Diffusers
Safetensors
OrbitQuantComponentArtifact
orbitquant
quantized
diffusion-transformer
8-bit precision
Instructions to use WaveCut/Z-Image-Turbo-OrbitQuant-W2A3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/Z-Image-Turbo-OrbitQuant-W2A3 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/Z-Image-Turbo-OrbitQuant-W2A3", 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": "native_validation_complete", | |
| "source_model_id": "Tongyi-MAI/Z-Image-Turbo", | |
| "source_revision": "f332072aa78be7aecdf3ee76d5c247082da564a6", | |
| "weight_bits": 2, | |
| "activation_bits": 3, | |
| "codebook_version": 2, | |
| "target_policy": "z_image", | |
| "runtime_mode": "auto_fused", | |
| "activation_kernel_backend": "auto", | |
| "activation_eps": 1e-10, | |
| "quantization_device": "cuda", | |
| "weight_quantization_backend": "triton_cuda", | |
| "quantization_staging_mode": "streaming", | |
| "synchronize_per_module": false, | |
| "quantization_elapsed_seconds": 3.5582019980065525, | |
| "orbitquant_seconds": 2.1125443908385932, | |
| "adaln_seconds": 0.015195954591035843, | |
| "device_transfer_seconds": 1.4178410354070365, | |
| "module_device_transfer_count": 270, | |
| "metrics": {}, | |
| "native_smoke": { | |
| "proof_format": "orbitquant-native-smoke-v1", | |
| "proof_source": "native_visual_pack_v2", | |
| "comparison_asset_path": "assets/image_generation_comparison_matrix.webp", | |
| "paired_prompt_seed_count": 10, | |
| "paired_prompt_seed_keys": [ | |
| [ | |
| "z-image-native", | |
| "0", | |
| "simple-object" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "two-object-composition" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "counting" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "color-binding" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "spatial-relationship" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "long-prompt" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "english-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "cyrillic-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "style-heavy" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "occlusion-reflection" | |
| ] | |
| ], | |
| "splits": { | |
| "original": { | |
| "records": 10, | |
| "generated_samples": 10, | |
| "generated_frames": 0, | |
| "nonempty_output_count": 10, | |
| "seeds": [ | |
| "0" | |
| ], | |
| "prompt_ids": [ | |
| "simple-object", | |
| "two-object-composition", | |
| "counting", | |
| "color-binding", | |
| "spatial-relationship", | |
| "long-prompt", | |
| "english-text-rendering", | |
| "cyrillic-text-rendering", | |
| "style-heavy", | |
| "occlusion-reflection" | |
| ], | |
| "pair_keys": [ | |
| [ | |
| "z-image-native", | |
| "0", | |
| "simple-object" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "two-object-composition" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "counting" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "color-binding" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "spatial-relationship" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "long-prompt" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "english-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "cyrillic-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "style-heavy" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "occlusion-reflection" | |
| ] | |
| ], | |
| "native_settings": [ | |
| { | |
| "frames": null, | |
| "guidance": 0.0, | |
| "height": 1024, | |
| "steps": 10, | |
| "suite": "z-image-native", | |
| "width": 1024 | |
| } | |
| ] | |
| }, | |
| "orbitquant": { | |
| "records": 10, | |
| "generated_samples": 10, | |
| "generated_frames": 0, | |
| "nonempty_output_count": 10, | |
| "seeds": [ | |
| "0" | |
| ], | |
| "prompt_ids": [ | |
| "simple-object", | |
| "two-object-composition", | |
| "counting", | |
| "color-binding", | |
| "spatial-relationship", | |
| "long-prompt", | |
| "english-text-rendering", | |
| "cyrillic-text-rendering", | |
| "style-heavy", | |
| "occlusion-reflection" | |
| ], | |
| "pair_keys": [ | |
| [ | |
| "z-image-native", | |
| "0", | |
| "simple-object" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "two-object-composition" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "counting" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "color-binding" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "spatial-relationship" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "long-prompt" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "english-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "cyrillic-text-rendering" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "style-heavy" | |
| ], | |
| [ | |
| "z-image-native", | |
| "0", | |
| "occlusion-reflection" | |
| ] | |
| ], | |
| "native_settings": [ | |
| { | |
| "frames": null, | |
| "guidance": 0.0, | |
| "height": 1024, | |
| "steps": 10, | |
| "suite": "z-image-native", | |
| "width": 1024 | |
| } | |
| ] | |
| } | |
| } | |
| }, | |
| "published_summary": "compact", | |
| "raw_generation_records": "local-only", | |
| "comparison_prompt_pack": "image_visual_v2", | |
| "observed_quality": "The OrbitQuant W2A3 outputs show severe visual collapse across all ten native comparison prompts. Use W3A3 or W4A4 for this model." | |
| } | |