End of training
Browse files- README.md +65 -0
- feature_extractor/preprocessor_config.json +27 -0
- logs/text2image-fine-tune/1727987395.2707233/events.out.tfevents.1727987395.datasec.engr.uconn.edu.49886.1 +3 -0
- logs/text2image-fine-tune/1727987395.2716837/hparams.yml +55 -0
- logs/text2image-fine-tune/events.out.tfevents.1727987395.datasec.engr.uconn.edu.49886.0 +3 -0
- model_index.json +38 -0
- safety_checker/config.json +28 -0
- safety_checker/model.safetensors +3 -0
- scheduler/scheduler_config.json +15 -0
- text_encoder/config.json +25 -0
- text_encoder/model.safetensors +3 -0
- tokenizer/merges.txt +0 -0
- tokenizer/special_tokens_map.json +24 -0
- tokenizer/tokenizer_config.json +30 -0
- tokenizer/vocab.json +0 -0
- unet/config.json +68 -0
- unet/diffusion_pytorch_model.safetensors +3 -0
- vae/config.json +38 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
README.md
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---
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base_model: CompVis/stable-diffusion-v1-4
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library_name: diffusers
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license: creativeml-openrail-m
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tags:
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- stable-diffusion
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- stable-diffusion-diffusers
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- text-to-image
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- diffusers
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- diffusers-training
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inference: true
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---
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<!-- This model card has been generated automatically according to the information the training script had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# Text-to-image finetuning - haorandai/New_Mammal_1Samples_epsilon_0.05_alpha_0.01_With1Constraints
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This pipeline was finetuned from **CompVis/stable-diffusion-v1-4** on the **haorandai/New_Mammal_1Samples_epsilon_0.05_alpha_0.01_With1Constraints** dataset. Below are some example images generated with the finetuned pipeline using the following prompts: None:
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## Pipeline usage
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You can use the pipeline like so:
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```python
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from diffusers import DiffusionPipeline
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import torch
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pipeline = DiffusionPipeline.from_pretrained("haorandai/New_Mammal_1Samples_epsilon_0.05_alpha_0.01_With1Constraints", torch_dtype=torch.float16)
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prompt = "None"
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image = pipeline(prompt).images[0]
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image.save("my_image.png")
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```
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## Training info
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These are the key hyperparameters used during training:
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* Epochs: 200
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* Learning rate: 1e-05
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* Batch size: 1
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* Gradient accumulation steps: 4
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* Image resolution: 224
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* Mixed-precision: fp16
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## Intended uses & limitations
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#### How to use
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```python
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# TODO: add an example code snippet for running this diffusion pipeline
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```
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#### Limitations and bias
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[TODO: provide examples of latent issues and potential remediations]
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## Training details
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[TODO: describe the data used to train the model]
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feature_extractor/preprocessor_config.json
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{
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"crop_size": {
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"height": 224,
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"width": 224
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},
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"do_center_crop": true,
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"do_convert_rgb": true,
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.48145466,
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0.4578275,
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0.40821073
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],
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"image_processor_type": "CLIPImageProcessor",
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"image_std": [
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0.26862954,
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0.26130258,
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0.27577711
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],
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"resample": 3,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"shortest_edge": 224
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}
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}
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logs/text2image-fine-tune/1727987395.2707233/events.out.tfevents.1727987395.datasec.engr.uconn.edu.49886.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:910c54db9950df19e04edc73f2b785765f6c58f50bb7c548431d2b8c1237f163
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size 2648
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logs/text2image-fine-tune/1727987395.2716837/hparams.yml
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adam_beta1: 0.9
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adam_beta2: 0.999
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adam_epsilon: 1.0e-08
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adam_weight_decay: 0.01
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allow_tf32: false
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cache_dir: null
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caption_column: text
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center_crop: true
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checkpointing_steps: 500
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checkpoints_total_limit: null
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dataloader_num_workers: 0
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dataset_config_name: null
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dataset_name: haorandai/New_Mammal_1Samples_epsilon_0.05_alpha_0.01_With1Constraints
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dream_detail_preservation: 1.0
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dream_training: false
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enable_xformers_memory_efficient_attention: false
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foreach_ema: false
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gradient_accumulation_steps: 4
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gradient_checkpointing: true
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hub_model_id: null
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hub_token: null
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image_column: image
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input_perturbation: 0
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learning_rate: 1.0e-05
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local_rank: -1
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logging_dir: logs
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lr_scheduler: constant
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lr_warmup_steps: 500
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max_grad_norm: 1.0
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max_train_samples: null
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max_train_steps: 200
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mixed_precision: fp16
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noise_offset: 0
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non_ema_revision: null
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num_train_epochs: 200
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offload_ema: false
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output_dir: /mnt/nvme1n1p1/home/biw23007/haoran/new_finetune_model_dir_1e-05_200_withconstraint/haorandai/New_Mammal_1Samples_epsilon_0.05_alpha_0.01_With1Constraints/
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prediction_type: null
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pretrained_model_name_or_path: CompVis/stable-diffusion-v1-4
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push_to_hub: true
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random_flip: true
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report_to: tensorboard
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resolution: 224
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resume_from_checkpoint: null
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revision: null
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scale_lr: false
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seed: null
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snr_gamma: null
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tracker_project_name: text2image-fine-tune
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train_batch_size: 1
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train_data_dir: null
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use_8bit_adam: false
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use_ema: true
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validation_epochs: 5
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+
variant: null
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logs/text2image-fine-tune/events.out.tfevents.1727987395.datasec.engr.uconn.edu.49886.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:b5e342df173ca31c3dce5ce3cce0e9bef31814420b926e68e7d4b1b52a022a11
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size 9761
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model_index.json
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{
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"_class_name": "StableDiffusionPipeline",
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"_diffusers_version": "0.31.0.dev0",
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"_name_or_path": "CompVis/stable-diffusion-v1-4",
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"feature_extractor": [
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"transformers",
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"CLIPImageProcessor"
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],
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"image_encoder": [
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null,
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null
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],
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"requires_safety_checker": true,
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"safety_checker": [
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"stable_diffusion",
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"StableDiffusionSafetyChecker"
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],
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"scheduler": [
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"diffusers",
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"PNDMScheduler"
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],
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"text_encoder": [
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"transformers",
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"CLIPTextModel"
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],
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"tokenizer": [
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"transformers",
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"CLIPTokenizer"
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],
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"unet": [
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"diffusers",
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"UNet2DConditionModel"
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],
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"vae": [
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"diffusers",
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"AutoencoderKL"
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]
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}
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safety_checker/config.json
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{
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"_name_or_path": "/home/biw23007/.cache/huggingface/hub/models--CompVis--stable-diffusion-v1-4/snapshots/133a221b8aa7292a167afc5127cb63fb5005638b/safety_checker",
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"architectures": [
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"StableDiffusionSafetyChecker"
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],
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"initializer_factor": 1.0,
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"logit_scale_init_value": 2.6592,
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"model_type": "clip",
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"projection_dim": 768,
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"text_config": {
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"dropout": 0.0,
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"hidden_size": 768,
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"intermediate_size": 3072,
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"model_type": "clip_text_model",
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"num_attention_heads": 12
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},
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"torch_dtype": "float32",
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"transformers_version": "4.44.2",
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"vision_config": {
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"dropout": 0.0,
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"hidden_size": 1024,
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"intermediate_size": 4096,
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"model_type": "clip_vision_model",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"patch_size": 14
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}
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}
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safety_checker/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:fb351a5ded815c3ff744968ad9c6b218d071b9d313d04f35e813b84b4c0ffde8
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size 1215979664
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scheduler/scheduler_config.json
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{
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"_class_name": "PNDMScheduler",
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"_diffusers_version": "0.31.0.dev0",
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"beta_end": 0.012,
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"beta_schedule": "scaled_linear",
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"beta_start": 0.00085,
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"clip_sample": false,
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"num_train_timesteps": 1000,
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"prediction_type": "epsilon",
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"set_alpha_to_one": false,
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"skip_prk_steps": true,
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"steps_offset": 1,
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"timestep_spacing": "leading",
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"trained_betas": null
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}
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text_encoder/config.json
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{
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"_name_or_path": "CompVis/stable-diffusion-v1-4",
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"architectures": [
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"CLIPTextModel"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"dropout": 0.0,
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"eos_token_id": 2,
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"hidden_act": "quick_gelu",
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
|
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"max_position_embeddings": 77,
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"model_type": "clip_text_model",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
|
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"projection_dim": 512,
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"torch_dtype": "float16",
|
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"transformers_version": "4.44.2",
|
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"vocab_size": 49408
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}
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text_encoder/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:660c6f5b1abae9dc498ac2d21e1347d2abdb0cf6c0c0c8576cd796491d9a6cdd
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size 246144152
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tokenizer/merges.txt
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The diff for this file is too large to render.
See raw diff
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tokenizer/special_tokens_map.json
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{
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"bos_token": {
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"content": "<|startoftext|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": true,
|
13 |
+
"rstrip": false,
|
14 |
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"single_word": false
|
15 |
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},
|
16 |
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|
17 |
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|
18 |
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|
19 |
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|
20 |
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|
21 |
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|
22 |
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|
23 |
+
}
|
24 |
+
}
|
tokenizer/tokenizer_config.json
ADDED
@@ -0,0 +1,30 @@
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|
|
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|
|
|
|
|
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|
|
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|
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|
|
|
|
|
1 |
+
{
|
2 |
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"add_prefix_space": false,
|
3 |
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"added_tokens_decoder": {
|
4 |
+
"49406": {
|
5 |
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"content": "<|startoftext|>",
|
6 |
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"lstrip": false,
|
7 |
+
"normalized": true,
|
8 |
+
"rstrip": false,
|
9 |
+
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|
10 |
+
"special": true
|
11 |
+
},
|
12 |
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"49407": {
|
13 |
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"content": "<|endoftext|>",
|
14 |
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"lstrip": false,
|
15 |
+
"normalized": true,
|
16 |
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"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
}
|
20 |
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},
|
21 |
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"bos_token": "<|startoftext|>",
|
22 |
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|
23 |
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"do_lower_case": true,
|
24 |
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"eos_token": "<|endoftext|>",
|
25 |
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|
26 |
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|
27 |
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"pad_token": "<|endoftext|>",
|
28 |
+
"tokenizer_class": "CLIPTokenizer",
|
29 |
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|
30 |
+
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|
tokenizer/vocab.json
ADDED
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|
|
unet/config.json
ADDED
@@ -0,0 +1,68 @@
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|
|
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|
|
|
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|
|
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|
|
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|
|
1 |
+
{
|
2 |
+
"_class_name": "UNet2DConditionModel",
|
3 |
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"_diffusers_version": "0.31.0.dev0",
|
4 |
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"_name_or_path": "CompVis/stable-diffusion-v1-4",
|
5 |
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|
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|
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|
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|
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12 |
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|
13 |
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|
14 |
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|
15 |
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|
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|
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|
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|
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|
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|
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|
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|
23 |
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|
24 |
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|
25 |
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"CrossAttnDownBlock2D",
|
26 |
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"CrossAttnDownBlock2D",
|
27 |
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"CrossAttnDownBlock2D",
|
28 |
+
"DownBlock2D"
|
29 |
+
],
|
30 |
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|
31 |
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|
32 |
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|
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|
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|
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|
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|
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|
38 |
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|
39 |
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|
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|
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|
42 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
59 |
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|
60 |
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"up_block_types": [
|
61 |
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"UpBlock2D",
|
62 |
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"CrossAttnUpBlock2D",
|
63 |
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|
64 |
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"CrossAttnUpBlock2D"
|
65 |
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],
|
66 |
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|
67 |
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"use_linear_projection": false
|
68 |
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}
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unet/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 3438167536
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vae/config.json
ADDED
@@ -0,0 +1,38 @@
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|
1 |
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{
|
2 |
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"_class_name": "AutoencoderKL",
|
3 |
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|
4 |
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|
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11 |
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"down_block_types": [
|
13 |
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|
14 |
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"DownEncoderBlock2D",
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"DownEncoderBlock2D"
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|
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],
|
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|
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|
38 |
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}
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vae/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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