Instructions to use ownt/pathology-text-vae with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ownt/pathology-text-vae with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ownt/pathology-text-vae", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Upload content from PathoFlow-B
Browse files- .gitattributes +1 -441
- README.md +23 -0
- scheduler/scheduler_config.json +6 -0
- text_encoder_2/config.json +24 -0
- text_encoder_2/model.fp16.safetensors +3 -0
- text_encoder_2/model.safetensors +3 -0
- tokenizer_2/merges.txt +0 -0
- tokenizer_2/special_tokens_map.json +30 -0
- tokenizer_2/tokenizer_config.json +38 -0
- tokenizer_2/vocab.json +0 -0
- transformer/config.json +38 -0
- transformer/config_L.json +37 -0
- transformer/config_XL.json +43 -0
- transformer/config_base.json +36 -0
- transformer/diffusion_pytorch_model.bin +3 -0
- vae/config.json +36 -0
- vae/diffusion_pytorch_model.fp16.safetensors +3 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
- vae_tokenizer/tokenizer.json +0 -0
- vae_tokenizer/tokenizer.model +3 -0
- vae_tokenizer/tokenizer_config.json +35 -0
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|
README.md
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
pipeline_tag: any-to-any
|
| 4 |
+
---
|
| 5 |
+
|
| 6 |
+
This repository contains the model described in [OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows](https://huggingface.co/papers/2412.01169).
|
| 7 |
+
|
| 8 |
+
Code: [https://github.com/jacklishufan/OmniFlows](https://github.com/jacklishufan/OmniFlows)
|
| 9 |
+
|
| 10 |
+
Usage:
|
| 11 |
+
|
| 12 |
+
```
|
| 13 |
+
from omniflow import OmniFlowPipeline
|
| 14 |
+
|
| 15 |
+
pipeline = OmniFlowPipeline.load_pretrained('ckpts/v0.5',device='cuda')
|
| 16 |
+
|
| 17 |
+
pipeline.cfg_mode = 'new'
|
| 18 |
+
imgs = pipeline("portrait of a cyberpunk girl with neon tattoos and a visor,staring intensely. Standing on top of a building",height=512,width=512,add_token_embed=0,task='t2i')
|
| 19 |
+
|
| 20 |
+
```
|
| 21 |
+
|
| 22 |
+
See [Notebook](https://github.com/jacklishufan/OmniFlows/blob/main/scripts/Demo.ipynb) for more examples
|
| 23 |
+
|
scheduler/scheduler_config.json
ADDED
|
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_class_name": "FlowMatchEulerDiscreteScheduler",
|
| 3 |
+
"_diffusers_version": "0.29.0.dev0",
|
| 4 |
+
"num_train_timesteps": 1000,
|
| 5 |
+
"shift": 3.0
|
| 6 |
+
}
|
text_encoder_2/config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"CLIPTextModelWithProjection"
|
| 4 |
+
],
|
| 5 |
+
"attention_dropout": 0.0,
|
| 6 |
+
"bos_token_id": 0,
|
| 7 |
+
"dropout": 0.0,
|
| 8 |
+
"eos_token_id": 2,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_size": 1280,
|
| 11 |
+
"initializer_factor": 1.0,
|
| 12 |
+
"initializer_range": 0.02,
|
| 13 |
+
"intermediate_size": 5120,
|
| 14 |
+
"layer_norm_eps": 1e-05,
|
| 15 |
+
"max_position_embeddings": 77,
|
| 16 |
+
"model_type": "clip_text_model",
|
| 17 |
+
"num_attention_heads": 20,
|
| 18 |
+
"num_hidden_layers": 32,
|
| 19 |
+
"pad_token_id": 1,
|
| 20 |
+
"projection_dim": 1280,
|
| 21 |
+
"torch_dtype": "float16",
|
| 22 |
+
"transformers_version": "4.41.2",
|
| 23 |
+
"vocab_size": 49408
|
| 24 |
+
}
|
text_encoder_2/model.fp16.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ec310df2af79c318e24d20511b601a591ca8cd4f1fce1d8dff822a356bcdb1f4
|
| 3 |
+
size 1389382176
|
text_encoder_2/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ec310df2af79c318e24d20511b601a591ca8cd4f1fce1d8dff822a356bcdb1f4
|
| 3 |
+
size 1389382176
|
tokenizer_2/merges.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_2/special_tokens_map.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<|startoftext|>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": true,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "<|endoftext|>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": {
|
| 17 |
+
"content": "!",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"unk_token": {
|
| 24 |
+
"content": "<|endoftext|>",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
}
|
| 30 |
+
}
|
tokenizer_2/tokenizer_config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "!",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": false,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"49406": {
|
| 13 |
+
"content": "<|startoftext|>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": true,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"49407": {
|
| 21 |
+
"content": "<|endoftext|>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": false,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
}
|
| 28 |
+
},
|
| 29 |
+
"bos_token": "<|startoftext|>",
|
| 30 |
+
"clean_up_tokenization_spaces": true,
|
| 31 |
+
"do_lower_case": true,
|
| 32 |
+
"eos_token": "<|endoftext|>",
|
| 33 |
+
"errors": "replace",
|
| 34 |
+
"model_max_length": 77,
|
| 35 |
+
"pad_token": "!",
|
| 36 |
+
"tokenizer_class": "CLIPTokenizer",
|
| 37 |
+
"unk_token": "<|endoftext|>"
|
| 38 |
+
}
|
tokenizer_2/vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
transformer/config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"_class_name": "SD3Transformer2DModelWithAudioHQ",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 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 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
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|
| 37 |
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|
| 38 |
+
}
|
transformer/config_L.json
ADDED
|
@@ -0,0 +1,37 @@
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_class_name": "SD3Transformer2DModelWithAudioHQ",
|
| 3 |
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|
| 4 |
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"_name_or_path": "/localhome/data/ckpts/shared/stable-diffusion-3.5-medium",
|
| 5 |
+
"add_audio": true,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 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 |
+
6
|
| 22 |
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],
|
| 23 |
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"image_bind": false,
|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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"text_vae_path": "/home/user/wangtao/OmniFlows/patho/checkpoints/ae_Qwen3-0.6B_ntoken192_vaedim256_run_stage2/best_model"
|
| 37 |
+
}
|
transformer/config_XL.json
ADDED
|
@@ -0,0 +1,43 @@
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|
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|
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|
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|
|
|
|
|
|
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|
|
| 1 |
+
{
|
| 2 |
+
"_class_name": "SD3Transformer2DModelWithAudioHQ",
|
| 3 |
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|
| 4 |
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"_name_or_path": "/localhome/data/ckpts/shared/stable-diffusion-3.5-medium",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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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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| 26 |
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| 27 |
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|
| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 33 |
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| 34 |
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| 39 |
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| 41 |
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|
| 42 |
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|
| 43 |
+
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|
transformer/config_base.json
ADDED
|
@@ -0,0 +1,36 @@
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transformer/diffusion_pytorch_model.bin
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vae/config.json
ADDED
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vae/diffusion_pytorch_model.fp16.safetensors
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vae_tokenizer/tokenizer.model
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vae_tokenizer/tokenizer_config.json
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