{"id":24485,"date":"2026-08-11T00:34:44","date_gmt":"2026-08-10T16:34:44","guid":{"rendered":"https:\/\/mnya.tw\/cc\/?p=24485"},"modified":"2026-08-11T01:51:02","modified_gmt":"2026-08-10T17:51:02","slug":"2889","status":"publish","type":"post","link":"https:\/\/mnya.tw\/cc\/word\/2889.html","title":{"rendered":"ComfyUI x MiniMax H3\uff1a\u7528 Spectrum \u548c SageAttention \u52a0\u901f\u5730\u8868\u6700\u5f37\u958b\u6e90 AI \u5f71\u7247\u751f\u6210\u6a21\u578b\uff08\u9644 I2V \u5de5\u4f5c\u6d41\uff09"},"content":{"rendered":"<p>\u5728 AI \u5f71\u7247\u751f\u6210\u6280\u8853\u8de8\u8d8a\u5f0f\u7a81\u7834\u7684 2026 \u5e74\uff0c\u5275\u4f5c\u8005\u5c0d\u5f71\u97f3\u540c\u6b65\u54c1\u8cea\u8207\u751f\u6210\u6548\u7387\u7684\u8981\u6c42\u5df2\u63a8\u5347\u81f3\u5168\u65b0\u5883\u754c\u3002<strong>MiniMax \u7a00\u5b87\u79d1\u6280<\/strong>\u63a8\u51fa\u7684\u5927\u578b\u5168\u6a21\u614b\u6a21\u578b <strong>MiniMax H3<\/strong>\uff0c\u6191\u85c9\u5176\u539f\u751f\u300c\u8072\u756b\u540c\u6b65\u806f\u5408\u751f\u6210\u300d\u7684\u5f37\u5927\u67b6\u69cb\uff0c\u4e00\u6b21\u7b97\u5b8c\u5c31\u80fd\u540c\u6642\u8f38\u51fa\u756b\u9762\u548c\u7acb\u9ad4\u8072\uff0c\u6210\u70ba\u958b\u6e90\u793e\u7fa4\u4e2d\u6975\u5177\u4ee3\u8868\u6027\u7684\u9802\u7d1a\u6a21\u578b\u3002\u7136\u800c\uff0c\u539f\u751f\u6a21\u578b\u9f90\u5927\u7684\u53c3\u6578\u958b\u92b7\u8207\u9577\u6642\u9593\u63a1\u6a23\uff0c\u5f80\u5f80\u8b93\u672c\u5730\u6d88\u8cbb\u7d1a\u986f\u5361\u671b\u800c\u537b\u6b65\u3002\u9019\u6b63\u662f ComfyUI \u5c55\u73fe\u5176\u6a21\u7d44\u5316\u512a\u52e2\u7684\u6838\u5fc3\u6642\u523b\u3002<\/p>\n<p>\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e\u5982\u4f55\u69cb\u5efa\u4e00\u500b\u517c\u9867\u300c\u54c1\u8cea\u512a\u5148\u300d\u8207\u300c\u6975\u901f\u6e32\u67d3\u300d\u7684<strong>\u5716\u751f\u5f71\uff08Image to Video, I2V\uff09<\/strong>\u81ea\u52d5\u5316\u5de5\u4f5c\u6d41\u3002\u6211\u5011\u6452\u68c4\u4e86\u6703\u640d\u5bb3\u7d30\u7bc0\u8207\u80a2\u9ad4\u7d50\u69cb\u7684 Turbo \u985e\u6a21\u578b\uff0c\u63a1\u7528\u5168\u539f\u751f\u7684 20 Step \u63a1\u6a23\uff0c\u4e26\u900f\u904e\u6574\u5408 Spectrum \u983b\u57df\u5feb\u53d6\u9810\u6e2c\u8207 SageAttention \u6ce8\u610f\u529b\u6a5f\u5236\u512a\u5316\uff0c\u6210\u529f\u5c07\u751f\u6210\u7b49\u5f85\u6642\u9593\u5927\u5e45\u58d3\u7e2e\u3002\u5c0d\u65bc\u64c1\u6709 RTX 50 \u7cfb\u5217\u986f\u5361\u7684\u4f7f\u7528\u8005\u4f86\u8aaa\uff0c\u9019\u5957\u5de5\u4f5c\u6d41\u80fd\u5728\u986f\u5b58\u5b89\u5168\u4e0d OOM \u7684\u524d\u63d0\u4e0b\uff0c\u6d41\u66a2\u7522\u51fa\u756b\u8cea\u9802\u7d1a\u3001\u97f3\u756b\u5b8c\u5168\u540c\u6b65\u7684\u7cbe\u7dfb\u5f71\u7247\u3002<\/p>\n<p>\u6b64\u5de5\u4f5c\u6d41\u7684\u7cbe\u9ad3\u5728\u65bc\u5176\u300c\u54c1\u8cea\u8207\u901f\u5ea6\u7684\u5b8c\u7f8e\u5e73\u8861\u300d\u3002\u900f\u904e ComfyUI \u7684\u9748\u6d3b\u67b6\u69cb\uff0c\u6211\u5011\u5c07 Qwen3-VL 32B \u6587\u5b57\u7de8\u78bc\u5668\u3001\u539f\u751f FL2VA \u64f4\u6563\u6a21\u578b\u8207\u96d9 VAE\uff08\u5f71\u7247\u8207\u97f3\u8a0a\uff09\u9032\u884c\u6a21\u7d44\u5316\u62c6\u958b\u8655\u7406\u3002\u5c0e\u5165\u7684 Spectrum \u52a0\u901f\u5668\u5728\u7dad\u6301\u524d 5 \u6b65\u69cb\u5716\u8207\u5f8c 5 \u6b65\u7d30\u7bc0\u5b8c\u5168\u539f\u751f\u7684\u57fa\u790e\u4e0a\uff0c\u5c0d\u4e2d\u9593\u63a1\u6a23\u9032\u884c\u983b\u57df\u5916\u63a8\uff1b\u642d\u914d SageAttention \u964d\u4f4e\u6ce8\u610f\u529b\u77e9\u9663\u8a08\u7b97\u958b\u92b7\uff0c\u8b93\u539f\u672c\u52d5\u8f12\u6578\u5341\u5206\u9418\u7684\u751f\u6210\u4efb\u52d9\u5927\u5e45\u63d0\u901f\u3002\u7121\u8ad6\u662f\u88fd\u4f5c\u5e36\u6709\u67d4\u548c\u54fc\u8072\u8207\u914d\u6a02\u7684\u89d2\u8272\u77ed\u7247\uff0c\u9084\u662f\u9032\u884c\u52d5\u614b\u93e1\u982d\u58d3\u529b\u6e2c\u8a66\uff0c\u9019\u5957\u6d41\u7a0b\u90fd\u662f\u4e0d\u6298\u4e0d\u6263\u7684\u9802\u7d1a\u751f\u7522\u529b\u795e\u5668\u3002<\/p>\n<h2><span style=\"color: #0000ff;\">\ud83d\udcdd \u6838\u5fc3\u6280\u8853\u8981\u9ede\u8aaa\u660e<\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u8aaa\u660e\u8207\u5efa\u8b70\u8def\u5f91<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u6838\u5fc3\u64f4\u6563\u6a21\u578b (Diffusion)<\/strong><\/td>\n<td>\u9700\u653e\u7f6e\u65bc <code>ComfyUI\\models\\diffusion_models<\/code>\uff0c\u5efa\u8b70\u4f7f\u7528 <code>minimax_h3_fl2va_pruned_fp8_scaled.safetensors<\/code>\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6587\u5b57\u8207\u8996\u89ba\u7de8\u78bc\u5668 (CLIP)<\/strong><\/td>\n<td>\u9700\u653e\u7f6e\u65bc <code>ComfyUI\\models\\text_encoders<\/code>\uff0c\u63a1\u7528 <code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code>\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5f71\u50cf\u89e3\u78bc\u5668 (Video VAE)<\/strong><\/td>\n<td>\u9700\u653e\u7f6e\u65bc <code>ComfyUI\\models\\vae<\/code>\uff0c\u6a94\u6848\u70ba <code>minimax_h3_video_vae_fp16.safetensors<\/code>\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u97f3\u8a0a\u89e3\u78bc\u5668 (Audio VAE)<\/strong><\/td>\n<td>\u9700\u653e\u7f6e\u65bc <code>ComfyUI\\models\\vae<\/code>\uff0c\u6a94\u6848\u70ba <code>minimax_h3_audio_vae_fp32.safetensors<\/code>\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u96d9\u91cd\u52a0\u901f\u5ba2\u88fd\u5316\u7bc0\u9ede<\/strong><\/td>\n<td>\u9700\u5b89\u88dd\u00a0<strong>comfyui-spectrum-minimax-h3<\/strong>\uff08Spectrum\uff09\u8207 <strong>comfyui-kjnodes<\/strong>\uff08SageAttention\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e0a\u8ff0\u63d0\u5230\u7684\u56db\u6b3e\u6838\u5fc3\u6a21\u578b\u6a94\u6848\uff0c\u5728\u60a8\u5c07\u672c\u6587\u63d0\u4f9b\u4e4b\u5de5\u4f5c\u6d41 JSON \u6a94\u6848\u5c0e\u5165 ComfyUI \u6642\uff0c\u7cfb\u7d71\u82e5\u5075\u6e2c\u5230\u672c\u5730\u8def\u5f91\u7f3a\u5c11\u5c0d\u61c9\u6a94\u6848\uff0c\u901a\u5e38\u6703\u81ea\u52d5\u8df3\u51fa\u63d0\u793a\uff0c\u8a62\u554f\u662f\u5426\u5354\u52a9\u4e0b\u8f09\u9019\u4e9b\u6a21\u578b\u3002\u9019\u9805\u81ea\u52d5\u5316\u6a5f\u5236\u80fd\u5927\u5e45\u964d\u4f4e\u521d\u6b21\u914d\u7f6e\u7684\u9580\u6abb\uff0c\u78ba\u4fdd\u5de5\u4f5c\u6d41\u5728\u4e0d\u540c\u8a2d\u5099\u9593\u9077\u79fb\u6642\u7684\u4fbf\u5229\u6027\u8207\u7a69\u5b9a\u6027\u3002\u5ba2\u88fd\u5316\u7bc0\u9ede\u5efa\u8b70\u5728\u5c0e\u5165\u5de5\u4f5c\u6d41\u524d\u5148\u884c\u5b89\u88dd\u597d\uff0c\u53e6\u5916 SageAttention \u82e5\u8981\u6210\u529f\u904b\u4f5c\uff0c\u53ef\u5148\u53c3\u8003<a href=\"https:\/\/mnya.tw\/cc\/word\/2888.html\" target=\"_blank\" rel=\"noopener\">\u9019\u7bc7\u6587\u7ae0<\/a>\u9032\u884c\u74b0\u5883\u6e96\u5099\u3002<\/p><div class=\"3a456c955cc9861673f62d33beb7714e\" data-index=\"2\" style=\"float: none; margin:0px;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-2683739050533486\"\r\n     crossorigin=\"anonymous\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-2683739050533486\"\r\n     data-ad-slot=\"3270345536\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mnya.tw\/cc\/wp-content\/uploads\/2026\/2889-1.jpg\" width=\"1280\" height=\"720\" \/><br \/>\n\u25b2 \u6b64\u5716\u5c55\u793a\u4e86\u5de5\u4f5c\u6d41\u7684\u6574\u9ad4\u908f\u8f2f\u5206\u4f48\uff0c\u4e3b\u8981\u5206\u70ba\u4e09\u500b\u6b65\u9a5f\u3002Step1 \u8ca0\u8cac\u8f09\u5165 MiniMax H3 \u6838\u5fc3\u64f4\u6563\u6a21\u578b\u3001Qwen3-VL \u6587\u672c\u7de8\u78bc\u5668\u4ee5\u53ca\u96d9 VAE \u89e3\u78bc\u5668\uff1bStep2 \u8a2d\u5b9a\u76f4\u5411\u756b\u9762\u7684\u89e3\u6790\u5ea6\u8207\u751f\u6210\u9577\u5ea6\uff0c\u4e26\u900f\u7531\u8173\u672c\u81ea\u52d5\u8a08\u7b97\u5c0d\u9f4a 17k+5 \u63a1\u6a23\u5e40\u6578\uff1bStep3 \u5247\u900f\u904e <code>PathchSageAttentionKJ<\/code> \u8207 <code>SpectrumApplyMiniMaxH3<\/code> \u96d9\u91cd\u52a0\u901f\u7bc0\u9ede\u8655\u7406\u6a21\u578b\u77e9\u9663\uff0c\u6700\u5f8c\u5c07\u63a1\u6a23\u89e3\u78bc\u5f8c\u7684\u5f71\u50cf\u8207\u97f3\u8ecc\u9032\u884c\u81ea\u52d5\u5c01\u88dd\uff0c\u5373\u6642\u8f38\u51fa\u542b\u97f3\u6548\u7684\u9ad8\u756b\u8cea\u5f71\u7247\uff01<\/p>\n<h2><span style=\"color: #0000ff;\">\u26a1 \u5be6\u6e2c\u6548\u80fd\u6578\u64da\u5c0d\u6bd4\uff08RTX 5070 Ti 16 GB\uff09<\/span><\/h2>\n<p>\u5728\u5be6\u969b\u6e2c\u8a66\u74b0\u5883\u4e2d\uff08NVIDIA GeForce RTX 5070 Ti 16 GB VRAM + 64 GB RAM\uff09\uff0c\u6211\u5011\u91dd\u5c0d 672 x 1216 px\uff089:16 \u76f4\u5411 720p \u7d1a\u5225\uff09\u300124 fps \u9032\u884c\u4e86\u4e0d\u540c\u52a0\u901f\u7d44\u5408\u8207\u751f\u6210\u6642\u9593\u7684\u5be6\u6e2c\u5c0d\u6bd4\u3002\u751f\u6210\u904e\u7a0b\u4e2d\u7d04\u4f54\u7528 50 ~ 60 GB \u7684\u7cfb\u7d71\u4e3b\u8a18\u61b6\u9ad4\u4ee5\u53ca\u7d04 12 GB \u7684\u986f\u793a\u8a18\u61b6\u9ad4\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5f71\u7247\u9577\u5ea6 \/ \u898f\u683c<\/th>\n<th>\u52a0\u901f\u914d\u7f6e\u65b9\u6848<\/th>\n<th>\u6e32\u67d3\u7e3d\u8017\u6642<\/th>\n<th>\u6548\u80fd\u8a55\u4f30\u8207\u54c1\u8cea\u8868\u73fe<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>5 \u79d2 (124 \u5e40)<\/strong><\/td>\n<td>\u55ae\u958b Spectrum \u52a0\u901f<\/td>\n<td>426 \u79d2<\/td>\n<td>\u54c1\u8cea\u6975\u4f73\uff0c\u97f3\u756b\u5b8c\u7f8e\u540c\u6b65\uff0c\u80a2\u9ad4\u7d30\u7bc0\u7a69\u5b9a\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>5 \u79d2 (124 \u5e40)<\/strong><\/td>\n<td><strong>Spectrum + SageAttention \u96d9\u52a0\u901f<\/strong><\/td>\n<td><strong>316 \u79d2<\/strong><\/td>\n<td><strong>\u6700\u4f73\u63d0\u901f\u9ede\uff01\u8017\u6642\u7e2e\u77ed\u7d04 25.8%\uff0c\u54c1\u8cea\u8207\u55ae\u958b\u7121\u7570\u3002<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>10 \u79d2 (243 \u5e40)<\/strong><\/td>\n<td>\u55ae\u958b Spectrum \u52a0\u901f<\/td>\n<td>1153 \u79d2<\/td>\n<td>\u4f9d\u7136\u6c92\u6709\u54c1\u8cea\u554f\u984c\u3002\u4f46\u751f\u6210\u6642\u9593\u9577\u4e0a\u4e0d\u5c11\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>10 \u79d2 (243 \u5e40)<\/strong><\/td>\n<td><strong>Spectrum + SageAttention \u96d9\u52a0\u901f<\/strong><\/td>\n<td><strong>786 \u79d2<\/strong><\/td>\n<td><strong>\u5927\u5e45\u63d0\u901f 31.8%\uff01\u5c07\u8fd1\u7701\u4e0b 6 \u5206\u9418\u7b49\u5f85\u6642\u9593\u3002<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span style=\"color: #0000ff;\">\ud83c\udfac \u751f\u6210\u793a\u7bc4\u63d0\u793a\u8a5e\u8207\u5f71\u97f3\u5c55\u793a<\/span><\/h2>\n<p>\u70ba\u767c\u63ee MiniMax H3 \u7684\u5287\u672c\u7406\u89e3\u8207\u8072\u756b\u540c\u6b65\u512a\u52e2\uff0c\u63d0\u793a\u8a5e\u63a1\u7528\u81ea\u7136\u8a9e\u8a00\u7d50\u69cb\u5316\u5206\u5340\u64b0\u5beb\uff1a<\/p>\n<pre class=\"line-numbers\"><code class=\"language-markup\">[Visual]\r\nA front-facing medium shot. The character directly faces the camera, gently swaying her head and upper body side-to-side while blinking naturally. Natural skin texture, soft lighting.\r\n\r\n[Audio]\r\nA female vocal emits gentle humming sounds: &lt;d&gt;[English] Hmm, hmm, hmm~&lt;\/d&gt;.\r\n\r\n[Music]\r\nCalm, sweet instrumental piano background music.<\/code><\/pre>\n<p>\u4ee5\u4e0b\u70ba\u6b64\u5de5\u4f5c\u6d41\u5be6\u969b\u7522\u51fa\u7684\u5f71\u97f3\u540c\u6b65\u793a\u7bc4\u5f71\u7247\uff1a<\/p>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/vrLVciI42TI\" width=\"512\" height=\"768\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><br \/>\n\u25b2 \u89c0\u8cde\u793a\u7bc4\u5f71\u7247\u53ef\u4ee5\u770b\u5230\u840c\u82bd\u5a18\u8f15\u6643\u8207\u7728\u773c\u52d5\u614b\u81ea\u7136\u6d41\u66a2\uff0c\u4e14\u80cc\u666f\u92fc\u7434\u97f3\u6a02\u8207\u67d4\u548c\u54fc\u8072\uff08Hmm, hmm, hmm~\uff09\u5747\u7cbe\u6e96\u5c0d\u9f4a\uff0c\u5c55\u73fe\u4e86\u5f37\u5927\u7684\u591a\u6a21\u614b\u751f\u6210\u5be6\u529b\uff01\uff08\u539f\u59cb\u975c\u614b\u5716\u50cf\u4f7f\u7528 Nano Banana 2 \u751f\u6210\uff09<\/p>\n<p>\ud83d\udc49 \u5de5\u4f5c\u6d41\u4e0b\u8f09\uff1a<strong><a href=\"https:\/\/store.mnya.tw\/l\/gtqtoy\" target=\"_blank\" rel=\"noopener\">\u9ede\u64ca\u6b64\u8655\u524d\u5f80\u4e0b\u8f09\uff08\u8d0a\u52a9\u65b9\u6848\uff09<\/a><\/strong><\/p>\n<p>\u5e0c\u671b\u80fd\u5e6b\u52a9\u5927\u5bb6\u5728\u672c\u5730\u9ad4\u9a57 MiniMax H3 \u6642\u66f4\u52a0\u5feb\u901f\u8207\u9806\u66a2\uff01\ud83d\ude01<\/p>\n\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>\u5728 AI \u5f71\u7247\u751f\u6210\u6280\u8853\u8de8\u8d8a\u5f0f\u7a81\u7834\u7684 2026 \u5e74\uff0c\u5275\u4f5c\u8005\u5c0d\u5f71\u97f3\u540c\u6b65\u54c1\u8cea\u8207\u751f\u6210\u6548\u7387\u7684\u8981\u6c42\u5df2\u63a8\u5347\u81f3\u5168\u65b0\u5883\u754c\u3002MiniMax \u7a00\u5b87\u79d1\u6280\u63a8\u51fa\u7684\u5927\u578b\u5168\u6a21\u614b\u6a21\u578b MiniMax H3\uff0c\u6191\u85c9\u5176\u539f\u751f\u300c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":24488,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,525,567],"tags":[562,591],"class_list":["post-24485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-software-application","category-ai","category-ai-video","tag-comfyui","tag-minimax-h3"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - 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