{"id":14171,"date":"2024-11-27T18:04:00","date_gmt":"2024-11-27T10:04:00","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=14171"},"modified":"2024-11-27T18:04:00","modified_gmt":"2024-11-27T10:04:00","slug":"modelscope-swift","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/modelscope-swift\/","title":{"rendered":"ModelScope Swift\uff1a\u9ad8\u6548\u5fae\u8c03\u548c\u90e8\u7f72\u5927\u6a21\u578b\u7684\u8f7b\u91cf\u7ea7\u57fa\u7840\u8bbe\u65bd\u3002"},"content":{"rendered":"<p>ModelScope Swift\uff08\u7b80\u79f0MS-Swift\uff09\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u8f7b\u91cf\u7ea7\u57fa\u7840\u8bbe\u65bd\uff0c\u4e13\u4e3a\u5927\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u7684\u5fae\u8c03\u3001\u63a8\u7406\u3001\u8bc4\u4f30\u548c\u90e8\u7f72\u800c\u8bbe\u8ba1\u3002\u8be5\u6846\u67b6\u652f\u6301\u8d85\u8fc7400\u79cdLLM\u548c100\u591a\u79cdMLLM\uff0c\u63d0\u4f9b\u4e86\u4ece\u6a21\u578b\u8bad\u7ec3\u3001\u8bc4\u4f30\u5230\u5e94\u7528\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u7a0b\u3002MS-Swift\u4e0d\u4ec5\u652f\u6301PEFT\uff08\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff09\u6280\u672f\uff0c\u8fd8\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u9002\u914d\u5668\u5e93\uff0c\u652f\u6301\u6700\u65b0\u7684\u8bad\u7ec3\u6280\u672f\uff0c\u5982NEFTune\u3001LoRA+\u3001LLaMA-PRO\u7b49\u3002\u5bf9\u4e8e\u4e0d\u719f\u6089\u6df1\u5ea6\u5b66\u4e60\u7684\u7528\u6237\uff0cMS-Swift\u8fd8\u63d0\u4f9b\u4e86\u57fa\u4e8eGradio\u7684Web\u754c\u9762\uff0c\u4fbf\u4e8e\u63a7\u5236\u8bad\u7ec3\u548c\u63a8\u7406\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-14174\" title=\"ModelScope Swift\uff1a\u9ad8\u6548\u5fae\u8c03\u548c\u90e8\u7f72\u5927\u6a21\u578b\u7684\u8f7b\u91cf\u7ea7\u57fa\u7840\u8bbe\u65bd\u3002-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e.png\" alt=\"ModelScope Swift\uff1a\u9ad8\u6548\u5fae\u8c03\u548c\u90e8\u7f72\u5927\u6a21\u578b\u7684\u8f7b\u91cf\u7ea7\u57fa\u7840\u8bbe\u65bd\u3002-1\" width=\"1632\" height=\"892\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e.png 1632w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e-300x164.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e-1024x560.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e-768x420.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e-1536x840.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/84a943ccc81e02e-18x10.png 18w\" sizes=\"auto, (max-width: 1632px) 100vw, 1632px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301350+ LLM\u548c100+ MLLM\u7684\u8bad\u7ec3\u3001\u63a8\u7406\u3001\u8bc4\u4f30\u548c\u90e8\u7f72<\/li>\n<li>\u63d0\u4f9bPEFT\u3001LoRA+\u3001LLaMA-PRO\u7b49\u6700\u65b0\u8bad\u7ec3\u6280\u672f\u7684\u9002\u914d\u5668\u5e93<\/li>\n<li>\u57fa\u4e8eGradio\u7684Web\u754c\u9762\uff0c\u4fbf\u4e8e\u63a7\u5236\u8bad\u7ec3\u548c\u63a8\u7406<\/li>\n<li>\u652f\u6301\u591aGPU\u8bad\u7ec3\u548c\u90e8\u7f72<\/li>\n<li>\u63d0\u4f9b\u8be6\u7ec6\u7684\u6587\u6863\u548c\u6df1\u5ea6\u5b66\u4e60\u8bfe\u7a0b<\/li>\n<li>\u652f\u6301\u591a\u79cd\u786c\u4ef6\u73af\u5883\uff0c\u5305\u62ecCPU\u3001RTX\u7cfb\u5217\u663e\u5361\u3001A10\/A100\u7b49\u8ba1\u7b97\u5361<\/li>\n<li>\u652f\u6301\u591a\u79cd\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5982\u5168\u53c2\u6570\u5fae\u8c03\u3001LoRA\u5fae\u8c03\u3001\u91cf\u5316\u8bad\u7ec3\u7b49<\/li>\n<li>\u63d0\u4f9b\u591a\u79cd\u6570\u636e\u96c6\u548c\u6a21\u578b\u7684\u652f\u6301\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u8bad\u7ec3\u4efb\u52a1<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>MS-Swift\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4e09\u79cd\u65b9\u6cd5\u5b89\u88c5\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5\uff1a\n<pre><code># \u5b89\u88c5\u6240\u6709\u529f\u80fd\r\npip install 'ms-swift[all]' -U\r\n# \u4ec5\u5b89\u88c5LLM\u76f8\u5173\u529f\u80fd\r\npip install 'ms-swift[llm]' -U\r\n# \u4ec5\u5b89\u88c5AIGC\u76f8\u5173\u529f\u80fd\r\npip install 'ms-swift[aigc]' -U\r\n# \u4ec5\u5b89\u88c5\u9002\u914d\u5668\u76f8\u5173\u529f\u80fd\r\npip install ms-swift -U\r\n<\/code><\/pre>\n<\/li>\n<li>\u901a\u8fc7\u6e90\u4ee3\u7801\u5b89\u88c5\uff1a\n<pre><code>git clone https:\/\/github.com\/modelscope\/swift.git\r\ncd swift\r\npip install -e '.[llm]'\r\n<\/code><\/pre>\n<\/li>\n<li>\u4f7f\u7528Docker\u955c\u50cf\u5b89\u88c5\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528Web\u754c\u9762<\/h3>\n<p>MS-Swift\u63d0\u4f9b\u4e86\u57fa\u4e8eGradio\u7684Web\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\uff1a<\/p>\n<pre><code>SWIFT_UI_LANG=en swift web-ui\r\n<\/code><\/pre>\n<p>Web\u754c\u9762\u652f\u6301\u591aGPU\u8bad\u7ec3\u548c\u90e8\u7f72\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u63a7\u5236\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<h3>\u8bad\u7ec3\u548c\u63a8\u7406<\/h3>\n<p>MS-Swift\u652f\u6301\u591a\u79cd\u8bad\u7ec3\u548c\u63a8\u7406\u65b9\u6cd5\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\u547d\u4ee4\uff1a<\/p>\n<ul>\n<li>\u5355GPU\u8bad\u7ec3\uff1a\n<pre><code>CUDA_VISIBLE_DEVICES=0 swift sft --model_type qwen1half-7b-chat --dataset blossom-math-zh --num_train_epochs 5 --sft_type lora --output_dir output --eval_steps 200\r\n<\/code><\/pre>\n<\/li>\n<li>\u591aGPU\u8bad\u7ec3\uff1a\n<pre><code>NPROC_PER_NODE=4 CUDA_VISIBLE_DEVICES=0,1,2,3 swift sft --model_type qwen1half-7b-chat --dataset blossom-math-zh --num_train_epochs 5 --sft_type lora --output_dir output\r\n<\/code><\/pre>\n<\/li>\n<li>\u63a8\u7406\uff1a\n<pre><code>CUDA_VISIBLE_DEVICES=0 swift infer --model_type qwen1half-7b-chat\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>\u8be6\u7ec6\u6587\u6863<\/h3>\n<p>MS-Swift\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u6863\u548c\u6df1\u5ea6\u5b66\u4e60\u8bfe\u7a0b\uff0c\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u4ee5\u4e0b\u94fe\u63a5\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/swift.readthedocs.io\/en\/latest\/\">\u82f1\u6587\u6587\u6863<\/a><\/li>\n<li><a href=\"https:\/\/swift.readthedocs.io\/zh-cn\/latest\/\">\u4e2d\u6587\u6587\u6863<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>ModelScope Swift\uff08\u7b80\u79f0MS-Swift\uff09\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u8f7b\u91cf\u7ea7\u57fa\u7840\u8bbe\u65bd\uff0c\u4e13\u4e3a\u5927\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u7684\u5fae\u8c03\u3001\u63a8\u7406\u3001\u8bc4\u4f30\u548c\u90e8\u7f72\u800c\u8bbe\u8ba1\u3002\u8be5\u6846\u67b6\u652f\u6301\u8d85\u8fc7400\u79cdLLM\u548c100\u591a\u79cdMLLM\uff0c\u63d0\u4f9b\u4e86\u4ece\u6a21\u578b\u8bad\u7ec3\u3001\u8bc4\u4f30\u5230\u5e94\u7528&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61304,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[365],"class_list":["post-14171","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-damoxingweidiao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14171","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/comments?post=14171"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/posts\/14171\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media\/61304"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/media?parent=14171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/categories?post=14171"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/pt\/wp-json\/wp\/v2\/tags?post=14171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}