readme: ---
  license: creativeml-openrail-m
  thumbnail: "https://huggingface.co/Linaqruf/hitokomoru/resolve/main/thumbnail.png"
  tags:
  - stable-diffusion
  - stable-diffusion-diffusers
  - text-to-image
  - diffusers
  inference: true
  ---
  
  # Hitokomoru Diffusion
  
  **Welcome to Hitokomoru Diffusion** - a latent diffusion model that has been trained on Japanese Artist artwork, [ヒトこもる/Hitokomoru](https://www.pixiv.net/en/users/30837811). The current model has been fine-tuned with a learning rate of `2.0e-6` for `20000 training steps`/`80 Epochs` on `255 images` collected from Danbooru. The model is trained using [NovelAI Aspect Ratio Bucketing Tool](https://github.com/NovelAI/novelai-aspect-ratio-bucketing) so that it can be trained at non-square resolutions. Like other anime-style Stable Diffusion models, it also supports Danbooru tags to generate images.
  
  e.g. **_1girl, white hair, golden eyes, beautiful eyes, detail, flower meadow, cumulonimbus clouds, lighting, detailed sky, garden_** 
  
  There is 4 variations of this model available so far:
  - `hitokomoru-5000.ckpt for the checkpoint trained on 5,000 steps.`
  - `hitokomoru-10000.ckpt for the checkpoint trained on 10,000 steps.`
  - `hitokomoru-15000.ckpt for the checkpoint trained on 15,000 steps.`
  - `hitokomoru-20000.ckpt for the checkpoint trained on 20,000 steps.`
  
  # Dataset
  
  You can find `datasets` used to train this model and the `last-state` folder for resume training [here](https://huggingface.co/datasets/Linaqruf/hitokomoru-tag)
  
  ## 🧨 Diffusers
  
  This model can be used just like any other Stable Diffusion model. For more information,
  please have a look at the [Stable Diffusion](https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion).
  
  You can also export the model to [ONNX](https://huggingface.co/docs/diffusers/optimization/onnx), [MPS](https://huggingface.co/docs/diffusers/optimization/mps) and/or [FLAX/JAX]().
  
  ```python
  from diffusers import StableDiffusionPipeline
  import torch
  
  model_id = "Linaqruf/hitokomoru-diffusion"
  pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
  pipe = pipe.to("cuda")
  
  prompt = "hatsune_miku"
  image = pipe(prompt).images[0]
  
  image.save("./hatsune_miku.png")
  ```
  
  ## Examples
  
  Below are some examples of images generated using this model:
  
  #### Using Hitokomoru-5000-pruned.ckpt
  **Anime Girl:**
  ![Anime Girl](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/girl-5000.png)
  
  **Anime Boy:**
  ![Anime Boy](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/boy-5000.png)
  
  #### Using Hitokomoru-10000-pruned.ckpt
  
  **Anime Girl:**
  ![Anime Girl](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/girl-10000.png)
  
  **Anime Boy:**
  ![Anime Boy](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/boy-10000.png)
  
  #### Using Hitokomoru-15000-pruned.ckpt
  
  **Anime Girl:**
  ![Anime Girl](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/girl-15000.png)
  
  **Anime Boy:**
  ![Anime Boy](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/boy-15000.png)
  
  #### Using Hitokomoru-20000-pruned.ckpt
  
  **Anime Girl:**
  ![Anime Girl](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/girl-20000.png)
  
  **Anime Boy:**
  ![Anime Boy](https://huggingface.co/Linaqruf/hitokomoru/resolve/main/example_images/boy-20000.png)
  
  ### Prompt and settings for Example Images
  
  **Anime Girl:**
  ```
  (masterpiece:1.05),illustration,beautiful detailed,colourful,finely detailed,dramatic light,intricate details,1 girl, 1990, 1980, hatsune miku
  
  Negative prompt:
  nsfw, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry,missing fingers,bad hands,missing arms, long neck, Humpbacked,shadow,long body, Abnormal fingers,
  
  Steps: 32, Sampler: Euler, CFG scale: 10, Seed: 2319346364, Size: 512x768, Model hash: 2700c435, Batch size: 2, Batch pos: 0, Clip skip: 2
  ```
  
  **Anime Boy:**
  ```
  Authentic and detailed face(man:1.2763)(boymasterpiece:1.1025), (best quality:1.1025), (ultra-detailed:1.1025), (illustration:1.1025), (tousled hair:1.1025), (frill:0.907) , white cutter shirt, (one boy:1.05), (solo:1.05) chest, detailed wet clothes, empty stare, pants, (flowers:1.05), beautifully detailed sky, beautifully detailed water, leaves, detailed and beautiful sea
  
  Negative prompt: 
  (big breasts:1.2763)(breast:1.1025)}(woman:1.2155)} little girl,(3d:1.1576)(girl:1.629), nsfw, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry,missing fingers,bad hands,missing arms, long neck, Humpbacked
  
  Steps: 40, Sampler: DPM++ 2M Karras, CFG scale: 7, Seed: 1870332858, Size: 512x768, Model hash: 2700c435, Batch size: 2, Batch pos: 0, Clip skip: 2
  ```
  
  ## License
  
  This model is open 