michaelyli
commited on
Commit
•
0374e94
1
Parent(s):
a12ffd8
End of training
Browse files- README.md +68 -0
- checkpoint-5000/optimizer.bin +3 -0
- checkpoint-5000/random_states_0.pkl +3 -0
- checkpoint-5000/scaler.pt +3 -0
- checkpoint-5000/scheduler.bin +3 -0
- checkpoint-5000/unet/config.json +68 -0
- checkpoint-5000/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-5000/unet_ema/config.json +75 -0
- checkpoint-5000/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- model_index.json +37 -0
- scheduler/scheduler_config.json +21 -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 +37 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
- val_imgs_grid.png +0 -0
README.md
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---
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base_model: runwayml/stable-diffusion-v1-5
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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 - michaelyli/sd-dsprites-incorrect_counterfactual_coupled_factors_init_stable-diffusion-v1-5
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This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **michaelyli/dsprites-coupled-under-specified** dataset. Below are some example images generated with the finetuned pipeline using the following prompts: ['A square.', 'A ellipse.', 'A heart.']:
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![val_imgs_grid](./val_imgs_grid.png)
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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("michaelyli/sd-dsprites-incorrect_counterfactual_coupled_factors_init_stable-diffusion-v1-5", torch_dtype=torch.float16)
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prompt = "A square."
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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: 1
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* Learning rate: 1e-05
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* Batch size: 100
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* Gradient accumulation steps: 1
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* Image resolution: 64
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* Mixed-precision: fp16
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More information on all the CLI arguments and the environment are available on your [`wandb` run page](https://microsoft-research.wandb.io/t-michaelli/sd-dsprites-incorrect_counterfactual_coupled_factors_init_stable-diffusion-v1-5/runs/ul2ecoik).
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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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checkpoint-5000/optimizer.bin
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checkpoint-5000/random_states_0.pkl
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checkpoint-5000/scaler.pt
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checkpoint-5000/scheduler.bin
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checkpoint-5000/unet/config.json
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{
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"_diffusers_version": "0.30.0.dev0",
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"up_block_types": [
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checkpoint-5000/unet/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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checkpoint-5000/unet_ema/config.json
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{
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"_class_name": "UNet2DConditionModel",
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"_diffusers_version": "0.30.0.dev0",
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"DownBlock2D"
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"CrossAttnUpBlock2D",
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"CrossAttnUpBlock2D"
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],
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}
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checkpoint-5000/unet_ema/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:afb9e4d12e0ae4604384ff6237402dc1dfeb0382401734173c1ef913098d5573
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size 3438167536
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model_index.json
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{
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"_class_name": "StableDiffusionPipeline",
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"_diffusers_version": "0.30.0.dev0",
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"feature_extractor": [
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null,
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null
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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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null,
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null
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],
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"scheduler": [
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"diffusers",
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"DDPMScheduler"
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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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scheduler/scheduler_config.json
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{
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"_class_name": "DDPMScheduler",
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"_diffusers_version": "0.30.0.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,
|
7 |
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"clip_sample": false,
|
8 |
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"clip_sample_range": 1.0,
|
9 |
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"dynamic_thresholding_ratio": 0.995,
|
10 |
+
"num_train_timesteps": 1000,
|
11 |
+
"prediction_type": "epsilon",
|
12 |
+
"rescale_betas_zero_snr": false,
|
13 |
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"sample_max_value": 1.0,
|
14 |
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"set_alpha_to_one": false,
|
15 |
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"skip_prk_steps": true,
|
16 |
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"steps_offset": 1,
|
17 |
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"thresholding": false,
|
18 |
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"timestep_spacing": "leading",
|
19 |
+
"trained_betas": null,
|
20 |
+
"variance_type": "fixed_small"
|
21 |
+
}
|
text_encoder/config.json
ADDED
@@ -0,0 +1,25 @@
|
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|
1 |
+
{
|
2 |
+
"_name_or_path": "runwayml/stable-diffusion-v1-5",
|
3 |
+
"architectures": [
|
4 |
+
"CLIPTextModel"
|
5 |
+
],
|
6 |
+
"attention_dropout": 0.0,
|
7 |
+
"bos_token_id": 0,
|
8 |
+
"dropout": 0.0,
|
9 |
+
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|
10 |
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"hidden_act": "quick_gelu",
|
11 |
+
"hidden_size": 768,
|
12 |
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"initializer_factor": 1.0,
|
13 |
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"initializer_range": 0.02,
|
14 |
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"intermediate_size": 3072,
|
15 |
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"layer_norm_eps": 1e-05,
|
16 |
+
"max_position_embeddings": 77,
|
17 |
+
"model_type": "clip_text_model",
|
18 |
+
"num_attention_heads": 12,
|
19 |
+
"num_hidden_layers": 12,
|
20 |
+
"pad_token_id": 1,
|
21 |
+
"projection_dim": 768,
|
22 |
+
"torch_dtype": "float16",
|
23 |
+
"transformers_version": "4.41.2",
|
24 |
+
"vocab_size": 49408
|
25 |
+
}
|
text_encoder/model.safetensors
ADDED
@@ -0,0 +1,3 @@
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|
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|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:660c6f5b1abae9dc498ac2d21e1347d2abdb0cf6c0c0c8576cd796491d9a6cdd
|
3 |
+
size 246144152
|
tokenizer/merges.txt
ADDED
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|
|
tokenizer/special_tokens_map.json
ADDED
@@ -0,0 +1,24 @@
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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": true,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": "<|endoftext|>",
|
17 |
+
"unk_token": {
|
18 |
+
"content": "<|endoftext|>",
|
19 |
+
"lstrip": false,
|
20 |
+
"normalized": true,
|
21 |
+
"rstrip": false,
|
22 |
+
"single_word": false
|
23 |
+
}
|
24 |
+
}
|
tokenizer/tokenizer_config.json
ADDED
@@ -0,0 +1,30 @@
|
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|
|
|
|
|
|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"49406": {
|
5 |
+
"content": "<|startoftext|>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": true,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"49407": {
|
13 |
+
"content": "<|endoftext|>",
|
14 |
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"lstrip": false,
|
15 |
+
"normalized": true,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
}
|
20 |
+
},
|
21 |
+
"bos_token": "<|startoftext|>",
|
22 |
+
"clean_up_tokenization_spaces": true,
|
23 |
+
"do_lower_case": true,
|
24 |
+
"eos_token": "<|endoftext|>",
|
25 |
+
"errors": "replace",
|
26 |
+
"model_max_length": 77,
|
27 |
+
"pad_token": "<|endoftext|>",
|
28 |
+
"tokenizer_class": "CLIPTokenizer",
|
29 |
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"unk_token": "<|endoftext|>"
|
30 |
+
}
|
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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|
|
|
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|
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|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_class_name": "UNet2DConditionModel",
|
3 |
+
"_diffusers_version": "0.30.0.dev0",
|
4 |
+
"_name_or_path": "runwayml/stable-diffusion-v1-5",
|
5 |
+
"act_fn": "silu",
|
6 |
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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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|
20 |
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|
21 |
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|
22 |
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|
23 |
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"cross_attention_norm": null,
|
24 |
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"down_block_types": [
|
25 |
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"CrossAttnDownBlock2D",
|
26 |
+
"CrossAttnDownBlock2D",
|
27 |
+
"CrossAttnDownBlock2D",
|
28 |
+
"DownBlock2D"
|
29 |
+
],
|
30 |
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"downsample_padding": 1,
|
31 |
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|
32 |
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|
33 |
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|
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|
35 |
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"flip_sin_to_cos": true,
|
36 |
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"freq_shift": 0,
|
37 |
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"in_channels": 4,
|
38 |
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|
39 |
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|
40 |
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"mid_block_scale_factor": 1,
|
41 |
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"mid_block_type": "UNetMidBlock2DCrossAttn",
|
42 |
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"norm_eps": 1e-05,
|
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|
44 |
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|
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|
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|
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|
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|
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|
50 |
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|
51 |
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|
52 |
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|
53 |
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"sample_size": 64,
|
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|
55 |
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|
56 |
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|
57 |
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"time_embedding_type": "positional",
|
58 |
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"timestep_post_act": null,
|
59 |
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"transformer_layers_per_block": 1,
|
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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"CrossAttnUpBlock2D",
|
64 |
+
"CrossAttnUpBlock2D"
|
65 |
+
],
|
66 |
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"upcast_attention": false,
|
67 |
+
"use_linear_projection": false
|
68 |
+
}
|
unet/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:a14bb17dbb5dcb2f8120ff28544aa9340d8348a9959074c63e9eab62577bb268
|
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+
size 3438167536
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vae/config.json
ADDED
@@ -0,0 +1,37 @@
|
|
|
|
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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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|
|
|
|
|
1 |
+
{
|
2 |
+
"_class_name": "AutoencoderKL",
|
3 |
+
"_diffusers_version": "0.30.0.dev0",
|
4 |
+
"_name_or_path": "rcannizzaro/vae-dsprites",
|
5 |
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"act_fn": "silu",
|
6 |
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"block_out_channels": [
|
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128,
|
8 |
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256,
|
9 |
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512,
|
10 |
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512
|
11 |
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],
|
12 |
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"down_block_types": [
|
13 |
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"DownEncoderBlock2D",
|
14 |
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"DownEncoderBlock2D",
|
15 |
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"DownEncoderBlock2D",
|
16 |
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"DownEncoderBlock2D"
|
17 |
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],
|
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|
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|
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|
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|
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|
25 |
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|
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|
27 |
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|
28 |
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"shift_factor": null,
|
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"up_block_types": [
|
30 |
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"UpDecoderBlock2D",
|
31 |
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"UpDecoderBlock2D",
|
32 |
+
"UpDecoderBlock2D",
|
33 |
+
"UpDecoderBlock2D"
|
34 |
+
],
|
35 |
+
"use_post_quant_conv": true,
|
36 |
+
"use_quant_conv": true
|
37 |
+
}
|
vae/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:71de946493c844564da0ac9492f6f2652b9aab16c34f4206813da1d259b53e07
|
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+
size 167326122
|
val_imgs_grid.png
ADDED