ComfyUI\uff08\u30ce\u30fc\u30c9\u3092\u3064\u306a\u3044\u3067\u753b\u50cf\u751f\u6210AI\u3092\u52d5\u304b\u3059\u30c4\u30fc\u30eb\uff09\u3067\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u3068\u304d\u3001\u8272\u304c\u304f\u3059\u3080\u3001\u30c7\u30a3\u30c6\u30fc\u30eb\u304c\u307c\u3084\u3051\u308b\u3001\u3068\u3044\u3046\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u305d\u306e\u539f\u56e0\u306e\u591a\u304f\u306fVAE\uff08Variational Autoencoder\u3002AI\u5185\u90e8\u30c7\u30fc\u30bf\u3068\u753b\u50cf\u3092\u76f8\u4e92\u5909\u63db\u3059\u308b\u30d1\u30fc\u30c4\uff09\u306e\u8a2d\u5b9a\u306b\u3042\u308a\u307e\u3059\u3002VAE\u306f\u3001AI\u304c\u5185\u90e8\u3067\u6271\u3046\u300c\u6f5c\u5728\u7a7a\u9593\u300d\u306e\u30c7\u30fc\u30bf\u3068\u3001\u79c1\u305f\u3061\u304c\u76ee\u306b\u3059\u308b\u753b\u50cf\u3092\u76f8\u4e92\u306b\u5909\u63db\u3059\u308b\u8981\u306e\u30d1\u30fc\u30c4\u3067\u3059\u3002\u9069\u5207\u306aVAE\u3092\u9078\u3076\u3060\u3051\u3067\u3001\u751f\u6210\u753b\u50cf\u306e\u54c1\u8cea\u304c\u76ee\u306b\u898b\u3048\u3066\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001ComfyUI\u3067\u306eVAE\u9078\u3073\u65b9\u3092\u57fa\u790e\u304b\u3089\u89e3\u8aac\u3057\u307e\u3059\u3002\u4e3b\u8981VAE\u306e\u6bd4\u8f03\u3001\u8272\u5473\u3084\u30c7\u30a3\u30c6\u30fc\u30eb\u3078\u306e\u5f71\u97ff\u3001\u305d\u3057\u3066\u300c\u753b\u50cf\u304c\u7070\u8272\u306b\u306a\u308b\u300d\u30c8\u30e9\u30d6\u30eb\u306e\u5bfe\u51e6\u6cd5\u307e\u3067\u3001\u5b9f\u8df5\u3067\u5f79\u7acb\u3064\u77e5\u8b58\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n
VAE\u306e\u5f79\u5272\u306f\u3001\u73fe\u50cf\u306e\u5de5\u7a0b\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002AI\u304c\u5185\u90e8\u3067\u6271\u3063\u3066\u3044\u308b\u306e\u306f\u753b\u50cf\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u30cd\u30ac\u30d5\u30a3\u30eb\u30e0\u306e\u3088\u3046\u306a\u5727\u7e2e\u30c7\u30fc\u30bf\u3067\u3001\u305d\u308c\u3092\u5b9f\u969b\u306b\u898b\u3089\u308c\u308b\u753b\u50cf\u306b\u73fe\u50cf\u3059\u308b\u306e\u304cVAE\u306e\u4ed5\u4e8b\u3067\u3059\u3002\u73fe\u50cf\u6db2\u3084\u7528\u7d19\u306e\u54c1\u8cea\u3067\u5199\u771f\u306e\u4ed5\u4e0a\u304c\u308a\u304c\u5909\u308f\u308b\u306e\u3068\u540c\u3058\u3088\u3046\u306b\u3001VAE\u306e\u9078\u629e\u3067\u753b\u50cf\u306e\u8272\u3068\u8cea\u611f\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n
Stable Diffusion\u3084Flux\u306a\u3069\u306e\u753b\u50cf\u751f\u6210AI\u306f\u3001\u753b\u50cf\u305d\u306e\u3082\u306e\u3092\u76f4\u63a5\u64cd\u4f5c\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u6291\u3048\u308b\u305f\u3081\u3001\u753b\u50cf\u3092\u300c\u6f5c\u5728\u7a7a\u9593\uff08Latent Space\uff09\u300d\u3068\u547c\u3070\u308c\u308b\u5727\u7e2e\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3066\u51e6\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
VAE\u306f\u3001\u3053\u306e\u6f5c\u5728\u7a7a\u9593\u3068\u5b9f\u969b\u306e\u753b\u50cf\u306e\u9593\u3092\u6a4b\u6e21\u3057\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002\u6b63\u5f0f\u540d\u79f0\u306fVariational Autoencoder\uff08\u5909\u5206\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\uff09\u3067\u3001\u300c\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u300d\u3068\u300c\u30c7\u30b3\u30fc\u30c0\u30fc\u300d\u306e2\u3064\u306e\u30d1\u30fc\u30c4\u3067\u69cb\u6210\u3055\u308c\u308b\u306e\u304c\u57fa\u672c\u69cb\u9020\u3067\u3059\u3002<\/p>\n
\u3053\u3053\u3067\u62bc\u3055\u3048\u3066\u304a\u304d\u305f\u3044\u306e\u304c\u3001\u6f5c\u5728\u7a7a\u9593\u306e\u30c1\u30e3\u30cd\u30eb\u6570\u304c\u30e2\u30c7\u30eb\u4e16\u4ee3\u3054\u3068\u306b\u9055\u3046\u70b9\u3067\u3059\u3002SD1.5\u3068SDXL\u306f4\u30c1\u30e3\u30cd\u30eb\u3001Flux\u306f16\u30c1\u30e3\u30cd\u30eb\u3067\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u6839\u672c\u7684\u306b\u9055\u3044\u307e\u3059\uff08GitHub Issue #7256<\/a>\u30012026\u5e744\u6708\u73fe\u5728\uff09\u3002\u3053\u306e\u7269\u7406\u69cb\u9020\u306e\u5dee\u3053\u305d\u304c\u3001\u4e16\u4ee3\u3092\u8de8\u3044\u3060VAE\u6d41\u7528\u304c\u3067\u304d\u306a\u3044\u672c\u5f53\u306e\u7406\u7531\u3067\u3059\u3002<\/p>\n VAE\u306e\u52d5\u4f5c\u306f2\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u304b\u308c\u307e\u3059\u3002<\/p>\n \u30a8\u30f3\u30b3\u30fc\u30c9\uff08\u753b\u50cf\u2192\u6f5c\u5728\u7a7a\u9593\uff09<\/strong>\u306f\u3001\u5165\u529b\u753b\u50cf\u3092\u5c0f\u3055\u306a\u30c7\u30fc\u30bf\u306b\u5727\u7e2e\u3059\u308b\u51e6\u7406\u3067\u3059\u3002img2img\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u5143\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u3080\u3068\u304d\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002ComfyUI\u3067\u306f\u300cVAE Encode\u300d\u30ce\u30fc\u30c9\u304c\u62c5\u5f53\u3057\u307e\u3059\u3002<\/p>\n \u30c7\u30b3\u30fc\u30c9\uff08\u6f5c\u5728\u7a7a\u9593\u2192\u753b\u50cf\uff09<\/strong>\u306f\u3001AI\u304c\u751f\u6210\u3057\u305f\u6f5c\u5728\u30c7\u30fc\u30bf\u3092\u76ee\u306b\u898b\u3048\u308b\u753b\u50cf\u3078\u5fa9\u5143\u3059\u308b\u51e6\u7406\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u753b\u50cf\u751f\u6210\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u6700\u7d42\u6bb5\u968e\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002ComfyUI\u3067\u306f\u300cVAE Decode\u300d\u30ce\u30fc\u30c9\u304c\u62c5\u3044\u307e\u3059\u3002<\/p>\n \u3064\u307e\u308a\u3001VAE\u306e\u54c1\u8cea\u304c\u4f4e\u3051\u308c\u3070\u3001\u3069\u308c\u3060\u3051\u512a\u308c\u305f\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3082\u6700\u7d42\u753b\u50cf\u306e\u54c1\u8cea\u306f\u843d\u3061\u307e\u3059\u3002\u753b\u50cf\u306e\u300c\u6700\u5f8c\u306e\u4ed5\u4e0a\u3052\u300d\u3092\u884c\u3046\u30d1\u30fc\u30c4\u3001\u3068\u62bc\u3055\u3048\u3066\u304a\u3051\u3070\u5341\u5206\u3067\u3059\u3002<\/p>\n \u5185\u8535VAE\u3068\u5916\u90e8VAE\u306e\u95a2\u4fc2\u306f\u3001\u5efa\u7269\u4ed8\u5c5e\u306e\u6a19\u6e96\u7167\u660e\u3068\u5c02\u9580\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u660e\u5668\u5177\u306e\u95a2\u4fc2\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002\u6a19\u6e96\u54c1\u3067\u3082\u305d\u308c\u306a\u308a\u306b\u4f7f\u3048\u307e\u3059\u304c\u3001\u7a7a\u9593\u306e\u6f14\u51fa\u306b\u3053\u3060\u308f\u308b\u306a\u3089\u5c02\u7528\u306e\u5668\u5177\u306b\u5dee\u3057\u66ff\u3048\u305f\u307b\u3046\u304c\u96f0\u56f2\u6c17\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n \u591a\u304f\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u306b\u306f\u3001VAE\u304c\u3042\u3089\u304b\u3058\u3081\u5185\u8535\u3055\u308c\u3066\u3044\u307e\u3059\u3002ComfyUI\u306e\u300cLoad Checkpoint\u300d\u30ce\u30fc\u30c9\u304b\u3089\u306f\u3001MODEL\u30fbCLIP\u30fbVAE\u306e3\u3064\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\u304c\u3001\u3053\u306e\u300cVAE\u300d\u51fa\u529b\u304c\u5185\u8535VAE\u306b\u8a72\u5f53\u3057\u307e\u3059\u3002<\/p>\n \u5185\u8535VAE\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u624b\u8efd\u3055\u3067\u3059\u3002\u8ffd\u52a0\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3057\u306a\u304f\u3066\u3082\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u8aad\u307f\u8fbc\u3080\u3060\u3051\u3067\u753b\u50cf\u751f\u6210\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n \u305f\u3060\u3057\u3001\u5185\u8535VAE\u304c\u5fc5\u305a\u3057\u3082\u6700\u9069\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u30e2\u30c7\u30eb\u5236\u4f5c\u8005\u304c\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u306e\u90fd\u5408\u3067\u6c4e\u7528\u7684\u306aVAE\u3092\u7d44\u307f\u8fbc\u3093\u3067\u3044\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002\u5b9f\u52d9\u3067\u306f\u3001\u5185\u8535VAE\u306e\u54c1\u8cea\u306b\u4e0d\u6e80\u3092\u611f\u3058\u305f\u6642\u70b9\u3067\u5916\u90e8VAE\u3078\u5207\u308a\u66ff\u3048\u308b\u306e\u304c\u5b9a\u756a\u306e\u6d41\u308c\u3067\u3059\u3002<\/p>\n \u5916\u90e8VAE\u3092\u4f7f\u3046\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6539\u5584\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n \u3068\u304f\u306b\u30d5\u30a9\u30c8\u30ea\u30a2\u30eb\u7cfb\u306e\u753b\u50cf\u751f\u6210\u3067\u306f\u3001\u5916\u90e8VAE\u306b\u5207\u308a\u66ff\u3048\u308b\u3060\u3051\u3067\u52b9\u679c\u3092\u5b9f\u611f\u3059\u308b\u5831\u544a\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3059\uff08ComfyUI Wiki: VAE Models<\/a>\u30012026\u5e744\u6708\u73fe\u5728\uff09\u3002\u5185\u8535VAE\u3067\u300c\u306a\u3093\u3068\u306a\u304f\u307c\u3084\u3051\u308b\u300d\u3068\u611f\u3058\u305f\u3089\u3001\u5916\u90e8VAE\u3092\u8a66\u3059\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n VAE\u9078\u3073\u306f\u3001\u5857\u6599\u9078\u3073\u3068\u4f3c\u305f\u8003\u3048\u65b9\u306b\u306a\u308a\u307e\u3059\u3002\u4e0b\u5730\uff08\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\uff09\u306b\u5408\u3063\u305f\u5857\u6599\u3092\u9078\u3070\u306a\u3044\u3068\u3001\u4ed5\u4e0a\u304c\u308a\u304c\u6fc1\u3063\u305f\u308a\u3001\u6700\u60aa\u306e\u5834\u5408\u306f\u3046\u307e\u304f\u5b9a\u7740\u3057\u307e\u305b\u3093\u3002\u307e\u305a\u306f\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306e\u4e16\u4ee3\u306b\u5408\u308f\u305b\u308b\u3001\u3068\u3044\u3046\u539f\u5247\u304b\u3089\u5165\u308a\u307e\u3059\u3002<\/p>\n ComfyUI\u3067\u306eVAE\u9078\u3073\u65b9\u306f\u3001\u4f7f\u7528\u3059\u308b\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u306e\u4e16\u4ee3\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4e3b\u8981VAE\u3092\u6bd4\u8f03\u3057\u307e\u3059\uff082026\u5e744\u6708\u73fe\u5728\uff09\u3002<\/p>\n \u5bfe\u5fdc\u30e2\u30c7\u30eb<\/strong>: Stable Diffusion 1.4 \/ 1.5\u7cfb\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/p>\n vae-ft-mse-840000-ema-pruned \u306f\u3001Stability AI\u793e\u304cSD1.4\u301c1.5\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u4f7f\u7528\u3057\u3066\u3044\u305fVAE\u3067\u3059\u3002MSE\uff08Mean Squared Error\uff09\u640d\u5931\u95a2\u6570\u3067\u5fae\u8abf\u6574\u3055\u308c\u3066\u304a\u308a\u3001\u5199\u5b9f\u7cfb\u3067\u5b89\u5b9a\u3057\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n SD1.5\u7cfb\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u5834\u5408\u3001\u300c\u7279\u306b\u7406\u7531\u304c\u306a\u3051\u308c\u3070\u3053\u306eVAE\u3067OK\u300d\u3068\u8a00\u308f\u308c\u308b\u5b9a\u756a\u306e\u9078\u629e\u80a2\u3002\u30d5\u30a9\u30c8\u30ea\u30a2\u30eb\u5fd7\u5411\u306e\u30e2\u30c7\u30eb\u3068\u306e\u76f8\u6027\u304c\u826f\u304f\u3001\u8272\u306e\u518d\u73fe\u6027\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n \u30a2\u30cb\u30e1\u8abf\u30e2\u30c7\u30eb\uff08Anything V3\/V4\u306a\u3069\uff09\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001orangemix.vae \u3084 kl-f8-anime2 \u3092\u5408\u308f\u305b\u308b\u904b\u7528\u304c\u6d77\u5916\u3067\u306f\u4e3b\u6d41\u3067\u3059\uff08ComfyUI VAE Showdown<\/a>\u30012026\u5e744\u6708\u73fe\u5728\uff09\u3002<\/p>\n \u5bfe\u5fdc\u30e2\u30c7\u30eb<\/strong>: Stable Diffusion XL\uff08SDXL\uff09\u7cfb\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/p>\n sdxl_vae.safetensors \u306f\u3001SDXL\u306e1024×1024\u30d9\u30fc\u30b9\u89e3\u50cf\u5ea6\u306b\u6700\u9069\u5316\u3055\u308c\u305fVAE\u3067\u3059\u3002\u6539\u826f\u3055\u308c\u305f\u77e5\u899a\u640d\u5931\u95a2\u6570\u3067\u5b66\u7fd2\u3055\u308c\u3066\u304a\u308a\u3001\u9ad8\u89e3\u50cf\u5ea6\u3067\u30af\u30ea\u30fc\u30f3\u306a\u51fa\u529b\u304c\u7279\u5fb4\u3002<\/p>\n \u305f\u3060\u3057\u30012026\u5e744\u6708\u73fe\u5728\u306e\u5b9f\u904b\u7528\u3067\u306f madebyollin\/sdxl-vae-fp16-fix<\/a> \u304c\u6a19\u6e96\u6271\u3044\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u516c\u5f0f sdxl_vae \u306ffp16\u7cbe\u5ea6\u3067NaN\uff08Not a Number\uff09\u3092\u767a\u751f\u3055\u305b\u308b\u65e2\u77e5\u306e\u554f\u984c\u3092\u62b1\u3048\u3066\u304a\u308a\u3001fp16-fix\u7248\u306b\u5dee\u3057\u66ff\u3048\u308b\u3053\u3068\u3067NaN\u56de\u907f\u3001VRAM\u524a\u6e1b\u3001\u30c7\u30b3\u30fc\u30c9\u901f\u5ea6\u7d042\u500d\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n SDXL\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u5834\u5408\u306f sdxl-vae-fp16-fix \u3092\u63a8\u5968\u3002SD1.5\u7528\u306eVAE\u3068\u306f\u4e92\u63db\u6027\u304c\u306a\u3044\u305f\u3081\u3001\u6df7\u5728\u3055\u305b\u308b\u3068\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u307e\u305b\u3093\u3002<\/p>\n \u5bfe\u5fdc\u30e2\u30c7\u30eb<\/strong>: Flux.1\u7cfb\u30e2\u30c7\u30eb\uff08dev \/ schnell \/ fill\u7b49\uff09<\/p>\n ae.safetensors \u306f\u3001Black Forest Labs\u793e\u306eFlux\u30e2\u30c7\u30eb\u5c02\u7528VAE\u3067\u3059\u3002Flux\u306f16\u30c1\u30e3\u30cd\u30eb\u306e\u6f5c\u5728\u7a7a\u9593\u3068\u3044\u3046\u72ec\u81ea\u69cb\u9020\u3092\u6301\u3064\u305f\u3081\u30014\u30c1\u30e3\u30cd\u30eb\u306eSD\u30b7\u30ea\u30fc\u30baVAE\u3068\u306f\u5b8c\u5168\u306b\u5225\u7269\u3002<\/p>\n Flux.1\u3092\u4f7f\u3046\u5834\u5408\u306f\u3053\u306eVAE\u4e00\u629e\u3002\u30c6\u30ad\u30b9\u30c8\u306e\u8f2a\u90ed\u3084\u5efa\u7bc9\u30c7\u30a3\u30c6\u30fc\u30eb\u306a\u3069\u3001\u7d30\u90e8\u306e\u518d\u73fe\u6027\u306b\u512a\u308c\u3066\u3044\u308b\u70b9\u304cFlux VAE\u306e\u5f37\u307f\u3067\u3059\u3002\u914d\u5e03\u30d5\u30a1\u30a4\u30eb\u540d\u306f VAE\u9078\u3073\u3067\u8ff7\u3063\u305f\u3068\u304d\u306f\u3001\u6b21\u306e\u30eb\u30fc\u30eb\u304c\u76ee\u5b89\u3002<\/p>\n \u6700\u3082\u5927\u5207\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306e\u4e16\u4ee3\u3068VAE\u306e\u4e16\u4ee3\u3092\u5fc5\u305a\u5408\u308f\u305b\u308b\u3053\u3068\u3002SD1.5\/SDXL=4ch\u3001Flux=16ch\u3068\u3044\u3046\u6f5c\u5728\u7a7a\u9593\u306e\u69cb\u9020\u5dee\u304c\u4e92\u63db\u6027\u306e\u6839\u672c\u539f\u56e0\u3067\u3001\u4e16\u4ee3\u3092\u8de8\u3050\u3068\u753b\u50cf\u306e\u7834\u7dbb\u3084\u8272\u5d29\u308c\u304c\u8d77\u3053\u308a\u307e\u3059\u3002<\/p>\n VAE\u306e\u9055\u3044\u306f\u3001\u5199\u771f\u306e\u73fe\u50cf\u6a5f\u7a2e\u306e\u9055\u3044\u306b\u8fd1\u3044\u3082\u306e\u3067\u3059\u3002\u540c\u3058\u30cd\u30ac\u3092\u5225\u306e\u73fe\u50cf\u6a5f\u3067\u51e6\u7406\u3059\u308b\u3068\u3001\u8272\u306e\u30ce\u30ea\u3084\u968e\u8abf\u8868\u73fe\u304c\u5909\u308f\u308a\u307e\u3059\u3002VAE\u3082\u540c\u3058\u3067\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u540c\u3058\u8a2d\u5b9a\u3067\u3082\u3001\u9078\u3076VAE\u3067\u4ed5\u4e0a\u304c\u308a\u306e\u5370\u8c61\u304c\u306f\u3063\u304d\u308a\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n VAE\u306f\u30c7\u30b3\u30fc\u30c9\u6642\u306b\u3001\u6f5c\u5728\u7a7a\u9593\u306e\u30c7\u30fc\u30bf\u3092RGB\u753b\u50cf\u3078\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u306e\u5909\u63db\u7cbe\u5ea6\u304cVAE\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u30fb\u540c\u3058\u30b7\u30fc\u30c9\u3067\u3082\u51fa\u529b\u753b\u50cf\u306e\u5370\u8c61\u304c\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n \u5177\u4f53\u7684\u306b\u306f\u3001\u5916\u90e8VAE\uff08vae-ft-mse-840000\u306a\u3069\uff09\u3092\u4f7f\u3046\u3068\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u5185\u8535VAE\u306b\u6bd4\u3079\u3066\u5f69\u5ea6\u304c\u9ad8\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u808c\u306e\u8272\u5473\u304c\u81ea\u7136\u306b\u306a\u308a\u3001\u7a7a\u3084\u690d\u7269\u306e\u8272\u3082\u3088\u308a\u9bae\u3084\u304b\u306b\u518d\u73fe\u3055\u308c\u308b\u30b1\u30fc\u30b9\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n \u305f\u3068\u3048\u3070\u5efa\u7bc9\u30d1\u30fc\u30b9\u306e\u751f\u6210\u3067\u306f\u3001VAE\u306e\u9055\u3044\u304c\u9855\u8457\u306b\u8868\u308c\u307e\u3059\u3002\u5916\u58c1\u306e\u8cea\u611f\u3084\u7167\u660e\u306e\u8272\u6e29\u5ea6\u306a\u3069\u3001\u5fae\u5999\u306a\u8272\u306e\u5dee\u304c\u4ed5\u4e0a\u304c\u308a\u306e\u5370\u8c61\u3092\u5de6\u53f3\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n VAE\u306e\u6027\u80fd\u5dee\u306f\u3001\u9854\u306e\u30c7\u30a3\u30c6\u30fc\u30eb\u306b\u3082\u5f71\u97ff\u3057\u307e\u3059\u3002\u76ee\u30fb\u9f3b\u30fb\u53e3\u306e\u5f62\u72b6\u304c\u3088\u308a\u9bae\u660e\u306b\u306a\u3063\u305f\u308a\u3001\u9aea\u306e\u6bdb\u4e00\u672c\u4e00\u672c\u306e\u63cf\u5199\u304c\u6539\u5584\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n \u305f\u3060\u3057\u3001VAE\u3060\u3051\u3067\u5287\u7684\u306a\u54c1\u8cea\u5411\u4e0a\u3092\u671f\u5f85\u3059\u308b\u306e\u306f\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3042\u304f\u307e\u3067\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u304c\u751f\u6210\u3057\u305f\u6f5c\u5728\u30c7\u30fc\u30bf\u3092\u300c\u3044\u304b\u306b\u6b63\u78ba\u306b\u753b\u50cf\u5316\u3059\u308b\u304b\u300d\u304cVAE\u306e\u5b88\u5099\u7bc4\u56f2\u3002\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u54c1\u8cea\u304c\u4f4e\u3051\u308c\u3070\u3001VAE\u3092\u5909\u3048\u3066\u3082\u6539\u5584\u5e45\u306f\u9650\u5b9a\u7684\u3067\u3059\u3002<\/p>\n ComfyUI\u306b\u306f\u6a19\u6e96\u306e\u300cVAE Decode\u300d\u3068\u3001\u4f4eVRAM\u5411\u3051\u306e\u300cVAE Decode Tiled\u300d\u304c\u3042\u308a\u307e\u3059\u3002\u901a\u5e38\u306eVAE Decode\u306f\u7cbe\u5ea6\u512a\u5148\u3067\u3001\u8272\u5473\u30fb\u660e\u5ea6\u3092\u6b63\u78ba\u306b\u518d\u73fe\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002\u4e00\u65b9\u306eVAE Decode Tiled\u306f\u753b\u50cf\u3092\u5206\u5272\u51e6\u7406\u3059\u308b\u3053\u3068\u3067VRAM\u6d88\u8cbb\u3092\u6291\u3048\u307e\u3059\u304c\u3001\u8272\u30fb\u660e\u5ea6\u30fb\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u304c\u5fae\u5999\u306b\u30b7\u30d5\u30c8\u3059\u308b\u65e2\u77e5\u306e\u6319\u52d5\u304c\u3042\u308a\u30012026\u5e744\u6708\u73fe\u5728\u3082\u672a\u89e3\u6d88\u3067\u3059\uff08GitHub Issue #500<\/a>\uff09\u3002<\/p>\n \u5b9f\u52d9\u3067\u306f\u3001VRAM\u306b\u4f59\u88d5\u304c\u3042\u308b\u74b0\u5883\u3067\u306f\u901a\u5e38\u7248\u3001VRAM\u4e0d\u8db3\u3067\u843d\u3061\u308b\u5834\u5408\u306e\u307fTiled\u7248\u3001\u3068\u3044\u3046\u5207\u308a\u5206\u3051\u304c\u57fa\u672c\u3002\u8272\u30ba\u30ec\u304c\u6c17\u306b\u306a\u308b\u5834\u5408\u306f\u3001\u5f8c\u8ff0\u3059\u308b\u8272\u88dc\u6b63\u30ab\u30b9\u30bf\u30e0\u30ce\u30fc\u30c9\u306e\u5c0e\u5165\u3082\u9078\u629e\u80a2\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n VAE\u306e\u5dee\u3057\u66ff\u3048\u306f\u3001\u30d7\u30ea\u30f3\u30bf\u30c9\u30e9\u30a4\u30d0\u3092\u5165\u308c\u66ff\u3048\u308b\u4f5c\u696d\u306b\u4f3c\u3066\u3044\u307e\u3059\u3002PC\u306b\u8ffd\u52a0\u30c9\u30e9\u30a4\u30d0\u3092\u5165\u308c\u3001\u5370\u5237\u30c0\u30a4\u30a2\u30ed\u30b0\u3067\u305d\u306e\u30c9\u30e9\u30a4\u30d0\u3092\u9078\u3076\u3001\u3068\u3044\u3046\u624b\u9806\u3068\u540c\u3058\u3067\u3001ComfyUI\u3067\u3082\u30d5\u30a1\u30a4\u30eb\u3092\u6240\u5b9a\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304d\u3001\u30ce\u30fc\u30c9\u3067\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u5207\u308a\u66ff\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n \u5916\u90e8VAE\u3092\u4f7f\u3046\u306b\u306f\u3001\u307e\u305aVAE\u30d5\u30a1\u30a4\u30eb\u3092ComfyUI\u306e\u6240\u5b9a\u30d5\u30a9\u30eb\u30c0\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/p>\n \u3053\u306e\u30d5\u30a9\u30eb\u30c0\u306b .safetensors \u5f62\u5f0f\u306eVAE\u30d5\u30a1\u30a4\u30eb\u3092\u914d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30d5\u30a1\u30a4\u30eb\u306fHugging Face\u306a\u3069\u306e\u30e2\u30c7\u30eb\u914d\u5e03\u30b5\u30a4\u30c8\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n \u904b\u7528\u306e\u30b3\u30c4\u3068\u3057\u3066\u3001 ComfyUI\u3067\u5916\u90e8VAE\u3092\u4f7f\u3046\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3002<\/p>\n \u3053\u306e\u8a2d\u5b9a\u306b\u3088\u308a\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u5185\u8535VAE\u306e\u4ee3\u308f\u308a\u306b\u5916\u90e8VAE\u304c\u4f7f\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30ce\u30fc\u30c9\u63a5\u7d9a\u306e\u57fa\u790e\u304b\u3089\u62bc\u3055\u3048\u305f\u3044\u65b9\u306fComfyUI\u306e\u30ce\u30fc\u30c9\u3068\u306f\uff1f\u521d\u5fc3\u8005\u304c\u6700\u521d\u306b\u77e5\u308b\u8003\u3048\u65b9<\/a>\u3067\u6574\u7406\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n \u753b\u50cf\u30c8\u30e9\u30d6\u30eb\u306e\u539f\u56e0\u306f\u3001\u5efa\u7bc9\u73fe\u5834\u3067\u8a00\u3048\u3070\u914d\u7dda\u30df\u30b9\u3084\u63a5\u7d9a\u30df\u30b9\u304c\u5927\u534a\u3092\u5360\u3081\u308b\u306e\u3068\u4f3c\u3066\u3044\u307e\u3059\u3002\u539f\u56e0\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u6c7a\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u7684\u306b\u6f70\u3057\u3066\u3044\u3051\u3070\u77ed\u6642\u9593\u3067\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u9818\u57df\u3067\u3059\u3002<\/p>\n \u751f\u6210\u753b\u50cf\u304c\u7070\u8272\u4e00\u8272\u306b\u306a\u308b\u3001\u6975\u7aef\u306b\u307c\u3084\u3051\u308b\u3001\u7d2b\u304c\u304b\u308b\u3001\u767d\u98db\u3073\u3059\u308b\u3002\u3053\u3046\u3057\u305f\u75c7\u72b6\u306e\u539f\u56e0\u306f\u3001\u6d77\u5916\u306e\u4e8b\u4f8b\u96c6\u8a08\u3067\u7d0499%\u304cVAE\u30df\u30b9\u30de\u30c3\u30c1\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff08Angry Shark Studio: 10 ComfyUI Mistakes<\/a>\u30012026\u5e744\u6708\u73fe\u5728\uff09\u3002\u307e\u305a\u306f\u4ee5\u4e0b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n VAE\u304c\u63a5\u7d9a\u3055\u308c\u3066\u3044\u306a\u3044<\/strong>: VAE Decode\u30ce\u30fc\u30c9\u306b\u6709\u52b9\u306aVAE\u51fa\u529b\u304c\u63a5\u7d9a\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u3001\u6f5c\u5728\u30c7\u30fc\u30bf\u3092\u6b63\u3057\u304f\u753b\u50cf\u306b\u5909\u63db\u3067\u304d\u307e\u305b\u3093\u3002Load Checkpoint\u307e\u305f\u306fLoad VAE\u304b\u3089\u306eVAE\u51fa\u529b\u304c\u78ba\u5b9f\u306b\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n \u4e16\u4ee3\u306e\u30df\u30b9\u30de\u30c3\u30c1<\/strong>: SD1.5\u7528\u306eVAE\u3092SDXL\u30e2\u30c7\u30eb\u306b\u63a5\u7d9a\u3059\u308b\u306a\u3069\u3001\u4e16\u4ee3\u9055\u3044\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u753b\u50cf\u7834\u7dbb\u306e\u5178\u578b\u539f\u56e0\u3002\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306e\u7a2e\u985e\u306b\u5408\u3063\u305fVAE\u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n VAE\u30d5\u30a1\u30a4\u30eb\u306e\u7834\u640d<\/strong>: \u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u4e0d\u5b8c\u5168\u3060\u3063\u305f\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u58ca\u308c\u3066\u3044\u308b\u3068\u7070\u8272\u753b\u50cf\u306b\u306a\u308a\u307e\u3059\u3002\u518d\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u89e3\u6c7a\u3059\u308b\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n VAE\u8a2d\u5b9a\u306b\u554f\u984c\u304c\u306a\u3044\u306e\u306b\u753b\u50cf\u304c\u307c\u3084\u3051\u308b\u5834\u5408\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5236\u7d04\u304c\u539f\u56e0\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n VRAM\uff08\u30d3\u30c7\u30aa\u30e1\u30e2\u30ea\uff09\u304c\u4e0d\u8db3\u3059\u308b\u3068\u3001ComfyUI\u306fVAE\u306e\u8a08\u7b97\u7cbe\u5ea6\u3092\u81ea\u52d5\u7684\u306b\u4e0b\u3052\u307e\u3059\u3002FP32\u304b\u3089FP16\u3078\u306e\u7cbe\u5ea6\u4f4e\u4e0b\u306b\u3088\u308a\u3001\u5fae\u5999\u306a\u8272\u60c5\u5831\u304c\u5931\u308f\u308c\u3066\u307c\u3084\u3051\u305f\u5370\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n \u5bfe\u51e6\u6cd5\u3068\u3057\u3066\u306f\u3001ComfyUI\u306e\u8d77\u52d5\u30aa\u30d7\u30b7\u30e7\u30f3\u306b \u5b9f\u52d9\u3067\u306f\u3001VRAM 8GB\u306eGPU\u3067SD1.5\u7cfb\u3092\u4f7f\u3046\u5834\u5408\u3001VAE\u306eFP32\u5b9f\u884c\u304c\u5b89\u5b9a\u52d5\u4f5c\u306e\u30dc\u30fc\u30c0\u30fc\u30e9\u30a4\u30f3\u3068\u3055\u308c\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002SDXL\u3084Flux\u3067\u306f\u3088\u308a\u591a\u304f\u306eVRAM\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n Tiled\u7248\u306e\u8272\u30b7\u30d5\u30c8\u3084\u3001\u7279\u5b9a\u30e2\u30c7\u30eb\u7d44\u307f\u5408\u308f\u305b\u3067\u767a\u751f\u3059\u308b\u5fae\u5999\u306a\u8272\u30ba\u30ec\u306b\u306f\u3001\u6d77\u5916\u3067\u666e\u53ca\u3057\u3066\u3044\u308b\u88dc\u6b63\u7528\u30ab\u30b9\u30bf\u30e0\u30ce\u30fc\u30c9\u304c\u6709\u52b9\u3067\u3059\u3002\u4ee3\u8868\u4f8b\u3068\u3057\u3066 VAE Decode ColorFix<\/a> \u3084 EasyColorCorrector\uff08VAEColorCorrector\uff09\u304c\u3042\u308a\u3001ComfyUI Manager\u304b\u3089\u5c0e\u5165\u3067\u304d\u307e\u3059\uff082026\u5e744\u6708\u73fe\u5728\uff09\u3002<\/p>\n \u901a\u5e38\u306eVAE\u5207\u308a\u66ff\u3048\u3067\u89e3\u6c7a\u3057\u306a\u3044\u8272\u554f\u984c\u306b\u76f4\u9762\u3057\u305f\u3068\u304d\u306e\u6700\u7d42\u624b\u6bb5\u3068\u3057\u3066\u899a\u3048\u3066\u304a\u304f\u3068\u4fbf\u5229\u3067\u3059\u3002<\/p>\n ComfyUI\u3067\u306eVAE\u9078\u3073\u65b9\u306f\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u306e\u4e16\u4ee3\u306b\u5408\u308f\u305b\u308b\u306e\u304c\u57fa\u672c\u3067\u3059\u3002SD1.5\u7cfb\u306a\u3089 vae-ft-mse-840000\u3001SDXL\u7cfb\u306a\u3089 sdxl-vae-fp16-fix\u3001Flux\u7cfb\u306a\u3089 ae.safetensors \u3092\u9078\u3079\u3070\u5927\u304d\u304f\u5916\u3057\u307e\u305b\u3093\u3002<\/p>\n VAE\u306f\u753b\u50cf\u751f\u6210\u306e\u300c\u6700\u5f8c\u306e\u4ed5\u4e0a\u3052\u300d\u3092\u62c5\u3046\u30d1\u30fc\u30c4\u3067\u3059\u3002\u8272\u5473\u306e\u9bae\u3084\u304b\u3055\u3084\u30c7\u30a3\u30c6\u30fc\u30eb\u306e\u9bae\u660e\u3055\u306b\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u9078\u3073\u3068\u540c\u3058\u304f\u3089\u3044\u5927\u5207\u306a\u8981\u7d20\u306b\u306a\u308a\u307e\u3059\u3002\u751f\u6210\u753b\u50cf\u306e\u54c1\u8cea\u306b\u9055\u548c\u611f\u3092\u899a\u3048\u305f\u3089\u3001VAE\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n \u30e2\u30c7\u30eb\u9078\u3073\u306e\u5168\u4f53\u50cf\u3092\u62bc\u3055\u3048\u305f\u3044\u65b9\u306f\u3001ComfyUI \u30e2\u30c7\u30eb\u5b8c\u5168\u30ac\u30a4\u30c9<\/a>\u3067\u5404\u30e2\u30c7\u30eb\u306e\u7a2e\u985e\u3068\u5f79\u5272\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u306e\u9078\u3073\u65b9\u306f\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u30e2\u30c7\u30eb\u306e\u9055\u3044\uff5cSD1.5\u30fbSDXL\u30fbSD3\u306e\u9078\u3073\u65b9<\/a>\u3067\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n ComfyUI\uff08\u30ce\u30fc\u30c9\u3092\u3064\u306a\u3044\u3067\u753b\u50cf\u751f\u6210AI\u3092\u52d5\u304b\u3059\u30c4\u30fc\u30eb\uff09\u3067\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u3068\u304d\u3001\u8272\u304c\u304f\u3059\u3080\u3001\u30c7\u30a3\u30c6\u30fc\u30eb\u304c\u307c\u3084\u3051\u308b\u3001\u3068\u3044\u3046\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u305d\u306e\u539f\u56e0\u306e\u591a\u304f\u306fVAE\uff08Variational Autoencoder\u3002AI […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[112,114,113],"tags":[],"class_list":["post-3632","post","type-post","status-publish","format-standard","hentry","category-ai-architect","category-comfyui-ai-architect","category-service-ai-architect"],"acf":[],"_links":{"self":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/3632","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/comments?post=3632"}],"version-history":[{"count":2,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/3632\/revisions"}],"predecessor-version":[{"id":4529,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/posts\/3632\/revisions\/4529"}],"wp:attachment":[{"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/media?parent=3632"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/categories?post=3632"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/persc.jp\/blog\/wp-json\/wp\/v2\/tags?post=3632"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\u30a8\u30f3\u30b3\u30fc\u30c9\u3068\u30c7\u30b3\u30fc\u30c9\u306e\u4ed5\u7d44\u307f<\/h3>\n
\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u5185\u8535VAE \u3068 \u5916\u90e8VAE \u306e\u9055\u3044<\/h2>\n
\u5185\u8535VAE\u306e\u7279\u5fb4\u3068\u9650\u754c<\/h3>\n
\u5916\u90e8VAE\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/h3>\n
\n
\u4e3b\u8981VAE\u306e\u6bd4\u8f03\u3068\u9078\u3073\u65b9<\/h2>\n
vae-ft-mse-840000\uff08SD1.5\u7cfb\u306e\u5b9a\u756a\uff09<\/h3>\n
sdxl_vae\uff08SDXL\u5c02\u7528\uff09<\/h3>\n
ae.safetensors\uff08Flux\u5c02\u7528\uff09<\/h3>\n
ae.safetensors<\/code> \u306e\u307e\u307e\u3067\u306f\u4ed6VAE\u3068\u7d1b\u3089\u308f\u3057\u3044\u306e\u3067\u3001flux_ae.safetensors<\/code> \u306b\u30ea\u30cd\u30fc\u30e0\u3057\u3066\u304a\u304f\u3068\u8aa4\u9078\u629e\u3092\u9632\u3052\u307e\u3059\u3002<\/p>\n\u30e2\u30c7\u30eb\u4e16\u4ee3\u5225\u306e\u9078\u3073\u65b9\u307e\u3068\u3081<\/h3>\n
\n
VAE\u304c\u8272\u5473\u30fb\u30c7\u30a3\u30c6\u30fc\u30eb\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/h2>\n
\u8272\u306e\u9bae\u3084\u304b\u3055\u3068\u5f69\u5ea6\u306e\u5909\u5316<\/h3>\n
\u9854\u3084\u7d30\u90e8\u306e\u63cf\u5199\u54c1\u8cea<\/h3>\n
VAE Decode \u3068 VAE Decode Tiled \u306e\u4f7f\u3044\u5206\u3051<\/h3>\n
ComfyUI\u3067\u306eVAE Loader\u63a5\u7d9a\u65b9\u6cd5<\/h2>\n
VAE\u30d5\u30a1\u30a4\u30eb\u306e\u914d\u7f6e\u5834\u6240<\/h3>\n
ComfyUI\/models\/vae\/\n<\/code><\/pre>\nmodels\/vae\/<\/code> \u914d\u4e0b\u3092 sd15\/<\/code>, sdxl\/<\/code>, flux\/<\/code> \u306e\u30b5\u30d6\u30d5\u30a9\u30eb\u30c0\u306b\u5206\u3051\u3066\u683c\u7d0d\u3059\u308b\u65b9\u6cd5\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\uff08ComfyUI Wiki: Install VAE<\/a>\uff09\u3002\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u4e00\u89a7\u3067\u4e16\u4ee3\u304c\u6df7\u5728\u3059\u308b\u3068\u8aa4\u9078\u629e\u4e8b\u6545\u304c\u8d77\u304d\u3084\u3059\u3044\u305f\u3081\u3001\u6700\u521d\u306e\u6bb5\u968e\u3067\u6574\u7406\u3057\u3066\u304a\u304f\u3068\u5b89\u5fc3\u3067\u3059\u3002<\/p>\nVAE Loader\u30ce\u30fc\u30c9\u306e\u63a5\u7d9a\u624b\u9806<\/h3>\n
\n
\u751f\u6210\u753b\u50cf\u304c\u7070\u8272\u30fb\u307c\u3084\u3051\u308b\u5834\u5408\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c8<\/h2>\n
VAE\u672a\u8a2d\u5b9a\u30fb\u30df\u30b9\u30de\u30c3\u30c1\u304c\u539f\u56e0\u306e\u30b1\u30fc\u30b9<\/h3>\n
VRAM\u4e0d\u8db3\u30fb\u7cbe\u5ea6\u8a2d\u5b9a\u304c\u539f\u56e0\u306e\u30b1\u30fc\u30b9<\/h3>\n
--force-fp32-vae<\/code> \u3092\u8ffd\u52a0\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001VRAM\u6d88\u8cbb\u91cf\u304c\u5897\u3048\u308b\u305f\u3081\u30018GB\u4ee5\u4e0a\u306eGPU\u30e1\u30e2\u30ea\u304c\u63a8\u5968\u3067\u3059\u3002<\/p>\n\u8272\u30ba\u30ec\u88dc\u6b63\u30ab\u30b9\u30bf\u30e0\u30ce\u30fc\u30c9\u3068\u3044\u3046\u9078\u629e\u80a2<\/h3>\n
\u307e\u3068\u3081<\/h2>\n
\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/h3>\n
\n