Diffusers
Safetensors
OrbitQuantComponentArtifact
orbitquant
quantized
diffusion-transformer
8-bit precision
Instructions to use WaveCut/FLUX.1-schnell-OrbitQuant-W2A3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/FLUX.1-schnell-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/FLUX.1-schnell-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
Keep OrbitQuant model repos focused on final artifacts
Browse files- .gitattributes +1 -0
- README.md +1 -1
- SHA256SUMS +3 -9
- {reports/native/flux1-w2a3-3a250bd/assets → assets}/image_generation_comparison_matrix.webp +0 -0
- orbitquant_manifest.json +1 -7
- reports/native/flux1-w2a3-3a250bd/orbitquant-native-eval-20260707.md +0 -49
- reports/native/flux1-w2a3-3a250bd/tables/assets.csv +0 -21
- reports/native/flux1-w2a3-3a250bd/tables/image_geneval.csv +0 -1
- reports/native/flux1-w2a3-3a250bd/tables/missing_required_metrics.csv +0 -3
- reports/native/flux1-w2a3-3a250bd/tables/perf.csv +0 -61
- reports/native/flux1-w2a3-3a250bd/tables/video_vbench.csv +0 -1
.gitattributes
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assets/original_vs_orbitquant_flux1-schnell-native_seed0_W2A3_occlusion-reflection.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux1-schnell-native_seed0_W2A3_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux1-schnell-native_seed0_W2A3_occlusion-reflection.webp filter=lfs diff=lfs merge=lfs -text
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assets/original_vs_orbitquant_flux1-schnell-native_seed0_W2A3_two-object-composition.webp filter=lfs diff=lfs merge=lfs -text
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reports/native/flux1-w2a3-3a250bd/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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3dff452db0ac6bf9bbd15f0a27f02ea1f1ef75830dfca1b53a92ffc7a0da7007 assets/flux1-schnell-native_seed0_original_style-heavy.png.json
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4423c109069c34b8cdea492a2b4c8f6c9307fa83e6507f395446210ef82f4296 reports/native/flux1-w2a3-3a250bd/tables/perf.csv
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cc4f14366ff1f51c0766549dbdf20d758dc788b13743b7d0911bd7cd7f9293ed README.md
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ccb380cb52af2446e26ea07fdf788504d7b061c1a7724b8c3fd5b87ae9b4863b assets/flux1-schnell-native_seed0_original_two-object-composition.png.json
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cf899b1e02edca4df73328b44da8585fe8fb39427e335f14d505d6dc7f523841 model.safetensors
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{reports/native/flux1-w2a3-3a250bd/assets → assets}/image_generation_comparison_matrix.webp
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orbitquant_manifest.json
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"
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"assets/image_generation_comparison_matrix.webp": "1b9f1d222d103d72ba37678d50a4501552f12a47d2886b938dce1906174b5681"
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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 | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.1695312364026904, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.6790432413108647, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.5462975897826254, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.6281901788897812, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.5207234229892492, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.630352817941457, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.618959039915353, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.7314559249207377, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.6059342809021473, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | generated_samples=1, wall_time_seconds=1.6345661068335176, peak_vram_bytes=36301890048 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=3.1687656599096954, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.552690722979605, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.487419332843274, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.4509835368953645, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.426939560100436, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.5017231102101505, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.490302570629865, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.618331555277109, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.496003771200776, peak_vram_bytes=40193001984 |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-native | generated_samples=1, wall_time_seconds=2.4954437711276114, peak_vram_bytes=40193001984 |
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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 | `black-forest-labs/FLUX.1-schnell` | `W2A3` | original | flux1-schnell-native | geneval_overall |
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| paper | `black-forest-labs/FLUX.1-schnell` | `W2A3` | orbitquant | flux1-schnell-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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target_group,model_id,bits,split,suite,asset_type,path
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_simple-object.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_two-object-composition.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_counting.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_color-binding.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_spatial-relationship.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_long-prompt.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_english-text-rendering.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_cyrillic-text-rendering.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_style-heavy.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_original_occlusion-reflection.png
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| 12 |
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_simple-object.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_two-object-composition.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_counting.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_color-binding.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_spatial-relationship.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_long-prompt.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_english-text-rendering.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_cyrillic-text-rendering.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_style-heavy.png
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,output,/workspace/artifacts/native/flux1-schnell-native-w2a3/assets/flux1-schnell-native_seed0_W2A3_occlusion-reflection.png
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reports/native/flux1-w2a3-3a250bd/tables/image_geneval.csv
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target_group,model_id,bits,split,suite,metric,value
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reports/native/flux1-w2a3-3a250bd/tables/missing_required_metrics.csv
DELETED
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@@ -1,3 +0,0 @@
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target_group,model_id,bits,split,suite,metric,artifact_dir
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,geneval_overall,/workspace/artifacts/native/flux1-schnell-native-w2a3
|
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-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,geneval_overall,/workspace/artifacts/native/flux1-schnell-native-w2a3
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reports/native/flux1-w2a3-3a250bd/tables/perf.csv
DELETED
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target_group,model_id,bits,split,suite,metric,value
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,2.1695312364026904
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.6790432413108647
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
|
| 9 |
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.5462975897826254
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
|
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.6281901788897812
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.5207234229892492
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.630352817941457
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.618959039915353
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.7314559249207377
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
|
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.6059342809021473
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,generated_samples,1
|
| 30 |
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paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,wall_time_seconds,1.6345661068335176
|
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-
paper,black-forest-labs/FLUX.1-schnell,W2A3,original,flux1-schnell-native,peak_vram_bytes,36301890048
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 33 |
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,3.1687656599096954
|
| 34 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 36 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.552690722979605
|
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-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 39 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.487419332843274
|
| 40 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 42 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.4509835368953645
|
| 43 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 45 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.426939560100436
|
| 46 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 48 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.5017231102101505
|
| 49 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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| 50 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 51 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.490302570629865
|
| 52 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
|
| 53 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 54 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.618331555277109
|
| 55 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
|
| 56 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 57 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.496003771200776
|
| 58 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
|
| 59 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,generated_samples,1
|
| 60 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,wall_time_seconds,2.4954437711276114
|
| 61 |
-
paper,black-forest-labs/FLUX.1-schnell,W2A3,orbitquant,flux1-schnell-native,peak_vram_bytes,40193001984
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reports/native/flux1-w2a3-3a250bd/tables/video_vbench.csv
DELETED
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@@ -1 +0,0 @@
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target_group,model_id,bits,split,suite,metric,value
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