Diffusers
Safetensors
OrbitQuantComponentArtifact
orbitquant
quantized
diffusion-transformer
8-bit precision
Instructions to use WaveCut/FLUX.2-klein-4B-OrbitQuant-W4A4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/FLUX.2-klein-4B-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/FLUX.2-klein-4B-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
Keep OrbitQuant model repos focused on final artifacts
Browse files- .gitattributes +1 -0
- README.md +1 -1
- SHA256SUMS +3 -9
- {reports/native/flux2-w4a4-1348cb6/assets → assets}/image_generation_comparison_matrix.webp +0 -0
- orbitquant_manifest.json +1 -7
- reports/native/flux2-w4a4-1348cb6/orbitquant-native-eval-20260707.md +0 -46
- reports/native/flux2-w4a4-1348cb6/tables/assets.csv +0 -21
- reports/native/flux2-w4a4-1348cb6/tables/image_geneval.csv +0 -1
- reports/native/flux2-w4a4-1348cb6/tables/missing_required_metrics.csv +0 -1
- reports/native/flux2-w4a4-1348cb6/tables/perf.csv +0 -61
- reports/native/flux2-w4a4-1348cb6/tables/video_vbench.csv +0 -1
.gitattributes
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@@ -58,3 +58,4 @@ assets/original_vs_orbitquant_flux2-native_seed0_W4A4_occlusion-reflection.webp
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assets/original_vs_orbitquant_flux2-native_seed0_W4A4_style-heavy.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W4A4_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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reports/native/flux2-w4a4-1348cb6/assets/image_generation_comparison_matrix.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W4A4_style-heavy.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W4A4_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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reports/native/flux2-w4a4-1348cb6/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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6dc7d007bb65f5d1df3192df184b657c783f62775ef9db43043ec8ef0e364c7e assets/flux2-native_seed0_original_style-heavy.png.json
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0c2dc3de0adc9faa669890343b9edb3de5446c3a011c81a4437a0f2b5bb28903 assets/flux2-native_seed0_original_two-object-composition.png.json
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8be519ab41ef6d52a230b8efbc1772a64d900335c9536cdb519716562f8c3619 assets/original_vs_orbitquant_flux2-native_seed0_W4A4_color-binding.webp
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195e83af673d0d45caaa9d4adf588c21d2d0229755380bc2e3ccbcf84c0a155f reports/native/flux2-w4a4-1348cb6/tables/image_geneval.csv
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bf63e2507e4d53f62d6b4c9128b5fcd7fcfe321e01d854c43f8a2431c4819327 reports/native/flux2-w4a4-1348cb6/tables/missing_required_metrics.csv
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b8118852cc92a97a500bbed4839b3704cdb2d5db0303069454b80447a71a2656 reports/native/flux2-w4a4-1348cb6/tables/perf.csv
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195e83af673d0d45caaa9d4adf588c21d2d0229755380bc2e3ccbcf84c0a155f reports/native/flux2-w4a4-1348cb6/tables/video_vbench.csv
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e2173256b3e0c578fade185cbb5dba7ca1e21c52e44bce5963784b726682f209 README.md
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7f1b987d3068bd488fcc9f38fd742521b5c2a879d569153f9cee503020230eaf assets/image_generation_comparison_matrix.webp
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f03eaef37e04ff47af0935607a334bb80d26a3cf1bd9dfdc11a675b56bedfedc model.safetensors
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3a4014dbeee3988e275fcae07cc9312aceab5d14fb06c55f9a6548d1d7e2fa17 orbitquant_rotations.safetensors
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9d0a30e526f2840b3c68f61565e7345602d23175f2765dec60a6319a9bfcaedd prompts.json
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{reports/native/flux2-w4a4-1348cb6/assets → assets}/image_generation_comparison_matrix.webp
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orbitquant_manifest.json
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"
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}
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"orbitquant_rotations.safetensors": "3a4014dbeee3988e275fcae07cc9312aceab5d14fb06c55f9a6548d1d7e2fa17",
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"quantization_config.json": "5be7e81b42cf0dce679c49138c1560e77bb0e5f4942ae25a701af6f54db7676d",
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"assets/image_generation_comparison_matrix.webp": "7f1b987d3068bd488fcc9f38fd742521b5c2a879d569153f9cee503020230eaf"
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reports/native/flux2-w4a4-1348cb6/orbitquant-native-eval-20260707.md
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# OrbitQuant Native Eval
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## Paper Reproduction Targets
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No paper target metrics recorded.
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## Extra Targets
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| Group | Model | Bits | Split | Suite | Metrics |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.756138866301626, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.142304727807641, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.0160473953001201, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.0502455299720168, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=0.9146078079938889, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.1243065600283444, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.1191688911058009, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.098610483109951, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=0.9981661569327116, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.1371133890934289, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=2.317921962123364, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.3949481341987848, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.3180999145843089, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.3291658028028905, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.2607188019901514, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.3808093559928238, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.3903322448022664, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.4069496127776802, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.2536861929111183, peak_vram_bytes=20526148608 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W4A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.4097541328519583, peak_vram_bytes=20526148608 |
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## Missing Required Metrics
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No required paper-target metrics are missing.
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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/flux2-w4a4-1348cb6/tables/assets.csv
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target_group,model_id,bits,split,suite,asset_type,path
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_simple-object.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_two-object-composition.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_counting.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_color-binding.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_spatial-relationship.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_long-prompt.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_english-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_cyrillic-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_style-heavy.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_original_occlusion-reflection.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_simple-object.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_two-object-composition.png
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| 14 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_counting.png
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| 15 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_color-binding.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_spatial-relationship.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_long-prompt.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_english-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_cyrillic-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w4a4/assets/flux2-native_seed0_W4A4_style-heavy.png
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reports/native/flux2-w4a4-1348cb6/tables/image_geneval.csv
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target_group,model_id,bits,split,suite,metric,value
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reports/native/flux2-w4a4-1348cb6/tables/missing_required_metrics.csv
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target_group,model_id,bits,split,suite,metric,artifact_dir
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reports/native/flux2-w4a4-1348cb6/tables/perf.csv
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| 1 |
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target_group,model_id,bits,split,suite,metric,value
|
| 2 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 3 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.756138866301626
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
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-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 6 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.142304727807641
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 8 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 9 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.0160473953001201
|
| 10 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 12 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.0502455299720168
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 15 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,0.9146078079938889
|
| 16 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 17 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 18 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.1243065600283444
|
| 19 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 20 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 21 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.1191688911058009
|
| 22 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 23 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 24 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.098610483109951
|
| 25 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 26 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 27 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,0.9981661569327116
|
| 28 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 29 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,generated_samples,1
|
| 30 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,wall_time_seconds,1.1371133890934289
|
| 31 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 32 |
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extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 33 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,2.317921962123364
|
| 34 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 35 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 36 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.3949481341987848
|
| 37 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 38 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 39 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.3180999145843089
|
| 40 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 41 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 42 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.3291658028028905
|
| 43 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 44 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 45 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.2607188019901514
|
| 46 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 47 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 48 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.3808093559928238
|
| 49 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 50 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 51 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.3903322448022664
|
| 52 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 53 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 54 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.4069496127776802
|
| 55 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 56 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 57 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.2536861929111183
|
| 58 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
|
| 59 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,generated_samples,1
|
| 60 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,wall_time_seconds,1.4097541328519583
|
| 61 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W4A4,orbitquant,flux2-native,peak_vram_bytes,20526148608
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reports/native/flux2-w4a4-1348cb6/tables/video_vbench.csv
DELETED
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target_group,model_id,bits,split,suite,metric,value
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