{"id":2234,"date":"2026-02-28T16:09:06","date_gmt":"2026-02-28T08:09:06","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2234"},"modified":"2026-02-28T16:09:06","modified_gmt":"2026-02-28T08:09:06","slug":"48%e5%b0%8f%e6%97%b6%e5%a4%8d%e7%8e%b0sota%e6%96%87%e7%94%9f%e8%a7%86%e9%a2%91modelscope-t2v%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97gpu%e7%a7%9f%e8%b5%81%e8%ae%a90%e5%9f%ba%e7%a1%80%e4%b9%9f","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2234","title":{"rendered":"48\u5c0f\u65f6\u590d\u73b0SOTA\u6587\u751f\u89c6\u9891ModelScope-T2V\uff1a\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba90\u57fa\u7840\u4e5f\u80fd\u53d1\u9876\u4f1a"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/02\/1772266146_f3b797.png\" alt=\"48\u5c0f\u65f6\u590d\u73b0SOTA\u6587\u751f\u89c6\u9891ModelScope-T2V\uff1a\u661f\u5b87\u667a\u7b97GPU\u79df\u8d41\u8ba90\u57fa\u7840\u4e5f\u80fd\u53d1\u9876\u4f1a\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>48 \u5c0f\u65f6\u524d\uff0cModelScope-T2V \u4ee5 8.7 COCO-FID \u5237\u65b0\u6587\u751f\u89c6\u9891\u699c\u5355\uff0c\u8bba\u6587\u5374\u5907\u6ce8\u300c\u8bad\u7ec3\u9700 600 \u5f20 A100\u00d77 \u5929\u300d\u3002<br \/>\n48 \u5c0f\u65f6\u540e\uff0c\u4e00\u4f4d 0 \u57fa\u7840\u7814\u4e00\u65b0\u751f\u5728<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u4e0a\u590d\u73b0\u4e86\u540c\u6b3e SOTA\uff0c\u6210\u672c\u4e0d\u5230 600 \u5143\uff0cTensorBoard \u66f2\u7ebf\u8fd8\u66f4\u5e73\u6ed1\u3002  <\/p>\n<\/blockquote>\n<p>\u8fd9\u4e0d\u662f\u9b54\u6cd5\uff0c\u53ea\u662f\u9009\u5bf9\u4e86 <strong><a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a><\/strong> \u59ff\u52bf\u3002<\/p>\n<hr \/>\n<h2>1. \u7814\u7a76\u70ed\u70b9\uff1aModelScope-T2V \u5237\u65b0 COCO-FID\uff0c\u8bad\u7ec3\u5374\u9700 600 \u5f20\u5361\u00d77 \u5929\uff1f<\/h2>\n<p>ModelScope-T2V \u7528 1.2B \u53c2\u6570\u91cf\u628a COCO-FID \u4ece 9.4 \u6253\u5230 8.7\uff0c\u9760\u7684\u4e0d\u662f\u7384\u5b66\uff0c\u800c\u662f\u300c\u66b4\u529b\u7f8e\u5b66\u300d\uff1a<br \/>\n&#8211; 1.7 \u4ebf\u5e27\u9ad8\u6e05\u89c6\u9891\uff0c\u6e05\u6d17\u540e\u4ecd\u5269 45 TB<br \/>\n&#8211; 256 \u8def DDP\uff0c\u5cf0\u503c\u901a\u4fe1 300 Gb\/s<br \/>\n&#8211; 600 \u5f20 A100 \u8dd1\u6ee1 7 \u5929\uff0c\u7535\u8d39\u5c31\u8981 8 \u4e07  <\/p>\n<p>\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u5e38\u5361\u5728\u7b2c 3 \u6b65\uff1a\u96c6\u7fa4\u6392\u671f 2 \u5468\u8d77\u8df3\uff0c\u5bfc\u5e08\u7ecf\u8d39\u5361\u5f97\u6bd4\u5ba1\u7a3f\u4eba\u8fd8\u4e25\u3002\u4e8e\u662f\u300c\u590d\u73b0\u300d\u6210\u4e86\u9876\u4f1a\u6295\u7a3f\u7684\u9690\u5f62\u95e8\u69db\u3002<\/p>\n<hr \/>\n<h2>2. \u661f\u5b87\u667a\u7b97\u300c\u5b66\u672f\u52a0\u901f\u300d\u65b9\u6848\uff1a\u6d77\u91cf\u516c\u5f00\u89c6\u9891\u6570\u636e\u96c6\u5df2\u5185\u7f6e\uff0c\u914d NVLink 8\u00d7A100 \u88f8\u91d1\u5c5e<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u628a\u95e8\u69db\u62c6\u6210\u4e09\u622a\uff0c\u76f4\u63a5\u7ed9\u7b54\u6848\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u75db\u70b9<\/th>\n<th>\u661f\u5b87\u667a\u7b97\u89e3\u6cd5<\/th>\n<th>\u5173\u952e\u8bcd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6570\u636e\u4e0b\u8f7d\u6162<\/td>\n<td>\u5185\u7f6e Kinetics-710\u3001WebVid-10M\u3001HD-VILA-100M\uff0c\u603b\u5bb9\u91cf 48 TB\uff0c<strong>\u514d\u6d41\u91cf\u3001\u514d\u722c\u53d6<\/strong><\/td>\n<td>GPU\u4e91\u4e3b\u673a<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u5361\u901a\u4fe1\u74f6\u9888<\/td>\n<td>\u88f8\u91d1\u5c5e 8\u00d7A100 NVLink\uff0c600 GB\/s \u7247\u95f4\u5e26\u5bbd\uff0c<strong>\u53cc\u5411\u5e26\u5bbd\u5b9e\u6d4b 95% \u7406\u8bba\u503c<\/strong><\/td>\n<td>GPU\u670d\u52a1\u5668\u79df\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u73af\u5883\u914d\u4e00\u5468<\/td>\n<td>PyTorch 2.1 + CUDA 12.1 + xFormers \u955c\u50cf\u4e00\u952e\u542f\u52a8\uff0c<strong>30 \u79d2\u8fdb\u5165 JupyterLab<\/strong><\/td>\n<td>AI\u5e94\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u66f4\u9999\u7684\u662f\uff1a<br \/>\n&#8211; \u4e91\u786c\u76d8\u53ef\u5728\u5b9e\u4f8b\u95f4\u70ed\u63d2\u62d4\uff0c\u4eca\u5929\u8dd1\u8bad\u7ec3\u3001\u660e\u5929\u505a\u63a8\u7406\uff0c<strong>\u6570\u636e 0 \u91cd\u62f7<\/strong><br \/>\n&#8211; \u516c\u5171\u8d44\u6e90\u5e93\u6bcf\u65e5\u540c\u6b65 HuggingFace \u70ed\u95e8\u6a21\u578b\uff0c<strong>git-lfs \u6d41\u91cf\u8d39\u5168\u7701<\/strong><br \/>\n&#8211; \u65b0\u7528\u6237\u6ce8\u518c\u5c31\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c<strong>8\u00d7A100 \u53ef\u8dd1 30 \u5206\u949f<\/strong>\uff0c\u8db3\u591f\u9a8c\u8bc1\u4ee3\u7801\u65e0 bug  <\/p>\n<hr \/>\n<h2>3. \u5b9e\u64cd\uff1a\u4ece\u6570\u636e\u6e05\u6d17\u2192DDP \u8bad\u7ec3\u2192\u63a8\u7406 Demo\uff0c\u5168\u811a\u672c\u4e00\u952e\u514b\u9686<\/h2>\n<p>\u4e0b\u9762\u8fd9\u4efd\u300c48 \u5c0f\u65f6\u590d\u73b0\u6e05\u5355\u300d\u5df2\u653e\u5728<a href=\"https:\/\/github.com\/starverse-ai\/t2v-reproduce\">\u661f\u5b87\u667a\u7b97\u5b98\u65b9 GitHub<\/a>\uff0c\u767b\u5f55\u5e73\u53f0\u540e<strong>\u76f4\u63a5\u514b\u9686\u5373\u8dd1<\/strong>\uff1a<\/p>\n<pre><code class=\"language-bash\"># Step 0\uff1a\u5728\u63a7\u5236\u53f0\u5f00 1 \u53f0 8\u00d7A100 \u88f8\u91d1\u5c5e\uff0c\u955c\u50cf\u9009\u300cModelScope-T2V\u300d\n# Step 1\uff1a\u590d\u5236\u6570\u636e\u96c6\uff08\u5e73\u53f0\u5185\u7f51\uff0c\u901f\u5ea6 12 GB\/s\uff09\ncp -r \/public\/data\/HD-VILA-100M $HOME\/data\n\n# Step 2\uff1a\u9884\u5904\u7406\uff0832 \u6838 CPU+8 \u5361\u5e76\u884c\uff0c2 \u5c0f\u65f6\u5b8c\u6210\uff09\npython tools\/resize256.py --num_workers 64\n\n# Step 3\uff1aDDP \u8bad\u7ec3\uff08fp16\uff0cbatch=32\uff0c8 \u5361\u7ebf\u6027\u52a0\u901f\uff09\ntorchrun --nproc_per_node=8 train.py \\\n         --config configs\/t2v_b1.2B.yaml \\\n         --data_path $HOME\/data --epochs 3\n\n# Step 4\uff1a\u63a8\u7406 Demo\uff08Gradio \u4e00\u952e\u5305\uff09\npython demo\/app.py --checkpoint output\/t2v_b1.2B.pth\n<\/code><\/pre>\n<p>\u8bad\u7ec3 3 epoch \u5373\u53ef\u590d\u73b0 8.9 FID\uff0c<strong>\u8017\u65f6 36.2 \u5c0f\u65f6<\/strong>\uff0c\u5269\u4f59 12 \u5c0f\u65f6\u8fd8\u80fd\u8c03\u8d85\u53c2\u51b2 8.7\u3002<br \/>\n\u5168\u7a0b TensorBoard \u5b9e\u65f6\u4e0a\u4f20\uff0c<strong>\u624b\u673a\u4e5f\u80fd\u770b loss \u66f2\u7ebf<\/strong>\uff0c\u5bfc\u5e08\u518d\u4e0d\u7528\u534a\u591c\u7ffb\u5899\u67e5\u670d\u52a1\u5668\u3002<\/p>\n<hr \/>\n<h2>4. \u8d26\u5355\u4e00\u89c8\uff1a48 \u5c0f\u65f6\u5b8c\u6210\u590d\u73b0\u4ec5\u82b1 598 \u5143\uff0c\u79d1\u7814\u7ecf\u8d39\u7acb\u7701 80%<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>\u516c\u6709\u4e91\u6309\u91cf<\/th>\n<th>\u661f\u5b87\u667a\u7b97\u5b66\u672f\u4ef7<\/th>\n<th>\u8282\u7701<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>8\u00d7A100 48h<\/td>\n<td>2400 \u5143<\/td>\n<td>598 \u5143<\/td>\n<td>75 %<\/td>\n<\/tr>\n<tr>\n<td>45 TB \u6d41\u91cf<\/td>\n<td>2250 \u5143<\/td>\n<td>0 \u5143\uff08\u5185\u7f51\uff09<\/td>\n<td>100 %<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8 7 \u5929<\/td>\n<td>350 \u5143<\/td>\n<td>\u8d60 10 TB \u5bf9\u8c61\u5b58\u50a8<\/td>\n<td>100 %<\/td>\n<\/tr>\n<tr>\n<td>\u5408\u8ba1<\/td>\n<td>5000+ \u5143<\/td>\n<td>598 \u5143<\/td>\n<td><strong>88 %<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>598 \u5143 \u2248 \u4e00\u7bc7\u9876\u4f1a\u6ce8\u518c\u8d39\uff0c\u5374\u80fd\u6362\u6765\u300c\u53ef\u590d\u73b0\u300d\u6807\u7b7e\uff0c<strong>\u5ba1\u7a3f\u4eba\u60f3\u6311\u523a\u90fd\u627e\u4e0d\u5230\u501f\u53e3<\/strong>\u3002<\/p>\n<hr \/>\n<h2>5. \u6269\u5c55\uff1a\u5e73\u53f0\u514d\u8d39\u8d60\u9001 10 TB \u5bf9\u8c61\u5b58\u50a8\uff0c\u652f\u6301\u591a\u4eba\u534f\u4f5c+TensorBoard \u5b9e\u65f6\u76d1\u63a7<\/h2>\n<ul>\n<li><strong>\u56e2\u961f\u534f\u4f5c<\/strong>\uff1a\u4e3b\u8d26\u53f7\u5f00 3 \u53f0 8\u00d7A100\uff0c\u5b50\u8d26\u53f7\u5171\u4eab\u4e91\u786c\u76d8\uff0c<strong>\u4ee3\u7801\u3001\u65e5\u5fd7\u3001\u6743\u91cd\u5b9e\u65f6\u540c\u6b65<\/strong>  <\/li>\n<li><strong>TensorBoard \u4ee3\u7406<\/strong>\uff1a\u5e73\u53f0\u81ea\u52a8\u751f\u6210 https \u94fe\u63a5\uff0c<strong>\u6302 VPN \u4e5f\u80fd\u624b\u673a\u770b\u66f2\u7ebf<\/strong>  <\/li>\n<li><strong>\u5173\u673a\u4e0d\u4e22\u6570\u636e<\/strong>\uff1a\u5b9e\u4f8b\u91ca\u653e\u540e\u6570\u636e\u81ea\u52a8\u8f6c\u5b58\u5bf9\u8c61\u5b58\u50a8\uff0c<strong>\u4e0b\u6b21\u5f00\u673a 1 \u5206\u949f\u6302\u8f7d\u56de\u539f\u8def\u5f84<\/strong>  <\/li>\n<\/ul>\n<p>\u5982\u679c\u8fd8\u60f3\u518d\u7701\uff0c<strong>\u62a5\u540d\u300c\u5b66\u672f\u6253\u699c\u300d\u6d3b\u52a8<\/strong>\uff1a<br \/>\n\u63d0\u4ea4\u590d\u73b0\u7ed3\u679c\u81f3 ModelScope \u5b98\u65b9\u699c\uff0c\u6392\u540d\u524d 10 \u7684\u7528\u6237\u518d\u8fd4 500 \u5143\u5238\uff0c<strong>\u7b49\u4e8e\u767d\u5ad6\u7b2c\u4e8c\u8f6e\u5b9e\u9a8c<\/strong>\u3002<\/p>\n<hr \/>\n<h2>\u5199\u5728\u6700\u540e<\/h2>\n<p>\u4ece 600 \u5f20\u5361\u00d77 \u5929\u5230 8 \u5f20\u5361\u00d748 \u5c0f\u65f6\uff0c\u5dee\u8ddd\u4e0d\u662f\u7b97\u6cd5\uff0c\u800c\u662f <strong><a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u7684\u6253\u5f00\u65b9\u5f0f\u3002<br \/>\n\u661f\u5b87\u667a\u7b97\u7528 48 TB \u516c\u5f00\u6570\u636e\u96c6 + NVLink \u88f8\u91d1\u5c5e + \u4e00\u952e\u955c\u50cf\uff0c\u628a\u300c\u6587\u751f\u89c6\u9891\u300d\u590d\u73b0\u6210\u672c\u6253\u5230 600 \u5143\u4ee5\u5185\uff0c<strong>\u8ba9 0 \u57fa\u7840\u7814\u7a76\u751f\u4e5f\u80fd\u5728\u9876\u4f1a\u6295\u7a3f\u622a\u6b62\u524d\u8dd1\u5b8c\u5b9e\u9a8c<\/strong>\u3002  <\/p>\n<p>\u73b0\u5728\u6ce8\u518c\uff0c<strong>10 \u5143\u4f53\u9a8c\u91d1\u7acb\u523b\u5230\u8d26<\/strong>\uff0c8\u00d7A100 \u6b63\u5728\u6392\u961f\uff0c\u4e0b\u4e00\u4f4d 48 \u5c0f\u65f6\u590d\u73b0 SOTA \u7684\u4e5f\u8bb8\u5c31\u662f\u4f60\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>48 \u5c0f\u65f6\u524d\uff0cModelScope-T2V \u4ee5 8.7 CO&hellip;<\/p>\n","protected":false},"author":2,"featured_media":2233,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2234","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":46,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2234","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2234"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2234\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2233"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2234"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2234"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2234"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}