GrieferPig
commited on
Commit
•
7a69148
1
Parent(s):
48b04e6
Update README.md
Browse files
README.md
CHANGED
@@ -1,3 +1,83 @@
|
|
1 |
---
|
2 |
license: bigscience-bloom-rail-1.0
|
|
|
|
|
|
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
license: bigscience-bloom-rail-1.0
|
3 |
+
language:
|
4 |
+
- en
|
5 |
+
library_name: diffusers
|
6 |
+
tags:
|
7 |
+
- stable-diffusion
|
8 |
+
- text-to-image
|
9 |
---
|
10 |
+
|
11 |
+
|
12 |
+
# pony-diffusion-g5 - a new generation ~~of waifus~~
|
13 |
+
|
14 |
+
pony-diffusion-g5 is a latent text-to-image diffusion model that has been conditioned on medium-to-low-quality pony images through fine-tuning.
|
15 |
+
|
16 |
+
Finetuned for MLP G5 main characters, based on [AstraliteHeart/pony-diffusion](https://huggingface.co/AstraliteHeart/pony-diffusion)
|
17 |
+
|
18 |
+
<img src="./doc/demo1.png" width=50% height=50%>
|
19 |
+
<img src="./doc/demo2.png" width=50% height=50%>
|
20 |
+
<img src="./doc/demo3.png" width=50% height=50%>
|
21 |
+
<img src="./doc/demo4.png" width=50% height=50%>
|
22 |
+
<img src="./doc/demo5.png" width=50% height=50%>
|
23 |
+
|
24 |
+
## Dataset criteria
|
25 |
+
|
26 |
+
All training images from Derpibooru using the search criteria below
|
27 |
+
|
28 |
+
- General: "g5, safe, solo, score.gte:250, -webm, -animate || g5, suggestive, solo, score.gte:250, -webm, -animate", 856 entries wo/ gifs, 5 epochs
|
29 |
+
- Izzy moonbow: "izzy moonbow, safe, solo, score.gte:200, -webm, -animate || izzy moonbow, suggestive, solo, score.gte:200, -webm, -animate", 531 entries wo/ gifs, 3 epochs
|
30 |
+
- Sunny starscout: "sunny starscout, safe, solo, score.gte:200, -webm, -animate || sunny starscout, suggestive, solo, score.gte:200, -webm, -animate", 252 entries wo/ gifs, 3 epochs
|
31 |
+
- Pipp petals: "pipp petals, safe, solo, score.gte:200, -webm, -animate || pipp petals, suggestive, solo, score.gte:200, -webm, -animate", 218 entries wo/ gifs, 3 epochs
|
32 |
+
- Zipp storm: "zipp storm, safe, solo, score.gte:200, -webm, -animate || pipp petals, suggestive, solo, score.gte:200, -webm, -animate", 167 entries wo/ gifs, 3 epochs
|
33 |
+
- Hitch trailblzer: "hitch trailblazer, safe, solo, score.gte:200, -webm, -animate || hitch trailblazer, suggestive, solo, score.gte:200, -webm, -animate", 34 entries wo/ gifs (wat), 3 epochs
|
34 |
+
|
35 |
+
## Why the model's quality is bad?
|
36 |
+
|
37 |
+
The amount of G5 pony images within the search criteria is little, so don't really expect the quality to be as high as the original model is
|
38 |
+
|
39 |
+
~~_Also bcs im new to ai stuff i don't know how to train datasets correctly if u could help me great thx_~~
|
40 |
+
|
41 |
+
## Example code
|
42 |
+
|
43 |
+
```python
|
44 |
+
from diffusers import StableDiffusionPipeline
|
45 |
+
import torch
|
46 |
+
from diffusers import DDIMScheduler
|
47 |
+
|
48 |
+
model_path = "./gen_model_izzy"
|
49 |
+
prompt = "(((izzy moonbow))), pony, looking at you, smiling, sitting on beach, cute, portrait, intricate, digital painting, smooth, sharp, focus, depth of field"
|
50 |
+
negative= "3d sfm"
|
51 |
+
# torch.manual_seed(1145141919810)
|
52 |
+
|
53 |
+
pipe = StableDiffusionPipeline.from_pretrained(
|
54 |
+
model_path,
|
55 |
+
torch_dtype=torch.float16,
|
56 |
+
scheduler=DDIMScheduler(
|
57 |
+
beta_start=0.00085,
|
58 |
+
beta_end=0.012,
|
59 |
+
beta_schedule="scaled_linear",
|
60 |
+
clip_sample=False,
|
61 |
+
set_alpha_to_one=True,
|
62 |
+
),
|
63 |
+
# safety_checker=None
|
64 |
+
)
|
65 |
+
|
66 |
+
pipe = pipe.to("cuda")
|
67 |
+
images = pipe(prompt, width=512, height=512, num_inference_steps=50, num_images_per_prompt=5, negative_prompt=negative).images
|
68 |
+
for i, image in enumerate(images):
|
69 |
+
image.save(f"test-{i}.png")
|
70 |
+
|
71 |
+
```
|
72 |
+
|
73 |
+
## Thanks
|
74 |
+
|
75 |
+
[AstraliteHeart/pony-diffusion](https://huggingface.co/AstraliteHeart/pony-diffusion), for providing a solid start-point to train on
|
76 |
+
|
77 |
+
This project would not have been possible without the incredible work by the [CompVis Researchers](https://ommer-lab.com/).
|
78 |
+
|
79 |
+
With special thanks to [Waifu-Diffusion](https://huggingface.co/hakurei/waifu-diffusion) for providing finetuning expertise and [Novel AI](https://novelai.net/) for providing necessary compute.
|
80 |
+
|
81 |
+
---
|
82 |
+
license: bigscience-bloom-rail-1.0
|
83 |
+
---
|