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
| { | |
| "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" | |
| } | |
| } | |