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
| { | |
| "artifact_format": "orbitquant-multicomponent-v1", | |
| "source_model_id": "MiniMaxAI/MiniMax-H3", | |
| "source_revision": "73372e6cf53e414edd3ab03e357717fb0602e758", | |
| "source_license": "minimax-h3-community-license-agreement", | |
| "repo_id": "WaveCut/MiniMax-H3-OrbitQuant-W4A4", | |
| "visibility": "public", | |
| "quant_method": "orbitquant", | |
| "recipe": "native-w4a4-text-and-denoisers-source-fp32-vaes", | |
| "weight_bits": 4, | |
| "activation_bits": 4, | |
| "w4a4_components": [ | |
| "transformer", | |
| "transformer_ref", | |
| "text_encoder" | |
| ], | |
| "source_precision_components": [ | |
| "vae", | |
| "audio_vae" | |
| ], | |
| "calibration_data": null, | |
| "orbitquant_version": "0.9.2", | |
| "orbitquant_revision": "cd58b4ecf77f22b8c4116b3d0b7d4af258e16ba3", | |
| "diffusers_revision": "abc5e9bf71fd38f53cd471bc3acaa84bc5ecbfdc", | |
| "components": [ | |
| { | |
| "status": "complete", | |
| "component": "transformer", | |
| "framework": "diffusers", | |
| "class_name": "MiniMaxH3Transformer3DModel", | |
| "component_mode": "w4a4", | |
| "source_weight_bytes": 66280430080, | |
| "artifact_bytes": 18283368121, | |
| "load_and_quantize_seconds": 805.4532320899889, | |
| "save_seconds": 121.72156953113154, | |
| "wall_seconds": 927.2030724789947, | |
| "rss_before_bytes": 810000384, | |
| "rss_after_bytes": 19391897600, | |
| "released_source_tensor_bytes": 64546406400, | |
| "source_page_release_failures": 0, | |
| "gpu": { | |
| "device": "NVIDIA RTX PRO 6000 Blackwell Server Edition", | |
| "capability": [ | |
| 12, | |
| 0 | |
| ], | |
| "free_bytes": 101292179456, | |
| "total_bytes": 101973950464, | |
| "allocated_bytes": 136192, | |
| "reserved_bytes": 2097152, | |
| "peak_allocated_bytes": 25827328, | |
| "peak_reserved_bytes": 46137344 | |
| }, | |
| "orbitquant_module_count": 300, | |
| "adaln_int4_module_count": 50, | |
| "bf16_linear_module_count": 20, | |
| "orbitquant_modules": [ | |
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| "adaln_int4_modules": [ | |
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| "transformer_blocks.1.adaln_proj.linear", | |
| "transformer_blocks.2.adaln_proj.linear", | |
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| } | |