{"id":772,"date":"2026-10-06T00:54:01","date_gmt":"2026-10-05T16:54:01","guid":{"rendered":"https:\/\/qianmo.icu\/?p=772"},"modified":"2026-10-06T01:05:07","modified_gmt":"2026-10-05T17:05:07","slug":"comfyui-qwen-image-2-1-minimax-h3-guide","status":"publish","type":"post","link":"https:\/\/qianmo.icu\/index.php\/2026\/10\/06\/comfyui-qwen-image-2-1-minimax-h3-guide\/","title":{"rendered":"8GB \u663e\u5b58\u4f4e\u914d\u4e5f\u80fd\u8dd1\uff1f\uff01\u672c\u5730ComfyUI \u90e8\u7f72\u8d8a\u72f1\u7248 Qwen-Image-2.1 \u4e0e MiniMax H3 \u6559\u7a0b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">8GB \u663e\u5b58\u7684\u4f4e\u914d\u7535\u8111\u4e5f\u53ef\u4ee5\u672c\u5730\u751f\u6210\u56fe\u7247\u548c\u89c6\u9891\u3002\u672c\u6587\u4ee5\u672c\u673a\u5df2\u914d\u7f6e\u7684\u4e24\u4efd\u4f4e\u663e\u5b58\u5de5\u4f5c\u6d41\u4e3a\u4e3b\u8981\u53c2\u8003\uff1a\u56fe\u7247\u4f7f\u7528 <code>Qwen_image_2.1_GGUF_8GB.json<\/code>\uff0c\u56fe\u7247\u8f6c\u89c6\u9891\u4f7f\u7528 <code>04_i2v_fl2v_4step_sla_lowvram.json<\/code>\u3002\u672c\u673a\u53c2\u8003\u663e\u5361\u4e3a RTX 4070 Laptop GPU\uff0c\u7ea6 8GB \u663e\u5b58\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6559\u7a0b\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff1a\u5148\u5b89\u88c5 ComfyUI\uff0c\u518d\u914d\u7f6e Qwen-Image-2.1 \u8d8a\u72f1\u7248\u751f\u6210\u56fe\u7247\uff0c\u63a5\u7740\u914d\u7f6e MiniMax H3 \u751f\u6210\u89c6\u9891\uff0c\u6700\u540e\u4ecb\u7ecd\u4f7f\u7528 SnowLeopard Vision \u8fdb\u884c\u56fe\u7247\u4e0e\u89c6\u9891\u8d85\u5206\u3001\u8865\u5e27\u3002Qwen \u4e0e MiniMax \u90e8\u5206\u6309\u201c\u4e0b\u8f7d\u6a21\u578b \u2192 \u653e\u5165\u6587\u4ef6\u5939 \u2192 \u4e0b\u8f7d\u5e76\u5bfc\u5165\u5de5\u4f5c\u6d41 \u2192 \u751f\u6210\u4f7f\u7528\u201d\u7684\u987a\u5e8f\u64cd\u4f5c\u3002\u4f4e\u663e\u5b58\u65b9\u6848\u4f1a\u7528\u5230\u7cfb\u7edf\u5185\u5b58\u5378\u8f7d\u548c\u5206\u5757\u5904\u7406\uff0c\u9996\u6b21\u5148\u5b8c\u6210\u4e00\u4e2a\u5c0f\u4efb\u52a1\uff0c\u518d\u589e\u52a0\u5c3a\u5bf8\u548c\u89c6\u9891\u65f6\u957f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u5b57\u6559\u7a0b\u53c2\u8003\uff1a<a href=\"https:\/\/www.freedidi.com\/25507.html\">\u96f6\u5ea6\u535a\u5ba2\uff1aQwen-Image-2.1<\/a>\u3001<a href=\"https:\/\/www.freedidi.com\/25385.html\">\u96f6\u5ea6\u535a\u5ba2\uff1aMiniMax H3<\/a>\u3002\u4ee5\u4e0b\u6587\u4ef6\u5939\u4ee5 Windows \u684c\u9762\u7248\u8def\u5f84\u4e3a\u4f8b\uff1bLinux \u4f7f\u7528\u5bf9\u5e94\u5b9e\u4f8b\u7684\u6a21\u578b\u4e0e\u8282\u70b9\u76ee\u5f55\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001ComfyUI \u5b89\u88c5\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e0b\u8f7d\u5e76\u5b89\u88c5 ComfyUI<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00 <a href=\"https:\/\/comfy.org\/\">Comfy \u5b98\u65b9\u7f51\u7ad9<\/a>\uff0c\u4e0b\u8f7d\u9002\u5408\u81ea\u5df1\u7cfb\u7edf\u7684\u684c\u9762\u5ba2\u6237\u7aef\u3002<\/li>\n\n\n\n<li>\u8fd0\u884c\u5b89\u88c5\u7a0b\u5e8f\uff0c\u9009\u62e9\u5b89\u88c5\u4f4d\u7f6e\uff0c\u6309\u63d0\u793a\u5b8c\u6210\u5b89\u88c5\u3002<\/li>\n\n\n\n<li>\u542f\u52a8\u5ba2\u6237\u7aef\uff0c\u521b\u5efa\u6216\u6253\u5f00\u4e00\u4e2a ComfyUI \u5b89\u88c5\u5b9e\u4f8b\uff0c\u5e76\u6309\u7167\u754c\u9762\u63d0\u793a\u5b8c\u6210\u73af\u5883\u51c6\u5907\u3002<\/li>\n\n\n\n<li>\u7b49\u5f85\u542f\u52a8\u5b8c\u6210\uff0c\u786e\u8ba4\u80fd\u591f\u8fdb\u5165 ComfyUI \u5de5\u4f5c\u6d41\u753b\u5e03\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5df2\u7ecf\u5b89\u88c5\u7684\u7528\u6237\uff0c\u5148\u4fdd\u5b58\u5e38\u7528\u5de5\u4f5c\u6d41\uff0c\u518d\u66f4\u65b0\u684c\u9762\u5ba2\u6237\u7aef\u548c\u5f53\u524d\u5b9e\u4f8b\u4e2d\u7684 ComfyUI\u3002\u684c\u9762\u5ba2\u6237\u7aef\u53ef\u5728\u8bbe\u7f6e\u4e2d\u7684 Updates \u9875\u9762\u68c0\u67e5\u66f4\u65b0\uff0c\u6309\u63d0\u793a\u91cd\u542f\uff0c\u5177\u4f53\u89c1 <a href=\"https:\/\/docs.comfy.org\/installation\/desktop\/windows\">\u5b98\u65b9 Windows \u5b89\u88c5\u4e0e\u66f4\u65b0\u8bf4\u660e<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u786e\u8ba4\u6a21\u578b\u548c\u81ea\u5b9a\u4e49\u8282\u70b9\u76ee\u5f55<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u7248 Windows \u684c\u9762\u7248\u901a\u5e38\u4f7f\u7528\u4e0b\u9762\u7684\u5171\u4eab\u6a21\u578b\u76ee\u5f55\u3002\u628a\u8def\u5f84\u590d\u5236\u5230\u8d44\u6e90\u7ba1\u7406\u5668\u5730\u5740\u680f\uff0c\u5373\u53ef\u5c55\u5f00\u5f53\u524d\u7528\u6237\u7684\u5b9e\u9645\u76ee\u5f55\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c55\u5f00\u540e\u7684\u8def\u5f84\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C:\\Users\\\u4f60\u7684\u7528\u6237\u540d\\AppData\\Local\\Comfy-Desktop\\ComfyUI-Shared\\models<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5b89\u88c5\u65f6\u81ea\u5b9a\u4e49\u4e86\u6a21\u578b\u4f4d\u7f6e\uff0c\u6216\u4f7f\u7528\u65e7\u7248\u3001\u4fbf\u643a\u7248\u3001\u624b\u52a8\u5b89\u88c5\u7248\uff0c\u4ee5\u5f53\u524d\u5b9e\u4f8b\u914d\u7f6e\u4e3a\u51c6\u3002\u4fbf\u643a\u7248\u548c\u624b\u52a8\u5b89\u88c5\u7248\u901a\u5e38\u4f7f\u7528 <code>ComfyUI\\models<\/code>\u3002\u684c\u9762\u5b9e\u4f8b\u548c\u5171\u4eab\u6a21\u578b\u7684\u9ed8\u8ba4\u4f4d\u7f6e\u53ef\u5728 <a href=\"https:\/\/docs.comfy.org\/installation\/desktop\/windows\">\u5b98\u65b9\u76ee\u5f55\u8bf4\u660e<\/a>\u4e2d\u6838\u5bf9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u673a Linux \u684c\u9762\u73af\u5883\u4f7f\u7528\u7684\u5171\u4eab\u6a21\u578b\u76ee\u5f55\u4e3a <code>~\/ComfyUI-Shared\/models<\/code>\u3002Linux \u7528\u6237\u6309\u81ea\u5df1\u5b9e\u4f8b\u7684\u5b9e\u9645\u76ee\u5f55\u653e\u7f6e\u6587\u4ef6\uff0c\u540e\u7eed\u7684 <code>diffusion_models<\/code>\u3001<code>text_encoders<\/code> \u548c <code>vae<\/code> \u5b50\u76ee\u5f55\u5bf9\u5e94\u5173\u7cfb\u76f8\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u653e\u5728 <code>models<\/code> \u4e0b\uff0c\u81ea\u5b9a\u4e49\u8282\u70b9\u5b89\u88c5\u5728\u5f53\u524d\u5b9e\u4f8b\u7684 <code>ComfyUI\\custom_nodes<\/code> \u4e0b\u3002\u5148\u627e\u5230\u5305\u542b <code>main.py<\/code> \u7684 ComfyUI \u6839\u76ee\u5f55\uff0c\u518d\u6253\u5f00\u5176\u4e2d\u7684 <code>custom_nodes<\/code>\uff1b\u4e0d\u8981\u628a\u8282\u70b9\u63d2\u4ef6\u653e\u8fdb\u5171\u4eab\u6a21\u578b\u76ee\u5f55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540e\u7eed\u4f1a\u7528\u5230\u4e09\u4e2a\u6a21\u578b\u5b50\u76ee\u5f55\uff1a<code>diffusion_models<\/code> \u653e\u4e3b\u6a21\u578b\uff0c<code>text_encoders<\/code> \u653e\u7f16\u7801\u5668\uff0c<code>vae<\/code> \u653e\u81ea\u7f16\u7801\u5668\u3002\u5de5\u4f5c\u6d41 JSON \u5355\u72ec\u4fdd\u5b58\u5373\u53ef\uff0c\u5728 ComfyUI \u4e2d\u5bfc\u5165\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001Qwen-Image \u8d8a\u72f1\u7248\u56fe\u7247\u751f\u6210<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e0b\u8f7d\u9700\u8981\u7684\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u90e8\u5206\u4f7f\u7528\u793e\u533a\u53d1\u5e03\u7684 Qwen-Image-2.1 Uncensored GGUF\uff0c\u4e5f\u5c31\u662f\u53c2\u8003\u6587\u7ae0\u4e2d\u7684\u8d8a\u72f1\u7248\u3002\u6253\u5f00 <a href=\"https:\/\/huggingface.co\/abenzerps\/Qwen-Image-2.1-Uncensored-GGUF\/tree\/main\">\u6a21\u578b\u4ed3\u5e93<\/a>\uff0c\u51c6\u5907\u4e0b\u9762\u4e09\u7c7b\u6587\u4ef6\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6587\u4ef6\u4f5c\u7528<\/th><th>\u6587\u4ef6\u540d<\/th><th>\u4e0b\u8f7d\u5165\u53e3<\/th><\/tr><\/thead><tbody><tr><td>\u8d8a\u72f1\u7248\u56fe\u7247\u4e3b\u6a21\u578b<\/td><td><code>qwen-image-2.1-UC-Q4_K_M.gguf<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/abenzerps\/Qwen-Image-2.1-Uncensored-GGUF\/blob\/main\/qwen-image-2.1-UC-Q4_K_M.gguf\">\u4e3b\u6a21\u578b\u4e0b\u8f7d<\/a><\/td><\/tr><tr><td>\u914d\u5957\u7f16\u7801\u5668<\/td><td><code>qwen3vl_8b_int8_convrot.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/abenzerps\/Qwen-Image-2.1-Uncensored-GGUF\/tree\/main\/text_encoders\">\u7f16\u7801\u5668\u4e0b\u8f7d<\/a><\/td><\/tr><tr><td>\u56fe\u7247 VAE<\/td><td><code>qwen_image_2.1_vae_bf16.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/abenzerps\/Qwen-Image-2.1-Uncensored-GGUF\/tree\/main\/vae\">VAE \u4e0b\u8f7d<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f16\u7801\u5668\u4e5f\u53ef\u6309\u5de5\u4f5c\u6d41\u9009\u62e9 <code>qwen3vl_8b_bf16.safetensors<\/code>\uff0c\u4f46\u8981\u7559\u610f\u5b83\u4e0e INT8 \u7248\u672c\u7684\u8d44\u6e90\u5360\u7528\u5dee\u522b\u3002\u9996\u6b21\u53ef\u5148\u9009\u8868\u4e2d\u7684 INT8 \u6587\u4ef6\u3002\u4e3b\u6a21\u578b\u5fc5\u987b\u9009\u62e9\u5e26 <code>UC<\/code> \u7684\u7248\u672c\uff0c\u5e76\u4fdd\u7559\u4e0b\u8f7d\u540e\u7684\u5b8c\u6574\u6587\u4ef6\u540d\u3002\u6587\u4ef6\u7ec4\u5408\u4e0e\u52a0\u8f7d\u8bf4\u660e\u4f9d\u636e <a href=\"https:\/\/huggingface.co\/abenzerps\/Qwen-Image-2.1-Uncensored-GGUF\">\u6a21\u578b\u4f5c\u8005\u6587\u6863<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u6587\u7ae0\u53e6\u63d0\u4f9b <a href=\"https:\/\/pan.quark.cn\/s\/46d131335de9\">\u6a21\u578b\u7f51\u76d8\u5165\u53e3<\/a>\u3002\u4e0b\u8f7d\u540e\u4ecd\u9700\u6838\u5bf9\u5b9e\u9645\u6587\u4ef6\u540d\u548c\u5de5\u4f5c\u6d41\u914d\u7f6e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u628a\u6a21\u578b\u653e\u5230\u5bf9\u5e94\u6587\u4ef6\u5939<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7b2c\u4e00\u90e8\u5206\u627e\u5230\u7684\u6a21\u578b\u76ee\u5f55\u4e2d\uff0c\u6309\u4e0b\u9762\u7684\u7ed3\u6784\u653e\u7f6e\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>models\/\n\u251c\u2500\u2500 diffusion_models\/\n\u2502   \u2514\u2500\u2500 qwen-image-2.1-UC-Q4_K_M.gguf\n\u251c\u2500\u2500 text_encoders\/\n\u2502   \u2514\u2500\u2500 qwen3vl_8b_int8_convrot.safetensors\n\u2514\u2500\u2500 vae\/\n    \u2514\u2500\u2500 qwen_image_2.1_vae_bf16.safetensors<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Windows \u684c\u9762\u7248\u7684\u9ed8\u8ba4\u76ee\u6807\u6587\u4ef6\u5939\u5206\u522b\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4e3b\u6a21\u578b\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\diffusion_models\n\n\u7f16\u7801\u5668\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\text_encoders\n\nVAE\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\vae<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8f7d\u5168\u90e8\u5b8c\u6210\u540e\u518d\u590d\u5236\u6587\u4ef6\u3002\u653e\u7f6e\u5b8c\u6210\u540e\u5237\u65b0\u6a21\u578b\u5217\u8868\u6216\u91cd\u542f\u5f53\u524d\u5b9e\u4f8b\uff0c\u786e\u4fdd\u52a0\u8f7d\u8282\u70b9\u80fd\u591f\u9009\u5230\u5b83\u4eec\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e0b\u8f7d\u5e76\u5bfc\u5165\u8d8a\u72f1\u7248\u5de5\u4f5c\u6d41<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u5b89\u88c5 GGUF \u52a0\u8f7d\u8282\u70b9\u3002\u5728\u5f53\u524d\u5b9e\u4f8b\u7684 <code>custom_nodes<\/code> \u6587\u4ef6\u5939\u6253\u5f00\u7ec8\u7aef\uff0c\u6267\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone https:\/\/github.com\/leejet\/ComfyUI-GGUF<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u540e\u5728\u8fd9\u4e2a ComfyUI \u5b9e\u4f8b\u7684 Python \u73af\u5883\u4e2d\u5b89\u88c5\u4f9d\u8d56\u3002\u4ecd\u5728 <code>custom_nodes<\/code> \u76ee\u5f55\u65f6\uff0c\u6267\u884c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python -m pip install -r ComfyUI-GGUF\/requirements.txt<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u7684 <code>python<\/code> \u8981\u5bf9\u5e94\u8fd0\u884c ComfyUI \u7684\u73af\u5883\uff1b\u4fbf\u643a\u7248\u4f7f\u7528\u81ea\u5e26 Python\uff0c\u684c\u9762\u7248\u4f7f\u7528\u5b9e\u4f8b\u7684\u73af\u5883\u7ec8\u7aef\u3002\u5b8c\u6210\u540e\u91cd\u542f ComfyUI\u3002\u5df2\u88c5\u65e7\u7248\u540c\u540d\u8282\u70b9\u65f6\uff0c\u5148\u5907\u4efd\uff0c\u518d\u6309 <a href=\"https:\/\/github.com\/leejet\/ComfyUI-GGUF\">GGUF \u8282\u70b9\u4ed3\u5e93\u8bf4\u660e<\/a>\u66f4\u65b0\u6216\u66ff\u6362\uff0c\u907f\u514d\u91cd\u590d\u5b89\u88c5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8GB \u663e\u5b58\u4e3b\u63a8\u8350\u4e0b\u8f7d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/Qwen_image_2.1_GGUF_8GB.json\" download=\"\">\u4e0b\u8f7d\u672c\u673a\u53c2\u8003\u7684 Qwen_image_2.1_GGUF_8GB \u5de5\u4f5c\u6d41<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8f7d <code>Qwen_image_2.1_GGUF_8GB.json<\/code> \u540e\uff0c\u76f4\u63a5\u628a JSON \u62d6\u5165 ComfyUI \u753b\u5e03\u3002\u8fd9\u4efd\u5de5\u4f5c\u6d41\u4f7f\u7528 UC Q4_K_M \u4e3b\u6a21\u578b\u30018B INT8 \u7f16\u7801\u5668\u548c\u5206\u5757 VAE \u89e3\u7801\uff0c\u4f5c\u4e3a\u672c\u6587\u6587\u751f\u56fe\u7684\u4e3b\u8981\u63a8\u8350\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u8d8a\u72f1\u5de5\u4f5c\u6d41\u4f5c\u4e3a\u8865\u5145\uff0c\u5c24\u5176\u662f\u591a\u56fe\u7247\u7f16\u8f91\u9700\u6c42\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/pan.cloudeop.com\/s\/D2DE10FE0081EE80\">\u539f\u6587\u63d0\u4f9b\u7684\u8d8a\u72f1\u5de5\u4f5c\u6d41\u4e0b\u8f7d<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/pan.quark.cn\/s\/a11471bf61ba\">\u8d8a\u72f1\u5de5\u4f5c\u6d41\u5907\u7528\u7f51\u76d8<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u4e0b\u8f7d\u9875\u5305\u542b\u6587\u751f\u56fe\u548c\u591a\u56fe\u7247\u7f16\u8f91\u4e24\u4e2a\u6587\u4ef6\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5de5\u4f5c\u6d41\u6587\u4ef6<\/th><th>\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td><code>\uff08\u8d8a\u72f1\u7248\uff09image_qwen_image_2_1_t2i_gguf.json<\/code><\/td><td>\u8f93\u5165\u63d0\u793a\u8bcd\u751f\u6210\u56fe\u7247<\/td><\/tr><tr><td><code>\uff08\u8d8a\u72f1\u7248\uff09Qwen image 2.1 \u591a\u56fe\u7247\u7f16\u8f91\u6a21\u578b.json<\/code><\/td><td>\u4e0a\u4f20\u53c2\u8003\u56fe\u7247\u5e76\u7f16\u8f91<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8f7d JSON \u540e\uff0c\u76f4\u63a5\u62d6\u5165 ComfyUI \u7a7a\u767d\u753b\u5e03\uff0c\u6216\u4f7f\u7528\u6253\u5f00\u5de5\u4f5c\u6d41\u529f\u80fd\u5bfc\u5165\u3002\u82e5\u4e0b\u8f7d\u7684\u662f\u538b\u7f29\u5305\uff0c\u5148\u89e3\u538b\uff0c\u5bfc\u5165\u5176\u4e2d\u7684 JSON\u3002\u4e0d\u8981\u628a\u7f51\u9875 HTML \u5f53\u6210\u5de5\u4f5c\u6d41\u6587\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bfc\u5165\u540e\uff0c\u4f9d\u6b21\u68c0\u67e5\u4e09\u4e2a\u52a0\u8f7d\u8282\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>Unet Loader (GGUF)<\/code>\uff1a\u9009\u62e9 <code>qwen-image-2.1-UC-Q4_K_M.gguf<\/code>\u3002<\/li>\n\n\n\n<li><code>CLIPLoader<\/code>\uff1a\u9009\u62e9\u914d\u5957 8B \u7f16\u7801\u5668\uff0c\u7c7b\u578b\u8bbe\u4e3a <code>qwen_image<\/code>\u3002<\/li>\n\n\n\n<li><code>VAELoader<\/code>\uff1a\u9009\u62e9 <code>qwen_image_2.1_vae_bf16.safetensors<\/code>\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u76d8\u5de5\u4f5c\u6d41\u53ef\u80fd\u4fdd\u7559\u65e7\u6587\u4ef6\u540d\uff0c\u5bfc\u5165\u540e\u624b\u52a8\u91cd\u65b0\u9009\u62e9\u81ea\u5df1\u4e0b\u8f7d\u7684\u6587\u4ef6\u5373\u53ef\u3002\u5982\u679c\u8282\u70b9\u5c01\u88c5\u5728\u5b50\u56fe\u4e2d\uff0c\u5148\u6253\u5f00\u76f8\u5e94\u5b50\u56fe\u3002\u51fa\u73b0\u7f3a\u5931\u8282\u70b9\u65f6\uff0c\u6309\u8282\u70b9\u540d\u79f0\u5b89\u88c5\u5bf9\u5e94\u63d2\u4ef6\uff0c\u5e76\u68c0\u67e5\u542f\u52a8\u65e5\u5fd7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u673a 8GB \u56fe\u7247\u5de5\u4f5c\u6d41\u7684\u4e3b\u8981\u53c2\u6570\u5982\u4e0b\uff0c\u5bfc\u5165\u540e\u5148\u6309\u8fd9\u5957\u914d\u7f6e\u4f7f\u7528\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9879\u76ee<\/th><th>\u672c\u673a\u53c2\u8003\u914d\u7f6e<\/th><\/tr><\/thead><tbody><tr><td>\u4e3b\u6a21\u578b<\/td><td>UC Q4_K_M GGUF<\/td><\/tr><tr><td>\u7f16\u7801\u5668<\/td><td>Qwen 8B INT8 ConvRot<\/td><\/tr><tr><td>\u56fe\u7247\u5c3a\u5bf8\u4e0e\u6570\u91cf<\/td><td>1024 \u00d7 1024\uff0c\u6bcf\u6b21 1 \u5f20<\/td><\/tr><tr><td>\u91c7\u6837\u6b65\u6570 \/ CFG<\/td><td>25 \/ 1<\/td><\/tr><tr><td>\u91c7\u6837\u5668 \/ \u8c03\u5ea6\u5668<\/td><td><code>euler<\/code> \/ <code>simple<\/code><\/td><\/tr><tr><td>\u56fe\u7247\u89e3\u7801<\/td><td><code>VAEDecodeTiled<\/code>\uff0c\u5206\u5757\u5927\u5c0f 256\uff0c\u91cd\u53e0 64<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4fdd\u7559\u5206\u5757\u89e3\u7801\u8282\u70b9\uff0c\u5148\u8ba9\u8fd9\u5957\u4f4e\u663e\u5b58\u914d\u7f6e\u6b63\u5e38\u8f93\u51fa\u56fe\u7247\uff0c\u518d\u8c03\u6574\u753b\u5e45\u548c\u6279\u91cf\u6570\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u56fe\u7247\u751f\u6210\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u751f\u56fe\u64cd\u4f5c\u987a\u5e8f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00 <code>Qwen_image_2.1_GGUF_8GB.json<\/code>\uff0c\u786e\u8ba4\u4e3b\u6a21\u578b\u3001\u7f16\u7801\u5668\u548c VAE \u5df2\u9009\u4e2d\u3002<\/li>\n\n\n\n<li>\u5728 <code>TextEncodeQwenImage21<\/code> \u8282\u70b9\u586b\u5199\u4e3b\u4f53\u3001\u573a\u666f\u3001\u6784\u56fe\u4e0e\u5149\u7ebf\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u5148\u4f7f\u7528\u5de5\u4f5c\u6d41\u9ed8\u8ba4\u7684\u91c7\u6837\u53c2\u6570\uff0c\u6bcf\u6b21\u751f\u6210\u4e00\u5f20\u56fe\u7247\u3002<\/li>\n\n\n\n<li>\u70b9\u51fb\u8fd0\u884c\u6216\u52a0\u5165\u961f\u5217\uff0c\u7b49\u5f85\u9884\u89c8\u548c\u4fdd\u5b58\u8282\u70b9\u8f93\u51fa\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u4fdd\u5b58\u56fe\u7247\u4e0e\u8fd9\u4efd\u5de5\u4f5c\u6d41\uff0c\u6210\u529f\u540e\u518d\u8c03\u6574\u5c3a\u5bf8\u3001\u968f\u673a\u79cd\u5b50\u548c\u63d0\u793a\u8bcd\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u4f7f\u7528\u4e0b\u9762\u7684\u63d0\u793a\u8bcd\u6d4b\u8bd5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u6e05\u6668\u7684\u6c5f\u5357\u5c0f\u9547\uff0c\u4e00\u4f4d25\u5c81\u5de6\u53f3\u7684\u6210\u5e74\u4e2d\u56fd\u5973\u6027\u7ad9\u5728\u9752\u77f3\u6865\u4e0a\uff0c\u8eab\u7a7f\u6d45\u9752\u8272\u6c49\u670d\uff0c\u624b\u6301\u6cb9\u7eb8\u4f1e\uff0c\u5fae\u5fae\u4fa7\u8eab\u770b\u5411\u955c\u5934\uff0c\u795e\u6001\u81ea\u7136\u3002\n\u91c7\u7528\u8170\u90e8\u4ee5\u4e0a\u7684\u4e2d\u8fd1\u666f\u4eba\u50cf\u6784\u56fe\uff0c\u4eba\u7269\u662f\u753b\u9762\u7684\u4e3b\u8981\u4e3b\u4f53\uff0c\u5360\u753b\u9762\u7ea6\u4e09\u5206\u4e4b\u4e8c\uff0c\u9762\u90e8\u8db3\u591f\u5927\u4e14\u6e05\u6670\uff0c\u4f1e\u6cbf\u4e0d\u906e\u6321\u9762\u90e8\u3002\n\u7cbe\u786e\u5bf9\u7126\u53cc\u773c\uff0c\u6e05\u6670\u5448\u73b0\u773c\u775b\u3001\u7709\u6bdb\u3001\u9f3b\u5b50\u548c\u5634\u5507\uff0c\u4e94\u5b98\u81ea\u7136\u534f\u8c03\uff0c\u4fdd\u7559\u771f\u5b9e\u76ae\u80a4\u7eb9\u7406\u3001\u53d1\u4e1d\u548c\u8863\u6599\u7ec6\u8282\u3002\n\u4eba\u7269\u65c1\u8fb9\u53ef\u89c1\u9752\u77f3\u6865\u680f\u6746\uff0c\u80cc\u666f\u662f\u5b89\u9759\u7684\u6cb3\u9053\u3001\u767d\u5899\u9edb\u74e6\u7684\u8001\u5c4b\u548c\u8584\u8584\u7684\u6668\u96fe\uff0c\u6c34\u9762\u6709\u7ec6\u5fae\u5012\u5f71\u3002\n\u67d4\u548c\u6668\u5149\u5747\u5300\u7167\u4eae\u9762\u90e8\uff0c\u81ea\u7136\u4eba\u50cf\u6444\u5f71\u8d28\u611f\uff0c\u80cc\u666f\u8f7b\u5fae\u865a\u5316\uff0c\u4eba\u7269\u9762\u90e8\u4fdd\u6301\u9510\u5229\u6e05\u6670\u3002\n\u5934\u90e8\u548c\u6cb9\u7eb8\u4f1e\u5468\u56f4\u7559\u51fa\u9002\u5f53\u7a7a\u95f4\uff0c\u907f\u514d\u62e5\u6324\u6784\u56fe\uff0c\u4e0d\u51fa\u73b0\u6587\u5b57\u6216\u6c34\u5370\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u7a81\u51fa\u4eba\u8138\u7ec6\u8282\uff0c\u5148\u8ba9\u4eba\u7269\u5728\u753b\u9762\u4e2d\u5360\u636e\u8db3\u591f\u5927\u7684\u6bd4\u4f8b\u3002\u672c\u4f8b\u4f7f\u7528\u8170\u90e8\u4ee5\u4e0a\u7684\u4e2d\u8fd1\u666f\u5e76\u5bf9\u7126\u53cc\u773c\uff0c\u907f\u514d\u628a\u4eba\u7269\u653e\u6210\u8fdc\u666f\u4e2d\u7684\u5c0f\u4e3b\u4f53\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5de5\u4f5c\u6d41\u63d0\u4f9b\u72ec\u7acb\u8d1f\u9762\u63d0\u793a\u8bcd\u8f93\u5165\uff0c\u53ef\u4ee5\u586b\u5199\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4eba\u8138\u6a21\u7cca\uff0c\u5931\u7126\uff0c\u8fdc\u666f\u5c0f\u4eba\u7269\uff0c\u91cd\u590d\u4e3b\u4f53\uff0c\u80a2\u4f53\u7578\u5f62\uff0c\u591a\u4f59\u624b\u6307\uff0c\u626d\u66f2\u5efa\u7b51\uff0c\u8fc7\u5ea6\u78e8\u76ae\uff0c\u6587\u5b57\uff0c\u6c34\u5370<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u662f\u672c\u673a 8GB \u663e\u5b58\u914d\u7f6e\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u622a\u56fe\uff0c\u4ee5\u53ca\u4f7f\u7528\u4e0a\u8ff0\u63d0\u793a\u8bcd\u5b9e\u9645\u751f\u6210\u7684\u56fe\u7247\u3002\u6240\u6709\u6a21\u578b\u52a0\u8f7d\u3001\u91c7\u6837\u3001\u89e3\u7801\u548c\u4fdd\u5b58\u8282\u70b9\u5747\u5df2\u5c55\u793a\uff0c\u70b9\u51fb\u914d\u56fe\u53ef\u4ee5\u67e5\u770b\u539f\u56fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-qwen-clear-face-workflow.jpg\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-qwen-clear-face-workflow.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1460\" height=\"610\" data-original=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-qwen-clear-face-workflow.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u672c\u673a 8GB Qwen GGUF \u4e2d\u8fd1\u666f\u4eba\u50cf\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u5c55\u793a\u6e05\u6670\u9762\u90e8\u63d0\u793a\u8bcd\u548c\u5168\u90e8\u4e5d\u4e2a\u751f\u6210\u8282\u70b9\" class=\"wp-image-786\"  sizes=\"auto, (max-width: 1460px) 100vw, 1460px\" \/><\/div><\/a><figcaption class=\"wp-element-caption\">\u4e2d\u8fd1\u666f\u4eba\u50cf\u5b8c\u6574\u5de5\u4f5c\u6d41\u5b9e\u62cd\uff1a\u4eba\u7269\u5360\u636e\u8f83\u5927\u753b\u9762\u6bd4\u4f8b\u5e76\u5bf9\u7126\u53cc\u773c\uff0c\u4f7f\u7528 Q4_K_M \u4e3b\u6a21\u578b\u3001INT8 \u7f16\u7801\u5668\u4e0e\u5206\u5757 VAE \u89e3\u7801\u3002\u5168\u90e8 9 \u4e2a\u8282\u70b9\u5747\u5df2\u5c55\u793a\uff0c\u70b9\u51fb\u56fe\u7247\u53ef\u67e5\u770b\u539f\u56fe\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-02-jiangnan-clear-face-result.png\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-02-jiangnan-clear-face-result.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" data-original=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-02-jiangnan-clear-face-result.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u6c5f\u5357\u9752\u77f3\u6865\u4e0a\u7684\u6210\u5e74\u5973\u6027\u7a7f\u6d45\u9752\u8272\u6c49\u670d\u6491\u6cb9\u7eb8\u4f1e\uff0c\u4e2d\u8fd1\u666f\u6784\u56fe\u4f7f\u773c\u775b\u3001\u4e94\u5b98\u548c\u76ae\u80a4\u7eb9\u7406\u6e05\u6670\u53ef\u89c1\" class=\"wp-image-787\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/a><figcaption class=\"wp-element-caption\">\u4f7f\u7528\u4e0a\u65b9\u4e2d\u8fd1\u666f\u4eba\u50cf\u63d0\u793a\u8bcd\uff0c\u5728\u672c\u673a RTX 4070 Laptop 8GB \u663e\u5361\u5b9e\u9645\u751f\u6210\u3002\u4eba\u7269\u9762\u90e8\u5360\u636e\u8f83\u5927\u753b\u9762\u6bd4\u4f8b\uff0c\u53cc\u773c\u3001\u4e94\u5b98\u548c\u76ae\u80a4\u7eb9\u7406\u6e05\u6670\u53ef\u89c1\u3002\u53c2\u6570\u4e3a 1024 \u00d7 1024\u300125 \u6b65\u3001CFG 1\u3001Euler \/ simple\uff0c\u968f\u673a\u79cd\u5b50 593103825222985\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe\u50cf\u7f16\u8f91\u65f6\uff0c\u6253\u5f00\u591a\u56fe\u7247\u7f16\u8f91\u5de5\u4f5c\u6d41\uff0c\u5728\u56fe\u7247\u8f93\u5165\u8282\u70b9\u4e0a\u4f20\u7d20\u6750\uff0c\u518d\u7528\u6587\u5b57\u8bf4\u660e\u4fee\u6539\u8981\u6c42\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4fdd\u7559\u4eba\u7269\u7684\u9762\u90e8\u3001\u59ff\u6001\u548c\u6444\u5f71\u6784\u56fe\uff0c\u628a\u5916\u5957\u6539\u6210\u6df1\u84dd\u8272\u725b\u4ed4\u5939\u514b\u3002\n\u4fdd\u6301\u81ea\u7136\u5149\u7167\u548c\u8863\u6599\u7eb9\u7406\uff0c\u80cc\u666f\u4e0d\u53d8\uff0c\u4e0d\u589e\u52a0\u65b0\u7684\u914d\u9970\u6216\u4eba\u7269\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u4f7f\u7528\u672c\u673a\u6b64\u524d\u751f\u6210\u7684\u4eba\u50cf\u4f5c\u4e3a\u7f16\u8f91\u7d20\u6750\uff0c\u5c55\u793a\u540c\u4e00\u53f0 8GB \u663e\u5b58\u7535\u8111\u7684\u7f16\u8f91\u5de5\u4f5c\u6d41\u4e0e\u524d\u540e\u5bf9\u7167\u3002\u672c\u6b21\u7f16\u8f91\u4f7f\u7528 CFG 4\uff1b\u6587\u751f\u56fe\u793a\u4f8b\u4f7f\u7528 CFG 1\uff0c\u4e24\u79cd\u573a\u666f\u7684\u53c2\u6570\u8bf7\u5206\u522b\u53c2\u8003\u56fe\u6ce8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u4f4e\u663e\u5b58\u7f16\u8f91\u793a\u4f8b\u6cbf\u7528\u540c\u4e00\u5957 GGUF \u4e3b\u6a21\u578b\u3001INT8 \u7f16\u7801\u5668\u548c\u56fe\u7247 VAE\u3002\u5728\u5de5\u4f5c\u6d41\u4e2d\u589e\u52a0 LoadImage\uff0c\u628a\u7d20\u6750\u8fde\u63a5\u5230 TextEncodeQwenImage21 \u7684 images.image_1 \u8f93\u5165\uff0c\u5e76\u63a5\u5165 VAE\uff1bKSampler \u7684 Latent \u8f93\u5165\u6539\u63a5\u8be5\u7f16\u7801\u8282\u70b9\u7684 latent \u8f93\u51fa\u3002\u5148\u7528\u4e00\u5f20\u7d20\u6750\u6d4b\u8bd5\uff0c\u5176\u4ed6\u56fe\u7247\u8f93\u5165\u53ef\u4ee5\u7559\u7a7a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-04-qwen-edit-full-workflow.jpg\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-04-qwen-edit-full-workflow.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1460\" height=\"740\" data-original=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-04-qwen-edit-full-workflow.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u672c\u673a\u4f4e\u663e\u5b58\u56fe\u7247\u7f16\u8f91\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u56fe\u7247\u8f93\u5165\u8fde\u63a5 Qwen \u7f16\u7801\u8282\u70b9\u5e76\u8f93\u51fa\u725b\u4ed4\u5939\u514b\u4fee\u6539\u7ed3\u679c\" class=\"wp-image-783\"  sizes=\"auto, (max-width: 1460px) 100vw, 1460px\" \/><\/div><\/a><figcaption class=\"wp-element-caption\">\u56fe\u7247\u7f16\u8f91\u5b8c\u6574\u5de5\u4f5c\u6d41\u5b9e\u62cd\uff1a\u6cbf\u7528\u76f8\u540c\u7684 GGUF \u4e3b\u6a21\u578b\u3001INT8 \u7f16\u7801\u5668\u548c VAE\uff0c\u63a5\u5165\u539f\u56fe\uff0c\u91c7\u6837 Latent \u4f7f\u7528\u7f16\u7801\u8282\u70b9\u7684 latent \u8f93\u51fa\uff0c\u672c\u6b21\u7f16\u8f91 CFG \u4e3a 4\u3002\u70b9\u51fb\u56fe\u7247\u53ef\u67e5\u770b\u539f\u56fe\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-05-edit-comparison.jpg\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-05-edit-comparison.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2068\" height=\"1024\" data-original=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-05-edit-comparison.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\u5de6\u8fb9\u662f\u672c\u673a\u751f\u6210\u7684\u6d45\u9752\u6c49\u670d\u4eba\u50cf\u539f\u56fe\uff0c\u53f3\u8fb9\u662f\u628a\u4e0a\u8863\u6539\u6210\u6df1\u84dd\u8272\u725b\u4ed4\u5939\u514b\u540e\u7684\u672c\u673a\u7f16\u8f91\u7ed3\u679c\" class=\"wp-image-784\"  sizes=\"auto, (max-width: 2068px) 100vw, 2068px\" \/><\/div><\/a><figcaption class=\"wp-element-caption\">\u5de6\uff1a\u672c\u673a\u6b64\u524d\u751f\u6210\u7684\u539f\u56fe\uff1b\u53f3\uff1a\u4f7f\u7528\u4e0a\u65b9\u670d\u88c5\u4fee\u6539\u63d0\u793a\u8bcd\u5728\u540c\u4e00\u53f0 8GB \u663e\u5b58\u7535\u8111\u5f97\u5230\u7684\u7ed3\u679c\u3002\u4eba\u7269\u3001\u59ff\u6001\u4e0e\u80cc\u666f\u57fa\u672c\u4fdd\u7559\uff0c\u4e0a\u8863\u6539\u4e3a\u6df1\u84dd\u8272\u725b\u4ed4\u5939\u514b\uff1b\u672c\u6b21\u4f7f\u7528 1024 \u00d7 1024\u300125 \u6b65\u3001CFG 4\u3001Euler \/ simple\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u591a\u5f20\u56fe\u7247\u65f6\uff0c\u5206\u522b\u8bf4\u660e\u6bcf\u5f20\u56fe\u63d0\u4f9b\u4ec0\u4e48\u53c2\u8003\uff0c\u4f8b\u5982\u7b2c\u4e00\u5f20\u63d0\u4f9b\u4eba\u7269\u3001\u7b2c\u4e8c\u5f20\u63d0\u4f9b\u670d\u88c5\u3002\u5148\u6d4b\u8bd5\u5355\u5f20\u56fe\u7247\u548c\u4e00\u5904\u4fee\u6539\uff0c\u6210\u529f\u540e\u518d\u589e\u52a0\u7d20\u6750\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6a21\u578b\u5217\u8868\u770b\u4e0d\u5230\u6587\u4ef6\uff0c\u68c0\u67e5\u76ee\u5f55\u548c\u4e0b\u8f7d\u5b8c\u6574\u6027\uff1b\u5982\u679c GGUF \u63d0\u793a\u4e0d\u8bc6\u522b\u67b6\u6784\uff0c\u68c0\u67e5 ComfyUI \u4e0e GGUF \u8282\u70b9\u7248\u672c\uff1b\u5982\u679c\u663e\u5b58\u4e0d\u8db3\uff0c\u5148\u51cf\u5c11\u753b\u5e45\u548c\u751f\u6210\u6570\u91cf\uff0c\u518d\u68c0\u67e5\u7f16\u7801\u5668\u5378\u8f7d\u4e0e\u4f4e\u663e\u5b58\u8bbe\u7f6e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001MiniMax H3 \u89c6\u9891\u751f\u6210<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4e0b\u8f7d\u89c6\u9891\u6a21\u578b\u53ca\u914d\u5957\u6587\u4ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c6\u9891\u90e8\u5206\u91c7\u7528\u53c2\u8003\u6587\u7ae0\u63d0\u4f9b\u7684 MATLOWAI INT8 ConvRot \u52a0\u901f\u4e3b\u6a21\u578b\u3002\u9700\u8981\u4e0b\u8f7d\u4e3b\u6a21\u578b\u3001\u89c6\u9891\u7f16\u7801\u5668\u3001\u89c6\u9891 VAE \u548c\u97f3\u9891 VAE\uff1b\u8fd9\u56db\u7c7b\u6587\u4ef6\u8981\u4e0e\u5de5\u4f5c\u6d41\u914d\u5957\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6587\u4ef6\u4f5c\u7528<\/th><th>\u6587\u4ef6\u540d<\/th><th>\u4e0b\u8f7d\u5165\u53e3<\/th><\/tr><\/thead><tbody><tr><td>\u89c6\u9891\u751f\u6210\u4e3b\u6a21\u578b<\/td><td><code>minimax_h3_fused_refdelta_r1024_turbo8_mystic07_int8_convrot.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\/tree\/main\/diffusion_models\">\u52a0\u901f\u4e3b\u6a21\u578b\u4e0b\u8f7d<\/a><\/td><\/tr><tr><td>\u5de5\u4f5c\u6d41\u9ed8\u8ba4\u7f16\u7801\u5668<\/td><td><code>qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/text_encoders\">\u7f16\u7801\u5668\u4e0b\u8f7d<\/a><\/td><\/tr><tr><td>\u89c6\u9891 VAE<\/td><td><code>minimax_h3_video_vae_int8_convrot.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/vae\">\u89c6\u9891 VAE \u4e0b\u8f7d<\/a><\/td><\/tr><tr><td>\u97f3\u9891 VAE<\/td><td><code>minimax_h3_audio_vae_fp32.safetensors<\/code><\/td><td><a href=\"https:\/\/huggingface.co\/Comfy-Org\/MiniMax-H3\/tree\/main\/vae\">\u97f3\u9891 VAE \u4e0b\u8f7d<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u4ef6\u7ec4\u5408\u4f9d\u636e <a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\">\u52a0\u901f\u6a21\u578b\u4f5c\u8005\u8bf4\u660e<\/a>\u3002\u89c6\u9891 VAE \u4e5f\u53ef\u4ece\u53c2\u8003\u6587\u7ae0\u94fe\u63a5\u7684 <a href=\"https:\/\/huggingface.co\/Kijai\/MiniMax-H3-experimental\/tree\/main\">Kijai \u5b9e\u9a8c\u6a21\u578b\u4ed3\u5e93<\/a>\u83b7\u53d6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u9700\u8981\u4f7f\u7528\u539f\u6587\u4e2d\u7684\u8d8a\u72f1\u7248\u7f16\u7801\u5668\uff0c\u4e0b\u8f7d <a href=\"https:\/\/huggingface.co\/Momoking\/Qwen3-VL-32B-Heretic-MiniMax-H3-NVFP4\">Momoking Heretic NVFP4 \u7f16\u7801\u5668<\/a>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>qwen3vl_32b_heretic_minimax_h3_nvfp4.safetensors<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u66ff\u6362\u7684\u662f\u4e0a\u8868\u4e2d\u7684\u7f16\u7801\u5668\uff0c\u4e3b\u6a21\u578b\u548c\u4e24\u4e2a VAE \u4ecd\u8981\u4fdd\u7559\u3002NVFP4 \u8981\u5339\u914d\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u652f\u6301\uff1b\u5982\u679c\u6539\u7528\u5176\u4ed6\u7cbe\u5ea6\uff0c\u6309\u5bf9\u5e94\u4f5c\u8005\u8bf4\u660e\u8c03\u6574\u7f16\u7801\u5668\u548c\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u4e2d\u7684\u5907\u7528\u8d44\u6e90\u5165\u53e3\uff1a<a href=\"https:\/\/pan.quark.cn\/s\/e53ebc3d7c44\">\u52a0\u901f\u4e3b\u6a21\u578b\u7f51\u76d8<\/a>\u3001<a href=\"https:\/\/pan.quark.cn\/s\/7b5de22dd908\">VAE \u7f51\u76d8<\/a>\u3001<a href=\"https:\/\/pan.quark.cn\/s\/b0536491fe6a\">\u8d8a\u72f1\u7248\u7f16\u7801\u5668\u7f51\u76d8<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u628a\u6a21\u578b\u653e\u5230\u5bf9\u5e94\u6587\u4ef6\u5939<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ed8\u8ba4\u7f16\u7801\u5668\u7ec4\u5408\u7684\u6587\u4ef6\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>models\/\n\u251c\u2500\u2500 diffusion_models\/\n\u2502   \u2514\u2500\u2500 minimax_h3_fused_refdelta_r1024_turbo8_mystic07_int8_convrot.safetensors\n\u251c\u2500\u2500 text_encoders\/\n\u2502   \u2514\u2500\u2500 qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors\n\u2514\u2500\u2500 vae\/\n    \u251c\u2500\u2500 minimax_h3_video_vae_int8_convrot.safetensors\n    \u2514\u2500\u2500 minimax_h3_audio_vae_fp32.safetensors<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Windows \u684c\u9762\u7248\u9ed8\u8ba4\u653e\u7f6e\u4f4d\u7f6e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u89c6\u9891\u4e3b\u6a21\u578b\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\diffusion_models\n\n\u89c6\u9891\u7f16\u7801\u5668\u6216\u8d8a\u72f1\u7248\u7f16\u7801\u5668\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\text_encoders\n\n\u89c6\u9891 VAE \u548c\u97f3\u9891 VAE\uff1a\n%LOCALAPPDATA%\\Comfy-Desktop\\ComfyUI-Shared\\models\\vae<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 Heretic \u7f16\u7801\u5668\u65f6\uff0c\u628a\u5b83\u653e\u5165\u540c\u4e00\u4e2a <code>text_encoders<\/code> \u6587\u4ef6\u5939\uff0c\u968f\u540e\u5728\u5de5\u4f5c\u6d41\u4e2d\u9009\u62e9\u5b83\u3002\u89c6\u9891\u6a21\u578b\u4f7f\u7528\u7684 32B \u7f16\u7801\u5668\u548c\u4e24\u4e2a VAE\uff0c\u4e0e\u7b2c\u4e8c\u90e8\u5206\u7684\u56fe\u7247\u6a21\u578b\u6587\u4ef6\u4e0d\u540c\uff0c\u4e0d\u80fd\u4e92\u6362\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u590d\u5236\u5b8c\u6210\u540e\u5237\u65b0\u6a21\u578b\u5217\u8868\u6216\u91cd\u542f\u5b9e\u4f8b\uff0c\u786e\u8ba4\u6587\u4ef6\u80fd\u88ab\u76f8\u5e94\u52a0\u8f7d\u8282\u70b9\u8bc6\u522b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e0b\u8f7d\u3001\u9009\u62e9\u5e76\u5bfc\u5165\u89c6\u9891\u5de5\u4f5c\u6d41<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">8GB \u663e\u5b58\u4e3b\u63a8\u8350\u4e0b\u8f7d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/04_i2v_fl2v_4step_sla_lowvram.json\" download=\"\">\u4e0b\u8f7d\u672c\u673a\u53c2\u8003\u7684 04_i2v_fl2v_4step_sla_lowvram \u5de5\u4f5c\u6d41<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u63a5\u4e0b\u8f7d <code>04_i2v_fl2v_4step_sla_lowvram.json<\/code>\uff0c\u5b83\u662f\u672c\u6587\u56fe\u7247\u8f6c\u89c6\u9891\u7684\u4e3b\u8981\u63a8\u8350\u3002\u5bfc\u5165\u540e\u4e0a\u4f20\u4e00\u5f20\u56fe\u7247\u4f5c\u4e3a\u9996\u5e27\uff0c\u5e76\u4fdd\u7559 <code>MiniMaxChunkFeedForward<\/code> \u5206\u5757\u8282\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u9700\u8981\u5176\u4ed6\u751f\u6210\u65b9\u5f0f\uff0c\u518d\u6309\u663e\u5361\u548c\u663e\u5b58\u60c5\u51b5\u9009\u62e9\u5bf9\u5e94\u76ee\u5f55\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u4f7f\u7528\u73af\u5883<\/th><th>\u5de5\u4f5c\u6d41\u4ed3\u5e93<\/th><th>\u539f\u6587\u5907\u7528\u7f51\u76d8<\/th><\/tr><\/thead><tbody><tr><td>NVIDIA \/ CUDA<\/td><td><a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\/tree\/main\/workflows\">\u6807\u51c6\u5de5\u4f5c\u6d41<\/a><\/td><td><a href=\"https:\/\/pan.quark.cn\/s\/a48e52fbb170\">NVIDIA \u5de5\u4f5c\u6d41\u7f51\u76d8<\/a><\/td><\/tr><tr><td>AMD \/ ROCm<\/td><td><a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\/tree\/main\/workflows\/rocm\">AMD \u5de5\u4f5c\u6d41<\/a><\/td><td><a href=\"https:\/\/pan.quark.cn\/s\/c551f1d7d36d\">AMD \u5de5\u4f5c\u6d41\u7f51\u76d8<\/a><\/td><\/tr><tr><td>\u9700\u8981\u964d\u4f4e\u663e\u5b58\u5360\u7528<\/td><td><a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\/tree\/main\/workflows\/lowvram\">\u4f4e\u663e\u5b58\u5de5\u4f5c\u6d41<\/a><\/td><td><a href=\"https:\/\/pan.quark.cn\/s\/1865e8dba33e\">\u4f4e\u663e\u5b58\u5de5\u4f5c\u6d41\u7f51\u76d8<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AMD \u5de5\u4f5c\u6d41\u8981\u914d\u5957 ROCm \u73af\u5883\u548c\u5bf9\u5e94\u8282\u70b9\uff0c\u5177\u4f53\u89c1\u4f5c\u8005\u63d0\u4f9b\u7684 <a href=\"https:\/\/github.com\/patientx-cfz\/comfyui-rocm\">ComfyUI ROCm \u5206\u652f<\/a>\u3002\u4ec5\u5bfc\u5165 AMD \u5de5\u4f5c\u6d41\u4e0d\u80fd\u66ff\u4ee3\u8fd0\u884c\u73af\u5883\u914d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u6309\u7167\u751f\u6210\u76ee\u6807\u9009\u62e9\u5177\u4f53\u6587\u4ef6\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5de5\u4f5c\u6d41\u6587\u4ef6\u6216\u524d\u7f00<\/th><th>\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td><code>01_reference_4step_sla.json<\/code><\/td><td>\u57fa\u7840\u6587\u751f\u89c6\u9891<\/td><\/tr><tr><td><code>04_i2v_fl2v_4step_sla.json<\/code><\/td><td>\u56fe\u7247\u8f6c\u89c6\u9891\uff0c\u4e5f\u53ef\u914d\u7f6e\u9996\u5c3e\u5e27<\/td><\/tr><tr><td><code>05_ref2va_4step_sla.json<\/code><\/td><td>\u53c2\u8003\u7d20\u6750\u751f\u6210\u89c6\u9891<\/td><\/tr><tr><td><code>02_derope_4plus4_sla.json<\/code><\/td><td>\u57fa\u7840\u6d41\u7a0b\u6210\u529f\u540e\uff0c\u5904\u7406\u5feb\u901f\u8fd0\u52a8\u62d6\u5f71<\/td><\/tr><tr><td><code>03_derope_dyrope_pb3049_warm375.json<\/code><\/td><td>\u8fdb\u4e00\u6b65\u8fd0\u52a8\u4fee\u590d\uff0c\u9700\u8981\u989d\u5916\u8fd0\u52a8\u9002\u914d\u5668<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f4e\u663e\u5b58\u548c ROCm \u6587\u4ef6\u53ef\u80fd\u5e26\u76f8\u5e94\u540e\u7f00\uff0c\u6309\u7528\u9014\u9009\u62e9\u30028GB \u7535\u8111\u4f18\u5148\u4f7f\u7528\u672c\u6587\u7684 <code>04_i2v_fl2v_4step_sla_lowvram.json<\/code>\uff1b\u9700\u8981\u6587\u751f\u89c6\u9891\u65f6\uff0c\u518d\u9009\u62e9\u5bf9\u5e94\u7684 <code>01<\/code> \u4f4e\u663e\u5b58\u7248\u672c\u3002\u4e0b\u8f7d\u7528\u4e8e\u753b\u5e03\u5bfc\u5165\u7684\u666e\u901a <code>.json<\/code>\uff1b<code>.api.json<\/code> \u7528\u4e8e\u811a\u672c\u63d0\u4ea4\u4efb\u52a1\u3002\u538b\u7f29\u5305\u5148\u89e3\u538b\uff0c\u518d\u5c06 JSON \u62d6\u5165 ComfyUI \u753b\u5e03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u673a\u4e3b\u63a8\u8350\u5de5\u4f5c\u6d41\u9700\u8981 <a href=\"https:\/\/github.com\/ethanfel\/ComfyUI-PlagueKind-Nodes-only-sparse\">CUDA \u7248 SLA \u6ce8\u610f\u529b\u8282\u70b9<\/a>\u548c <a href=\"https:\/\/github.com\/kijai\/ComfyUI-KJNodes\">ComfyUI-KJNodes<\/a>\uff0c\u5176\u4e2d <code>MiniMaxChunkFeedForward<\/code> \u6765\u81ea KJNodes\u3002\u4f7f\u7528\u5176\u4ed6\u8fd0\u52a8\u5904\u7406\u5de5\u4f5c\u6d41\u65f6\uff0c\u6309\u7f3a\u5931\u8282\u70b9\u63d0\u793a\u8865\u9f50 <a href=\"https:\/\/github.com\/matlowai\/ComfyUI-MAINodes\">ComfyUI-MAINodes<\/a>\u7b49\u63d2\u4ef6\u3002\u901a\u8fc7\u8282\u70b9\u7ba1\u7406\u529f\u80fd\u5b89\u88c5\uff0c\u6216\u6309\u4ed3\u5e93\u8bf4\u660e\u5728\u5f53\u524d\u5b9e\u4f8b\u7684 <code>custom_nodes<\/code> \u4e2d\u5b89\u88c5\uff0c\u4f9d\u8d56\u88c5\u5165\u5b9e\u4f8b Python \u73af\u5883\uff0c\u5b8c\u6210\u540e\u91cd\u542f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f7f\u7528 <code>03<\/code>\uff0c\u8fd8\u9700\u4ece <a href=\"https:\/\/huggingface.co\/MATLOWAI\/MiniMax-H3-Motion-Adapter\">\u8fd0\u52a8\u9002\u914d\u5668\u4ed3\u5e93<\/a>\u4e0b\u8f7d <code>minimax_h3_temporal_expansion_step375_r16.safetensors<\/code>\uff0c\u653e\u5165 <code>models\/loras<\/code>\uff0c\u5e76\u5728 LoRA \u52a0\u8f7d\u8282\u70b9\u4e2d\u9009\u4e2d\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\u6838\u5bf9\u52a0\u8f7d\u8282\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>UNETLoader<\/code>\uff1a\u9009\u62e9\u52a0\u901f\u89c6\u9891\u4e3b\u6a21\u578b\uff0c<code>weight_dtype<\/code> \u4fdd\u7559 <code>default<\/code>\u3002<\/li>\n\n\n\n<li><code>CLIPLoader<\/code>\uff1a\u9009\u62e9\u9ed8\u8ba4\u7f16\u7801\u5668\u6216 Heretic \u7f16\u7801\u5668\uff0c\u7c7b\u578b\u8bbe\u4e3a <code>minimax<\/code>\u3002<\/li>\n\n\n\n<li>\u89c6\u9891 <code>VAELoader<\/code>\uff1a\u9009\u62e9 <code>minimax_h3_video_vae_int8_convrot.safetensors<\/code>\u3002<\/li>\n\n\n\n<li>\u97f3\u9891 <code>VAELoader<\/code>\uff1a\u9009\u62e9 <code>minimax_h3_audio_vae_fp32.safetensors<\/code>\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6574\u6587\u4ef6\u540d\u4ee5\u4e0b\u8f7d\u7684\u5de5\u4f5c\u6d41\u4e0e\u6a21\u578b\u4ed3\u5e93\u4e3a\u51c6\u3002\u6587\u4ef6\u653e\u5728\u5b50\u76ee\u5f55\u65f6\uff0c\u5728\u52a0\u8f7d\u8282\u70b9\u4e2d\u91cd\u65b0\u9009\u62e9\u5b9e\u9645\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u673a\u4f4e\u663e\u5b58\u89c6\u9891\u5de5\u4f5c\u6d41\u7684\u4e3b\u8981\u53c2\u6570\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u9879\u76ee<\/th><th>\u672c\u673a\u53c2\u8003\u914d\u7f6e<\/th><\/tr><\/thead><tbody><tr><td>\u91c7\u6837\u6b65\u6570<\/td><td>4<\/td><\/tr><tr><td>\u91c7\u6837\u5668 \/ \u8c03\u5ea6\u5668<\/td><td><code>res_multistep<\/code> \/ <code>simple<\/code><\/td><\/tr><tr><td>\u753b\u9762\u6bd4\u4f8b \/ \u9ed8\u8ba4\u753b\u5e45<\/td><td>16:9 \/ 0.7MP<\/td><\/tr><tr><td>\u9ed8\u8ba4\u65f6\u957f \/ \u5e27\u7387<\/td><td>\u7ea6 10 \u79d2 \/ 24fps<\/td><\/tr><tr><td>\u524d\u9988\u5206\u5757<\/td><td><code>MiniMaxChunkFeedForward<\/code>\uff0cchunks 4\uff0cseq threshold 4096<\/td><\/tr><tr><td>SLA \u6ce8\u610f\u529b<\/td><td>sparsity 0.90\uff0cblock size 64<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u6b21\u6d4b\u8bd5\u53ef\u4ee5\u5148\u628a\u753b\u5e45\u964d\u5230 0.3\uff5e0.5MP\u3001\u65f6\u957f\u8bbe\u4e3a\u7ea6 3\uff5e5 \u79d2\uff0c\u786e\u8ba4\u6574\u6761\u6d41\u7a0b\u6210\u529f\u540e\u518d\u9010\u6b65\u63d0\u9ad8\u3002\u4fdd\u7559\u5206\u5757\u8282\u70b9\uff0c\u907f\u514d\u9996\u6b21\u76f4\u63a5\u53e0\u52a0\u957f\u89c6\u9891\u3001\u9ad8\u5206\u8fa8\u7387\u548c\u5176\u4ed6\u663e\u5b58\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u89c6\u9891\u751f\u6210\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">8GB \u4f4e\u914d\u4e3b\u63a8\u8350\u5148\u8d70\u56fe\u7247\u8f6c\u89c6\u9891\uff1a\u7528\u7b2c\u4e8c\u90e8\u5206\u751f\u6210\u4e00\u5f20\u56fe\u7247\uff0c\u518d\u628a\u5b83\u4ea4\u7ed9 MiniMax H3\u3002\u8f93\u5165\u56fe\u7247\u5df2\u7ecf\u786e\u5b9a\u4e3b\u4f53\u548c\u6784\u56fe\uff0c\u63d0\u793a\u8bcd\u91cd\u70b9\u63cf\u8ff0\u52a8\u4f5c\u4e0e\u955c\u5934\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe\u7247\u8f6c\u89c6\u9891\u64cd\u4f5c\u987a\u5e8f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728\u7b2c\u4e8c\u90e8\u5206\u7684 Qwen \u56fe\u7247\u5de5\u4f5c\u6d41\u4e2d\u751f\u6210\u5e76\u4fdd\u5b58\u4e00\u5f20\u56fe\u7247\u3002<\/li>\n\n\n\n<li>\u6253\u5f00 <code>04_i2v_fl2v_4step_sla_lowvram.json<\/code>\u3002<\/li>\n\n\n\n<li>\u5728 <code>LoadImage<\/code> \u4e0a\u4f20\u56fe\u7247\uff0c\u786e\u8ba4\u5b83\u8fde\u63a5\u5230\u9996\u5e27\u8f93\u5165\u3002<\/li>\n\n\n\n<li>\u8f93\u5165\u52a8\u4f5c\u4e0e\u955c\u5934\u53d8\u5316\u8981\u6c42\uff0c\u7136\u540e\u70b9\u51fb\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>\u68c0\u67e5\u89c6\u9891\u5f00\u5934\u3001\u4eba\u7269\u4e00\u81f4\u6027\u548c\u8fd0\u52a8\u65b9\u5411\uff0c\u4fdd\u5b58\u7ed3\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f7f\u7528\u524d\u9762\u7684\u6c5f\u5357\u573a\u666f\u56fe\u7247\uff0c\u53ef\u4ee5\u586b\u5199\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4ee5\u8f93\u5165\u56fe\u7247\u4f5c\u4e3a\u9996\u5e27\uff0c\u4fdd\u6301\u4eba\u7269\u9762\u90e8\u3001\u6c49\u670d\u3001\u6cb9\u7eb8\u4f1e\u548c\u6865\u6881\u7ed3\u6784\u4e00\u81f4\u3002\n\u4eba\u7269\u7f13\u6162\u8f6c\u5934\u770b\u5411\u6cb3\u9762\uff0c\u8863\u8896\u4e0e\u4f1e\u8fb9\u968f\u5fae\u98ce\u8f7b\u8f7b\u6446\u52a8\u3002\n\u955c\u5934\u5411\u524d\u63a8\u8fdb\u5c11\u8bb8\uff0c\u6cb3\u9762\u6cdb\u8d77\u81ea\u7136\u6d9f\u6f2a\uff0c\u80cc\u666f\u8584\u96fe\u7f13\u6162\u6d41\u52a8\u3002\n\u5168\u7a0b\u4f7f\u7528\u4e00\u4e2a\u8fde\u7eed\u955c\u5934\uff0c\u52a8\u4f5c\u514b\u5236\u6d41\u7545\uff0c\u4e0d\u589e\u52a0\u4eba\u7269\uff0c\u4e0d\u6539\u53d8\u670d\u88c5\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u56fe\u4e3a\u672c\u6587\u4e3b\u63a8\u8350\u7684 MiniMax H3 \u4f4e\u663e\u5b58\u56fe\u751f\u89c6\u9891\u5b8c\u6574\u5de5\u4f5c\u6d41\uff1a\u5de6\u4fa7\u586b\u5199\u52a8\u4f5c\u63d0\u793a\u8bcd\u5e76\u4e0a\u4f20\u9996\u5e27\uff0c\u4e2d\u95f4\u4e3a\u6a21\u578b\u52a0\u8f7d\u3001\u4f4e\u663e\u5b58\u5206\u5757\u3001SLA \u6ce8\u610f\u529b\u4e0e\u56db\u6b65\u91c7\u6837\uff0c\u53f3\u4fa7\u5b8c\u6210\u97f3\u89c6\u9891\u89e3\u7801\u548c\u4fdd\u5b58\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-minimax-h3-full-workflow.jpg\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-minimax-h3-full-workflow.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"2900\" height=\"1100\" data-original=\"https:\/\/qianmo.icu\/wp-content\/uploads\/2026\/10\/article-772-01-minimax-h3-full-workflow.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"MiniMax H3 8GB\u4f4e\u663e\u5b58\u56fe\u751f\u89c6\u9891\u5b8c\u6574\u5de5\u4f5c\u6d41\uff0c\u5305\u542b\u9996\u5e27\u8f93\u5165\u3001\u6a21\u578b\u52a0\u8f7d\u3001\u524d\u9988\u5206\u5757\u3001SLA\u6ce8\u610f\u529b\u3001\u56db\u6b65\u91c7\u6837\u3001\u97f3\u89c6\u9891\u89e3\u7801\u53ca\u4fdd\u5b58\u768423\u4e2a\u8282\u70b9\" class=\"wp-image-789\"  sizes=\"auto, (max-width: 2900px) 100vw, 2900px\" \/><\/div><\/a><figcaption class=\"wp-element-caption\">MiniMax H3 \u5b8c\u6574\u56fe\u751f\u89c6\u9891\u5de5\u4f5c\u6d41\uff0c\u5bf9\u5e94 04_i2v_fl2v_4step_sla_lowvram.json\uff0c\u5171 23 \u4e2a\u8282\u70b9\u3002\u9996\u5e27\u4f7f\u7528\u7b2c\u4e8c\u90e8\u5206\u672c\u673a Qwen \u751f\u6210\u7684\u4eba\u50cf\uff1b\u53ef\u67e5\u770b\u524d\u9988\u5206\u5757 chunks 4 \/ threshold 4096\u3001SLA 0.90 \/ 64\u3001simple \u56db\u6b65\u91c7\u6837\u53ca 24fps \u8f93\u51fa\u3002\u622a\u56fe\u526f\u672c\u6574\u7406\u4e86\u8282\u70b9\u4f4d\u7f6e\u5e76\u6dfb\u52a0\u4e2d\u6587\u5206\u533a\uff0c\u70b9\u51fb\u56fe\u7247\u53ef\u67e5\u770b\u9ad8\u6e05\u539f\u56fe\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u751f\u89c6\u9891\u64cd\u4f5c\u987a\u5e8f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00 <code>01<\/code> \u5bf9\u5e94\u7684\u4f4e\u663e\u5b58\u5de5\u4f5c\u6d41\uff0c\u786e\u8ba4\u52a0\u8f7d\u8282\u70b9\u548c\u4f9d\u8d56\u5b8c\u6574\u3002<\/li>\n\n\n\n<li>\u5728 PROMPT \u6587\u672c\u6846\u586b\u5199\u4e3b\u4f53\u3001\u52a8\u4f5c\u3001\u955c\u5934\u3001\u73af\u5883\u548c\u58f0\u97f3\u8981\u6c42\u3002<\/li>\n\n\n\n<li>\u5148\u4fdd\u7559\u6a21\u677f\u91c7\u6837\u53c2\u6570\uff0c\u4f7f\u7528\u8f83\u77ed\u7247\u6bb5\u4e0e\u8f83\u5c0f\u753b\u5e45\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li>\u70b9\u51fb\u8fd0\u884c\uff0c\u7b49\u5f85\u91c7\u6837\u3001\u97f3\u89c6\u9891\u89e3\u7801\u548c\u4fdd\u5b58\u8282\u70b9\u5b8c\u6210\u3002<\/li>\n\n\n\n<li>\u68c0\u67e5\u8f93\u51fa\u89c6\u9891\uff1b\u6210\u529f\u540e\u56fa\u5b9a\u968f\u673a\u79cd\u5b50\uff0c\u518d\u9010\u9879\u8c03\u6574\u5c3a\u5bf8\u3001\u65f6\u957f\u548c\u52a8\u4f5c\u63cf\u8ff0\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u793a\u4f8b\u63d0\u793a\u8bcd\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4e00\u6bb5\u8fde\u7eed\u955c\u5934\uff1a\u96e8\u540e\u7684\u9752\u77f3\u5c0f\u5df7\uff0c\u4e00\u53ea\u6a58\u732b\u5750\u5728\u7a97\u8fb9\uff0c\u62ac\u5934\u770b\u5411\u98d8\u843d\u7684\u6811\u53f6\u3002\n\u955c\u5934\u7f13\u6162\u5411\u524d\u79fb\u52a8\uff0c\u6a58\u732b\u8f7b\u8f7b\u7728\u773c\uff0c\u8033\u6735\u6709\u81ea\u7136\u7684\u5c0f\u5e45\u52a8\u4f5c\u3002\n\u7a97\u53f0\u7684\u79ef\u6c34\u53cd\u5c04\u67d4\u548c\u5149\u7ebf\uff0c\u8fdc\u5904\u6709\u8f7b\u5fae\u96e8\u58f0\uff0c\u6574\u4f53\u5b89\u9759\u3001\u81ea\u7136\u3002\n\u4fdd\u6301\u540c\u4e00\u53ea\u732b\u7684\u5916\u89c2\u548c\u4f53\u578b\uff0c\u907f\u514d\u7a81\u7136\u5207\u955c\u3001\u91cd\u590d\u4e3b\u4f53\u548c\u5267\u70c8\u955c\u5934\u6643\u52a8\u3002<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5c3e\u5e27\u751f\u6210\u65f6\uff0c\u6309\u6a21\u677f\u628a\u7b2c\u4e8c\u5f20\u56fe\u7247\u8fde\u63a5\u5230\u5c3e\u5e27\u8f93\u5165\u3002\u53c2\u8003\u7d20\u6750\u751f\u6210\u89c6\u9891\u65f6\uff0c\u4f7f\u7528 <code>05_ref2va<\/code>\uff0c\u6309\u6a21\u677f\u7684\u5f15\u7528\u65b9\u5f0f\u8bf4\u660e\u54ea\u5f20\u56fe\u63d0\u4f9b\u54ea\u4e2a\u4e3b\u4f53\uff0c\u518d\u8865\u5145\u52a8\u4f5c\u548c\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9047\u5230\u663e\u5b58\u4e0d\u8db3\uff0c\u5148\u786e\u8ba4\u5df2\u4f7f\u7528\u672c\u6587\u7684\u4f4e\u663e\u5b58\u5de5\u4f5c\u6d41\u5e76\u4fdd\u7559\u5206\u5757\u8282\u70b9\uff0c\u518d\u964d\u4f4e\u753b\u5e45\u548c\u89c6\u9891\u65f6\u957f\uff0c\u5173\u95ed\u5176\u4ed6\u5360\u7528\u663e\u5b58\u7684\u4efb\u52a1\u30028GB \u65b9\u6848\u901a\u8fc7\u7cfb\u7edf\u5185\u5b58\u5378\u8f7d\u4e0e\u5206\u5757\u5904\u7406\u8fd0\u884c\uff0c\u751f\u6210\u901f\u5ea6\u4f1a\u53d7\u7cfb\u7edf\u5185\u5b58\u3001\u5b58\u50a8\u901f\u5ea6\u548c\u4efb\u52a1\u89c4\u6a21\u5f71\u54cd\u3002\u76f8\u5173\u914d\u7f6e\u89c1 <a href=\"https:\/\/huggingface.co\/MATLOWAI\/minimax-h3-fused-turbo-int8-convrot\">\u4f5c\u8005\u4f4e\u663e\u5b58\u8bf4\u660e<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51fa\u73b0\u7f3a\u5931\u8282\u70b9\u6216 <code>IMPORT FAILED<\/code>\uff0c\u5148\u68c0\u67e5\u542f\u52a8\u65e5\u5fd7\u548c\u8282\u70b9\u4f9d\u8d56\uff1b\u7f3a\u5c11 <code>ResolutionSelector<\/code>\u3001<code>ComfyMathExpression<\/code> \u65f6\u5148\u66f4\u65b0 ComfyUI \u6838\u5fc3\u3002\u5982\u679c\u6709\u753b\u9762\u4f46\u97f3\u9891\u6b65\u9aa4\u5931\u8d25\uff0c\u68c0\u67e5\u97f3\u9891 VAE\u3001\u97f3\u9891\u8282\u70b9\u548c\u8f93\u51fa\u8fde\u63a5\u3002\u751f\u6210\u6210\u529f\u540e\u4fdd\u5b58\u4e00\u4efd\u5de5\u4f5c\u6d41 JSON\uff0c\u5e76\u8bb0\u5f55\u6a21\u578b\u6587\u4ef6\u540d\u548c\u8282\u70b9\u7248\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001SnowLeopard Vision\uff1a\u56fe\u7247\u4e0e\u89c6\u9891\u8d85\u5206\u3001\u8865\u5e27<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8f6f\u4ef6\u4ecb\u7ecd\u4e0e\u4e3b\u8981\u7528\u9014<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/snowleopard-elysia.github.io\/SnowLeopard-Vision\/\">SnowLeopard Vision\uff08\u96ea\u8c79\u89c6\u89c9\uff09<\/a>\u7531\u96ea\u8c79\u00b7Elysia\u5f00\u53d1\uff0c\u662f\u4e00\u6b3e\u514d\u8d39\u4f7f\u7528\u7684\u672c\u5730 AI \u56fe\u7247\u4e0e\u89c6\u9891\u589e\u5f3a\u5de5\u5177\u3002\u672c\u6587\u53ef\u628a\u5b83\u63a5\u5728 Qwen \u548c MiniMax H3 \u7684\u751f\u6210\u6d41\u7a0b\u4e4b\u540e\uff1a\u5148\u751f\u6210\u6784\u56fe\u548c\u52a8\u4f5c\u6ee1\u610f\u7684\u7d20\u6750\uff0c\u518d\u63d0\u9ad8\u5206\u8fa8\u7387\u6216\u753b\u9762\u6d41\u7545\u5ea6\u3002\u529f\u80fd\u4e0e\u7248\u672c\u4fe1\u606f\u4f9d\u636e<a href=\"https:\/\/github.com\/SnowLeopard-Elysia\/SnowLeopard-Vision\">\u9879\u76ee\u8bf4\u660e<\/a>\uff0c\u6838\u5bf9\u65e5\u671f\u4e3a 2026 \u5e74 10 \u6708 6 \u65e5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u529f\u80fd<\/th><th>\u5904\u7406\u5185\u5bb9<\/th><th>\u5728\u672c\u6587\u4e2d\u7684\u7528\u9014<\/th><\/tr><\/thead><tbody><tr><td>\u56fe\u7247\u8d85\u5206<\/td><td>\u653e\u5927\u56fe\u7247\u5e76\u589e\u5f3a\u53ef\u89c1\u7ec6\u8282<\/td><td>\u5904\u7406 Qwen \u751f\u6210\u7684\u4eba\u50cf\u3001\u63d2\u753b\u6216\u5c01\u9762<\/td><\/tr><tr><td>\u89c6\u9891\u8d85\u5206<\/td><td>\u9010\u5e27\u589e\u5f3a\u753b\u9762\uff0c\u518d\u5408\u6210\u9ad8\u5206\u8fa8\u7387\u89c6\u9891<\/td><td>\u63d0\u5347 MiniMax H3 \u5c0f\u753b\u5e45\u6210\u7247\u7684\u6e05\u6670\u5ea6<\/td><\/tr><tr><td>\u89c6\u9891\u8865\u5e27<\/td><td>\u4f7f\u7528 RIFE \u751f\u6210\u4e2d\u95f4\u5e27<\/td><td>\u6539\u5584\u4eba\u7269\u52a8\u4f5c\u4e0e\u955c\u5934\u79fb\u52a8\u7684\u6d41\u7545\u5ea6<\/td><\/tr><tr><td>\u8d85\u5206\u5e76\u8865\u5e27<\/td><td>\u5148\u8d85\u5206\uff0c\u518d\u8865\u5e27<\/td><td>\u540c\u65f6\u8c03\u6574\u6210\u7247\u7684\u5206\u8fa8\u7387\u4e0e\u5e27\u7387<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u4e0b\u8f7d\u4e0e\u542f\u52a8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u5b98\u7f51\u63d0\u4f9b V2.2\uff0c\u53ef\u4ece<a href=\"https:\/\/snowleopard-elysia.github.io\/SnowLeopard-Vision\/#download\">\u5b98\u7f51\u4e0b\u8f7d\u533a\u57df<\/a>\u9009\u62e9\u5938\u514b\u3001\u8fc5\u96f7\u3001\u767e\u5ea6\u7f51\u76d8\uff0c\u6216\u4f7f\u7528<a href=\"https:\/\/github.com\/SnowLeopard-Elysia\/SnowLeopard-Vision\/releases\/tag\/V2.2\">GitHub V2.2 \u53d1\u5e03\u9875<\/a>\u5907\u7528\u4e0b\u8f7d\u3002\u5b89\u88c5\u7248\u4e0e\u514d\u5b89\u88c5\u7248\u9009\u4e00\u79cd\u5373\u53ef\uff1a\u5b89\u88c5\u7248\u6309\u63d0\u793a\u5b89\u88c5\uff0c\u514d\u5b89\u88c5\u7248\u5b8c\u6574\u89e3\u538b\u540e\u542f\u52a8\u3002\u5f53\u524d\u53d1\u5e03\u5305\u4e3a Windows \u5e94\u7528\uff0c\u5728\u7528\u4e8e\u7d20\u6750\u5904\u7406\u7684 Windows \u7535\u8111\u4e0a\u8fd0\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub \u7684\u5b89\u88c5\u7248\u548c\u514d\u5b89\u88c5\u7248\u90fd\u91c7\u7528\u4e24\u5377\u4e0b\u8f7d\u3002\u4e0b\u8f7d\u6240\u9009\u7248\u672c\u7684 <code>.001<\/code>\u3001<code>.002<\/code> \u4e24\u5377\uff0c\u4ee5\u53ca\u53d1\u5e03\u9875\u63d0\u4f9b\u7684 <code>Restore-Packages.cmd<\/code>\u3001<code>Restore-Packages.ps1<\/code>\uff0c\u653e\u5728\u540c\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u518d\u6309\u53d1\u5e03\u9875\u8bf4\u660e\u8fd8\u539f\u5b8c\u6574\u5305\u3002V2.2 \u9644\u4ef6\u5728 2026 \u5e74 10 \u6708 3 \u65e5\u66f4\u65b0\u8fc7\uff0c\u4e0b\u8f7d\u65f6\u4f7f\u7528\u540c\u4e00\u6279\u6b21\u6587\u4ef6\u3002\u5e0c\u671b\u76f4\u63a5\u83b7\u53d6\u5b8c\u6574\u5305\u7684\u7528\u6237\u53ef\u9009\u5b98\u7f51\u7f51\u76d8\u5165\u53e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u914d\u5408\u524d\u9762\u751f\u6210\u7684\u7d20\u6750\u4f7f\u7528<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li>\u5728 ComfyUI \u4e2d\u4fdd\u5b58\u6ee1\u610f\u7684 Qwen \u56fe\u7247\u6216 MiniMax H3 \u89c6\u9891\u3002<\/li>\n\n\n<li>\u6253\u5f00 SnowLeopard Vision\uff0c\u62d6\u5165\u56fe\u7247\u3001\u89c6\u9891\u6216\u7d20\u6750\u6587\u4ef6\u5939\uff0c\u786e\u8ba4\u8f93\u51fa\u76ee\u5f55\u548c\u6587\u4ef6\u540d\u3002<\/li>\n\n\n<li>\u6309\u76ee\u6807\u9009\u62e9\u56fe\u7247\u8d85\u5206\u3001\u89c6\u9891\u8d85\u5206\u3001\u89c6\u9891\u8865\u5e27\uff0c\u6216\u8d85\u5206\u5e76\u8865\u5e27\u3002<\/li>\n\n\n<li>\u68c0\u67e5\u73af\u5883\u662f\u5426\u51c6\u5907\u5b8c\u6210\u3001\u5f53\u524d\u4f7f\u7528\u7684\u663e\u5361\uff0c\u4ee5\u53ca\u4efb\u52a1\u63d0\u4f9b\u7684\u6a21\u578b\u3001\u653e\u5927\u500d\u6570\u3001\u76ee\u6807\u5e27\u7387\u548c\u8f93\u51fa\u8bbe\u7f6e\u3002<\/li>\n\n\n<li>\u5f00\u59cb\u5904\u7406\uff0c\u89c2\u5bdf\u8fdb\u5ea6\uff1b\u5b8c\u6210\u540e\u5bf9\u6bd4\u539f\u7d20\u6750\u4e0e\u7ed3\u679c\uff0c\u91cd\u70b9\u68c0\u67e5\u4eba\u8138\u3001\u8863\u6599\u7eb9\u7406\u3001\u8fd0\u52a8\u8fb9\u7f18\u548c\u97f3\u753b\u540c\u6b65\u3002<\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u524d\u9762\u7684\u6c5f\u5357\u4eba\u50cf\u53ef\u4ee5\u5148\u5c1d\u8bd5 2\u00d7 \u56fe\u7247\u8d85\u5206\uff1bMiniMax H3 \u6210\u7247\u82e5\u6e05\u6670\u5ea6\u6ee1\u610f\u800c\u52a8\u4f5c\u7a0d\u663e\u8df3\u52a8\uff0c\u53ef\u5148\u5355\u72ec\u8865\u5e27\u3002\u65e2\u8981\u653e\u5927\u53c8\u8981\u8865\u5e27\u65f6\uff0c\u518d\u9009\u62e9\u7ec4\u5408\u4efb\u52a1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">V2.2 \u589e\u52a0\u4e86 GPU \u6027\u80fd\u6d4b\u8bd5\u3001AV1 \u4e0e\u90e8\u5206\u5904\u7406\u8def\u5f84\u7684 HDR \u8f93\u51fa\uff0c\u5e76\u6539\u8fdb\u591a\u97f3\u8f68\u3001\u5b57\u5e55\u548c\u7ae0\u8282\u4fdd\u7559\u3002RIFE \u8865\u5e27\u76ee\u524d\u4e0d\u652f\u6301 HDR \u8f93\u51fa\u3002\u82e5\u6700\u7ec8\u5408\u6210\u5931\u8d25\uff0c\u8f6f\u4ef6\u652f\u6301\u8c03\u6574\u8f93\u51fa\u683c\u5f0f\u540e\u91cd\u65b0\u5408\u5e76\uff0c\u76f8\u5173\u8bf4\u660e\u89c1<a href=\"https:\/\/github.com\/SnowLeopard-Elysia\/SnowLeopard-Vision\/releases\/tag\/V2.2\">V2.2 \u66f4\u65b0\u8bf4\u660e<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. 8GB \u663e\u5b58\u7535\u8111\u7684\u8d77\u6b65\u5efa\u8bae<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ed3\u5408\u672c\u6587\u4f4e\u914d\u7528\u9014\uff0c\u5efa\u8bae\u5148\u7528\u4e00\u5f20\u56fe\u7247\u6216\u4e00\u4e2a\u77ed\u89c6\u9891\u7247\u6bb5\u6d4b\u8bd5\uff0c\u4ece 2\u00d7 \u8d85\u5206\u3001\u5355\u9879\u4efb\u52a1\u5f00\u59cb\uff0c\u518d\u6839\u636e\u6548\u679c\u548c\u8d44\u6e90\u5360\u7528\u63d0\u9ad8\u8bbe\u7f6e\u30022\u00d7 \u6307\u5bbd\u9ad8\u5404\u653e\u5927\u4e24\u500d\uff0c\u50cf\u7d20\u91cf\u53d8\u4e3a\u56db\u500d\uff1b4\u00d7 \u7684\u50cf\u7d20\u91cf\u53d8\u4e3a\u5341\u516d\u500d\uff0c\u5904\u7406\u8d1f\u62c5\u4f1a\u660e\u663e\u589e\u52a0\u3002\u751f\u6210\u4efb\u52a1\u7ed3\u675f\u540e\u5148\u91ca\u653e ComfyUI \u5360\u7528\u7684\u663e\u5b58\uff0c\u518d\u5f00\u59cb\u589e\u5f3a\u5904\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u662f\u4f4e\u914d\u8d77\u6b65\u5efa\u8bae\uff0cSnowLeopard Vision \u7684\u5177\u4f53\u8fd0\u884c\u8868\u73b0\u53d6\u51b3\u4e8e\u6240\u9009\u6a21\u578b\u3001\u753b\u5e45\u3001\u65f6\u957f\u4e0e\u8bbe\u5907\u3002\u524d\u9762\u7684\u4eba\u8138\u6e05\u6670\u5ea6\u9996\u5148\u4f9d\u9760\u4e2d\u8fd1\u666f\u6784\u56fe\u548c\u6b63\u786e\u5bf9\u7126\uff1b\u8d85\u5206\u6709\u52a9\u4e8e\u6539\u5584\u89c2\u611f\uff0c\u4f46\u539f\u56fe\u7f3a\u5931\u7684\u771f\u5b9e\u4e94\u5b98\u7ec6\u8282\uff0c\u4ecd\u5e94\u4f18\u5148\u901a\u8fc7\u91cd\u65b0\u751f\u6210\u83b7\u5f97\u3002<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>8GB \u663e\u5b58\u4f4e\u914d\u7535\u8111\u7684 ComfyUI \u56fe\u7247\u4e0e\u89c6\u9891\u751f\u6210\u6559\u7a0b\uff0c\u4e3b\u63a8\u8350\u672c\u673a Qwen GGUF 8GB \u548c MiniMax H3 \u4f4e\u663e\u5b58\u56fe\u751f\u89c6\u9891\u5de5\u4f5c\u6d41\uff0c\u6309\u5b89\u88c5\u3001\u6a21\u578b\u4e0b\u8f7d\u4e0e\u653e\u7f6e\u3001\u5de5\u4f5c\u6d41\u5bfc\u5165\u3001\u751f\u6210\u4f7f\u7528\u4e09\u4e2a\u90e8\u5206\u8bb2\u89e3\uff0c\u5e76\u9644\u5de5\u4f5c\u6d41\u4e0b\u8f7d\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[66,67,63,65,64,23],"class_list":["post-772","post","type-post","status-publish","format-standard","hentry","category-48","tag-ai","tag-comfyui","tag-minimax-h3","tag-qwen-image-2-1","tag-23"],"_links":{"self":[{"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/posts\/772","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/comments?post=772"}],"version-history":[{"count":10,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/posts\/772\/revisions"}],"predecessor-version":[{"id":794,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/posts\/772\/revisions\/794"}],"wp:attachment":[{"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/media?parent=772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/categories?post=772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qianmo.icu\/index.php\/wp-json\/wp\/v2\/tags?post=772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}