Clean up 139 orphaned files

FLUX.1-dev-bnb-8bit/README.md

@@ -1,84 +0,0 @@
----
-base_model: black-forest-labs/FLUX.1-dev
-library_name: diffusers
-base_model_relation: quantized
-tags:
-- quantization
----
-
-# Visual comparison of Flux-dev model outputs using BF16 and BnB 8-bit quantization
-
-<td style="text-align: center;">
-  BF16<br>
-  <medium-zoom background="rgba(0,0,0,.7)"><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/quantization-backends-diffusers/combined_flux-dev_bf16_combined.png" alt="Flux-dev output with BF16: Baroque, Futurist, Noir styles"></medium-zoom>
-</td>
-<td style="text-align: center;">
-  BnB 8-bit<br>
-  <medium-zoom background="rgba(0,0,0,.7)"><img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/quantization-backends-diffusers/combined_flux-dev_bnb_8bit_combined.png" alt="Flux-dev output with BnB 8-bit: Baroque, Futurist, Noir styles"></medium-zoom>
-</td>
-
-# Usage with Diffusers
-
-To use this quantized FLUX.1 [dev] checkpoint, you need to install the 🧨 diffusers and bitsandbytes library:
-
-```
-pip install -U diffusers
-pip install -U bitsandbytes
-```
-
-After installing the required library, you can run the following script: 
-
-```python
-from diffusers import FluxPipeline
-
-pipe = FluxPipeline.from_pretrained(
-    "diffusers/FLUX.1-dev-bnb-8bit",
-    torch_dtype=torch.bfloat16
-)
-pipe.to("cuda")
-
-prompt = "Baroque style, a lavish palace interior with ornate gilded ceilings, intricate tapestries, and dramatic lighting over a grand staircase."
-
-pipe_kwargs = {
-    "prompt": prompt,
-    "height": 1024,
-    "width": 1024,
-    "guidance_scale": 3.5,
-    "num_inference_steps": 50,
-    "max_sequence_length": 512,
-}
-
-image = pipe(
-    **pipe_kwargs, generator=torch.manual_seed(0),
-).images[0]
-
-image.save("flux.png")
-```
-
-# How to generate this quantized checkpoint ? 
-
-This checkpoint was created with the following script using "black-forest-labs/FLUX.1-dev" checkpoint:
-
-```python
-
-import torch
-from diffusers import FluxPipeline
-from diffusers import BitsAndBytesConfig as DiffusersBitsAndBytesConfig
-from diffusers.quantizers import PipelineQuantizationConfig
-from transformers import BitsAndBytesConfig as TransformersBitsAndBytesConfig
-
-pipeline_quant_config = PipelineQuantizationConfig(
-    quant_mapping={
-        "transformer": DiffusersBitsAndBytesConfig(load_in_8bit=True),
-        "text_encoder_2": TransformersBitsAndBytesConfig(load_in_8bit=True),
-    }
-)
-
-pipe = FluxPipeline.from_pretrained(
-    "black-forest-labs/FLUX.1-dev",
-    quantization_config=pipeline_quant_config,
-    torch_dtype=torch.bfloat16
-)
-
-pipe.save_pretrained("FLUX.1-dev-bnb-8bit")
-```

FLUX.1-dev-bnb-8bit/model_index.json

@@ -1,41 +0,0 @@
-{
-  "_class_name": "FluxPipeline",
-  "_diffusers_version": "0.34.0.dev0",
-  "_name_or_path": "black-forest-labs/FLUX.1-dev",
-  "feature_extractor": [
-    null,
-    null
-  ],
-  "image_encoder": [
-    null,
-    null
-  ],
-  "scheduler": [
-    "diffusers",
-    "FlowMatchEulerDiscreteScheduler"
-  ],
-  "text_encoder": [
-    "transformers",
-    "CLIPTextModel"
-  ],
-  "text_encoder_2": [
-    "transformers",
-    "T5EncoderModel"
-  ],
-  "tokenizer": [
-    "transformers",
-    "CLIPTokenizer"
-  ],
-  "tokenizer_2": [
-    "transformers",
-    "T5TokenizerFast"
-  ],
-  "transformer": [
-    "diffusers",
-    "FluxTransformer2DModel"
-  ],
-  "vae": [
-    "diffusers",
-    "AutoencoderKL"
-  ]
-}

FLUX.1-dev-bnb-8bit/scheduler/scheduler_config.json

@@ -1,18 +0,0 @@
-{
-  "_class_name": "FlowMatchEulerDiscreteScheduler",
-  "_diffusers_version": "0.34.0.dev0",
-  "base_image_seq_len": 256,
-  "base_shift": 0.5,
-  "invert_sigmas": false,
-  "max_image_seq_len": 4096,
-  "max_shift": 1.15,
-  "num_train_timesteps": 1000,
-  "shift": 3.0,
-  "shift_terminal": null,
-  "stochastic_sampling": false,
-  "time_shift_type": "exponential",
-  "use_beta_sigmas": false,
-  "use_dynamic_shifting": true,
-  "use_exponential_sigmas": false,
-  "use_karras_sigmas": false
-}

FLUX.1-dev-bnb-8bit/text_encoder/config.json

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-{
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-  ],
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-  "bos_token_id": 0,
-  "dropout": 0.0,
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-  "hidden_act": "quick_gelu",
-  "hidden_size": 768,
-  "initializer_factor": 1.0,
-  "initializer_range": 0.02,
-  "intermediate_size": 3072,
-  "layer_norm_eps": 1e-05,
-  "max_position_embeddings": 77,
-  "model_type": "clip_text_model",
-  "num_attention_heads": 12,
-  "num_hidden_layers": 12,
-  "pad_token_id": 1,
-  "projection_dim": 768,
-  "torch_dtype": "bfloat16",
-  "transformers_version": "4.52.0.dev0",
-  "vocab_size": 49408
-}

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FLUX.1-dev-bnb-8bit/text_encoder_2/config.json

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-  "quantization_config": {
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-    "bnb_4bit_compute_dtype": "float32",
-    "bnb_4bit_quant_storage": "uint8",
-    "bnb_4bit_quant_type": "fp4",
-    "bnb_4bit_use_double_quant": false,
-    "llm_int8_enable_fp32_cpu_offload": false,
-    "llm_int8_has_fp16_weight": false,
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-    "load_in_8bit": true,
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-  "relative_attention_max_distance": 128,
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-  "torch_dtype": "bfloat16",
-  "transformers_version": "4.52.0.dev0",
-  "use_cache": true,
-  "vocab_size": 32128
-}

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FLUX.1-dev-bnb-8bit/tokenizer/special_tokens_map.json

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-{
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-    "single_word": false
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FLUX.1-dev-bnb-8bit/tokenizer/tokenizer_config.json

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-{
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LoliV5-edited/README.md

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----
-duplicated_from: kebab111/LoliV5
-license: creativeml-openrail-m
-tags:
-  - stable-diffusion
-  - text-to-image
----
-i have no idea what i am doing

LoliV5-edited/feature_extractor/preprocessor_config.json

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-{
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LoliV5-edited/model_index.json

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-{
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LoliV5-edited/safety_checker/config.json

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-{
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LoliV5-edited/text_encoder/config.json

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-{
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-{
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-{
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-  "bos_token": {
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-    "content": "<|startoftext|>",
-    "lstrip": false,
-    "normalized": true,
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-    "__type": "AddedToken",
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LoliV5-edited/unet/config.json

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-{
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-  "act_fn": "silu",
-  "attention_head_dim": 8,
-  "block_out_channels": [
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-    "CrossAttnDownBlock2D",
-    "CrossAttnDownBlock2D",
-    "DownBlock2D"
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-  "mid_block_scale_factor": 1,
-  "mid_block_type": "UNetMidBlock2DCrossAttn",
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-    "CrossAttnUpBlock2D",
-    "CrossAttnUpBlock2D"
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-  "upcast_attention": false,
-  "use_linear_projection": false
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-{
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-  "_diffusers_version": "0.13.1",
-  "act_fn": "silu",
-  "block_out_channels": [
-    128,
-    256,
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Stable-Diffusion-Pokemon-en/README.md

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----
-language: en
-license: other
-tags:
-- stable-diffusion
-- stable-diffusion-diffusers
-- text-to-image
-- en
-- english
-inference: false
-extra_gated_prompt: |-
-  One more step before getting this model.
-  This model is open access and available to all, with a CreativeML OpenRAIL-M license further specifying rights and usage.
-  The CreativeML OpenRAIL License specifies: 
-
-  1. You can't use the model to deliberately produce nor share illegal or harmful outputs or content 
-  2. rinna Co., Ltd. claims no rights on the outputs you generate, you are free to use them and are accountable for their use which must not go against the provisions set in the license
-  3. You may re-distribute the weights and use the model commercially and/or as a service. If you do, please be aware you have to include the same use restrictions as the ones in the license and share a copy of the CreativeML OpenRAIL-M to all your users (please read the license entirely and carefully)
-  Please read the full license here: https://huggingface.co/spaces/CompVis/stable-diffusion-license
-  
-  By clicking on "Access repository" below, you accept that your *contact information* (email address and username) can be shared with the model authors as well.
-    
-extra_gated_fields:
- I have read the License and agree with its terms: checkbox
----
-
-
-# English Stable Diffusion Pokemon Model Card
-
-<!--
-![rinna](https://github.com/rinnakk/japanese-clip/blob/master/data/rinna.png?raw=true)
--->
-
-Stable-Diffusion-Pokemon-en is a English-specific latent text-to-image diffusion model capable of generating  Pokemon images given any text input.
-
-This model was trained by using a powerful text-to-image model, [diffusers](https://github.com/huggingface/diffusers)
-For more information about our training method, see [train_text_to_image.py](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image.py). 
-
-<!--
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rinnakk/japanese-stable-diffusion/blob/master/scripts/txt2img.ipynb)
--->
-
-## Model Details
-- **Developed by:** Zhipeng Yang
-- **Model type:** Diffusion-based text-to-image generation model
-- **Language(s):** English
-- **License:** [The CreativeML OpenRAIL M license](https://huggingface.co/spaces/CompVis/stable-diffusion-license) is an [Open RAIL M license](https://www.licenses.ai/blog/2022/8/18/naming-convention-of-responsible-ai-licenses), adapted from the work that [BigScience](https://bigscience.huggingface.co/) and [the RAIL Initiative](https://www.licenses.ai/) are jointly carrying in the area of responsible AI licensing. See also [the article about the BLOOM Open RAIL license](https://bigscience.huggingface.co/blog/the-bigscience-rail-license) on which our license is based.
-- **Model Description:** This is a model that can be used to generate and modify images based on text prompts. It is a [Latent Diffusion Model (LDM)](https://arxiv.org/abs/2112.10752) that used [Stable Diffusion](https://github.com/CompVis/stable-diffusion) as a pre-trained model. 
-- **Resources for more information:** [https://github.com/svjack/Stable-Diffusion-Pokemon](https://github.com/svjack/Stable-Diffusion-Pokemon)
-
-## Examples
-
-Firstly, install our package as follows. This package is modified [🤗's Diffusers library](https://github.com/huggingface/diffusers) to run English Stable Diffusion.
-
-
-```bash
-pip install diffusers==0.4.1
-```
-
-Run this command to log in with your HF Hub token if you haven't before:
-
-```bash
-huggingface-cli login
-```
-
-Running the pipeline with the LMSDiscreteScheduler scheduler:
-
-```python
-import torch
-import pandas as pd
-
-from torch import autocast
-from diffusers import LMSDiscreteScheduler, StableDiffusionPipeline
-
-scheduler = LMSDiscreteScheduler(beta_start=0.00085, beta_end=0.012,
-     beta_schedule="scaled_linear", num_train_timesteps=1000)
-
-#pretrained_model_name_or_path = "en_model_26000"
-pretrained_model_name_or_path = "svjack/Stable-Diffusion-Pokemon-en"
-pipe = StableDiffusionPipeline.from_pretrained(pretrained_model_name_or_path,
-                                                           scheduler=scheduler, use_auth_token=True)
-
-pipe = pipe.to("cuda")
-
-disable safety_checker
-pipe.safety_checker = lambda images, clip_input: (images, False)
-
-imgs = pipe("A cartoon character with a potted plant on his head",
-                    num_inference_steps = 100
-)
-image = imgs.images[0]
-    
-image.save("output.png")
-```
-
-### Generator Results comparison
-[https://github.com/svjack/Stable-Diffusion-Pokemon](https://github.com/svjack/Stable-Diffusion-Pokemon)
-
-![0](https://github.com/svjack/Stable-Diffusion-Pokemon/blob/main/imgs/en_plant.jpg?raw=true)
-![1](https://github.com/svjack/Stable-Diffusion-Pokemon/blob/main/imgs/en_bird.jpg?raw=true)
-![2](https://github.com/svjack/Stable-Diffusion-Pokemon/blob/main/imgs/en_blue_dragon.jpg?raw=true)
-
-
-
-<!--
-<table><caption>Images</caption>
-<thead>
-<tr>
-<th>Prompt</th>
-<th colspan="1">English</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>A cartoon character with a potted plant on his head<br/><br/>鉢植えの植物を頭に載せた漫画のキャラクター<br/><br/>一个头上戴着盆栽的卡通人物</td>
-<td><img src="https://github.com/svjack/Stable-Diffusion-Pokemon/blob/main/imgs/en_bird.jpg" alt="Girl in a jacket" width="500" height="500"></td>
-</tr>
-<tr>
-<td>cartoon bird<br/><br/>漫画の鳥<br/><br/>卡通鸟</td>
-<td><img src="en_bird.jpg" alt="Girl in a jacket" width="500" height="500"></td>
-</tr>
-</tbody>
-<tfoot>
-<tr>
-<td>blue dragon illustration<br/><br/>ブルードラゴンのイラスト<br/><br/>蓝色的龙图</td>
-<td><img src="en_blue_dragon.jpg" alt="Girl in a jacket" width="500" height="500"></td>
-</tr>
-</tfoot>
-</table>
--->
-
-<!--
-_Note: `JapaneseStableDiffusionPipeline` is almost same as diffusers' `StableDiffusionPipeline` but added some lines to initialize our models properly._ 
-
-
-## Misuse, Malicious Use, and Out-of-Scope Use
-_Note: This section is taken from the [DALLE-MINI model card](https://huggingface.co/dalle-mini/dalle-mini), but applies in the same way to Stable Diffusion v1._
-
-
-The model should not be used to intentionally create or disseminate images that create hostile or alienating environments for people. This includes generating images that people would foreseeably find disturbing, distressing, or offensive; or content that propagates historical or current stereotypes.
-
-### Out-of-Scope Use
-The model was not trained to be factual or true representations of people or events, and therefore using the model to generate such content is out-of-scope for the abilities of this model.
-
-### Misuse and Malicious Use
-Using the model to generate content that is cruel to individuals is a misuse of this model. This includes, but is not limited to:
-
-- Generating demeaning, dehumanizing, or otherwise harmful representations of people or their environments, cultures, religions, etc.
-- Intentionally promoting or propagating discriminatory content or harmful stereotypes.
-- Impersonating individuals without their consent.
-- Sexual content without consent of the people who might see it.
-- Mis- and disinformation
-- Representations of egregious violence and gore
-- Sharing of copyrighted or licensed material in violation of its terms of use.
-- Sharing content that is an alteration of copyrighted or licensed material in violation of its terms of use.
-
-## Limitations and Bias
-
-### Limitations
-
-- The model does not achieve perfect photorealism
-- The model cannot render legible text
-- The model does not perform well on more difficult tasks which involve compositionality, such as rendering an image corresponding to “A red cube on top of a blue sphere”
-- Faces and people in general may not be generated properly.
-- The model was trained mainly with Japanese captions and will not work as well in other languages.
-- The autoencoding part of the model is lossy
-- The model was trained on a subset of a large-scale dataset
-  [LAION-5B](https://laion.ai/blog/laion-5b/) which contains adult material
-  and is not fit for product use without additional safety mechanisms and
-  considerations.
-- No additional measures were used to deduplicate the dataset. As a result, we observe some degree of memorization for images that are duplicated in the training data.
-  The training data can be searched at [https://rom1504.github.io/clip-retrieval/](https://rom1504.github.io/clip-retrieval/) to possibly assist in the detection of memorized images.
-
-### Bias
-
-While the capabilities of image generation models are impressive, they can also reinforce or exacerbate social biases. 
-Japanese Stable Diffusion was trained on Japanese datasets including [LAION-5B](https://laion.ai/blog/laion-5b/) with Japanese captions, 
-which consists of images that are primarily limited to Japanese descriptions. 
-Texts and images from communities and cultures that use other languages are likely to be insufficiently accounted for. 
-This affects the overall output of the model.
-Further, the ability of the model to generate content with non-Japanese prompts is significantly worse than with Japanese-language prompts.
-
-### Safety Module
-
-The intended use of this model is with the [Safety Checker](https://github.com/huggingface/diffusers/blob/main/src/diffusers/pipelines/stable_diffusion/safety_checker.py) in Diffusers. 
-This checker works by checking model outputs against known hard-coded NSFW concepts.
-The concepts are intentionally hidden to reduce the likelihood of reverse-engineering this filter.
-Specifically, the checker compares the class probability of harmful concepts in the embedding space of the `CLIPTextModel` *after generation* of the images. 
-The concepts are passed into the model with the generated image and compared to a hand-engineered weight for each NSFW concept.
-
-
-## Training
-
-**Training Data**
-We used the following dataset for training the model:
-
-- Approximately 100 million images with Japanese captions, including the Japanese subset of [LAION-5B](https://laion.ai/blog/laion-5b/).
-
-**Training Procedure**
-Japanese Stable Diffusion has the same architecture as Stable Diffusion and was trained by using Stable Diffusion. Because Stable Diffusion was trained on English dataset and the CLIP tokenizer is basically for English, we had 2 stages to transfer to a language-specific model, inspired by [PITI](https://arxiv.org/abs/2205.12952).
-
-1. Train a Japanese-specific text encoder with our Japanese tokenizer from scratch with the latent diffusion model fixed. This stage is expected to map Japanese captions to Stable Diffusion's latent space. 
-2. Fine-tune the text encoder and the latent diffusion model jointly. This stage is expected to generate Japanese-style images more. 
-
-[//]: # (_Note: Japanese Stable Diffusion is still running and this checkpoint is the current best one. We might update to a better checkpoint via this repository._)
--->

Stable-Diffusion-Pokemon-en/feature_extractor/preprocessor_config.json

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-{
-  "crop_size": 224,
-  "do_center_crop": true,
-  "do_convert_rgb": true,
-  "do_normalize": true,
-  "do_resize": true,
-  "feature_extractor_type": "CLIPFeatureExtractor",
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-    0.4578275,
-    0.40821073
-  ],
-  "image_std": [
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-    0.27577711
-  ],
-  "resample": 3,
-  "size": 224
-}

Stable-Diffusion-Pokemon-en/model_index.json

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-{
-  "_class_name": "StableDiffusionPipeline",
-  "_diffusers_version": "0.4.1",
-  "feature_extractor": [
-    "transformers",
-    "CLIPImageProcessor"
-  ],
-  "safety_checker": [
-    "stable_diffusion",
-    "StableDiffusionSafetyChecker"
-  ],
-  "scheduler": [
-    "diffusers",
-    "LMSDiscreteScheduler"
-  ],
-  "text_encoder": [
-    "transformers",
-    "CLIPTextModel"
-  ],
-  "tokenizer": [
-    "transformers",
-    "CLIPTokenizer"
-  ],
-  "unet": [
-    "diffusers",
-    "UNet2DConditionModel"
-  ],
-  "vae": [
-    "diffusers",
-    "AutoencoderKL"
-  ]
-}

Stable-Diffusion-Pokemon-en/safety_checker/config.json

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-{
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-  "architectures": [
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