Image-Text-to-Video
Diffusers
Safetensors
orbitquant
comfyui
w4
w4a4
native-w4a4-transformer-runtime
text-to-video
audio-video-generation
8-bit precision
Instructions to use WaveCut/MiniMax-H3-OrbitQuant-W4A4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/MiniMax-H3-OrbitQuant-W4A4 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("WaveCut/MiniMax-H3-OrbitQuant-W4A4", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
File size: 6,162 Bytes
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"status": "pass",
"date": "2026-08-04",
"hardware": {
"provider": "RunPod",
"speed_and_comfy_gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
"speed_and_comfy_gpu_memory_mib": 97887,
"minimum_vram_gpu": "NVIDIA GeForce RTX 4090",
"cuda": "13.0",
"template": "runpod-torch-v280"
},
"revisions": {
"comfyui": "9a9fdb10ed144ce760d9682cb247526ea23cc525",
"comfyui_frontend": "1.47.12",
"comfyui_orbitquant_branch": "main",
"model_release_tested": "e434bbea523349576e7c3d2f6090744aa4597123",
"source_model": "73372e6cf53e414edd3ab03e357717fb0602e758",
"orbitquant": "0.9.2",
"orbitquant_revision": "cd58b4ecf77f22b8c4116b3d0b7d4af258e16ba3",
"diffusers": "abc5e9bf71fd38f53cd471bc3acaa84bc5ecbfdc",
"official_workflow_templates": "7653f1cdef1d92394b6ef9946018c0a8aa4136b8"
},
"node_surface": {
"release_loader": "OrbitQuantReleaseLoader",
"video_generator": "OrbitQuantGenerateVideo",
"release_type": "ORBITQUANT_RELEASE",
"output_type": "VIDEO",
"model_specific_public_nodes": false,
"adapter": "minimax_h3",
"inference_profiles": [
"balanced",
"speed",
"minimum_vram"
]
},
"common_recipe": {
"width": 608,
"height": 480,
"num_frames": 124,
"fps": 24,
"sigma_points": 24,
"denoiser_forwards": 23,
"native_w4_modules": "300/300",
"attention": "native_auto_torch_flash_sdpa",
"int8_weight_cache_modules": 0,
"conditioner": "sequential_cuda_layers_then_cpu",
"vae": "untouched_source_fp32_tiled_decode",
"audio_vae": "untouched_source_fp32_cuda_only_during_audio_stage"
},
"profiles": {
"balanced": {
"status": "pass",
"task": "t2va",
"gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
"offload": "streamed_leaf_group_offload",
"cuda_memory_cap_gib": 12.0,
"live_comfyui_terminal_prompt_id": "b23d25f6-3b6c-4be5-89c7-b3f2604159d0",
"api_harness_elapsed_seconds": 105.09174448787235,
"load_seconds": 10.83373383898288,
"denoise_seconds": 46.68325518886559,
"generation_torch_peak_gib": 1.9883627891540527,
"full_run_sampled_child_process_peak_gib_approx": 6.04,
"four_forward_delivery_gate_child_peak_gib": 6.365,
"four_forward_delivery_gate_total_device_peak_gib": 6.902344,
"comfyui_idle_context_gib": 0.537,
"rss_peak_gib": 42.852699279785156,
"video_decode_seconds": 31.002969308989123,
"video_decode_torch_peak_gib": 1.0246772766113281,
"audio_decode_seconds": 0.1771434131078422,
"audio_decode_torch_peak_gib": 0.9356474876403809,
"audio_std": 0.17499302327632904,
"semantic_review": "pass: coherent macro-to-face shot; aligned eyes and lips; no grid, ghosting, texture collapse, section redraw, narrow whistle, NaN, Inf, or clipping failure"
},
"speed_t2va": {
"status": "pass",
"gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
"offload": "resident_transformer",
"process_peak_gib": 21.136719,
"torch_peak_gib": 19.136168,
"rss_peak_gib": 21.008953,
"median_warm_forward_seconds": 2.036486,
"denoise_seconds": 46.839179,
"generation_seconds": 51.09528,
"harness_seconds": 57.535302,
"semantic_review": "pass: source-FP32 decode retains final face, wet hair, skin texture, hard-surface rings, and broadband storm audio without a persistent squeal"
},
"minimum_vram_t2va": {
"status": "pass",
"gpu": "NVIDIA GeForce RTX 4090",
"offload": "low_cpu_memory_streamed_leaf_group_offload",
"cuda_memory_cap_gib": 8.0,
"process_peak_gib": 4.066406,
"torch_peak_gib": 2.108679,
"rss_peak_gib": 35.763912,
"median_warm_forward_seconds": 6.706353,
"denoise_seconds": 154.246112,
"generation_seconds": 188.701789,
"harness_seconds": 206.821594,
"semantic_review": "pass: independently decoded streamed-order latent retains the dynamic sequence and final face without a grid, collapse, or persistent narrow squeal"
},
"speed_ref2va": {
"status": "pass",
"gpu": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
"offload": "resident_transformer_ref",
"process_peak_gib": 24.058594,
"torch_peak_gib": 21.026865,
"rss_peak_gib": 22.914082,
"median_warm_forward_seconds": 5.151465,
"denoise_seconds": 118.483702,
"generation_seconds": 155.421968,
"harness_seconds": 161.40482,
"semantic_review": "pass: source-FP32 reference and output VAE stages; all-frame face, rigid-edge, boundary, playback, and audio gates passed"
}
},
"workflow": {
"source": "Comfy-Org/workflow_templates/templates/video_minimax_h3_t2v.json",
"ui_file": "workflows/minimax-h3-t2va-ui.json",
"api_file_from_live_graph": "workflows/minimax-h3-public-ui-api.json",
"workflow_image_export": "workflow-export.png",
"export_method": "ComfyUI Workflow Image Export action",
"export_width": 3060,
"export_height": 1310,
"embedded_workflow": true,
"embedded_node_count": 6,
"embedded_link_count": 2,
"embedded_profile": "balanced",
"embedded_steps": 24,
"embedded_prompt_characters": 1909,
"missing_nodes_after_png_import": []
},
"media": {
"balanced_master_crf1_sha256": "32711ef0f3a3a341340ab88e31537b26eefd486909154b0ba03ada49896f7f21",
"balanced_hevc_crf10_sha256": "1bbc05a09f3f49d1564afb1b0c0f49a5f3c3a05a34a28e4f8b28f1d3295f5335",
"balanced_h264_preview_sha256": "6c17fa38c5fee6a396a58d7f55981d1cdb644fae5cbbac87a2eb8d4194ad4d2f",
"balanced_timeline_sha256": "f081bb49aa12d73c108f8fef963c51c387662590cc41c6b069a0c7a47e7552e5",
"balanced_adjacent_triplets_sha256": "a1114d1ba23da74c0ee1d911599cdd50cab3deef5e2de9e9ff9b9ff9167f97db",
"balanced_frame_120_sha256": "5a5139474ed5aed90706a002bef1d574b2e737b24164e2367e008167bde34f48",
"balanced_audio_spectrum_sha256": "36b4c549e3bf39716325a81ea14417be811ac8b5dd7a71bfe596aef8288ab385",
"workflow_image_export_sha256": "164ac2cd2dd51a1aa7a99c213e6777585b48b9efdbe6ad742e39cad8a5143caf"
}
}
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