Text-to-Image
Diffusers
Safetensors
English
Russian
LensPipeline
LensPipeline
sdnq
quantized
uint4
static-quantization
ablation
Instructions to use WaveCut/Lens-Turbo-SDNQ-uint4-static with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use WaveCut/Lens-Turbo-SDNQ-uint4-static 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/Lens-Turbo-SDNQ-uint4-static", 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
- Local Apps
- Draw Things
- DiffusionBee
Clean stale artifacts and add 1:1 WebP comparison grid
Browse files- .gitattributes +1 -0
- README.md +9 -2
- assets/comparison/{comparison_grid.jpg → comparison_grid_1to1_q98.webp} +2 -2
- assets/comparison/p01_original.png +0 -3
- assets/comparison/p01_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p01_sdnq_uint_static.png +0 -3
- assets/comparison/p02_original.png +0 -3
- assets/comparison/p02_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p02_sdnq_uint_static.png +0 -3
- assets/comparison/p03_original.png +0 -3
- assets/comparison/p03_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p03_sdnq_uint_static.png +0 -3
- assets/comparison/p04_original.png +0 -3
- assets/comparison/p04_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p04_sdnq_uint_static.png +0 -3
- assets/comparison/p05_original.png +0 -3
- assets/comparison/p05_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p05_sdnq_uint_static.png +0 -3
- assets/comparison/p06_original.png +0 -3
- assets/comparison/p06_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p06_sdnq_uint_static.png +0 -3
- assets/comparison/p07_original.png +0 -3
- assets/comparison/p07_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p07_sdnq_uint_static.png +0 -3
- assets/comparison/p08_original.png +0 -3
- assets/comparison/p08_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p08_sdnq_uint_static.png +0 -3
- assets/comparison/p09_original.png +0 -3
- assets/comparison/p09_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p09_sdnq_uint_static.png +0 -3
- assets/comparison/p10_original.png +0 -3
- assets/comparison/p10_sdnq_uint4_static_fixed.png +0 -3
- assets/comparison/p10_sdnq_uint_static.png +0 -3
- transformer/diffusion_pytorch_model.safetensors +0 -3
.gitattributes
CHANGED
|
@@ -65,3 +65,4 @@ assets/comparison/p07_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs
|
|
| 65 |
assets/comparison/p08_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
| 66 |
assets/comparison/p09_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
| 67 |
assets/comparison/p10_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 65 |
assets/comparison/p08_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
| 66 |
assets/comparison/p09_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
| 67 |
assets/comparison/p10_sdnq_uint4_static_fixed.png filter=lfs diff=lfs merge=lfs -text
|
| 68 |
+
assets/comparison/comparison_grid_1to1_q98.webp filter=lfs diff=lfs merge=lfs -text
|
README.md
CHANGED
|
@@ -25,9 +25,9 @@ The first all-linear UINT4 attempt produced periodic grid artifacts and badly de
|
|
| 25 |
|
| 26 |
## Visual Comparison
|
| 27 |
|
| 28 |
-
[Raw comparison grid](https://huggingface.co/WaveCut/Lens-Turbo-SDNQ-uint4-static/resolve/main/assets/comparison/
|
| 29 |
|
| 30 |
-

|
| 29 |
|
| 30 |
+

|
| 31 |
|
| 32 |
## Quantization Recipe
|
| 33 |
|
|
|
|
| 177 |
## Notes
|
| 178 |
|
| 179 |
This checkpoint is intended for research and evaluation. It inherits the upstream Lens limitations and responsible AI considerations from the source model. Text rendering remains challenging, but the corrected recipe removes the obvious grid/printed texture failure seen in the all-linear UINT4 attempt.
|
| 180 |
+
|
| 181 |
+
|
| 182 |
+
## Visual comparison
|
| 183 |
+
|
| 184 |
+
**Full-size comparison grid:** the image below is built from native 1024x1024 samples without resampling the image cells and saved as WebP quality 98. Raw file: [assets/comparison/comparison_grid_1to1_q98.webp](https://huggingface.co/WaveCut/Lens-Turbo-SDNQ-uint4-static/resolve/main/assets/comparison/comparison_grid_1to1_q98.webp).
|
| 185 |
+
|
| 186 |
+

|
assets/comparison/{comparison_grid.jpg → comparison_grid_1to1_q98.webp}
RENAMED
|
File without changes
|
assets/comparison/p01_original.png
DELETED
Git LFS Details
|
assets/comparison/p01_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p01_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p02_original.png
DELETED
Git LFS Details
|
assets/comparison/p02_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p02_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p03_original.png
DELETED
Git LFS Details
|
assets/comparison/p03_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p03_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p04_original.png
DELETED
Git LFS Details
|
assets/comparison/p04_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p04_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p05_original.png
DELETED
Git LFS Details
|
assets/comparison/p05_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p05_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p06_original.png
DELETED
Git LFS Details
|
assets/comparison/p06_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p06_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p07_original.png
DELETED
Git LFS Details
|
assets/comparison/p07_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p07_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p08_original.png
DELETED
Git LFS Details
|
assets/comparison/p08_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p08_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p09_original.png
DELETED
Git LFS Details
|
assets/comparison/p09_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p09_sdnq_uint_static.png
DELETED
Git LFS Details
|
assets/comparison/p10_original.png
DELETED
Git LFS Details
|
assets/comparison/p10_sdnq_uint4_static_fixed.png
DELETED
Git LFS Details
|
assets/comparison/p10_sdnq_uint_static.png
DELETED
Git LFS Details
|
transformer/diffusion_pytorch_model.safetensors
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:fbd56f77ebef9a7b262c856e1ad3fd5b28d1c1d7f0f5a3ee341276b5243a96d6
|
| 3 |
-
size 2348235656
|
|
|
|
|
|
|
|
|
|
|
|