Diffusers
Safetensors
OrbitQuantComponentArtifact
orbitquant
quantized
diffusion-transformer
8-bit precision
Instructions to use WaveCut/FLUX.2-klein-4B-OrbitQuant-W2A4 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-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/FLUX.2-klein-4B-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/flux2-w2a4-1348cb6/assets → assets}/image_generation_comparison_matrix.webp +0 -0
- orbitquant_manifest.json +1 -7
- reports/native/flux2-w2a4-1348cb6/orbitquant-native-eval-20260707.md +0 -46
- reports/native/flux2-w2a4-1348cb6/tables/assets.csv +0 -21
- reports/native/flux2-w2a4-1348cb6/tables/image_geneval.csv +0 -1
- reports/native/flux2-w2a4-1348cb6/tables/missing_required_metrics.csv +0 -1
- reports/native/flux2-w2a4-1348cb6/tables/perf.csv +0 -61
- reports/native/flux2-w2a4-1348cb6/tables/video_vbench.csv +0 -1
.gitattributes
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@@ -59,3 +59,4 @@ assets/original_vs_orbitquant_flux2-native_seed0_W2A4_occlusion-reflection.webp
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assets/original_vs_orbitquant_flux2-native_seed0_W2A4_style-heavy.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W2A4_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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reports/native/flux2-w2a4-1348cb6/assets/image_generation_comparison_matrix.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W2A4_style-heavy.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux2-native_seed0_W2A4_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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reports/native/flux2-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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a3d614aa7c6b1951b3a88cf40faf9d0c2b1e2a0573cd5823e395669090690451 assets/flux2-native_seed0_original_two-object-composition.png.json
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08a8a41d5ad433a614e900dc790c23e40af11a4d3df14f81258936c7883a76d2 assets/original_vs_orbitquant_flux2-native_seed0_W2A4_color-binding.webp
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895129e9d9fb031ce9a003785703cee78ddab18d98da241f4a59ab976ae9bff4 reports/native/flux2-w2a4-1348cb6/tables/perf.csv
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59b7c89b2aca18e05d85942ffccc16a44e2fdff523ade845075111f485113a7c orbitquant_manifest.json
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{reports/native/flux2-w2a4-1348cb6/assets → assets}/image_generation_comparison_matrix.webp
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orbitquant_manifest.json
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"
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reports/native/flux2-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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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` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.8322792858816683, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.3592595048248768, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.0257483250461519, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.155703438911587, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.1340762916952372, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.3490065545774996, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.3395809759385884, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.3168919398449361, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.2224824507720768, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | original | flux2-native | generated_samples=1, wall_time_seconds=1.3608336239121854, peak_vram_bytes=18602007552 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=2.3218054859898984, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.5791952069848776, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.626784570980817, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.6692825159989297, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.679672425147146, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.593047484755516, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.5703850076533854, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.6527911978773773, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.4479427533224225, peak_vram_bytes=19604974592 |
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| extra | `black-forest-labs/FLUX.2-klein-4B` | `W2A4` | orbitquant | flux2-native | generated_samples=1, wall_time_seconds=1.6052065640687943, peak_vram_bytes=19604974592 |
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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-w2a4-1348cb6/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,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_simple-object.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_two-object-composition.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_counting.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_color-binding.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_spatial-relationship.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_long-prompt.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_english-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_cyrillic-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_style-heavy.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_original_occlusion-reflection.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_simple-object.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_two-object-composition.png
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| 14 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_counting.png
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| 15 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_color-binding.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_spatial-relationship.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_long-prompt.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_english-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_cyrillic-text-rendering.png
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,output,/workspace/artifacts/native/flux2-native-w2a4/assets/flux2-native_seed0_W2A4_style-heavy.png
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reports/native/flux2-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/flux2-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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| 1 |
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target_group,model_id,bits,split,suite,metric,value
|
| 2 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 3 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.8322792858816683
|
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 6 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.3592595048248768
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 9 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.0257483250461519
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 12 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.155703438911587
|
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 15 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.1340762916952372
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 18 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.3490065545774996
|
| 19 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 21 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.3395809759385884
|
| 22 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 23 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 24 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.3168919398449361
|
| 25 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 27 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.2224824507720768
|
| 28 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
| 29 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,generated_samples,1
|
| 30 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,wall_time_seconds,1.3608336239121854
|
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,original,flux2-native,peak_vram_bytes,18602007552
|
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 33 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,2.3218054859898984
|
| 34 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
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-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 36 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.5791952069848776
|
| 37 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 38 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 39 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.626784570980817
|
| 40 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 41 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 42 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.6692825159989297
|
| 43 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 44 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 45 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.679672425147146
|
| 46 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 47 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 48 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.593047484755516
|
| 49 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 50 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 51 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.5703850076533854
|
| 52 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 53 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 54 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.6527911978773773
|
| 55 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 56 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 57 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.4479427533224225
|
| 58 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
|
| 59 |
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extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,generated_samples,1
|
| 60 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,wall_time_seconds,1.6052065640687943
|
| 61 |
-
extra,black-forest-labs/FLUX.2-klein-4B,W2A4,orbitquant,flux2-native,peak_vram_bytes,19604974592
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reports/native/flux2-w2a4-1348cb6/tables/video_vbench.csv
DELETED
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target_group,model_id,bits,split,suite,metric,value
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