{"id":391,"date":"2026-03-16T04:37:11","date_gmt":"2026-03-16T08:37:11","guid":{"rendered":"https:\/\/mliaomcx.com\/?p=391"},"modified":"2026-03-16T04:38:34","modified_gmt":"2026-03-16T08:38:34","slug":"%e3%80%8a%e5%a6%82%e4%bd%95%e5%9c%a8-google-colab-%e5%85%8d%e8%b4%b9%e8%bf%90%e8%a1%8c-ltx-video%ef%bc%9acomfyui-%e9%9b%b6%e5%9f%ba%e7%a1%80%e4%b8%80%e9%94%ae%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b-2026","status":"publish","type":"post","link":"https:\/\/mliaomcx.com\/en\/%e3%80%8a%e5%a6%82%e4%bd%95%e5%9c%a8-google-colab-%e5%85%8d%e8%b4%b9%e8%bf%90%e8%a1%8c-ltx-video%ef%bc%9acomfyui-%e9%9b%b6%e5%9f%ba%e7%a1%80%e4%b8%80%e9%94%ae%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b-2026\/","title":{"rendered":"\u300a\u5982\u4f55\u5728 Google Colab \u514d\u8d39\u8fd0\u884c LTX-Video\uff1aComfyUI \u96f6\u57fa\u7840\u4e00\u952e\u90e8\u7f72\u6559\u7a0b (2026\u6700\u65b0\u7248)\u300b"},"content":{"rendered":"\n<p>\u60f3\u8981\u4f53\u9a8c\u76ee\u524d\u6700\u706b\u7684 <strong>LTX-Video<\/strong> \u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u5374\u56e0\u4e3a\u6ca1\u6709\u6602\u8d35\u7684\u9876\u7ea7\u663e\u5361\u800c\u53d1\u6101\uff1f\u6216\u8005\u4e00\u770b\u5230\u51e0\u767e GB \u7684\u672c\u5730\u6574\u5408\u5305\u5c31\u671b\u800c\u5374\u6b65\uff1f\u522b\u62c5\u5fc3\uff01<\/p>\n\n\n\n<p>\u4eca\u5929\u6211\u5c06\u624b\u628a\u624b\u6559\u4f60\u5982\u4f55\u5229\u7528 <strong>Google Colab \u7684\u514d\u8d39\u4e91\u7aef GPU<\/strong>\uff0c\u901a\u8fc7 <strong>ComfyUI<\/strong> \u642d\u5efa\u5c5e\u4e8e\u4f60\u81ea\u5df1\u7684 AI \u89c6\u9891\u751f\u6210\u5de5\u4f5c\u53f0\u3002\u65e0\u9700\u61c2\u590d\u6742\u7684\u7f16\u7a0b\uff0c\u65e0\u9700\u9ad8\u914d\u7535\u8111\uff0c\u53ea\u9700\u5bfc\u5165\u6211\u4e3a\u4f60\u51c6\u5907\u597d\u7684\u4e00\u952e\u811a\u672c\u548c\u5b98\u65b9\u5de5\u4f5c\u6d41\u56fe\u7eb8\uff0c5\u5206\u949f\u5e26\u4f60\u5b8c\u6210\u4ece\u201c\u56fe\u751f\u89c6\u9891 (Image-to-Video)\u201d\u7684\u60ca\u8273\u521d\u4f53\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u9009\u62e9 LTX-Video + Google Colab\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u786c\u4ef6\u53cb\u597d\uff1a<\/strong> \u76f8\u6bd4\u4e8e\u52a8\u8f84\u9700\u8981 24GB \u751a\u81f3\u66f4\u9ad8\u663e\u5b58\u7684\u5de8\u65e0\u9738\u6a21\u578b\uff0cLTX-Video\uff082B\u7248\u672c\uff09\u7ecf\u8fc7\u4e86\u6781\u81f4\u7684\u4f18\u5316\uff0c\u5b8c\u7f8e\u9002\u914d Colab \u514d\u8d39\u63d0\u4f9b\u7684 <strong>Tesla T4 GPU (16GB \u663e\u5b58)<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u96f6\u672c\u5730\u5b58\u50a8\uff1a<\/strong> \u6240\u6709\u7684\u6a21\u578b\u6587\u4ef6\uff08\u7ea6 13GB\uff09\u90fd\u76f4\u63a5\u4e0b\u8f7d\u5e76\u8fd0\u884c\u5728\u4e91\u7aef\uff0c\u5b8c\u5168\u4e0d\u5360\u7528\u4f60\u7535\u8111\u7684\u4e00\u4e01\u70b9\u786c\u76d8\u7a7a\u95f4\u3002<\/li>\n\n\n\n<li><strong>ComfyUI \u5f3a\u529b\u9a71\u52a8\uff1a<\/strong> \u91c7\u7528\u76ee\u524d AI \u7ed8\u56fe\/\u89c6\u9891\u754c\u6700\u4e3b\u6d41\u7684\u53ef\u89c6\u5316\u8282\u70b9\u8fde\u7ebf\u754c\u9762\uff0c\u540e\u671f\u6269\u5c55\u529f\u80fd\u6781\u4e3a\u5f3a\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\ude80 \u6838\u5fc3\u6559\u7a0b\uff1a3 \u6b65\u5b8c\u6210\u4e91\u7aef\u4e00\u952e\u90e8\u7f72<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u6b65\uff1a\u51c6\u5907 Google Colab \u73af\u5883<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee <a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Google Colab<\/a> \u5e76\u767b\u5f55\u4f60\u7684 Google \u8d26\u53f7\u3002<\/li>\n\n\n\n<li>\u70b9\u51fb <strong>\u201c\u65b0\u5efa\u7b14\u8bb0\u672c\u201d (New notebook)<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u64cd\u4f5c\uff1a<\/strong> \u5728\u7f51\u9875\u9876\u90e8\u83dc\u5355\u680f\u70b9\u51fb <strong>\u201c\u4ee3\u7801\u6267\u884c\u7a0b\u5e8f\u201d (Runtime)<\/strong> -> <strong>\u201c\u66f4\u6539\u8fd0\u884c\u7c7b\u578b\u201d (Change runtime type)<\/strong>\uff0c\u5c06\u786c\u4ef6\u52a0\u901f\u5668\u9009\u62e9\u4e3a <strong>T4 GPU<\/strong>\uff0c\u70b9\u51fb\u53f3\u4e0b\u89d2\u4fdd\u5b58\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u6b65\uff1a\u5bfc\u5165\u5e76\u8fd0\u884c\u201c\u4e00\u952e\u90e8\u7f72\u811a\u672c\u201d<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u9632\u6b62\u5927\u5bb6\u590d\u5236\u9519\u6f0f\u4ee3\u7801\uff0c\u6211\u5df2\u7ecf\u628a\u6df1\u5ea6\u4f18\u5316\u8fc7\u7684\u3010\u7ec8\u6781\u7248\u4e00\u952e\u90e8\u7f72\u811a\u672c\u3011\u6253\u5305\u597d\u4e86\u3002\u8fd9\u4e2a\u811a\u672c\u4f1a\u81ea\u52a8\u4e3a\u4f60\u5b89\u88c5 ComfyUI \u57fa\u7840\u6846\u67b6\u3001\u5fc5\u5907\u63d2\u4ef6\uff0c\u5e76\u6781\u901f\u62c9\u53d6\u6240\u9700\u7684 9GB \u89c6\u9891\u4e3b\u6a21\u578b\u548c 4GB \u7684 T5 \u6587\u672c\u7f16\u7801\u5668\uff08fp8 \u538b\u7f29\u7248\uff0c\u9632\u6b62\u7206\u663e\u5b58\uff09\u3002<\/p>\n\n\n\n<p>\ud83d\udc49 <strong>[<a href=\"https:\/\/colab.research.google.com\/drive\/1W_4BH2lSlXr1cGf-ewuJLa-t-uZY7S1q?usp=sharing\">\u70b9\u51fb\u8fd9\u91cc\u83b7\u53d6\uff1aLTX-Vdeo \u4e91\u7aef\u4e00\u952e\u90e8\u7f72\u811a\u672c<\/a>]<\/strong><\/p>\n\n\n\n<p><strong>\u4e0b\u8f7d\u540e\u5982\u4f55\u4f7f\u7528\uff1a<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u56de\u5230\u521a\u624d\u6253\u5f00\u7684 Google Colab \u7f51\u9875\u3002<\/li>\n\n\n\n<li>\u70b9\u51fb\u5de6\u4e0a\u89d2\u83dc\u5355\u680f\u7684 <strong>\u201c\u6587\u4ef6\u201d (File)<\/strong> -> <strong>\u201c\u4e0a\u4f20\u7b14\u8bb0\u672c\u201d (Upload notebook)<\/strong>\u3002<\/li>\n\n\n\n<li>\u5c06\u4f60\u521a\u624d\u4ece\u7f51\u76d8\u4e0b\u8f7d\u597d\u7684\u4ee3\u7801\u811a\u672c\u6587\u4ef6\u4f20\u4e0a\u53bb\u3002<\/li>\n\n\n\n<li>\u9875\u9762\u5237\u65b0\u540e\uff0c\u70b9\u51fb\u4ee3\u7801\u5757\u5de6\u4fa7\u7684 <strong>\u201c\u64ad\u653e\u201d\u6309\u94ae (Run cell)<\/strong> \u5373\u53ef\u5f00\u59cb\u5168\u81ea\u52a8\u90e8\u7f72\uff01<\/li>\n<\/ol>\n\n\n\n<p><em>(\u8010\u5fc3\u7b49\u5f85\u7ea6 5-6 \u5206\u949f\uff0c\u5f53\u4ee3\u7801\u6700\u4e0b\u65b9\u51fa\u73b0\u4e00\u4e2a\u4ee5 <code>trycloudflare.com<\/code> \u7ed3\u5c3e\u7684\u84dd\u8272\u94fe\u63a5\u65f6\uff0c\u70b9\u51fb\u5b83\u5c31\u80fd\u8fdb\u5165\u4f60\u7684 ComfyUI \u64cd\u4f5c\u53f0\u4e86\uff01)<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u6b65\uff1a\u83b7\u53d6\u5b98\u65b9\u5de5\u4f5c\u6d41\u56fe\u7eb8\u5e76\u751f\u6210\u89c6\u9891<\/h3>\n\n\n\n<p>\u8fdb\u5165 ComfyUI \u540e\uff0c\u753b\u9762\u9ed8\u8ba4\u53ef\u80fd\u662f\u7a7a\u7684\u6216\u8005\u6709\u4e9b\u4e71\u7801\u8fde\u7ebf\uff08\u70b9\u51fb\u53f3\u4fa7\u7684 <code>Clear<\/code> \u6e05\u7a7a\u5373\u53ef\uff09\u3002\u63a5\u4e0b\u6765\uff0c\u4f60\u9700\u8981\u5bfc\u5165\u4e13\u95e8\u4e3a LTX-Video \u914d\u7f6e\u597d\u7684**\u201c\u56fe\u751f\u89c6\u9891 (Image to Video)\u201d JSON \u5de5\u4f5c\u6d41\u56fe\u7eb8**\u3002\u4e3a\u4e86\u4fdd\u8bc1\u4e0d\u51fa\u9519\uff0c\u6211\u4eec\u76f4\u63a5\u53bb\u539f\u4f5c\u8005\u5b98\u7f51\u62ff\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u83b7\u53d6\u5b98\u65b9\u56fe\u7eb8\uff1a<\/strong> \u6253\u5f00\u3010 <a href=\"https:\/\/comfyanonymous.github.io\/ComfyUI_examples\/ltxv\/README_old.html\" target=\"_blank\" rel=\"noreferrer noopener\">ComfyUI \u5b98\u65b9 LTX-Video \u6f14\u793a\u9875<\/a>\u3011\uff0c\u5411\u4e0b\u6eda\u52a8\u627e\u5230 <strong>Image to Video<\/strong> (\u56fe\u751f\u89c6\u9891) \u90e8\u5206\u3002\u627e\u5230\u90a3\u884c\u84dd\u8272\u7684 <strong><code>Workflow in Json format<\/code><\/strong> \u5b57\u6837\uff0c<strong>\u9f20\u6807\u53f3\u952e\u70b9\u51fb\u5b83<\/strong>\uff0c\u9009\u62e9 <strong>\u201c\u94fe\u63a5\u53e6\u5b58\u4e3a&#8230;\u201d<\/strong>\uff08\u6216\u8005\u76f4\u63a5\u53f3\u952e\u5c06\u90a3\u5f20\u96ea\u5730\u72d0\u72f8\u7684\u56fe\u7247\u53e6\u5b58\u4e3a\uff09\uff0c\u4fdd\u5b58\u5230\u4f60\u7684\u7535\u8111\u684c\u9762\u3002<\/li>\n\n\n\n<li><strong>\u4e00\u952e\u5bfc\u5165\uff1a<\/strong> \u5c06\u521a\u521a\u4e0b\u8f7d\u597d\u7684\u6587\u4ef6\uff0c\u76f4\u63a5<strong>\u62d6\u62fd<\/strong>\u8fdb\u4f60\u7684 ComfyUI \u7f51\u9875\u7f51\u683c\u754c\u9762\u4e2d\u677e\u5f00\uff0c\u77ac\u95f4\u6240\u6709\u7684\u4e13\u4e1a\u89c6\u9891\u8282\u70b9\u5c31\u4f1a\u81ea\u52a8\u8fde\u7ebf\u5b8c\u6bd5\uff01<\/li>\n\n\n\n<li><strong>\u4fee\u6539\u5173\u952e\u53c2\u6570\uff08\u975e\u5e38\u91cd\u8981\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u52a0\u8f7d Checkpoint (\u6a21\u578b\u52a0\u8f7d\u5668)\uff1a<\/strong> \u627e\u5230\u8fd9\u4e2a\u6846\uff0c\u4e0b\u62c9\u83dc\u5355\u52a1\u5fc5\u9009\u62e9 <code>ltx-video-2b-v0.9.1.safetensors<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u52a0\u8f7d CLIP (\u6587\u672c\u7f16\u7801\u5668)\uff1a<\/strong> \u627e\u5230\u8fd9\u4e2a\u6846\uff0c\u4e0b\u62c9\u83dc\u5355\u52a1\u5fc5\u9009\u62e9 <code>t5xxl_fp8_e4m3fn.safetensors<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u52a0\u8f7d\u56fe\u50cf (Load Image)\uff1a<\/strong> \u70b9\u51fb\u91cc\u9762\u7684 <code>choose file to upload<\/code>\uff0c\u4e0a\u4f20\u4e00\u5f20\u4f60\u81ea\u5df1\u60f3\u505a\u6210\u89c6\u9891\u7684\u7167\u7247\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u5165\u63d0\u793a\u8bcd (Prompt)\uff1a<\/strong> \u5728\u7eff\u8272\u7684\u6587\u672c\u6846\u5185\u7528\u7eaf\u82f1\u6587\u8be6\u7ec6\u63cf\u8ff0\u753b\u9762\u52a8\u4f5c\uff0c\u4f8b\u5982\uff1a<em><code>A handsome man smiling softly at the camera, cinematic lighting, slight camera tilt, highly detailed, 4k resolution.<\/code><\/em><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5f00\u59cb\u751f\u6210\uff1a<\/strong> \u786e\u8ba4\u4ee5\u4e0a 4 \u4e2a\u5751\u4f4d\u90fd\u586b\u597d\u540e\uff0c\u70b9\u51fb\u754c\u9762\u53f3\u4fa7\u6d6e\u52a8\u63a7\u5236\u9762\u677f\u4e0a\u7684 <strong><code>Queue Prompt<\/code> (\u8fd0\u884c)<\/strong> \u6309\u94ae\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8010\u5fc3\u7b49\u5f85\u7ea6 3-5 \u5206\u949f\uff0c\u5c5e\u4e8e\u4f60\u7684\u9ad8\u6e05 AI \u52a8\u6001\u5927\u7247\u5c31\u4f1a\u5728\u7f51\u9875\u4e2d\u76f4\u63a5\u9996\u6620\u5566\uff01\u751f\u6210\u5b8c\u6bd5\u540e\uff0c\u76f4\u63a5\u5728\u89c6\u9891\u753b\u9762\u4e0a\u53f3\u952e\u5373\u53ef\u4fdd\u5b58\u5230\u7535\u8111\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \u65b0\u624b\u907f\u5751\u4e0e\u5e38\u89c1\u62a5\u9519\u6392\u96f7 (Troubleshooting)<\/h2>\n\n\n\n<p>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u65b0\u624b\u6781\u6613\u8e29\u4e2d\u4ee5\u4e0b\u51e0\u4e2a\u5751\uff0c\u522b\u614c\uff0c\u8fd9\u91cc\u6709\u79d2\u6740\u65b9\u6848\uff1a<\/p>\n\n\n\n<p><strong>Q1\uff1a\u628a JSON \u56fe\u7eb8\u62d6\u8fdb\u53bb\u540e\uff0c\u6709\u4e2a\u522b\u8282\u70b9\u6846\u53d8\u6210\u4e86\u5927\u7ea2\u8272\u600e\u4e48\u529e\uff1f<\/strong> <strong>\u7b54\uff1a<\/strong> \u8fd9\u901a\u5e38\u662f\u56e0\u4e3a\u56fe\u7eb8\u9ed8\u8ba4\u8c03\u7528\u7684\u6a21\u578b\u540d\u5b57\uff0c\u548c\u54b1\u4eec\u4e91\u7aef\u4e0b\u8f7d\u7684\u540d\u5b57\u6ca1\u5bf9\u4e0a\u3002\u6bd4\u5982 <code>\u52a0\u8f7d CLIP<\/code> \u6846\u53d8\u7ea2\uff0c\u8bf4\u660e\u56fe\u7eb8\u5728\u627e\u539f\u7248\u7684\u5e9e\u5927\u6a21\u578b\u3002\u89e3\u51b3\u529e\u6cd5\u5f88\u7b80\u5355\uff1a<strong>\u70b9\u51fb\u8be5\u7ea2\u6846\u91cc\u663e\u793a\u540d\u5b57\u7684\u90a3\u4e00\u884c\uff0c\u624b\u52a8\u5728\u4e0b\u62c9\u83dc\u5355\u91cc\u5c06\u5176\u5207\u6362\u4e3a\u6211\u4eec\u5728\u811a\u672c\u91cc\u4e0b\u8f7d\u597d\u7684 <code>t5xxl_fp8_e4m3fn.safetensors<\/code><\/strong>\uff0c\u7ea2\u6846\u77ac\u95f4\u5c31\u4f1a\u53d8\u7eff\u6062\u590d\u6b63\u5e38\u3002<\/p>\n\n\n\n<p><strong>Q2\uff1a\u751f\u6210\u8dd1\u8fdb\u5ea6\u6761\u7684\u65f6\u5019\uff0cColab \u7a81\u7136\u5d29\u6e83\u65ad\u5f00\u4e86\uff1f<\/strong> <strong>\u7b54\uff1a<\/strong> \u8fd9\u662f\u514d\u8d39\u7248 T4 \u663e\u5361\u201c\u7206\u663e\u5b58 (Out of Memory)\u201d\u4e86\u3002\u8bf7\u5728 ComfyUI \u91cc\u68c0\u67e5\uff1a<\/p>\n\n\n\n<ol start=\"1\" 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