{"id":296,"date":"2023-12-29T23:29:51","date_gmt":"2023-12-29T15:29:51","guid":{"rendered":"https:\/\/eidolon168.com\/?p=296"},"modified":"2024-01-01T20:22:06","modified_gmt":"2024-01-01T12:22:06","slug":"%e6%89%93%e9%80%a0%e9%9b%a2%e7%b7%9a%e7%89%88%e7%9a%84%e6%96%87%e5%ad%97%e7%bf%bb%e8%ad%af%e6%9c%8d%e5%8b%99","status":"publish","type":"post","link":"https:\/\/web.eidolon.ddns.net\/?p=296","title":{"rendered":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9"},"content":{"rendered":"\n<p>\u505a\u70ba\u9019\u500b\u7cfb\u5217\u7684\u7b2c\u4e00\u7bc7\u6b63\u5f0f\u6280\u8853\u6587\u7ae0\uff0c\u6211\u60f3\u5f9e\u5fa9\u523b\u958b\u6e90\u5c08\u6848\u958b\u59cb\u3002<\/p>\n\n\n\n<p>\u9084\u8a18\u5f97\u6700\u65e9\u63a5\u89f8\u7684\u7b2c\u4e00\u4efd\u7ffb\u8b6f\u8edf\u9ad4\u662f Dr. Eye \uff0c\u90a3\u6642\u5019\u4e0d\u9700\u8981\u7ffb\u5b57\u5178\u5c31\u80fd\u505a\u5230\u4e2d\u6587\u3001\u82f1\u6587\u3001\u65e5\u6587\u7ffb\u8b6f\uff0c\u60f3\u60f3\u9084\u662f\u76f8\u7576\u4ee4\u4eba\u8208\u596e\u3002\u5f8c\u4f86\u96a8\u8457\u7db2\u8def\u7684\u5d1b\u8d77\uff0c\u8d8a\u4f86\u8d8a\u591a\u96f2\u7aef\u670d\u52d9\u5546\u4e5f\u53c3\u8207\u9019\u5834\u6230\u722d\uff0cGoogle \u5c31\u662f\u5176\u4e2d\u4e00\u5bb6\u91cd\u8981\u7684\u5ee0\u5546\u3002\u4e0d\u904e\u4ed6\u5011\u7684\u7ffb\u8b6f\u4e5f\u4e0d\u662f\u4e00\u958b\u59cb\u5c31\u5f88\u512a\u79c0\uff0c\u9084\u8a18\u5f97\u5538\u66f8\u7684\u6642\u5019\uff0c\u6559\u6388\u8033\u63d0\u9762\u547d\u8ad6\u6587\u6458\u8981\u7d55\u5c0d\u4e0d\u8981\u4f7f\u7528 Google \u7ffb\u8b6f\uff0c\u90a3\u500b\u5167\u5bb9\u53ea\u80fd\u7528\u6158\u4e0d\u5fcd\u8ced\u4f86\u5f62\u5bb9\uff0c\u4f46\u9019\u5e7e\u5e74 Google \u7684\u7ffb\u8b6f\u54c1\u8cea\u662f\u8d8a\u4f86\u8d8a\u597d\uff0c<\/p>\n\n\n\n<p>\u62dc\u6df1\u5ea6\u5b78\u7fd2\u65e2\u50b3\u7d71\u7684\u4e8c\u7dad\u5f71\u50cf\uff0c\u4e00\u8def\u5230NLP \u6280\u8853\u7684\u7a81\u7834\uff0c\u518d\u52a0\u4e0a\u7db2\u969b\u7db2\u8def\u767c\u5c55\u6240\u7d2f\u7a4d\u7684\u5927\u91cf\u7684\u8a13\u7df4\u8a9e\u6599\u7b49\uff0c\u9019\u4e9b\u6a5f\u7de3\u5de7\u5408\u6b63\u597d\u6210\u4e86\u6a21\u578b\u8a13\u7df4\u4e0a\u6700\u68d2\u7684\u8cc7\u6599\u4f86\u6e90\u3002\u76f8\u6bd4\u65e9\u5e74\u6b7b\u677f\u677f\u7684\u7ffb\u8b6f\u54c1\u8cea\uff0cChatGPT \u7ffb\u8b6f\u51fa\u4f86\u7684\u5167\u5bb9\u54c1\u8cea\u76f8\u5c0d\u512a\u79c0\uff0c\u9019\u4e5f\u53ef\u898b\u4eba\u985e\u5c0d\u65bc\u9019\u9805\u9700\u6c42\u5bc4\u4e88\u7684\u539a\u671b\u8207\u79d1\u6280\u5e36\u4f86\u7684\u6280\u8853\u7a81\u7834\u3002<\/p>\n\n\n\n<p>\u8aaa\u4e86\u9019\u9ebc\u591a\uff0c\u5230\u5e95\u600e\u9ebc\u642d\u8f09\u6211\u5011\u7b2c\u4e00\u500b\u96e2\u7dda\u7ffb\u8b6f\u5f15\u64ce\uff1f\u9019\u6642\u7576\u7136\u5c31\u8981\u85c9\u52a9 Hugging Face \u5c0b\u8993\u6709\u6c92\u6709\u5408\u9069\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?resize=1024%2C549&#038;ssl=1\" alt=\"\" class=\"wp-image-297\" srcset=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?resize=1024%2C549&amp;ssl=1 1024w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?resize=300%2C161&amp;ssl=1 300w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?resize=768%2C411&amp;ssl=1 768w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?resize=1536%2C823&amp;ssl=1 1536w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?w=1596&amp;ssl=1 1596w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Hugging Face NLP- Translation Model Page<\/figcaption><\/figure>\n\n\n\n<p>\u6211\u5011\u53ef\u4ee5\u5728\u4e0a\u65b9\u7684\u5c0e\u5f15\u6b04\u4e2d\u5207\u63db\u5230Models \uff0c\u4e26\u5229\u7528\u5de6\u5074\u7684\u904e\u6ffe\u689d\u4ef6\u5c07\u641c\u5c0b\u7d50\u679c\u73fe\u7e2e\u5728 NLP \u4e2d\u7684 Translation \u9019\u4e00\u6b04\u4f4d\u3002<br>\u6211\u5011\u5148\u6311 \u300eHelsinki-NLP\/ opus-my-zh-en \u300f\u9019\u500b\u6a21\u578b\u8457\u624b\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u9ede\u64ca\u4e4b\u5f8c\u53ef\u4ee5\u770b\u5230\u9019\u500b\u5eab\u7684\u6a21\u578b\u5361\uff08Model Card\uff09\u4ecb\u7d39<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"620\" src=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?resize=1024%2C620&#038;ssl=1\" alt=\"\" class=\"wp-image-304\" srcset=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?resize=1024%2C620&amp;ssl=1 1024w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?resize=300%2C182&amp;ssl=1 300w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?resize=768%2C465&amp;ssl=1 768w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?resize=1536%2C930&amp;ssl=1 1536w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-5.png?w=1636&amp;ssl=1 1636w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Helsinki-NLP\/opus-mt-zh-en<\/figcaption><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u770b\u5230\u9019\u500b\u6a21\u578b\u6700\u4e3b\u8981\u662f\u53ef\u4ee5\u5c07\u4e2d\u6587\u5167\u5bb9\u7ffb\u8b6f\u6210\u82f1\u6587\u3002\u53f3\u5074\u4f60\u4e5f\u53ef\u4ee5\u5be6\u969b\u8f38\u5165\u4e00\u4e9b\u6587\u5b57\u4f86\u6e2c\u8a66\u4ed6\u7684\u7ffb\u8b6f\u6548\u679c\u3002\u7d30\u7bc0\u6211\u5011\u5148\u4e0d\u7279\u5225\u8aaa\u660e\uff0c\u6211\u5011\u5148\u8a66\u8457\u5728\u672c\u5730\u8dd1\u8d77\u4f86\u9019\u500b\u670d\u52d9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"694\" height=\"596\" src=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-6.png?resize=694%2C596&#038;ssl=1\" alt=\"\" class=\"wp-image-305\" srcset=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-6.png?w=694&amp;ssl=1 694w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-6.png?resize=300%2C258&amp;ssl=1 300w\" sizes=\"(max-width: 694px) 100vw, 694px\" \/><figcaption>How to clone the repository<\/figcaption><\/figure>\n\n\n\n<p>\u65b9\u6cd5\u5176\u5be6\u8ddf Git \u5f88\u50cf\uff0c\u9ede\u958b\u4f86\u5c31\u53ef\u4ee5\u770b\u5230\u9019\u500b\u5132\u5b58\u5eab\u7684\u4e0b\u8f09\u6307\u4ee4<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"355\" src=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-7.png?resize=750%2C355&#038;ssl=1\" alt=\"\" class=\"wp-image-306\" srcset=\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-7.png?w=750&amp;ssl=1 750w, https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-7.png?resize=300%2C142&amp;ssl=1 300w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><figcaption>clone the repository<\/figcaption><\/figure>\n\n\n\n<p>\u65b9\u4fbf\u4f7f\u7528\uff0c\u6211\u628a\u5167\u5bb9\u8f49\u63db\u6210\u6587\u5b57\uff0c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git lfs install\ngit clone https:\/\/huggingface.co\/Helsinki-NLP\/opus-mt-zh-en<\/code><\/pre>\n\n\n\n<p>\u8981\u7279\u5225\u63d0\u9192\u4e00\u5b9a\u5f97\u5148\u5b89\u88dd git lfs \u9019\u5957\u5de5\u5177\u3002\u56e0\u70ba\u901a\u5e38\u6a21\u578b\u7684\u6a94\u6848\u90fd\u5f88\u5927\uff0c\u4e00\u822c\u7684 git \u5de5\u5177\u662f\u6c92\u6709\u8fa6\u6cd5\u76f4\u63a5\u9019\u6a23\u4e0b\u8f09\u4e0b\u4f86\u7684\u3002<\/p>\n\n\n\n<p>\u57fa\u672c\u4e0a\u524d\u7f6e\u4f5c\u696d\u5c31\u5b8c\u6210\uff0c\u5269\u4e0b\u7684\u554f\u984c\u662f\u5982\u4f55\u8f09\u5165\u6a21\u578b\uff0c\u4e26\u4e14\u628a\u8981\u7ffb\u8b6f\u7684\u5167\u5bb9\u8f49\u63db\u6210\u7b26\u5408\u6a21\u578b\u7684\u8f38\u5165\uff0c\u518d\u900f\u904e\u6a21\u578b\u9032\u884c\u63a8\u8ad6\uff0c\u6700\u5f8c\u628a\u63a8\u8ad6\u5f97\u7d50\u679c\u8f49\u63db\u6210\u4eba\u770b\u5f97\u61c2\u5f97\u6587\u5b57\u8f38\u51fa\u3002<br>\u6211\u5011\u76f4\u63a5\u5148\u4e0a\u4ee3\u78bc\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from transformers import AutoTokenizer, AutoModelForSeq2SeqLM\n\ntokenizer = AutoTokenizer.from_pretrained(\".\/opus-mt-zh-en\")\nmodel = AutoModelForSeq2SeqLM.from_pretrained(\".\/opus-mt-zh-en\")\n\ntext = '\u4eca\u5929\u662f\u8056\u8a95\u7bc0\uff0c\u795d\u5927\u5bb6\u8056\u8a95\u5feb\u6a02\uff01'\n\n# \u76f4\u63a5\u4f7f\u7528 tokenizer \u5c07\u6587\u672c\u8f49\u63db\u6210\u6a21\u578b\u9700\u8981\u7684\u683c\u5f0f\ninputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n\n# \u4f7f\u7528\u6a21\u578b\u9032\u884c\u7ffb\u8b6f\ntranslation = model.generate(**inputs)\n\n# \u5c07\u7ffb\u8b6f\u7d50\u679c\u8f49\u63db\u70ba\u6587\u672c\nresult = tokenizer.decode(translation&#91;0], skip_special_tokens=True)\n\n# \u5370\u51fa\u7ffb\u8b6f\u7d50\u679c\nprint(result) #It's Christmas. Merry Christmas to you all!\n<\/code><\/pre>\n\n\n\n<p>\u6211\u628a\u5927\u65b9\u5411\u7684\u9010\u884c\u7a0b\u5f0f\u78bc\u8a3b\u89e3\u653e\u4e0a\u4f86\u3002\u63a5\u8457\u7a0d\u5fae\u8aaa\u660e\u4e00\u4e0b\u904b\u884c\u7684\u6982\u5ff5\uff1a<br>\u5176\u5be6 transformer \u9019\u500b\u5957\u4ef6\u628a\u5f88\u591a\u9ebb\u7169\u4e8b\u60c5\u90fd\u89e3\u6c7a\uff0c\u8981\u904b\u884c\u9019\u500b\u5c08\u6848\u53ea\u9700\u8981\u5148\u628a\u6a21\u578b\u4e0b\u8f09\u5f8c\uff0c\u63a5\u8457\u900f\u904e AutoTokenizer \u9019\u500b\u985e\u5225\u5c31\u80fd\u628a\u9019\u500b\u9810\u5148\u8a13\u7df4\u7684\u6a21\u578b\u7d66\u8f09\u5165\u3002\u6a21\u578b\u8f09\u5165\u4e4b\u5f8c\uff0c\u6211\u5011\u5c31\u53ef\u4ee5\u4f86\u8655\u7406\u8981\u4f5c\u70ba\u8f38\u5165\u7684\u6587\u5b57\uff0c\u6a19\u6e96\u7a0b\u5e8f\u662f\u5f97\u5c07\u6587\u5b57\u8f49\u63db\u6210\u5411\u91cf\uff0c\u4e5f\u5c31\u662f\u6240\u8b02\u7684 word to verctor \uff0c\u6211\u5011\u6703\u5c07\u6587\u5b57Encode \u5f8c\uff0c\u9001\u5165\u6a21\u578b\u9032\u884c\u63a8\u8ad6\uff0c\u9019\u6a23\u5c31\u5f88\u50cf\u5716\u50cf\u8655\u7406\u4e2d\uff0c\u5e38\u898b\u7684VAE \u7db2\u8def\uff0c\u5148Encode\u3001\u63a8\u8ad6\u518dDecode \u7372\u5f97\u7d50\u679c\u3002\u4ee5\u524d\u9019\u500b\u52d5\u4f5c\u4e5f\u6eff\u9ebb\u7169\u7684\uff0c\u73fe\u5728\u5728\u5957\u4ef6\u52a0\u6301\u4e0b\u4e5f\u8b8a\u6210\u4e00\u884c\u4ee3\u78bc\u7684\u4e8b\u60c5\u3002\u53e6\u4e00\u500b\u6709\u610f\u601d\u7684\u662f\u5728\u63a8\u8ad6\u9019\u500b\u74b0\u7bc0\uff0c\u5728 Transformer \u7684\u6a21\u578b\u63a8\u8ad6\u7528\u7684\u95dc\u9375\u51fd\u5f0f\u662f generate() \uff0c\u6211\u5011\u628a\u524d\u9762 encode \u7684\u6587\u5b57\u4f5c\u70ba\u53c3\u6578\u9001\u5165\u5c31\u80fd\u9032\u884c\u904b\u7b97\u3002\u6700\u5f8c\u6211\u5011\u518d\u628a\u904b\u7b97\u7684\u7d50\u679c\u505aDecode \u5c31\u80fd\u770b\u5230\u7ffb\u8b6f\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u518d\u6b21\u68b3\u7406\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5165\u5fc5\u8981\u7684\u5eab<\/strong>\uff1a<ul><li>\u4f7f\u7528 <code>transformers<\/code> \u5eab\u4e2d\u7684 <code>AutoTokenizer<\/code> \u548c <code>AutoModelForSeq2SeqLM<\/code> \u4f86\u8655\u7406\u6587\u672c\u548c\u6a21\u578b\u3002<\/li><\/ul><\/li><li><strong>\u8f09\u5165\u6a21\u578b<\/strong>\uff1a<ul><li>\u4f7f\u7528 <code>AutoTokenizer.from_pretrained<\/code> \u548c <code>AutoModelForSeq2SeqLM.from_pretrained<\/code> \u4f86\u8f09\u5165\u9810\u8a13\u7df4\u7684\u6a21\u578b\u3002\u9019\u88e1\u7684 <code>\".\/opus-mt-zh-en\"<\/code> \u6307\u7684\u662f\u5df2\u7d93\u4e0b\u8f09\u5230\u672c\u5730\u7684\u6a21\u578b\u3002<\/li><\/ul><\/li><li><strong>\u8655\u7406\u8981\u7ffb\u8b6f\u7684\u6587\u672c<\/strong>\uff1a<ul><li>\u9019\u6bb5\u7a0b\u5f0f\u78bc\u4e2d\u7684 <code>text<\/code> \u8b8a\u91cf\u5305\u542b\u4e86\u8981\u88ab\u7ffb\u8b6f\u7684\u4e2d\u6587\u6587\u672c\u3002<\/li><\/ul><\/li><li><strong>\u6587\u672c\u8f49\u63db<\/strong>\uff1a<ul><li>\u4f7f\u7528 <code>tokenizer<\/code> \u5c07\u6587\u672c\u8f49\u63db\u6210\u6a21\u578b\u6240\u9700\u7684\u683c\u5f0f\u3002\u9019\u88e1\u5305\u62ec\u4e86\u5c07\u6587\u672c\u8f49\u63db\u6210\u5411\u91cf\uff08word to vector\uff09\u7684\u904e\u7a0b\uff0c\u4e26\u5c07\u5176\u7de8\u78bc\uff08Encode\uff09\u70ba\u6a21\u578b\u53ef\u4ee5\u8655\u7406\u7684\u683c\u5f0f\u3002<\/li><\/ul><\/li><li><strong>\u4f7f\u7528\u6a21\u578b\u9032\u884c\u63a8\u8ad6<\/strong>\uff1a<ul><li>\u900f\u904e\u6a21\u578b\u7684 <code>generate<\/code> \u51fd\u6578\uff0c\u5c07\u7de8\u78bc\u5f8c\u7684\u6587\u672c\u9001\u5165\u6a21\u578b\u9032\u884c\u7ffb\u8b6f\u3002<\/li><\/ul><\/li><li><strong>\u89e3\u78bc\u4e26\u8f38\u51fa\u7d50\u679c<\/strong>\uff1a<ul><li>\u6700\u5f8c\uff0c\u4f7f\u7528 <code>tokenizer.decode<\/code> \u5c07\u7ffb\u8b6f\u7d50\u679c\u5f9e\u5411\u91cf\u5f62\u5f0f\u8f49\u63db\u56de\u53ef\u8b80\u7684\u6587\u5b57\u3002<\/li><\/ul><\/li><\/ol>\n\n\n\n<p>\u5982\u679c\u773c\u5c16\u7684\u8b80\u8005\u61c9\u8a72\u6709\u767c\u73fe\uff1a\u793a\u610fAPI\u7684\u4e2d\u6587\u5176\u5be6\u662f\u300e\u7c21\u9ad4\u4e2d\u6587\u300f\uff0c\u4f46\u6211\u9019\u908a\u4f7f\u7528\u7684\u6e2c\u8a66\u8cc7\u6599\u662f\u300e\u7e41\u9ad4\u4e2d\u6587\u300f\uff0c\u7406\u8ad6\u4e0a\u9019\u6a23\u7522\u751f\u7684\u7de8\u78bc\u662f\u4e0d\u4e00\u6a23\u7684\uff0c\u70ba\u4ec0\u9ebc\u7ffb\u8b6f\u51fa\u4f86\u7684\u6548\u679c\u5176\u5be6\u9084\u4e0d\u5dee\uff1f\u6211\u60f3\u9019\u61c9\u8a72\u4e5f\u662f AI \u5728\u5927\u6578\u64da\u8cc7\u6599\u6cdb\u5316\u6027\u9020\u6210\u7684\u5f71\u97ff\uff0c\u96d6\u7136\u7c21\u9ad4\u4e2d\u6587\u8207\u7e41\u9ad4\u4e2d\u6587\u5b58\u5728\u4e9b\u5dee\u7570\uff0c\u4f46\u5728\u8a13\u7df4\u8cc7\u6599\u4e2d\uff0c\u7a0d\u7a0d\u5f2d\u5e73\u5169\u8005\u9593\u7684\u5dee\u8ddd\u3002 \u9032\u4e00\u6b65\u4f86\u8aaa\uff0c\u901a\u5e38\u6211\u5011\u5728\u8a13\u7df4\u6a21\u578b\u6642\uff0c\u6211\u5011\u6703\u52a0\u5165\u4e00\u4e9b\u8b8a\u7570\u8cc7\u6599\u4f86\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u6027\u3002\u5118\u7ba1\u7c21\u9ad4\u4e2d\u6587\u8207\u7e41\u9ad4\u4e2d\u6587\u5728\u6587\u5b57\u4e0a\u982d\u7684\u5dee\u7570\uff0c\u4f46\u6839\u672c\u4e0a\u5176\u5169\u8005\u7684\u8a9e\u610f\u662f\u76f8\u8fd1\u7684\u3002\u4e00\u500b\u8a13\u7df4\u826f\u597d\u7684\u6a21\u578b\u80fd\u5920\u8b58\u5225\u9019\u4e9b\u8a9e\u8a00\u8b8a\u9ad4\u4e4b\u9593\u7684\u76f8\u95dc\u6027\uff0c\u4e26\u4e14\u6709\u6548\u5730\u9032\u884c\u7ffb\u8b6f\u3002\u9019\u7a2e\u80fd\u529b\u4e0d\u50c5\u63d0\u9ad8\u4e86\u7ffb\u8b6f\u7684\u6e96\u78ba\u6027\uff0c\u4e5f\u589e\u5f37\u4e86\u6a21\u578b\u5c0d\u65b0\u6578\u64da\u548c\u5c11\u898b\u8a9e\u8a00\u8b8a\u9ad4\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5982\u6b64\u4e00\u4f86\u9019\u6a23\u5c31\u641e\u5b9a\uff0c\u6211\u5011\u53ef\u4ee5\u628a\u4ed6\u642d\u8f09\u6210 Flask \u670d\u52d9\uff0c\u900f\u904e RESTful API \u7684\u67b6\u69cb\u5c31\u53ef\u4ee5\u628a\u9019\u5957\u4e2d\u7ffb\u82f1\u7684\u529f\u80fd\u642d\u5efa\u5728\u81ea\u5df1\u672c\u5730\uff0c\u96a8\u6642\u70ba\u81ea\u5df1\u670d\u52d9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u505a\u70ba\u9019\u500b\u7cfb\u5217\u7684\u7b2c\u4e00\u7bc7\u6b63\u5f0f\u6280\u8853\u6587\u7ae0\uff0c\u6211\u60f3\u5f9e\u5fa9\u523b\u958b\u6e90\u5c08\u6848\u958b\u59cb\u3002 \u9084\u8a18\u5f97\u6700\u65e9\u63a5\u89f8\u7684\u7b2c\u4e00\u4efd\u7ffb\u8b6f\u8edf\u9ad4\u662f Dr. Eye  &#8230; <a title=\"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9\" class=\"read-more\" href=\"https:\/\/web.eidolon.ddns.net\/?p=296\" aria-label=\"Read more about [Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9\">\u95b1\u8b80\u5168\u6587<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[117,118],"tags":[123,119,120,122,121],"class_list":["post-296","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligente-ai","category-nlp","tag-helsinki-nlp","tag-hugging-face","tag-nlp","tag-opus-my-zh-en","tag-translation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/web.eidolon.ddns.net\/?p=296\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d\" \/>\n<meta property=\"og:description\" content=\"\u505a\u70ba\u9019\u500b\u7cfb\u5217\u7684\u7b2c\u4e00\u7bc7\u6b63\u5f0f\u6280\u8853\u6587\u7ae0\uff0c\u6211\u60f3\u5f9e\u5fa9\u523b\u958b\u6e90\u5c08\u6848\u958b\u59cb\u3002 \u9084\u8a18\u5f97\u6700\u65e9\u63a5\u89f8\u7684\u7b2c\u4e00\u4efd\u7ffb\u8b6f\u8edf\u9ad4\u662f Dr. Eye ... \u95b1\u8b80\u5168\u6587\" \/>\n<meta property=\"og:url\" content=\"https:\/\/web.eidolon.ddns.net\/?p=296\" \/>\n<meta property=\"og:site_name\" content=\"Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d\" \/>\n<meta property=\"article:published_time\" content=\"2023-12-29T15:29:51+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-01T12:22:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png\" \/>\n<meta name=\"author\" content=\"eidolon\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005:\" \/>\n\t<meta name=\"twitter:data1\" content=\"eidolon\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9810\u4f30\u95b1\u8b80\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\u9418\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#article\",\"isPartOf\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296\"},\"author\":{\"name\":\"eidolon\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008\"},\"headline\":\"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9\",\"datePublished\":\"2023-12-29T15:29:51+00:00\",\"dateModified\":\"2024-01-01T12:22:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296\"},\"wordCount\":60,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008\"},\"image\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png\",\"keywords\":[\"Helsinki-NLP\",\"hugging face\",\"NLP\",\"opus-my-zh-en\",\"translation\"],\"articleSection\":[\"Artificial Intelligente, AI\",\"NLP\"],\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/web.eidolon.ddns.net\/?p=296#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296\",\"url\":\"https:\/\/web.eidolon.ddns.net\/?p=296\",\"name\":\"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d\",\"isPartOf\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage\"},\"image\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage\"},\"thumbnailUrl\":\"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png\",\"datePublished\":\"2023-12-29T15:29:51+00:00\",\"dateModified\":\"2024-01-01T12:22:06+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#breadcrumb\"},\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/web.eidolon.ddns.net\/?p=296\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?fit=1596%2C855&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?fit=1596%2C855&ssl=1\",\"width\":1596,\"height\":855},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/?p=296#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9801\",\"item\":\"https:\/\/web.eidolon.ddns.net\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/#website\",\"url\":\"https:\/\/web.eidolon.ddns.net\/\",\"name\":\"Eidolon Blog\",\"description\":\"\u8a18\u9304\u4e00\u500b\u5c0f\u5c0f\u7cfb\u7d71\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u6b77\u7a0b\",\"publisher\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/web.eidolon.ddns.net\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-TW\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008\",\"name\":\"eidolon\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/05\/c32ebdc3-5c9b-4e77-8755-3d3caed96077.jpeg?fit=1024%2C1024&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/05\/c32ebdc3-5c9b-4e77-8755-3d3caed96077.jpeg?fit=1024%2C1024&ssl=1\",\"width\":1024,\"height\":1024,\"caption\":\"eidolon\"},\"logo\":{\"@id\":\"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/web.eidolon.ddns.net\/?p=296","og_locale":"zh_TW","og_type":"article","og_title":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d","og_description":"\u505a\u70ba\u9019\u500b\u7cfb\u5217\u7684\u7b2c\u4e00\u7bc7\u6b63\u5f0f\u6280\u8853\u6587\u7ae0\uff0c\u6211\u60f3\u5f9e\u5fa9\u523b\u958b\u6e90\u5c08\u6848\u958b\u59cb\u3002 \u9084\u8a18\u5f97\u6700\u65e9\u63a5\u89f8\u7684\u7b2c\u4e00\u4efd\u7ffb\u8b6f\u8edf\u9ad4\u662f Dr. Eye ... \u95b1\u8b80\u5168\u6587","og_url":"https:\/\/web.eidolon.ddns.net\/?p=296","og_site_name":"Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d","article_published_time":"2023-12-29T15:29:51+00:00","article_modified_time":"2024-01-01T12:22:06+00:00","og_image":[{"url":"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png","type":"","width":"","height":""}],"author":"eidolon","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005:":"eidolon","\u9810\u4f30\u95b1\u8b80\u6642\u9593":"2 \u5206\u9418"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/web.eidolon.ddns.net\/?p=296#article","isPartOf":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296"},"author":{"name":"eidolon","@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008"},"headline":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9","datePublished":"2023-12-29T15:29:51+00:00","dateModified":"2024-01-01T12:22:06+00:00","mainEntityOfPage":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296"},"wordCount":60,"commentCount":0,"publisher":{"@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008"},"image":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage"},"thumbnailUrl":"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png","keywords":["Helsinki-NLP","hugging face","NLP","opus-my-zh-en","translation"],"articleSection":["Artificial Intelligente, AI","NLP"],"inLanguage":"zh-TW","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/web.eidolon.ddns.net\/?p=296#respond"]}]},{"@type":"WebPage","@id":"https:\/\/web.eidolon.ddns.net\/?p=296","url":"https:\/\/web.eidolon.ddns.net\/?p=296","name":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9 - Eidolon&#039;s \u7cfb\u7d71\u6574\u5408\u7814\u767c\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u624b\u672d","isPartOf":{"@id":"https:\/\/web.eidolon.ddns.net\/#website"},"primaryImageOfPage":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage"},"image":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage"},"thumbnailUrl":"https:\/\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image-1024x549.png","datePublished":"2023-12-29T15:29:51+00:00","dateModified":"2024-01-01T12:22:06+00:00","breadcrumb":{"@id":"https:\/\/web.eidolon.ddns.net\/?p=296#breadcrumb"},"inLanguage":"zh-TW","potentialAction":[{"@type":"ReadAction","target":["https:\/\/web.eidolon.ddns.net\/?p=296"]}]},{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/web.eidolon.ddns.net\/?p=296#primaryimage","url":"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?fit=1596%2C855&ssl=1","contentUrl":"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/12\/image.png?fit=1596%2C855&ssl=1","width":1596,"height":855},{"@type":"BreadcrumbList","@id":"https:\/\/web.eidolon.ddns.net\/?p=296#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9801","item":"https:\/\/web.eidolon.ddns.net\/"},{"@type":"ListItem","position":2,"name":"[Transformer AI] \u6253\u9020\u96e2\u7dda\u7248\u7684\u6587\u5b57\u7ffb\u8b6f\u670d\u52d9"}]},{"@type":"WebSite","@id":"https:\/\/web.eidolon.ddns.net\/#website","url":"https:\/\/web.eidolon.ddns.net\/","name":"Eidolon Blog","description":"\u8a18\u9304\u4e00\u500b\u5c0f\u5c0f\u7cfb\u7d71\u5de5\u7a0b\u5e2b\u7684\u6210\u9577\u6b77\u7a0b","publisher":{"@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/web.eidolon.ddns.net\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-TW"},{"@type":["Person","Organization"],"@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/ace522d8ec4330e416cf13fe9d78b008","name":"eidolon","image":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/image\/","url":"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/05\/c32ebdc3-5c9b-4e77-8755-3d3caed96077.jpeg?fit=1024%2C1024&ssl=1","contentUrl":"https:\/\/i0.wp.com\/web.eidolon.ddns.net\/wp-content\/uploads\/2023\/05\/c32ebdc3-5c9b-4e77-8755-3d3caed96077.jpeg?fit=1024%2C1024&ssl=1","width":1024,"height":1024,"caption":"eidolon"},"logo":{"@id":"https:\/\/web.eidolon.ddns.net\/#\/schema\/person\/image\/"}}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/posts\/296"}],"collection":[{"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=296"}],"version-history":[{"count":4,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/posts\/296\/revisions"}],"predecessor-version":[{"id":310,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=\/wp\/v2\/posts\/296\/revisions\/310"}],"wp:attachment":[{"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=296"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=296"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/web.eidolon.ddns.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=296"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}