u4eff\u771f\u5916\u5305\u6210\u4e3a\u8fc7\u6c14\u7f51\u7ea2\u540e\u2026<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/awsindustrypr\/\" target=\"_blank\">\u548c28\u5bb6\u4e1a\u754c\u5927\u4f6c\u6392\u6392\u5750\u662f\u4e00\u79cd\u600e\u6837\u7684\u4f53\u9a8c\uff1f<\/a><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/ddlredbook01\/\">\u8fd9\u4e00\u5c4a\u79d1\u7814\u8ba1\u7b97\u4eba\u8d76DDL\u7ea2\u5b9d\u4e66\uff1a\u5b66\u751f\u7bc7<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/taikong\/\">\u6768\u6d0b\u7ec4\u7ec7\u7684\u201c\u592a\u7a7a\u8425\u6551\u201d\u4e2d\uff0c \u90a32\u5c0f\u65f6\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/fccfcc-efcp-product\/\">\u4e00\u6b21\u641e\u61c2\u901f\u77f3\u79d1\u6280\u4e09\u5927\u4ea7\u54c1\uff1aFCC\u3001FCC-E\u3001FCP<\/a><\/strong><br><a href=\"https:\/\/fastonetech.com\/blog\/cae-ansys-simulation-20210531\/\"><strong>Ansys\u6700\u65b0CAE\u8c03\u7814\u62a5\u544a\u627e\u5230\u963b\u788d\u4eff\u771f\u6548\u7387\u63d0\u5347\u7684\u201c\u5143\u51f6\u201d<\/strong><\/a><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/cloud-vs-supercomputing-20200910\/\"><strong>\u56fd\u5185\u8d85\u7b97\u53d1\u5c55\u8fd140\u5e74\uff0c\u7ec8\u4e8e\u9047\u5230\u4e86\u4e00\u4e2a\u50cf\u6837\u7684\u5bf9\u624b<\/strong><\/a><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/pro-and-con-cloud-vs-local-resource-20200729\/\" target=\"_blank\">\u5e2e\u52a9CXO\u89e3\u60d1\u4e0a\u4e91\u6210\u672c\u7684\u8ff7\u601d\uff0c\u770b\u8fd9\u7bc7\u5c31\u591f\u4e86<\/a><\/strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/top500\/\" target=\"_blank\"><strong>\u82b1\u8d394\u5c0f\u65f65500\u7f8e\u5143\uff0c\u901f\u77f3\u79d1\u6280\u8dfb\u8eab\u5168\u7403\u8d85\u7b97TOP500<\/strong><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"770\" height=\"1024\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-770x1024.jpg\" alt=\"\" class=\"wp-image-4014\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-770x1024.jpg 770w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-226x300.jpg 226w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-768x1021.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18.jpg 1788w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"\u8bed\u8a00\u8bc6\u522b\u662f\u4ece\u591a\u4e2a\u97f3\u9891\u8f93\u5165\u6837\u672c\u4e2d\u8bc6\u522b\u4e3b\u8981\u8bed\u8a00\u7684\u8fc7\u7a0b\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\uff0c\u8bed\u8a00\u8bc6\u522b\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u95ee\u9898\uff0c\u4e5f\u662f &hellip;","protected":false},"author":1,"featured_media":5025,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[5],"tags":[332,268,333],"class_list":["post-5023","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wiki","tag-pytorch","tag-268","tag-333"],"_links":{"self":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5023","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/comments?post=5023"}],"version-history":[{"count":0,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5023\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media\/5025"}],"wp:attachment":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media?parent=5023"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/categories?post=5023"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/tags?post=5023"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}