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"localized_name": "vae", "name": "vae", "type": "VAE", "link": 572 } ], "outputs": [ { "label": "Рефайн 2K", "localized_name": "Рефайн 2K", "name": "VIDEO", "type": "VIDEO", "links": [ 581, 582 ] } ], "title": "Рефайн 2K · обработка", "properties": { "previewExposures": [] }, "widgets_values": [ "", 48 ], "widgets_values_named": { "text": "", "frame_count": 48 }, "color": "#533b63" }, { "id": 432, "type": "08415474-484b-4306-b41f-e684d69a3d0f", "pos": [ 2217.1812034697077, 113.88634656102813 ], "size": [ 325, 154 ], "flags": { "collapsed": true }, "order": 28, "mode": 0, "inputs": [ { "label": "vae", "localized_name": "vae", "name": "vae", "type": "VAE", "link": 573 }, { "label": "vae", "localized_name": "vae_1", "name": "vae_1", "type": "VAE", "link": 574 }, { "label": "av_latent", "localized_name": "av_latent", "name": "av_latent", "type": "LATENT", "link": 575 }, { "label": "noise", "localized_name": "шум", "name": "noise", "type": "NOISE", "link": 576 }, { "label": "guider", "localized_name": "гид", "name": "guider", "type": "GUIDER", "link": 577 }, { "label": "model", "localized_name": "модель", "name": "model", "type": "MODEL", "link": 578 } ], "outputs": [], "properties": { "previewExposures": [ { "name": "videopreview", "sourceNodeId": "214", "sourcePreviewName": "videopreview" } ] }, "color": "#454548" }, { "id": 433, "type": "MarkdownNote", "pos": [ -823.4114812868388, 595.7679284404907 ], "size": [ 820, 515.8315023136731 ], "flags": {}, "order": 16, "mode": 0, "inputs": [], "outputs": [], "title": "Веса MiniMax H3 · ссылки и папки", "properties": { "Node name for S&R": "MarkdownNote" }, "widgets_values": [ "### Основной проход\n\n**`ComfyUI/models/diffusion_models/`**\n- [Minimax-h3_Singularity_ref2va_v1.3_int8.safetensors](https://huggingface.co/WarmBloodAban/Minimax-h3_Singularity/resolve/main/Minimax-h3_Singularity_ref2va_v1.3_int8.safetensors) — модель генерации.\n\n**`ComfyUI/models/text_encoders/`**\n- [qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors)\n\n**`ComfyUI/models/vae/`**\n- [minimax_h3_video_vae_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_video_vae_int8_convrot.safetensors) — видео.\n- [minimax_h3_audio_vae_fp32.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_audio_vae_fp32.safetensors) — звук.\n\n**`ComfyUI/models/loras/`**\n- [LightX2V Ref2V Turbo 8-step · 768p · ComfyUI BF16](https://huggingface.co/lightx2v/Minimax-h3-Turbo/resolve/main/minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors) — основное ускорение.\n- [Choreographed Dancing V2](https://civitai.com/models/2991318?modelVersionId=3395440) — сохранить как `MiniMaxH3_Choreographed_Dancing_V2.safetensors` или выбрать скачанный файл в узле «LoRA · танец».\n- [fal Realism People LoRA](https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA/resolve/main/h3-realism-people-t2v-i2v-r2v.safetensors) — сохранить как `minimax-h3-people.safetensors` или выбрать скачанный файл в узле «LoRA · люди».\n- [Turbo EMA-600 · ComfyUI](https://huggingface.co/t8star/minimax_h3_turbo_v4_step600_ema_DasiwaREF2VAHybridV1_0_curveproj1025_compat_v001/resolve/main/minimax_h3_turbo_v4_step600_ema_comfyui.safetensors) — запасное ускорение. Узел выключен по умолчанию.\n\n### Дополнительно для рефайна 2K\n\n**`ComfyUI/models/diffusion_models/`**\n- [minimax_h3_fl2va_pruned_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors) — модель рефайна.\n- [minimax_h3_ref2va_pruned_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/diffusion_models/minimax_h3_ref2va_pruned_int8_convrot.safetensors) — таблица для узла Sharp.\n\n**`ComfyUI/models/loras/`**\n- [open_h3_regenerate_2k_lora.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/lora/open_h3_regenerate_2k_lora.safetensors)\n- [sharp_curve_branches.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/lora/sharp_curve_branches.safetensors)\n\n**`ComfyUI/models/latent_upscale_models/`**\n- [minimax_h3_latent_upscaler_3d_conv_v1_bf16.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/latent_upsampler/minimax_h3_latent_upscaler_3d_conv_v1_bf16.safetensors)\n\nРефайн использует Video VAE из основного прохода. Установи также [узлы ComfyUI-Open-H3-Regenerate](https://github.com/rdh9616/ComfyUI-Open-H3-Regenerate)." ], "widgets_values_named": { "text": "### Основной проход\n\n**`ComfyUI/models/diffusion_models/`**\n- [Minimax-h3_Singularity_ref2va_v1.3_int8.safetensors](https://huggingface.co/WarmBloodAban/Minimax-h3_Singularity/resolve/main/Minimax-h3_Singularity_ref2va_v1.3_int8.safetensors) — модель генерации.\n\n**`ComfyUI/models/text_encoders/`**\n- [qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors)\n\n**`ComfyUI/models/vae/`**\n- [minimax_h3_video_vae_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_video_vae_int8_convrot.safetensors) — видео.\n- [minimax_h3_audio_vae_fp32.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_audio_vae_fp32.safetensors) — звук.\n\n**`ComfyUI/models/loras/`**\n- [LightX2V Ref2V Turbo 8-step · 768p · ComfyUI BF16](https://huggingface.co/lightx2v/Minimax-h3-Turbo/resolve/main/minimax_h3_ref2v_turbo_8step_v1.0_768p_comfyui_bf16.safetensors) — основное ускорение.\n- [Choreographed Dancing V2](https://civitai.com/models/2991318?modelVersionId=3395440) — сохранить как `MiniMaxH3_Choreographed_Dancing_V2.safetensors` или выбрать скачанный файл в узле «LoRA · танец».\n- [fal Realism People LoRA](https://huggingface.co/fal/MiniMax-H3-Realism-People-LoRA/resolve/main/h3-realism-people-t2v-i2v-r2v.safetensors) — сохранить как `minimax-h3-people.safetensors` или выбрать скачанный файл в узле «LoRA · люди».\n- [Turbo EMA-600 · ComfyUI](https://huggingface.co/t8star/minimax_h3_turbo_v4_step600_ema_DasiwaREF2VAHybridV1_0_curveproj1025_compat_v001/resolve/main/minimax_h3_turbo_v4_step600_ema_comfyui.safetensors) — запасное ускорение. Узел выключен по умолчанию.\n\n### Дополнительно для рефайна 2K\n\n**`ComfyUI/models/diffusion_models/`**\n- [minimax_h3_fl2va_pruned_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors) — модель рефайна.\n- [minimax_h3_ref2va_pruned_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/diffusion_models/minimax_h3_ref2va_pruned_int8_convrot.safetensors) — таблица для узла Sharp.\n\n**`ComfyUI/models/loras/`**\n- [open_h3_regenerate_2k_lora.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/lora/open_h3_regenerate_2k_lora.safetensors)\n- [sharp_curve_branches.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/lora/sharp_curve_branches.safetensors)\n\n**`ComfyUI/models/latent_upscale_models/`**\n- [minimax_h3_latent_upscaler_3d_conv_v1_bf16.safetensors](https://huggingface.co/Efficient-Large-Model/Open-H3-Regenerate-2K/resolve/main/latent_upsampler/minimax_h3_latent_upscaler_3d_conv_v1_bf16.safetensors)\n\nРефайн использует Video VAE из основного прохода. Установи также [узлы ComfyUI-Open-H3-Regenerate](https://github.com/rdh9616/ComfyUI-Open-H3-Regenerate)." }, "color": "#243b57", "bgcolor": "#19283a" }, { "id": 434, "type": "Note", "pos": [ -814.7400896735045, 167.1775919837186 ], "size": [ 360.37027397677764, 379.0854280880218 ], "flags": {}, "order": 17, "mode": 0, "inputs": [], "outputs": [], "properties": { "widget_ue_connectable": {} }, "widgets_values": [ "The 4 LoRAs\n\nref2v_turbo_4step_v0.1: native speed LoRA. Fastest, but skin comes out a bit oily.\nref2v_turbo_8step_v1.0_768p: the \"Reference\" speed LoRA.\nturbo_v4_step600_ema: EMA-600 speed LoRA. Best skin, weakest scene logic.\nminimax-h3-people: People Realism LoRA (skin texture).\n\nGolden rule: one speed LoRA at a time. Never stack two of the first three.\n\nPick a tier\n\nTier 1 · Max Realism: EMA-600 @ 1.0 + People @ 1.0 · 8 steps\nFor locked-off close-ups and skin/beauty shots.\nBackgrounds go soft, and fast motion can break.\nTier 2 · Balanced (default): Ref 8-step @ 1.0 + People @ 1.0 · 8 steps\nFor talking heads with light staging.\nGood skin, and the scene holds together.\nTier 3 · Max Intelligence: Ref 8-step @ 1.0 only · 8 steps\nFor action, movement, props, or complex prompts.\nSharpest backgrounds and best prompt-following.\nFast · Speed Draft: Ref 4-step v0.1 @ 1.0 · 6 steps\nFor quick tests and drafts.\nFastest option, but skin looks oilier.\n\nAlways\n\nUsing People? Put r34l1sm at the very start of the prompt, or the LoRA won't fire.\nRender in a single pass. A second pass makes skin more oily or fake.\nResolution: 1.2–1.4 MP.\nSkin detail only shows when the face is big in frame. In wide shots, judge logic and motion, not pores." ], "widgets_values_named": { "text": "The 4 LoRAs\n\nref2v_turbo_4step_v0.1: native speed LoRA. Fastest, but skin comes out a bit oily.\nref2v_turbo_8step_v1.0_768p: the \"Reference\" speed LoRA.\nturbo_v4_step600_ema: EMA-600 speed LoRA. Best skin, weakest scene logic.\nminimax-h3-people: People Realism LoRA (skin texture).\n\nGolden rule: one speed LoRA at a time. Never stack two of the first three.\n\nPick a tier\n\nTier 1 · Max Realism: EMA-600 @ 1.0 + People @ 1.0 · 8 steps\nFor locked-off close-ups and skin/beauty shots.\nBackgrounds go soft, and fast motion can break.\nTier 2 · Balanced (default): Ref 8-step @ 1.0 + People @ 1.0 · 8 steps\nFor talking heads with light staging.\nGood skin, and the scene holds together.\nTier 3 · Max Intelligence: Ref 8-step @ 1.0 only · 8 steps\nFor action, movement, props, or complex prompts.\nSharpest backgrounds and best prompt-following.\nFast · Speed Draft: Ref 4-step v0.1 @ 1.0 · 6 steps\nFor quick tests and drafts.\nFastest option, but skin looks oilier.\n\nAlways\n\nUsing People? Put r34l1sm at the very start of the prompt, or the LoRA won't fire.\nRender in a single pass. A second pass makes skin more oily or fake.\nResolution: 1.2–1.4 MP.\nSkin detail only shows when the face is big in frame. In wide shots, judge logic and motion, not pores." }, "color": "#432", "bgcolor": "#653" }, { "id": 435, "type": "Note", "pos": [ -439.69237560623895, -83.5827698430096 ], "size": [ 430, 629.0315828808605 ], "flags": {}, "order": 18, "mode": 0, "inputs": [], "outputs": [], "properties": { "widget_ue_connectable": {} }, "widgets_values": [ "ULTRA SPEED - Singularity 4-step\n=====================================\n\nWHAT CHANGED FROM THE BEST WORKFLOW\n Model -> Minimax-h3_Singularity_ref2va_v1.3_int8\n LoRA -> minimax_h3_ref2v_turbo_4step_v0.1\n Sampling -> the Dual Clock node drives it, single pass\n The whole second pass is still here, just bypassed (purple nodes)\n\n NOTE: Singularity only works with the 4step v0.1 LoRA.\n Do not swap in the 8step one.\n\nSETTING THE STEP COUNT (this is the only knob - leave resolution at 1.0MP)\n Green Dual Clock node, first field: steps. You never touch a sigma string.\n\n 6 steps THE DEFAULT. Low-motion shots: talking to camera, walking,\n slow moves. This is the sweet spot of the whole workflow.\n 8 steps High motion: dancing, arms swinging freely, crowds.\n 4 steps Works, but with no margin. It drops words out of spoken\n dialogue when the line is clipped or has weak syllables:\n 'Four. Not forty. Four.' lost its 'not' every single time,\n while 'Not forty steps, not twelve - just four.' came out\n clean. Only use 4 if speed matters more than the voice.\n\n KEEP RESOLUTION AT 1.0MP (1360x768 / 768x1360). That is the LoRA's\n native 768p scale, and what a normal GPU can actually run. Steps buy\n more than pixels: 4 steps at 1.4MP (243s) looked WORSE than 6 steps at\n 1.0MP (206s). Spend on steps, not on resolution.\n\n Timings, a 10s clip at 1.0MP: 4 steps 153s | 6 steps 206s\n Motion is free - a big-motion dance took 205s, the same as a\n locked-off talking head. Only frames x pixels cost anything.\n\n The sigma curve is NOT a lever. DualClock/beta, DualClock/native_flow\n and a hand-written turbo curve all rendered in ~242s and looked the\n same. Don't waste time there - step count is what moves quality.\n\nWHAT BREAKS AND WHEN\n Ask one question: how much SMALL, FAST-MOVING detail is in frame?\n\n fine at 4 talking to camera, sitting, walking, slow moves,\n plain or shallow-focus background\n fine at 4 hands resting on knees, gripping a pole, holding a cup -\n anything with a contact point\n needs 6-8 both arms swinging freely in the air\n needs 6-8 busy backgrounds - crowds, traffic, rain, leaves.\n Background pedestrians ghost as they walk away.\n don't bother inversions, flips, dunks - more steps won't fix these\n\nIF THE AUDIO SOUNDS THIN\n Change shift_audio on the Dual Clock node (default 3).\n Do NOT add steps - 4 steps and 8 steps sound identical, the step\n count is not an audio control.\n Audio quality tracks clip length and how much dialogue you write:\n a short clip with one line will always sound hollow.\n Write one line every 2.5s - two lines in a 5s clip, six in a 15s one.\n\nRESOLUTION\n 1.0MP is already publishable (768x1360). A 5s talking-head clip\n renders in 76s, a 15s one in 262s.\n The LoRA was trained at 768p,\n\nTURNING THE SECOND PASS BACK ON\n You can (select the purple nodes, press Ctrl+B), but know what it\n gives you: a BIGGER picture, not a SHARPER one. Detail only ever\n carries the resolution it was generated at; upscaling cannot invent\n what was never there.\n Want it sharper? Raise megapixels on the ResolutionSelector instead." ], "widgets_values_named": { "text": "ULTRA SPEED - Singularity 4-step\n=====================================\n\nWHAT CHANGED FROM THE BEST WORKFLOW\n Model -> Minimax-h3_Singularity_ref2va_v1.3_int8\n LoRA -> minimax_h3_ref2v_turbo_4step_v0.1\n Sampling -> the Dual Clock node drives it, single pass\n The whole second pass is still here, just bypassed (purple nodes)\n\n NOTE: Singularity only works with the 4step v0.1 LoRA.\n Do not swap in the 8step one.\n\nSETTING THE STEP COUNT (this is the only knob - leave resolution at 1.0MP)\n Green Dual Clock node, first field: steps. You never touch a sigma string.\n\n 6 steps THE DEFAULT. Low-motion shots: talking to camera, walking,\n slow moves. This is the sweet spot of the whole workflow.\n 8 steps High motion: dancing, arms swinging freely, crowds.\n 4 steps Works, but with no margin. It drops words out of spoken\n dialogue when the line is clipped or has weak syllables:\n 'Four. Not forty. Four.' lost its 'not' every single time,\n while 'Not forty steps, not twelve - just four.' came out\n clean. Only use 4 if speed matters more than the voice.\n\n KEEP RESOLUTION AT 1.0MP (1360x768 / 768x1360). That is the LoRA's\n native 768p scale, and what a normal GPU can actually run. Steps buy\n more than pixels: 4 steps at 1.4MP (243s) looked WORSE than 6 steps at\n 1.0MP (206s). Spend on steps, not on resolution.\n\n Timings, a 10s clip at 1.0MP: 4 steps 153s | 6 steps 206s\n Motion is free - a big-motion dance took 205s, the same as a\n locked-off talking head. Only frames x pixels cost anything.\n\n The sigma curve is NOT a lever. DualClock/beta, DualClock/native_flow\n and a hand-written turbo curve all rendered in ~242s and looked the\n same. Don't waste time there - step count is what moves quality.\n\nWHAT BREAKS AND WHEN\n Ask one question: how much SMALL, FAST-MOVING detail is in frame?\n\n fine at 4 talking to camera, sitting, walking, slow moves,\n plain or shallow-focus background\n fine at 4 hands resting on knees, gripping a pole, holding a cup -\n anything with a contact point\n needs 6-8 both arms swinging freely in the air\n needs 6-8 busy backgrounds - crowds, traffic, rain, leaves.\n Background pedestrians ghost as they walk away.\n don't bother inversions, flips, dunks - more steps won't fix these\n\nIF THE AUDIO SOUNDS THIN\n Change shift_audio on the Dual Clock node (default 3).\n Do NOT add steps - 4 steps and 8 steps sound identical, the step\n count is not an audio control.\n Audio quality tracks clip length and how much dialogue you write:\n a short clip with one line will always sound hollow.\n Write one line every 2.5s - two lines in a 5s clip, six in a 15s one.\n\nRESOLUTION\n 1.0MP is already publishable (768x1360). A 5s talking-head clip\n renders in 76s, a 15s one in 262s.\n The LoRA was trained at 768p,\n\nTURNING THE SECOND PASS BACK ON\n You can (select the purple nodes, press Ctrl+B), but know what it\n gives you: a BIGGER picture, not a SHARPER one. Detail only ever\n carries the resolution it was generated at; upscaling cannot invent\n what was never there.\n Want it sharper? Raise megapixels on the ResolutionSelector instead." }, "color": "#432", "bgcolor": "#653" }, { "id": 436, "type": "MarkdownNote", "pos": [ 2146, 675 ], "size": [ 420, 425 ], "flags": {}, "order": 32, "mode": 0, "inputs": [], "outputs": [], "title": "Мегапиксели → разрешение", "properties": { "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.8" }, "widget_ue_connectable": {} }, "widgets_values": [ "Разрешение исходного прохода, округление до 32 px.\n\n| MP | 9:16 · Ш × В | 16:9 · Ш × В |\n|---:|---:|---:|\n| 0.2 | 352 × 608 | 608 × 352 |\n| 0.3 | 416 × 736 | 736 × 416 |\n| 0.4 | 480 × 864 | 864 × 480 |\n| 0.5 | 544 × 960 | 960 × 544 |\n| 0.6 | 608 × 1056 | 1056 × 608 |\n| 0.7 | 640 × 1152 | 1152 × 640 |\n| 0.8 | 672 × 1216 | 1216 × 672 |\n| 0.9 | 736 × 1280 | 1280 × 736 |\n| 0.98 | 768 × 1344 | 1344 × 768 |\n| 1.0 | 768 × 1376 | 1376 × 768 |\n| 1.2 | 832 × 1504 | 1504 × 832 |\n| 1.5 | 928 × 1664 | 1664 × 928 |\n| 1.8 | 1024 × 1824 | 1824 × 1024 |\n| 2.0 | 1088 × 1920 | 1920 × 1088 |" ], "widgets_values_named": { "text": "| megapixels | Aspect | Output (multiple=32) |\n|---|---|---|\n| 0.2 | 16:9 | 608 x 352 |\n| 0.3 | 16:9 | 736 x 416 |\n| 0.4 | 16:9 | 864 x 480 |\n| 0.5 | 16:9 | 960 x 544 |\n| 0.6 | 16:9 | 1056 x 608 |\n| 0.7 | 16:9 | 1152 x 640 |\n| 0.8 | 16:9 | 1216 x 672 |\n| 0.9 | 16:9 | 1280 x 736 |\n| 0.98 | 16:9 | 1344 x 768 |\n| 1.0 | 16:9 | 1376 x 768 |\n| 1.2 | 16:9 | 1504 x 832 |\n| 1.5 | 16:9 | 1664 x 928 |\n| 1.8 | 16:9 | 1824 x 1024 |\n| 2.0 | 16:9 | 1920 x 1088 |\n" }, "color": "#222", "bgcolor": "#000" }, { "id": 425, "type": "SaveVideo", "pos": [ 3150, 360 ], "size": [ 400, 220 ], "flags": {}, "order": 16, "mode": 2, "inputs": [ { "localized_name": "видео", "name": "video", "type": "VIDEO", "link": 581 }, { "localized_name": "префикс_имени_файла", "name": "filename_prefix", "type": "STRING", "widget": { "name": "filename_prefix" }, "link": null }, { "localized_name": "формат", "name": "format", "type": 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Fastest, but skin comes out a bit oily.\nref2v_turbo_8step_v1.0_768p: the \"Reference\" speed LoRA.\nturbo_v4_step600_ema: EMA-600 speed LoRA. Best skin, weakest scene logic.\nminimax-h3-people: People Realism LoRA (skin texture).\n\nGolden rule: one speed LoRA at a time. Never stack two of the first three.\n\nPick a tier\n\nTier 1 · Max Realism: EMA-600 @ 1.0 + People @ 1.0 · 8 steps\nFor locked-off close-ups and skin/beauty shots.\nBackgrounds go soft, and fast motion can break.\nTier 2 · Balanced (default): Ref 8-step @ 1.0 + People @ 1.0 · 8 steps\nFor talking heads with light staging.\nGood skin, and the scene holds together.\nTier 3 · Max Intelligence: Ref 8-step @ 1.0 only · 8 steps\nFor action, movement, props, or complex prompts.\nSharpest backgrounds and best prompt-following.\nFast · Speed Draft: Ref 4-step v0.1 @ 1.0 · 6 steps\nFor quick tests and drafts.\nFastest option, but skin looks oilier.\n\nAlways\n\nUsing People? Put r34l1sm at the very start of the prompt, or the LoRA won't fire.\nRender in a single pass. A second pass makes skin more oily or fake.\nResolution: 1.2–1.4 MP.\nSkin detail only shows when the face is big in frame. In wide shots, judge logic and motion, not pores." ], "widgets_values_named": { "text": "The 4 LoRAs\n\nref2v_turbo_4step_v0.1: native speed LoRA. Fastest, but skin comes out a bit oily.\nref2v_turbo_8step_v1.0_768p: the \"Reference\" speed LoRA.\nturbo_v4_step600_ema: EMA-600 speed LoRA. Best skin, weakest scene logic.\nminimax-h3-people: People Realism LoRA (skin texture).\n\nGolden rule: one speed LoRA at a time. Never stack two of the first three.\n\nPick a tier\n\nTier 1 · Max Realism: EMA-600 @ 1.0 + People @ 1.0 · 8 steps\nFor locked-off close-ups and skin/beauty shots.\nBackgrounds go soft, and fast motion can break.\nTier 2 · Balanced (default): Ref 8-step @ 1.0 + People @ 1.0 · 8 steps\nFor talking heads with light staging.\nGood skin, and the scene holds together.\nTier 3 · Max Intelligence: Ref 8-step @ 1.0 only · 8 steps\nFor action, movement, props, or complex prompts.\nSharpest backgrounds and best prompt-following.\nFast · Speed Draft: Ref 4-step v0.1 @ 1.0 · 6 steps\nFor quick tests and drafts.\nFastest option, but skin looks oilier.\n\nAlways\n\nUsing People? Put r34l1sm at the very start of the prompt, or the LoRA won't fire.\nRender in a single pass. A second pass makes skin more oily or fake.\nResolution: 1.2–1.4 MP.\nSkin detail only shows when the face is big in frame. In wide shots, judge logic and motion, not pores." }, "color": "#432", "bgcolor": "#653" }, { "id": 333, "type": "Note", "pos": [ 5690.765535778615, -32.71859490014033 ], "size": [ 430, 620 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "properties": { "widget_ue_connectable": {} }, "widgets_values": [ "ULTRA SPEED - Singularity 4-step\n=====================================\n\nWHAT CHANGED FROM THE BEST WORKFLOW\n Model -> Minimax-h3_Singularity_ref2va_v1.3_int8\n LoRA -> minimax_h3_ref2v_turbo_4step_v0.1\n Sampling -> the Dual Clock node drives it, single pass\n The whole second pass is still here, just bypassed (purple nodes)\n\n NOTE: Singularity only works with the 4step v0.1 LoRA.\n Do not swap in the 8step one.\n\nSETTING THE STEP COUNT (this is the only knob - leave resolution at 1.0MP)\n Green Dual Clock node, first field: steps. You never touch a sigma string.\n\n 6 steps THE DEFAULT. Low-motion shots: talking to camera, walking,\n slow moves. This is the sweet spot of the whole workflow.\n 8 steps High motion: dancing, arms swinging freely, crowds.\n 4 steps Works, but with no margin. It drops words out of spoken\n dialogue when the line is clipped or has weak syllables:\n 'Four. Not forty. Four.' lost its 'not' every single time,\n while 'Not forty steps, not twelve - just four.' came out\n clean. Only use 4 if speed matters more than the voice.\n\n KEEP RESOLUTION AT 1.0MP (1360x768 / 768x1360). That is the LoRA's\n native 768p scale, and what a normal GPU can actually run. Steps buy\n more than pixels: 4 steps at 1.4MP (243s) looked WORSE than 6 steps at\n 1.0MP (206s). Spend on steps, not on resolution.\n\n Timings, a 10s clip at 1.0MP: 4 steps 153s | 6 steps 206s\n Motion is free - a big-motion dance took 205s, the same as a\n locked-off talking head. Only frames x pixels cost anything.\n\n The sigma curve is NOT a lever. DualClock/beta, DualClock/native_flow\n and a hand-written turbo curve all rendered in ~242s and looked the\n same. Don't waste time there - step count is what moves quality.\n\nWHAT BREAKS AND WHEN\n Ask one question: how much SMALL, FAST-MOVING detail is in frame?\n\n fine at 4 talking to camera, sitting, walking, slow moves,\n plain or shallow-focus background\n fine at 4 hands resting on knees, gripping a pole, holding a cup -\n anything with a contact point\n needs 6-8 both arms swinging freely in the air\n needs 6-8 busy backgrounds - crowds, traffic, rain, leaves.\n Background pedestrians ghost as they walk away.\n don't bother inversions, flips, dunks - more steps won't fix these\n\nIF THE AUDIO SOUNDS THIN\n Change shift_audio on the Dual Clock node (default 3).\n Do NOT add steps - 4 steps and 8 steps sound identical, the step\n count is not an audio control.\n Audio quality tracks clip length and how much dialogue you write:\n a short clip with one line will always sound hollow.\n Write one line every 2.5s - two lines in a 5s clip, six in a 15s one.\n\nRESOLUTION\n 1.0MP is already publishable (768x1360). A 5s talking-head clip\n renders in 76s, a 15s one in 262s.\n The LoRA was trained at 768p,\n\nTURNING THE SECOND PASS BACK ON\n You can (select the purple nodes, press Ctrl+B), but know what it\n gives you: a BIGGER picture, not a SHARPER one. Detail only ever\n carries the resolution it was generated at; upscaling cannot invent\n what was never there.\n Want it sharper? Raise megapixels on the ResolutionSelector instead." ], "widgets_values_named": { "text": "ULTRA SPEED - Singularity 4-step\n=====================================\n\nWHAT CHANGED FROM THE BEST WORKFLOW\n Model -> Minimax-h3_Singularity_ref2va_v1.3_int8\n LoRA -> minimax_h3_ref2v_turbo_4step_v0.1\n Sampling -> the Dual Clock node drives it, single pass\n The whole second pass is still here, just bypassed (purple nodes)\n\n NOTE: Singularity only works with the 4step v0.1 LoRA.\n Do not swap in the 8step one.\n\nSETTING THE STEP COUNT (this is the only knob - leave resolution at 1.0MP)\n Green Dual Clock node, first field: steps. You never touch a sigma string.\n\n 6 steps THE DEFAULT. Low-motion shots: talking to camera, walking,\n slow moves. This is the sweet spot of the whole workflow.\n 8 steps High motion: dancing, arms swinging freely, crowds.\n 4 steps Works, but with no margin. It drops words out of spoken\n dialogue when the line is clipped or has weak syllables:\n 'Four. Not forty. Four.' lost its 'not' every single time,\n while 'Not forty steps, not twelve - just four.' came out\n clean. Only use 4 if speed matters more than the voice.\n\n KEEP RESOLUTION AT 1.0MP (1360x768 / 768x1360). That is the LoRA's\n native 768p scale, and what a normal GPU can actually run. Steps buy\n more than pixels: 4 steps at 1.4MP (243s) looked WORSE than 6 steps at\n 1.0MP (206s). Spend on steps, not on resolution.\n\n Timings, a 10s clip at 1.0MP: 4 steps 153s | 6 steps 206s\n Motion is free - a big-motion dance took 205s, the same as a\n locked-off talking head. Only frames x pixels cost anything.\n\n The sigma curve is NOT a lever. DualClock/beta, DualClock/native_flow\n and a hand-written turbo curve all rendered in ~242s and looked the\n same. Don't waste time there - step count is what moves quality.\n\nWHAT BREAKS AND WHEN\n Ask one question: how much SMALL, FAST-MOVING detail is in frame?\n\n fine at 4 talking to camera, sitting, walking, slow moves,\n plain or shallow-focus background\n fine at 4 hands resting on knees, gripping a pole, holding a cup -\n anything with a contact point\n needs 6-8 both arms swinging freely in the air\n needs 6-8 busy backgrounds - crowds, traffic, rain, leaves.\n Background pedestrians ghost as they walk away.\n don't bother inversions, flips, dunks - more steps won't fix these\n\nIF THE AUDIO SOUNDS THIN\n Change shift_audio on the Dual Clock node (default 3).\n Do NOT add steps - 4 steps and 8 steps sound identical, the step\n count is not an audio control.\n Audio quality tracks clip length and how much dialogue you write:\n a short clip with one line will always sound hollow.\n Write one line every 2.5s - two lines in a 5s clip, six in a 15s one.\n\nRESOLUTION\n 1.0MP is already publishable (768x1360). A 5s talking-head clip\n renders in 76s, a 15s one in 262s.\n The LoRA was trained at 768p,\n\nTURNING THE SECOND PASS BACK ON\n You can (select the purple nodes, press Ctrl+B), but know what it\n gives you: a BIGGER picture, not a SHARPER one. Detail only ever\n carries the resolution it was generated at; upscaling cannot invent\n what was never there.\n Want it sharper? 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