My Cg

.gitattributes

@@ -29,15 +29,3 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
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-text_encoder/pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
-unet/diffusion_pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
-vae/diffusion_pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
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-unet/diffusion_pytorch_model.safetensors filter=lfs diff=lfs merge=lfs -text
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-safety_checker/model.fp16.safetensors filter=lfs diff=lfs merge=lfs -text

README.md

@@ -4,30 +4,36 @@ language:
 tags:
 - stable-diffusion
 - text-to-image
-license: creativeml-openrail-m
-inference: true
+license: bigscience-bloom-rail-1.0
+inference: false
 
 ---
 
-# waifu-diffusion v1.4 - Diffusion for Weebs
+# waifu-diffusion - Diffusion for Weebs
 
 waifu-diffusion is a latent text-to-image diffusion model that has been conditioned on high-quality anime images through fine-tuning.
 
-![image](https://user-images.githubusercontent.com/26317155/210155933-db3a5f1a-1ec3-4777-915c-6deff2841ce9.png)
+# Gradio
 
-<sub>masterpiece, best quality, 1girl, green hair, sweater, looking at viewer, upper body, beanie, outdoors, watercolor, night, turtleneck</sub>
+We also support a [Gradio](https://github.com/gradio-app/gradio) web ui with diffusers to run inside a colab notebook:
 
-[Original Weights](https://huggingface.co/hakurei/waifu-diffusion-v1-4)
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1_8wPN7dJO746QXsFnB09Uq2VGgSRFuYE#scrollTo=1HaCauSq546O)
 
-# Gradio & Colab
+<img src=https://cdn.discordapp.com/attachments/930559077170421800/1017265913231327283/unknown.png width=40% height=40%>
 
-We also support a [Gradio](https://github.com/gradio-app/gradio) Web UI and Colab with Diffusers to run Waifu Diffusion:
-[![Open In Spaces](https://camo.githubusercontent.com/00380c35e60d6b04be65d3d94a58332be5cc93779f630bcdfc18ab9a3a7d3388/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f25463025394625413425393725323048756767696e67253230466163652d5370616365732d626c7565)](https://huggingface.co/spaces/hakurei/waifu-diffusion-demo)
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1_8wPN7dJO746QXsFnB09Uq2VGgSRFuYE#scrollTo=1HaCauSq546O)
+[Original PyTorch Model Download Link](https://thisanimedoesnotexist.ai/downloads/wd-v1-2-full-ema.ckpt)
 
 ## Model Description
 
-[See here for a full model overview.](https://gist.github.com/harubaru/f727cedacae336d1f7877c4bbe2196e1)
+The model originally used for fine-tuning is [Stable Diffusion V1-4](https://huggingface.co/CompVis/stable-diffusion-v1-4), which is a latent image diffusion model trained on [LAION2B-en](https://huggingface.co/datasets/laion/laion2B-en).
+
+The current model has been fine-tuned with a learning rate of 5.0e-6 for 4 epochs on 56k text-image pairs obtained through Danbooru which all have an aesthetic rating greater than `6.0`.
+
+**Note:** This project has **no affiliation with Danbooru.**
+
+## Training Data & Annotative Prompting
+
+The data used for fine-tuning has come from a random sample of 56k Danbooru images, which were filtered based on [CLIP Aesthetic Scoring](https://github.com/christophschuhmann/improved-aesthetic-predictor) where only images with an aesthetic score greater than `6.0` were used.
 
 ## License
 
@@ -48,25 +54,38 @@ This model can be used for entertainment purposes and as a generative art assist
 ```python
 import torch
 from torch import autocast
-from diffusers import StableDiffusionPipeline
+from diffusers import StableDiffusionPipeline, DDIMScheduler
 
-pipe = StableDiffusionPipeline.from_pretrained(
-    'hakurei/waifu-diffusion',
-    torch_dtype=torch.float32
-).to('cuda')
+model_id = "hakurei/waifu-diffusion"
+device = "cuda"
 
-prompt = "1girl, aqua eyes, baseball cap, blonde hair, closed mouth, earrings, green background, hat, hoop earrings, jewelry, looking at viewer, shirt, short hair, simple background, solo, upper body, yellow shirt"
+
+pipe = StableDiffusionPipeline.from_pretrained(
+    model_id,
+    torch_dtype=torch.float16,
+    revision="fp16",
+    scheduler=DDIMScheduler(
+        beta_start=0.00085,
+        beta_end=0.012,
+        beta_schedule="scaled_linear",
+        clip_sample=False,
+        set_alpha_to_one=False,
+    ),
+)
+pipe = pipe.to(device)
+
+prompt = "touhou hakurei_reimu 1girl solo portrait"
 with autocast("cuda"):
-    image = pipe(prompt, guidance_scale=6)["sample"][0]  
+    image = pipe(prompt, guidance_scale=7.5)["sample"][0]  
     
-image.save("test.png")
+image.save("reimu_hakurei.png")
 ```
 
 ## Team Members and Acknowledgements
 
-This project would not have been possible without the incredible work by Stability AI and Novel AI.
+This project would not have been possible without the incredible work by the [CompVis Researchers](https://ommer-lab.com/).
 
-- [Haru](https://github.com/harubaru)
+- [Anthony Mercurio](https://github.com/harubaru)
 - [Salt](https://github.com/sALTaccount/)
 - [Sta @ Bit192](https://twitter.com/naclbbr)
 

feature_extractor/preprocessor_config.json

@@ -1,12 +1,8 @@
 {
-  "crop_size": {
-    "height": 224,
-    "width": 224
-  },
+  "crop_size": 224,
   "do_center_crop": true,
   "do_convert_rgb": true,
   "do_normalize": true,
-  "do_rescale": true,
   "do_resize": true,
   "feature_extractor_type": "CLIPFeatureExtractor",
   "image_mean": [
@@ -14,15 +10,11 @@
     0.4578275,
     0.40821073
   ],
-  "image_processor_type": "CLIPImageProcessor",
   "image_std": [
     0.26862954,
     0.26130258,
     0.27577711
   ],
   "resample": 3,
-  "rescale_factor": 0.00392156862745098,
-  "size": {
-    "shortest_edge": 224
-  }
+  "size": 224
 }

model_index.json

@@ -1,23 +1,22 @@
 {
   "_class_name": "StableDiffusionPipeline",
-  "_diffusers_version": "0.10.2",
+  "_diffusers_version": "0.2.4",
   "feature_extractor": [
     "transformers",
-    "CLIPImageProcessor"
+    "CLIPFeatureExtractor"
   ],
-  "requires_safety_checker": true,
   "safety_checker": [
     "stable_diffusion",
     "StableDiffusionSafetyChecker"
   ],
-  "scheduler": [
-    "diffusers",
-    "PNDMScheduler"
-  ],
   "text_encoder": [
     "transformers",
     "CLIPTextModel"
   ],
+  "scheduler": [
+    "diffusers",
+    "DDIMScheduler"
+  ],
   "tokenizer": [
     "transformers",
     "CLIPTokenizer"

safety_checker/config.json

@@ -1,6 +1,5 @@
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-  "_commit_hash": "cb41f3a270d63d454d385fc2e4f571c487c253c5",
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+    "transformers_version": "4.21.0.dev0",
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scheduler/scheduler_config.json

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+  "_class_name": "DDIMScheduler",
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 }

text_encoder/config.json

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+  "_name_or_path": "openai/clip-vit-large-patch14",
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+  "intermediate_size": 3072,
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   "max_position_embeddings": 77,
   "model_type": "clip_text_model",
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   "torch_dtype": "float32",
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tokenizer/tokenizer_config.json

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unet/config.json

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-  "_diffusers_version": "0.10.2",
-  "_name_or_path": "/mnt/sd-finetune-data/finetunes/step_57000",
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+  ]
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