Diffusers
Safetensors
OrbitQuantComponentArtifact
orbitquant
quantized
diffusion-transformer
8-bit precision
Instructions to use WaveCut/Z-Image-Turbo-OrbitQuant-W2A4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/Z-Image-Turbo-OrbitQuant-W2A4 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-W2A4", 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
Keep OrbitQuant model repos focused on final artifacts
Browse files- .gitattributes +1 -0
- README.md +1 -1
- SHA256SUMS +3 -9
- {reports/native/z-image-w2a4-1348cb6/assets → assets}/image_generation_comparison_matrix.webp +0 -0
- orbitquant_manifest.json +1 -7
- reports/native/z-image-w2a4-1348cb6/orbitquant-native-eval-20260707.md +0 -49
- reports/native/z-image-w2a4-1348cb6/tables/assets.csv +0 -21
- reports/native/z-image-w2a4-1348cb6/tables/image_geneval.csv +0 -1
- reports/native/z-image-w2a4-1348cb6/tables/missing_required_metrics.csv +0 -3
- reports/native/z-image-w2a4-1348cb6/tables/perf.csv +0 -61
- reports/native/z-image-w2a4-1348cb6/tables/video_vbench.csv +0 -1
.gitattributes
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@@ -58,3 +58,4 @@ assets/z-image-native_seed0_original_spatial-relationship.png filter=lfs diff=lf
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assets/z-image-native_seed0_original_style-heavy.png filter=lfs diff=lfs merge=lfs -text
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assets/z-image-native_seed0_original_two-object-composition.png filter=lfs diff=lfs merge=lfs -text
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reports/native/z-image-w2a4-1348cb6/assets/image_generation_comparison_matrix.webp filter=lfs diff=lfs merge=lfs -text
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assets/z-image-native_seed0_original_style-heavy.png filter=lfs diff=lfs merge=lfs -text
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reports/native/z-image-w2a4-1348cb6/assets/image_generation_comparison_matrix.webp filter=lfs diff=lfs merge=lfs -text
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assets/image_generation_comparison_matrix.webp filter=lfs diff=lfs merge=lfs -text
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README.md
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The following assets are stored in this artifact and compare the BF16 base generation against the OrbitQuant generation with the same prompt and seed.
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The following assets are stored in this artifact and compare the BF16 base generation against the OrbitQuant generation with the same prompt and seed.
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e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 assets/.gitkeep
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8c8731e445b7cefae4b0fb1aa5c716bc01b2c91f67e34d46bf6afc40a02aec0f assets/original_vs_orbitquant_z-image-native_seed0_W2A4_color-binding.webp
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4a58042eadc55289dd18b1c0841e95dbd9a3f7ba4fa63178af43bfe4918ed8db assets/original_vs_orbitquant_z-image-native_seed0_W2A4_counting.webp
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4c845c6fd84e431c6cf91463fe4972c2b83ab348d02db50bd6ac9fffff101af9 assets/original_vs_orbitquant_z-image-native_seed0_W2A4_cyrillic-text-rendering.webp
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3d17f4a76f5625cc76d914b5fac8325e79909c82e6420317040b789d8ce0bcaf reports/native/z-image-w2a4-1348cb6/assets/image_generation_comparison_matrix.webp
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8549e50c7c002a962b8fbd4996893d7b17017d14443d52f73e820847954f5a0d reports/native/z-image-w2a4-1348cb6/orbitquant-native-eval-20260707.md
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882ea7cd9685ea4121c9413c1c6e508e2dc62725af4d15c3eed93cf8b6143898 reports/native/z-image-w2a4-1348cb6/tables/assets.csv
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d27bebd61d38571aea5f8df92c37599e9b2053a2427e5c357c1f6c2af36d8a35 reports/native/z-image-w2a4-1348cb6/tables/perf.csv
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195e83af673d0d45caaa9d4adf588c21d2d0229755380bc2e3ccbcf84c0a155f reports/native/z-image-w2a4-1348cb6/tables/video_vbench.csv
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d48deb4c829fa7a2a3cdce4e9596b545c1f2ea619ae6b5baa016db479d44cffd README.md
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4c845c6fd84e431c6cf91463fe4972c2b83ab348d02db50bd6ac9fffff101af9 assets/original_vs_orbitquant_z-image-native_seed0_W2A4_cyrillic-text-rendering.webp
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65ec8afff39a6cf80feee2eac2f06fa66e51cd471a8382f4355a04fd74eda0af prompts.json
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59bf91760447c06d6341976af01802485b6b396ec4015a153c1e59b9b187ced7 quantization_config.json
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orbitquant_manifest.json
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"
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"quantization_config.json": "59bf91760447c06d6341976af01802485b6b396ec4015a153c1e59b9b187ced7",
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"assets/image_generation_comparison_matrix.webp": "3d17f4a76f5625cc76d914b5fac8325e79909c82e6420317040b789d8ce0bcaf"
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reports/native/z-image-w2a4-1348cb6/orbitquant-native-eval-20260707.md
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# OrbitQuant Native Eval
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## Paper Reproduction Targets
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| Group | Model | Bits | Split | Suite | Metrics |
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| --- | --- | --- | --- | --- | --- |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.9335910282097757, peak_vram_bytes=23267081728 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.6818049466237426, peak_vram_bytes=23267076608 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.686252675950527, peak_vram_bytes=23267061248 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.6846105470322073, peak_vram_bytes=23267076608 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.581242698710412, peak_vram_bytes=23267081728 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.698289734777063, peak_vram_bytes=23267219968 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.6722631668671966, peak_vram_bytes=23267071488 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.7126014926470816, peak_vram_bytes=23267091968 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.71015287283808, peak_vram_bytes=23267117568 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | generated_samples=1, wall_time_seconds=2.7209880319423974, peak_vram_bytes=23267112448 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=4.167964018881321, peak_vram_bytes=24860414464 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.85699132271111, peak_vram_bytes=24860409344 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.7785667134448886, peak_vram_bytes=24860393984 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.7980582900345325, peak_vram_bytes=24860409344 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.8263284880667925, peak_vram_bytes=24860414464 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.797757191117853, peak_vram_bytes=24860552704 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.8407103759236634, peak_vram_bytes=24860404224 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.8706732620485127, peak_vram_bytes=24860424704 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.7449542758986354, peak_vram_bytes=24860450304 |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | generated_samples=1, wall_time_seconds=3.7248233389109373, peak_vram_bytes=24860445184 |
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## Extra Targets
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No extra target metrics recorded.
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## Missing Required Metrics
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| Group | Model | Bits | Split | Suite | Missing Metric |
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| --- | --- | --- | --- | --- | --- |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | original | z-image-native | geneval_overall |
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| paper | `Tongyi-MAI/Z-Image-Turbo` | `W2A4` | orbitquant | z-image-native | geneval_overall |
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## Tables
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- Image GenEval: `tables/image_geneval.csv`
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- Video VBench: `tables/video_vbench.csv`
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- Performance: `tables/perf.csv`
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- Generated Assets: `tables/assets.csv`
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- Missing Required Metrics: `tables/missing_required_metrics.csv`
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## Visual Comparison Matrices
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- Image: `assets/image_generation_comparison_matrix.webp`
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reports/native/z-image-w2a4-1348cb6/tables/assets.csv
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target_group,model_id,bits,split,suite,asset_type,path
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_simple-object.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_two-object-composition.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_counting.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_color-binding.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_spatial-relationship.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_long-prompt.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_english-text-rendering.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_cyrillic-text-rendering.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_style-heavy.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_original_occlusion-reflection.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_simple-object.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_two-object-composition.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_counting.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_color-binding.png
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| 16 |
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_spatial-relationship.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_long-prompt.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_english-text-rendering.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_cyrillic-text-rendering.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_style-heavy.png
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,output,/workspace/artifacts/native/z-image-native-w2a4/assets/z-image-native_seed0_W2A4_occlusion-reflection.png
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reports/native/z-image-w2a4-1348cb6/tables/image_geneval.csv
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target_group,model_id,bits,split,suite,metric,value
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reports/native/z-image-w2a4-1348cb6/tables/missing_required_metrics.csv
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target_group,model_id,bits,split,suite,metric,artifact_dir
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,geneval_overall,/workspace/artifacts/native/z-image-native-w2a4
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,geneval_overall,/workspace/artifacts/native/z-image-native-w2a4
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reports/native/z-image-w2a4-1348cb6/tables/perf.csv
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target_group,model_id,bits,split,suite,metric,value
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.9335910282097757
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267081728
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.6818049466237426
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267076608
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.686252675950527
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267061248
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.6846105470322073
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267076608
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.581242698710412
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267081728
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.698289734777063
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267219968
|
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.6722631668671966
|
| 22 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267071488
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.7126014926470816
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267091968
|
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.71015287283808
|
| 28 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267117568
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,generated_samples,1
|
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-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,wall_time_seconds,2.7209880319423974
|
| 31 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,original,z-image-native,peak_vram_bytes,23267112448
|
| 32 |
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 33 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,4.167964018881321
|
| 34 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860414464
|
| 35 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 36 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.85699132271111
|
| 37 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860409344
|
| 38 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 39 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.7785667134448886
|
| 40 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860393984
|
| 41 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 42 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.7980582900345325
|
| 43 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860409344
|
| 44 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 45 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.8263284880667925
|
| 46 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860414464
|
| 47 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 48 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.797757191117853
|
| 49 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860552704
|
| 50 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 51 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.8407103759236634
|
| 52 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860404224
|
| 53 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 54 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.8706732620485127
|
| 55 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860424704
|
| 56 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 57 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.7449542758986354
|
| 58 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860450304
|
| 59 |
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paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,generated_samples,1
|
| 60 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,wall_time_seconds,3.7248233389109373
|
| 61 |
-
paper,Tongyi-MAI/Z-Image-Turbo,W2A4,orbitquant,z-image-native,peak_vram_bytes,24860445184
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reports/native/z-image-w2a4-1348cb6/tables/video_vbench.csv
DELETED
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target_group,model_id,bits,split,suite,metric,value
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