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  1. Heartsync_NSFW-Uncensored/README.md +0 -86
  2. Heartsync_NSFW-Uncensored/model_index.json +0 -41
  3. Heartsync_NSFW-Uncensored/samples/nsfw1.webp +0 -0
  4. Heartsync_NSFW-Uncensored/samples/nsfw2.webp +0 -0
  5. Heartsync_NSFW-Uncensored/samples/nsfw3.webp +0 -3
  6. Heartsync_NSFW-Uncensored/samples/nsfw4.webp +0 -0
  7. Heartsync_NSFW-Uncensored/scheduler/scheduler_config.json +0 -21
  8. Heartsync_NSFW-Uncensored/test_app.py +0 -46
  9. Heartsync_NSFW-Uncensored/text_encoder/config.json +0 -24
  10. Heartsync_NSFW-Uncensored/text_encoder/model.fp16.safetensors +0 -3
  11. Heartsync_NSFW-Uncensored/text_encoder/model.safetensors +0 -3
  12. Heartsync_NSFW-Uncensored/text_encoder_2/config.json +0 -24
  13. Heartsync_NSFW-Uncensored/text_encoder_2/model.fp16.safetensors +0 -3
  14. Heartsync_NSFW-Uncensored/text_encoder_2/model.safetensors +0 -3
  15. Heartsync_NSFW-Uncensored/tokenizer/merges.txt +0 -0
  16. Heartsync_NSFW-Uncensored/tokenizer/special_tokens_map.json +0 -30
  17. Heartsync_NSFW-Uncensored/tokenizer/test.json +0 -1
  18. Heartsync_NSFW-Uncensored/tokenizer/tokenizer_config.json +0 -30
  19. Heartsync_NSFW-Uncensored/tokenizer/vocab.json +0 -0
  20. Heartsync_NSFW-Uncensored/tokenizer_2/merges.txt +0 -0
  21. Heartsync_NSFW-Uncensored/tokenizer_2/special_tokens_map.json +0 -24
  22. Heartsync_NSFW-Uncensored/tokenizer_2/test.json +0 -1
  23. Heartsync_NSFW-Uncensored/tokenizer_2/tokenizer_config.json +0 -38
  24. Heartsync_NSFW-Uncensored/tokenizer_2/vocab.json +0 -0
  25. Heartsync_NSFW-Uncensored/unet/config.json +0 -72
  26. Heartsync_NSFW-Uncensored/unet/diffusion_pytorch_model.fp16.safetensors +0 -3
  27. Heartsync_NSFW-Uncensored/unet/diffusion_pytorch_model.safetensors +0 -3
  28. Heartsync_NSFW-Uncensored/vae/config.json +0 -33
  29. Heartsync_NSFW-Uncensored/vae/diffusion_pytorch_model.fp16.safetensors +0 -3
  30. Heartsync_NSFW-Uncensored/vae/diffusion_pytorch_model.safetensors +0 -3
  31. Qwen-Image-Edit-2511-bnb-nf4/README.md +0 -167
  32. Qwen-Image-Edit-2511-bnb-nf4/model_index.json +0 -29
  33. Qwen-Image-Edit-2511-bnb-nf4/processor/added_tokens.json +0 -24
  34. Qwen-Image-Edit-2511-bnb-nf4/processor/chat_template.jinja +0 -7
  35. Qwen-Image-Edit-2511-bnb-nf4/processor/merges.txt +0 -0
  36. Qwen-Image-Edit-2511-bnb-nf4/processor/preprocessor_config.json +0 -39
  37. Qwen-Image-Edit-2511-bnb-nf4/processor/special_tokens_map.json +0 -31
  38. Qwen-Image-Edit-2511-bnb-nf4/processor/tokenizer.json +0 -3
  39. Qwen-Image-Edit-2511-bnb-nf4/processor/tokenizer_config.json +0 -208
  40. Qwen-Image-Edit-2511-bnb-nf4/processor/video_preprocessor_config.json +0 -43
  41. Qwen-Image-Edit-2511-bnb-nf4/processor/vocab.json +0 -0
  42. Qwen-Image-Edit-2511-bnb-nf4/samples/cat_oil_painting.png +0 -3
  43. Qwen-Image-Edit-2511-bnb-nf4/samples/cat_sunglasses.png +0 -3
  44. Qwen-Image-Edit-2511-bnb-nf4/samples/inputs/cat.jpg +0 -3
  45. Qwen-Image-Edit-2511-bnb-nf4/samples/inputs/mountain.jpg +0 -0
  46. Qwen-Image-Edit-2511-bnb-nf4/samples/inputs/portrait.jpg +0 -0
  47. Qwen-Image-Edit-2511-bnb-nf4/samples/mountain_ghibli.png +0 -3
  48. Qwen-Image-Edit-2511-bnb-nf4/samples/mountain_winter.png +0 -3
  49. Qwen-Image-Edit-2511-bnb-nf4/samples/multi_cat_mountain.png +0 -3
  50. Qwen-Image-Edit-2511-bnb-nf4/samples/multi_portrait_mountain.png +0 -3
Heartsync_NSFW-Uncensored/README.md DELETED
@@ -1,86 +0,0 @@
1
- ---
2
- license: mit
3
- language:
4
- - en
5
- pipeline_tag: text-to-image
6
- tags:
7
- - stablediffusion
8
- - uncensored
9
- - nsfw
10
- - image
11
- - generation
12
- widget:
13
- - text: >-
14
- TEST
15
- output:
16
- url: samples/nsfw1.webp
17
- - text: >-
18
- TEST
19
- output:
20
- url: samples/nsfw2.webp
21
- - text: >-
22
- TEST
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- output:
24
- url: samples/nsfw3.webp
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- - text: >-
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- TEST
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- output:
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- url: samples/nsfw4.webp
29
- ---
30
- # NSFW-Uncensored
31
-
32
- ## Uncensored Image Generation Model
33
-
34
- #### Model Description
35
- This model is a playground that minimizes censorship restrictions, allowing exploration of the technical possibilities of AI-based image generation. Through various prompts, you can test censorship boundaries and verify the actual performance of image generation AI.
36
-
37
- ## Example code
38
-
39
- ```python
40
- # Basic usage example
41
- from diffusers import DiffusionPipeline
42
- import torch
43
-
44
- # Load the model (with float16 precision for GPU)
45
- pipe = DiffusionPipeline.from_pretrained(
46
- "Heartsync/NSFW-Uncensored",
47
- torch_dtype=torch.float16
48
- )
49
- pipe.to("cuda") # Move to GPU
50
-
51
- # Generate an image with a simple prompt
52
- prompt = "Woman in an elegant dress standing by a window, detailed lighting, 8k"
53
- negative_prompt = "low quality, blurry, deformed"
54
-
55
- # Create the image
56
- image = pipe(
57
- prompt=prompt,
58
- negative_prompt=negative_prompt,
59
- num_inference_steps=30,
60
- guidance_scale=7.5
61
- ).images[0]
62
-
63
- # Save the image
64
- image.save("generated_image.png")
65
-
66
- # Advanced example - fixed seed and additional parameters
67
- import numpy as np
68
-
69
- # Set seed for reproducible results
70
- seed = 42
71
- generator = torch.Generator("cuda").manual_seed(seed)
72
-
73
- # Advanced parameter settings
74
- prompt = "A dramatic scene with explicit details, cinematic lighting, high resolution"
75
- image = pipe(
76
- prompt=prompt,
77
- negative_prompt="ugly, deformed, disfigured, poor quality, low resolution",
78
- num_inference_steps=50, # More steps for higher quality
79
- guidance_scale=8.0, # Increase prompt fidelity
80
- width=768, # Adjust image width
81
- height=768, # Adjust image height
82
- generator=generator # Fixed seed
83
- ).images[0]
84
-
85
- image.save("high_quality_image.png")
86
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- # Load the model (with float16 precision for GPU)
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- pipe = DiffusionPipeline.from_pretrained(
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- negative_prompt = "low quality, blurry, deformed"
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-
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- # Create the image
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- # Advanced example - fixed seed and additional parameters
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- # Set seed for reproducible results
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- seed = 42
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- generator = torch.Generator("cuda").manual_seed(seed)
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- # Advanced parameter settings
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1
- ---
2
- license: apache-2.0
3
- library_name: diffusers
4
- base_model: Qwen/Qwen-Image-Edit-2511
5
- tags:
6
- - image-to-image
7
- - image-editing
8
- - qwen
9
- - quantized
10
- - bitsandbytes
11
- - nf4
12
- - 4bit
13
- pipeline_tag: image-to-image
14
- ---
15
-
16
- # Qwen-Image-Edit-2511-bnb-nf4
17
-
18
- 4-bit NF4 quantized version of [Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511) using BitsAndBytes.
19
-
20
- This quantized model significantly reduces VRAM requirements, making it accessible on consumer GPUs like RTX 3090/4080/4090.
21
-
22
- ## Sample Outputs
23
-
24
- ### Single Image Editing
25
-
26
- <table>
27
- <tr>
28
- <th>Input</th>
29
- <th>Prompt</th>
30
- <th>Output</th>
31
- </tr>
32
- <tr>
33
- <td><img src="samples/inputs/cat.jpg" width="200"></td>
34
- <td>"A cat wearing stylish sunglasses"</td>
35
- <td><img src="samples/cat_sunglasses.png" width="200"></td>
36
- </tr>
37
- <tr>
38
- <td><img src="samples/inputs/portrait.jpg" width="200"></td>
39
- <td>"Cyberpunk style with neon lights"</td>
40
- <td><img src="samples/portrait_cyberpunk.png" width="200"></td>
41
- </tr>
42
- </table>
43
-
44
- ### Multi-Image Editing
45
-
46
- Combine multiple images into one coherent scene:
47
-
48
- <table>
49
- <tr>
50
- <th>Input 1</th>
51
- <th>Input 2</th>
52
- <th>Prompt</th>
53
- <th>Output</th>
54
- </tr>
55
- <tr>
56
- <td><img src="samples/inputs/cat.jpg" width="150"></td>
57
- <td><img src="samples/inputs/mountain.jpg" width="150"></td>
58
- <td>"A cat sitting on a mountain cliff"</td>
59
- <td><img src="samples/multi_cat_mountain.png" width="200"></td>
60
- </tr>
61
- <tr>
62
- <td><img src="samples/inputs/portrait.jpg" width="150"></td>
63
- <td><img src="samples/inputs/mountain.jpg" width="150"></td>
64
- <td>"Person hiking in the mountains"</td>
65
- <td><img src="samples/multi_portrait_mountain.png" width="200"></td>
66
- </tr>
67
- </table>
68
-
69
- ### Style Transfer
70
-
71
- <table>
72
- <tr>
73
- <th>Input</th>
74
- <th>Style</th>
75
- <th>Output</th>
76
- </tr>
77
- <tr>
78
- <td><img src="samples/inputs/mountain.jpg" width="200"></td>
79
- <td>Studio Ghibli</td>
80
- <td><img src="samples/mountain_ghibli.png" width="200"></td>
81
- </tr>
82
- <tr>
83
- <td><img src="samples/inputs/mountain.jpg" width="200"></td>
84
- <td>Winter + Northern Lights</td>
85
- <td><img src="samples/mountain_winter.png" width="200"></td>
86
- </tr>
87
- </table>
88
-
89
- ## Features
90
-
91
- - **Reduced VRAM**: ~17GB vs ~40GB (original BF16)
92
- - **Same capabilities**: Single/multi-image editing, style transfer, character consistency
93
- - **BitsAndBytes NF4**: High-quality 4-bit quantization
94
-
95
- ## Requirements
96
-
97
- ```bash
98
- pip install torch diffusers transformers accelerate bitsandbytes
99
- ```
100
-
101
- ## Usage
102
-
103
- ```python
104
- import torch
105
- from PIL import Image
106
- from diffusers import QwenImageEditPlusPipeline
107
-
108
- # Load quantized model
109
- pipe = QwenImageEditPlusPipeline.from_pretrained(
110
- "seochan99/Qwen-Image-Edit-2511-bnb-nf4",
111
- torch_dtype=torch.bfloat16,
112
- )
113
- pipe.to("cuda")
114
-
115
- # Single image editing
116
- image = Image.open("input.png")
117
- result = pipe(
118
- image=[image],
119
- prompt="Turn this into anime style",
120
- true_cfg_scale=4.0,
121
- negative_prompt=" ",
122
- num_inference_steps=50,
123
- ).images[0]
124
- result.save("output.png")
125
- ```
126
-
127
- ## Multi-Image Editing
128
-
129
- Combine two images into one coherent scene:
130
-
131
- ```python
132
- img1 = Image.open("person.png")
133
- img2 = Image.open("background.png")
134
-
135
- result = pipe(
136
- image=[img1, img2],
137
- prompt="Person standing in the forest, natural lighting",
138
- true_cfg_scale=4.0,
139
- negative_prompt=" ",
140
- num_inference_steps=50,
141
- ).images[0]
142
- ```
143
-
144
- ## VRAM Comparison
145
-
146
- | Version | VRAM Usage |
147
- |---------|------------|
148
- | Original (BF16) | ~40GB |
149
- | **This (NF4 4-bit)** | **~17GB** |
150
-
151
- Tested on NVIDIA RTX 4090.
152
-
153
- ## Quantization Details
154
-
155
- - **Method**: BitsAndBytes NF4 (4-bit Normal Float)
156
- - **Compute dtype**: bfloat16
157
- - **Components quantized**: text_encoder, transformer
158
-
159
- ## Model Info
160
-
161
- - **Base model**: [Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511)
162
- - **Paper**: [arXiv:2508.02324](https://arxiv.org/abs/2508.02324)
163
- - **Original repo**: [QwenLM/Qwen-Image](https://github.com/QwenLM/Qwen-Image)
164
-
165
- ## License
166
-
167
- Apache 2.0 (same as base model)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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