michaelyli
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- README.md +68 -0
- checkpoint-13000/optimizer.bin +3 -0
- checkpoint-13000/random_states_0.pkl +3 -0
- checkpoint-13000/scaler.pt +3 -0
- checkpoint-13000/scheduler.bin +3 -0
- checkpoint-13000/unet/config.json +68 -0
- checkpoint-13000/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-13000/unet_ema/config.json +75 -0
- checkpoint-13000/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-13500/optimizer.bin +3 -0
- checkpoint-13500/random_states_0.pkl +3 -0
- checkpoint-13500/scaler.pt +3 -0
- checkpoint-13500/scheduler.bin +3 -0
- checkpoint-13500/unet/config.json +68 -0
- checkpoint-13500/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-13500/unet_ema/config.json +75 -0
- checkpoint-13500/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-14000/optimizer.bin +3 -0
- checkpoint-14000/random_states_0.pkl +3 -0
- checkpoint-14000/scaler.pt +3 -0
- checkpoint-14000/scheduler.bin +3 -0
- checkpoint-14000/unet/config.json +68 -0
- checkpoint-14000/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-14000/unet_ema/config.json +75 -0
- checkpoint-14000/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-14500/optimizer.bin +3 -0
- checkpoint-14500/random_states_0.pkl +3 -0
- checkpoint-14500/scaler.pt +3 -0
- checkpoint-14500/scheduler.bin +3 -0
- checkpoint-14500/unet/config.json +68 -0
- checkpoint-14500/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-14500/unet_ema/config.json +75 -0
- checkpoint-14500/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-15000/optimizer.bin +3 -0
- checkpoint-15000/random_states_0.pkl +3 -0
- checkpoint-15000/scaler.pt +3 -0
- checkpoint-15000/scheduler.bin +3 -0
- checkpoint-15000/unet/config.json +68 -0
- checkpoint-15000/unet/diffusion_pytorch_model.safetensors +3 -0
- checkpoint-15000/unet_ema/config.json +75 -0
- checkpoint-15000/unet_ema/diffusion_pytorch_model.safetensors +3 -0
- feature_extractor/preprocessor_config.json +44 -0
- model_index.json +38 -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
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-star-toy
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This pipeline was finetuned from **runwayml/stable-diffusion-v1-5** on the **michaelyli/dsprites-captions-simple** dataset. Below are some example images generated with the finetuned pipeline using the following prompts: ['A medium-sized heart.', 'A large-sized square.', 'A small 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-star-toy", torch_dtype=torch.float16)
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prompt = "A medium-sized heart."
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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: 7500
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* Learning rate: 1e-05
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* Batch size: 1000
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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-star-toy/runs/bz7vz7oj).
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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-13000/optimizer.bin
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checkpoint-13000/unet/config.json
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checkpoint-13000/unet/diffusion_pytorch_model.safetensors
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checkpoint-13000/unet_ema/config.json
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checkpoint-13500/unet/config.json
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checkpoint-13500/unet/diffusion_pytorch_model.safetensors
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checkpoint-13500/unet_ema/config.json
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checkpoint-13500/unet_ema/diffusion_pytorch_model.safetensors
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checkpoint-14000/unet_ema/config.json
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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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|
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 |
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"CrossAttnUpBlock2D"
|
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|
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|
67 |
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"use_linear_projection": false
|
68 |
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}
|
checkpoint-15000/unet/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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|
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|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:98e4aaed396ba1b5cb33ab9df7de0157eba8abc5069acd07aa2ad613a4833a8a
|
3 |
+
size 3438167536
|
checkpoint-15000/unet_ema/config.json
ADDED
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
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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 |
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"act_fn": "silu",
|
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|
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|
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"attention_type": "default",
|
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|
12 |
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320,
|
13 |
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|
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1280
|
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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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"decay": 0.9999,
|
25 |
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"down_block_types": [
|
26 |
+
"CrossAttnDownBlock2D",
|
27 |
+
"CrossAttnDownBlock2D",
|
28 |
+
"CrossAttnDownBlock2D",
|
29 |
+
"DownBlock2D"
|
30 |
+
],
|
31 |
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"downsample_padding": 1,
|
32 |
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"dropout": 0.0,
|
33 |
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"dual_cross_attention": false,
|
34 |
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"encoder_hid_dim": null,
|
35 |
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"encoder_hid_dim_type": null,
|
36 |
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"flip_sin_to_cos": true,
|
37 |
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"freq_shift": 0,
|
38 |
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"in_channels": 4,
|
39 |
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"inv_gamma": 1.0,
|
40 |
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"layers_per_block": 2,
|
41 |
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"mid_block_only_cross_attention": null,
|
42 |
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"mid_block_scale_factor": 1,
|
43 |
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"mid_block_type": "UNetMidBlock2DCrossAttn",
|
44 |
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"min_decay": 0.0,
|
45 |
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"norm_eps": 1e-05,
|
46 |
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"norm_num_groups": 32,
|
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|
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|
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"only_cross_attention": false,
|
50 |
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"optimization_step": 15000,
|
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"out_channels": 4,
|
52 |
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"power": 0.6666666666666666,
|
53 |
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"projection_class_embeddings_input_dim": null,
|
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"resnet_out_scale_factor": 1.0,
|
55 |
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"resnet_skip_time_act": false,
|
56 |
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"resnet_time_scale_shift": "default",
|
57 |
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"reverse_transformer_layers_per_block": null,
|
58 |
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"sample_size": 64,
|
59 |
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"time_cond_proj_dim": null,
|
60 |
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"time_embedding_act_fn": null,
|
61 |
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"time_embedding_dim": null,
|
62 |
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"time_embedding_type": "positional",
|
63 |
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"timestep_post_act": null,
|
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"transformer_layers_per_block": 1,
|
65 |
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"up_block_types": [
|
66 |
+
"UpBlock2D",
|
67 |
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"CrossAttnUpBlock2D",
|
68 |
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"CrossAttnUpBlock2D",
|
69 |
+
"CrossAttnUpBlock2D"
|
70 |
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],
|
71 |
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"upcast_attention": false,
|
72 |
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"update_after_step": 0,
|
73 |
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"use_ema_warmup": false,
|
74 |
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"use_linear_projection": false
|
75 |
+
}
|
checkpoint-15000/unet_ema/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:951cfeb42cc95603b8c8c66b1b2c627ca113e62202a57f0b8578105fbadf576f
|
3 |
+
size 3438167536
|
feature_extractor/preprocessor_config.json
ADDED
@@ -0,0 +1,44 @@
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|
|
|
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|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_valid_processor_keys": [
|
3 |
+
"images",
|
4 |
+
"do_resize",
|
5 |
+
"size",
|
6 |
+
"resample",
|
7 |
+
"do_center_crop",
|
8 |
+
"crop_size",
|
9 |
+
"do_rescale",
|
10 |
+
"rescale_factor",
|
11 |
+
"do_normalize",
|
12 |
+
"image_mean",
|
13 |
+
"image_std",
|
14 |
+
"do_convert_rgb",
|
15 |
+
"return_tensors",
|
16 |
+
"data_format",
|
17 |
+
"input_data_format"
|
18 |
+
],
|
19 |
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"crop_size": {
|
20 |
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"height": 224,
|
21 |
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"width": 224
|
22 |
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},
|
23 |
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"do_center_crop": true,
|
24 |
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"do_convert_rgb": true,
|
25 |
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"do_normalize": true,
|
26 |
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"do_rescale": true,
|
27 |
+
"do_resize": true,
|
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"image_mean": [
|
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|
30 |
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|
31 |
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|
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],
|
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"image_processor_type": "CLIPImageProcessor",
|
34 |
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"image_std": [
|
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|
36 |
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|
37 |
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|
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],
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"resample": 3,
|
40 |
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"rescale_factor": 0.00392156862745098,
|
41 |
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"size": {
|
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"shortest_edge": 224
|
43 |
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}
|
44 |
+
}
|
model_index.json
ADDED
@@ -0,0 +1,38 @@
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|
|
|
|
|
1 |
+
{
|
2 |
+
"_class_name": "StableDiffusionPipeline",
|
3 |
+
"_diffusers_version": "0.30.0.dev0",
|
4 |
+
"_name_or_path": "runwayml/stable-diffusion-v1-5",
|
5 |
+
"feature_extractor": [
|
6 |
+
"transformers",
|
7 |
+
"CLIPImageProcessor"
|
8 |
+
],
|
9 |
+
"image_encoder": [
|
10 |
+
null,
|
11 |
+
null
|
12 |
+
],
|
13 |
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"requires_safety_checker": true,
|
14 |
+
"safety_checker": [
|
15 |
+
null,
|
16 |
+
null
|
17 |
+
],
|
18 |
+
"scheduler": [
|
19 |
+
"diffusers",
|
20 |
+
"PNDMScheduler"
|
21 |
+
],
|
22 |
+
"text_encoder": [
|
23 |
+
"transformers",
|
24 |
+
"CLIPTextModel"
|
25 |
+
],
|
26 |
+
"tokenizer": [
|
27 |
+
"transformers",
|
28 |
+
"CLIPTokenizer"
|
29 |
+
],
|
30 |
+
"unet": [
|
31 |
+
"diffusers",
|
32 |
+
"UNet2DConditionModel"
|
33 |
+
],
|
34 |
+
"vae": [
|
35 |
+
"diffusers",
|
36 |
+
"AutoencoderKL"
|
37 |
+
]
|
38 |
+
}
|
scheduler/scheduler_config.json
ADDED
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_class_name": "PNDMScheduler",
|
3 |
+
"_diffusers_version": "0.30.0.dev0",
|
4 |
+
"beta_end": 0.012,
|
5 |
+
"beta_schedule": "scaled_linear",
|
6 |
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"beta_start": 0.00085,
|
7 |
+
"clip_sample": false,
|
8 |
+
"num_train_timesteps": 1000,
|
9 |
+
"prediction_type": "epsilon",
|
10 |
+
"set_alpha_to_one": false,
|
11 |
+
"skip_prk_steps": true,
|
12 |
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"steps_offset": 1,
|
13 |
+
"timestep_spacing": "leading",
|
14 |
+
"trained_betas": null
|
15 |
+
}
|
text_encoder/config.json
ADDED
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
|
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|
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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 |
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"bos_token_id": 0,
|
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"dropout": 0.0,
|
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+
"eos_token_id": 2,
|
10 |
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"hidden_act": "quick_gelu",
|
11 |
+
"hidden_size": 768,
|
12 |
+
"initializer_factor": 1.0,
|
13 |
+
"initializer_range": 0.02,
|
14 |
+
"intermediate_size": 3072,
|
15 |
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"layer_norm_eps": 1e-05,
|
16 |
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"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 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
+
oid sha256:660c6f5b1abae9dc498ac2d21e1347d2abdb0cf6c0c0c8576cd796491d9a6cdd
|
3 |
+
size 246144152
|
tokenizer/merges.txt
ADDED
The diff for this file is too large to render.
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|
|
tokenizer/special_tokens_map.json
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
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|
|
|
|
|
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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 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
+
"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 |
+
"unk_token": "<|endoftext|>"
|
30 |
+
}
|
tokenizer/vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|