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
Upload FLUX.2 Klein OrbitQuant W2A4 artifact
Browse files- README.md +38 -0
- SHA256SUMS +14 -0
- assets/.gitkeep +0 -0
- benchmark/orbitquant.metrics.csv +1 -0
- benchmark/orbitquant.metrics.jsonl +0 -0
- benchmark/original.metrics.csv +1 -0
- benchmark/original.metrics.jsonl +0 -0
- benchmark/summary.json +10 -0
- model.safetensors +3 -0
- model_index.json +19 -0
- orbitquant_codebooks.safetensors +3 -0
- orbitquant_manifest.json +977 -0
- orbitquant_rotations.safetensors +3 -0
- prompts.json +57 -0
- quantization_config.json +22 -0
README.md
ADDED
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| 1 |
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---
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base_model: black-forest-labs/FLUX.2-klein-4B
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tags:
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- orbitquant
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- quantized
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- diffusers
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---
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| 8 |
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| 9 |
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# black-forest-labs/FLUX.2-klein-4B OrbitQuant W2A4
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| 10 |
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This is an OrbitQuant artifact generated from the source model listed above.
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## Quantization
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- Method: `orbitquant`
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- Bits: `W2A4`
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| 17 |
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- Runtime mode: `dequant_bf16`
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| 18 |
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- Activation kernel backend: `triton_cuda`
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| 19 |
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- Target policy: `flux2`
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| 20 |
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- Rotation: `rpbh`
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| 21 |
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- Rotation seed: `0`
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| 22 |
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- Block size: `paper`
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| 23 |
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- Block size policy: `largest_power_of_two_dividing_dim`
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| 24 |
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- Codebook: `lloyd_max`
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| 25 |
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- Codebook version: `1`
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| 26 |
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- Calibration data: none
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- Text encoders and VAE: left in source precision by default
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## Source
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- Model: `black-forest-labs/FLUX.2-klein-4B`
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- Revision: `e7b7dc27f91deacad38e78976d1f2b499d76a294`
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| 33 |
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- Source license: `apache-2.0`
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| 34 |
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- OrbitQuant paper: https://arxiv.org/abs/2607.02461
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| 35 |
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## Limitations
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| 37 |
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The initial runtime may dequantize packed weights before BF16 matmul. Disk artifacts are compact; current CUDA/MPS kernels optimize selected activation codebook lookup/rescale stages and packed weight dequantization; full fused low-bit kernels are separate work.
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SHA256SUMS
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470f0cd03ade830add0b90d49ba15255552a8bc00b6c4d7524f30ab44f006e04 README.md
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e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 assets/.gitkeep
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90d54eb9870d76c7e992e1ca94341cc7a58c931a079162ef1774b7f2b571ac73 benchmark/orbitquant.metrics.csv
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e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 benchmark/orbitquant.metrics.jsonl
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| 5 |
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90d54eb9870d76c7e992e1ca94341cc7a58c931a079162ef1774b7f2b571ac73 benchmark/original.metrics.csv
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e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855 benchmark/original.metrics.jsonl
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| 7 |
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34a4410c42ca64bd864be4b9f9abef076ad2f2be9c05d9b65e74b83489b03406 benchmark/summary.json
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| 8 |
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b5c4654d1a0a00d47a40b75953298796da8249726b3ad7f58700de615585ec0b model.safetensors
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a49141221a603fae77e65aab145dc2e6b6794592eb1e2e7d20a6d8d85414a4e5 model_index.json
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5767b046e6b0721c56bad6306657708f60f3d779721920f8ddaab51e34a9cd10 orbitquant_codebooks.safetensors
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62034df7d1b4de9c53307e1597b6bdc59df8344dc69b6f15ae26b31506c29c77 orbitquant_manifest.json
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3a4014dbeee3988e275fcae07cc9312aceab5d14fb06c55f9a6548d1d7e2fa17 orbitquant_rotations.safetensors
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| 13 |
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9d0a30e526f2840b3c68f61565e7345602d23175f2765dec60a6319a9bfcaedd prompts.json
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| 14 |
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0e689c046ea3fbf76a8128b71b4686f11196ba7b835fe5cafdc71e7498801b7f quantization_config.json
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assets/.gitkeep
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File without changes
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benchmark/orbitquant.metrics.csv
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metric,value
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benchmark/orbitquant.metrics.jsonl
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benchmark/original.metrics.csv
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metric,value
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benchmark/original.metrics.jsonl
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benchmark/summary.json
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{
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"status": "not_run",
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"source_model_id": "black-forest-labs/FLUX.2-klein-4B",
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| 4 |
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"source_revision": "e7b7dc27f91deacad38e78976d1f2b499d76a294",
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| 5 |
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"weight_bits": 2,
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| 6 |
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"activation_bits": 4,
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"target_policy": "flux2",
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| 8 |
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"runtime_mode": "dequant_bf16",
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"activation_kernel_backend": "triton_cuda"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:b5c4654d1a0a00d47a40b75953298796da8249726b3ad7f58700de615585ec0b
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size 1104236392
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model_index.json
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{
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"_class_name": "OrbitQuantComponentArtifact",
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"artifact_format": "orbitquant-v1",
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"quant_method": "orbitquant",
|
| 5 |
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"source_model_id": "black-forest-labs/FLUX.2-klein-4B",
|
| 6 |
+
"source_revision": "e7b7dc27f91deacad38e78976d1f2b499d76a294",
|
| 7 |
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"source_license": "apache-2.0",
|
| 8 |
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"component": "transformer",
|
| 9 |
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"weight_name": "model.safetensors",
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| 10 |
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"quantization_config": "quantization_config.json",
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| 11 |
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"manifest": "orbitquant_manifest.json",
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| 12 |
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"codebooks": "orbitquant_codebooks.safetensors",
|
| 13 |
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"rotations": "orbitquant_rotations.safetensors",
|
| 14 |
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"weight_bits": 2,
|
| 15 |
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"activation_bits": 4,
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| 16 |
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"target_policy": "flux2",
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| 17 |
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"runtime_mode": "dequant_bf16",
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| 18 |
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"activation_kernel_backend": "triton_cuda"
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}
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orbitquant_codebooks.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:5767b046e6b0721c56bad6306657708f60f3d779721920f8ddaab51e34a9cd10
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| 3 |
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size 1424
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orbitquant_manifest.json
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|
| 1 |
+
{
|
| 2 |
+
"artifact_format": "orbitquant-v1",
|
| 3 |
+
"source_model_id": "black-forest-labs/FLUX.2-klein-4B",
|
| 4 |
+
"source_revision": "e7b7dc27f91deacad38e78976d1f2b499d76a294",
|
| 5 |
+
"source_license": "apache-2.0",
|
| 6 |
+
"quant_method": "orbitquant",
|
| 7 |
+
"paper": "https://arxiv.org/abs/2607.02461",
|
| 8 |
+
"weight_bits": 2,
|
| 9 |
+
"activation_bits": 4,
|
| 10 |
+
"rotation": "rpbh",
|
| 11 |
+
"rotation_seed": 0,
|
| 12 |
+
"block_size": "paper",
|
| 13 |
+
"block_size_policy": "largest_power_of_two_dividing_dim",
|
| 14 |
+
"codebook": "lloyd_max",
|
| 15 |
+
"codebook_version": 1,
|
| 16 |
+
"row_norm_dtype": "bfloat16",
|
| 17 |
+
"runtime_mode": "dequant_bf16",
|
| 18 |
+
"activation_kernel_backend": "triton_cuda",
|
| 19 |
+
"target_policy": "flux2",
|
| 20 |
+
"adaln_policy": "int4_rtn_group64_bf16_activation",
|
| 21 |
+
"quantized_modules": [
|
| 22 |
+
"transformer_blocks.0.attn.to_q",
|
| 23 |
+
"transformer_blocks.0.attn.to_k",
|
| 24 |
+
"transformer_blocks.0.attn.to_v",
|
| 25 |
+
"transformer_blocks.0.attn.to_out.0",
|
| 26 |
+
"transformer_blocks.0.attn.add_q_proj",
|
| 27 |
+
"transformer_blocks.0.attn.add_k_proj",
|
| 28 |
+
"transformer_blocks.0.attn.add_v_proj",
|
| 29 |
+
"transformer_blocks.0.attn.to_add_out",
|
| 30 |
+
"transformer_blocks.0.ff.linear_in",
|
| 31 |
+
"transformer_blocks.0.ff.linear_out",
|
| 32 |
+
"transformer_blocks.0.ff_context.linear_in",
|
| 33 |
+
"transformer_blocks.0.ff_context.linear_out",
|
| 34 |
+
"transformer_blocks.1.attn.to_q",
|
| 35 |
+
"transformer_blocks.1.attn.to_k",
|
| 36 |
+
"transformer_blocks.1.attn.to_v",
|
| 37 |
+
"transformer_blocks.1.attn.to_out.0",
|
| 38 |
+
"transformer_blocks.1.attn.add_q_proj",
|
| 39 |
+
"transformer_blocks.1.attn.add_k_proj",
|
| 40 |
+
"transformer_blocks.1.attn.add_v_proj",
|
| 41 |
+
"transformer_blocks.1.attn.to_add_out",
|
| 42 |
+
"transformer_blocks.1.ff.linear_in",
|
| 43 |
+
"transformer_blocks.1.ff.linear_out",
|
| 44 |
+
"transformer_blocks.1.ff_context.linear_in",
|
| 45 |
+
"transformer_blocks.1.ff_context.linear_out",
|
| 46 |
+
"transformer_blocks.2.attn.to_q",
|
| 47 |
+
"transformer_blocks.2.attn.to_k",
|
| 48 |
+
"transformer_blocks.2.attn.to_v",
|
| 49 |
+
"transformer_blocks.2.attn.to_out.0",
|
| 50 |
+
"transformer_blocks.2.attn.add_q_proj",
|
| 51 |
+
"transformer_blocks.2.attn.add_k_proj",
|
| 52 |
+
"transformer_blocks.2.attn.add_v_proj",
|
| 53 |
+
"transformer_blocks.2.attn.to_add_out",
|
| 54 |
+
"transformer_blocks.2.ff.linear_in",
|
| 55 |
+
"transformer_blocks.2.ff.linear_out",
|
| 56 |
+
"transformer_blocks.2.ff_context.linear_in",
|
| 57 |
+
"transformer_blocks.2.ff_context.linear_out",
|
| 58 |
+
"transformer_blocks.3.attn.to_q",
|
| 59 |
+
"transformer_blocks.3.attn.to_k",
|
| 60 |
+
"transformer_blocks.3.attn.to_v",
|
| 61 |
+
"transformer_blocks.3.attn.to_out.0",
|
| 62 |
+
"transformer_blocks.3.attn.add_q_proj",
|
| 63 |
+
"transformer_blocks.3.attn.add_k_proj",
|
| 64 |
+
"transformer_blocks.3.attn.add_v_proj",
|
| 65 |
+
"transformer_blocks.3.attn.to_add_out",
|
| 66 |
+
"transformer_blocks.3.ff.linear_in",
|
| 67 |
+
"transformer_blocks.3.ff.linear_out",
|
| 68 |
+
"transformer_blocks.3.ff_context.linear_in",
|
| 69 |
+
"transformer_blocks.3.ff_context.linear_out",
|
| 70 |
+
"transformer_blocks.4.attn.to_q",
|
| 71 |
+
"transformer_blocks.4.attn.to_k",
|
| 72 |
+
"transformer_blocks.4.attn.to_v",
|
| 73 |
+
"transformer_blocks.4.attn.to_out.0",
|
| 74 |
+
"transformer_blocks.4.attn.add_q_proj",
|
| 75 |
+
"transformer_blocks.4.attn.add_k_proj",
|
| 76 |
+
"transformer_blocks.4.attn.add_v_proj",
|
| 77 |
+
"transformer_blocks.4.attn.to_add_out",
|
| 78 |
+
"transformer_blocks.4.ff.linear_in",
|
| 79 |
+
"transformer_blocks.4.ff.linear_out",
|
| 80 |
+
"transformer_blocks.4.ff_context.linear_in",
|
| 81 |
+
"transformer_blocks.4.ff_context.linear_out",
|
| 82 |
+
"single_transformer_blocks.0.attn.to_qkv_mlp_proj",
|
| 83 |
+
"single_transformer_blocks.0.attn.to_out",
|
| 84 |
+
"single_transformer_blocks.1.attn.to_qkv_mlp_proj",
|
| 85 |
+
"single_transformer_blocks.1.attn.to_out",
|
| 86 |
+
"single_transformer_blocks.2.attn.to_qkv_mlp_proj",
|
| 87 |
+
"single_transformer_blocks.2.attn.to_out",
|
| 88 |
+
"single_transformer_blocks.3.attn.to_qkv_mlp_proj",
|
| 89 |
+
"single_transformer_blocks.3.attn.to_out",
|
| 90 |
+
"single_transformer_blocks.4.attn.to_qkv_mlp_proj",
|
| 91 |
+
"single_transformer_blocks.4.attn.to_out",
|
| 92 |
+
"single_transformer_blocks.5.attn.to_qkv_mlp_proj",
|
| 93 |
+
"single_transformer_blocks.5.attn.to_out",
|
| 94 |
+
"single_transformer_blocks.6.attn.to_qkv_mlp_proj",
|
| 95 |
+
"single_transformer_blocks.6.attn.to_out",
|
| 96 |
+
"single_transformer_blocks.7.attn.to_qkv_mlp_proj",
|
| 97 |
+
"single_transformer_blocks.7.attn.to_out",
|
| 98 |
+
"single_transformer_blocks.8.attn.to_qkv_mlp_proj",
|
| 99 |
+
"single_transformer_blocks.8.attn.to_out",
|
| 100 |
+
"single_transformer_blocks.9.attn.to_qkv_mlp_proj",
|
| 101 |
+
"single_transformer_blocks.9.attn.to_out",
|
| 102 |
+
"single_transformer_blocks.10.attn.to_qkv_mlp_proj",
|
| 103 |
+
"single_transformer_blocks.10.attn.to_out",
|
| 104 |
+
"single_transformer_blocks.11.attn.to_qkv_mlp_proj",
|
| 105 |
+
"single_transformer_blocks.11.attn.to_out",
|
| 106 |
+
"single_transformer_blocks.12.attn.to_qkv_mlp_proj",
|
| 107 |
+
"single_transformer_blocks.12.attn.to_out",
|
| 108 |
+
"single_transformer_blocks.13.attn.to_qkv_mlp_proj",
|
| 109 |
+
"single_transformer_blocks.13.attn.to_out",
|
| 110 |
+
"single_transformer_blocks.14.attn.to_qkv_mlp_proj",
|
| 111 |
+
"single_transformer_blocks.14.attn.to_out",
|
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|
| 977 |
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orbitquant_rotations.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:3a4014dbeee3988e275fcae07cc9312aceab5d14fb06c55f9a6548d1d7e2fa17
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| 3 |
+
size 419020
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prompts.json
ADDED
|
@@ -0,0 +1,57 @@
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|
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|
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|
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|
|
|
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|
|
|
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|
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|
|
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|
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|
|
|
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|
|
|
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|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"prompt_pack": "image_visual_v1",
|
| 3 |
+
"media_type": "image",
|
| 4 |
+
"target_policy": "flux2",
|
| 5 |
+
"prompts": [
|
| 6 |
+
{
|
| 7 |
+
"id": "simple-object",
|
| 8 |
+
"category": "simple_object",
|
| 9 |
+
"prompt": "A red ceramic mug on a wooden desk, soft daylight, shallow depth of field"
|
| 10 |
+
},
|
| 11 |
+
{
|
| 12 |
+
"id": "two-object-composition",
|
| 13 |
+
"category": "two_object_composition",
|
| 14 |
+
"prompt": "Two robots playing chess in a quiet library, one silver and one matte black"
|
| 15 |
+
},
|
| 16 |
+
{
|
| 17 |
+
"id": "counting",
|
| 18 |
+
"category": "counting",
|
| 19 |
+
"prompt": "Five glass marbles arranged in a straight line on white paper"
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"id": "color-binding",
|
| 23 |
+
"category": "color_binding",
|
| 24 |
+
"prompt": "A blue cube beside a yellow sphere and a green pyramid on a gray table"
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"id": "spatial-relationship",
|
| 28 |
+
"category": "spatial_relationship",
|
| 29 |
+
"prompt": "A blue cube to the left of a yellow sphere, both centered in the frame"
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"id": "long-prompt",
|
| 33 |
+
"category": "long_prompt",
|
| 34 |
+
"prompt": "A precise editorial photo of a compact robotics workbench with labeled tools, a small oscilloscope, coiled cables, a half-assembled drone, and a warm desk lamp; the scene should remain readable without clutter"
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"id": "english-text-rendering",
|
| 38 |
+
"category": "text_rendering",
|
| 39 |
+
"prompt": "A clean street sign with the exact text \"ORBIT QUANT\""
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"id": "cyrillic-text-rendering",
|
| 43 |
+
"category": "text_rendering",
|
| 44 |
+
"prompt": "A handwritten note in Cyrillic that says \"\u041a\u0412\u0410\u041d\u0422\u041e\u0412\u0410\u041d\u0418\u0415\""
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"id": "style-heavy",
|
| 48 |
+
"category": "style",
|
| 49 |
+
"prompt": "A crowded train platform at sunset, documentary photo style, high dynamic range, natural grain, realistic faces, detailed architecture"
|
| 50 |
+
},
|
| 51 |
+
{
|
| 52 |
+
"id": "occlusion-reflection",
|
| 53 |
+
"category": "occlusion_reflection",
|
| 54 |
+
"prompt": "A reflective chrome teapot partly hidden behind orange flowers, with the room visible as a coherent reflection on the metal"
|
| 55 |
+
}
|
| 56 |
+
]
|
| 57 |
+
}
|
quantization_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"quant_method": "orbitquant",
|
| 3 |
+
"weight_bits": 2,
|
| 4 |
+
"activation_bits": 4,
|
| 5 |
+
"rotation": "rpbh",
|
| 6 |
+
"rotation_seed": 0,
|
| 7 |
+
"block_size": "paper",
|
| 8 |
+
"codebook": "lloyd_max",
|
| 9 |
+
"codebook_dtype": "float32",
|
| 10 |
+
"row_norm_dtype": "bfloat16",
|
| 11 |
+
"activation_norm_dtype": "float32",
|
| 12 |
+
"activation_eps": 1e-12,
|
| 13 |
+
"weight_pack_dtype": "uint8",
|
| 14 |
+
"target_policy": "flux2",
|
| 15 |
+
"adaln_policy": "int4_rtn",
|
| 16 |
+
"adaln_group_size": 64,
|
| 17 |
+
"modules_to_not_convert": [],
|
| 18 |
+
"modules_dtype_dict": {},
|
| 19 |
+
"artifact_format_version": 1,
|
| 20 |
+
"runtime_mode": "dequant_bf16",
|
| 21 |
+
"activation_kernel_backend": "triton_cuda"
|
| 22 |
+
}
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