End of training
Browse files- README.md +46 -0
- feature_extractor/preprocessor_config.json +28 -0
- logs/text2image-fine-tune/1702466767.8658528/events.out.tfevents.1702466767.0afce7c9a5d9.305.1 +3 -0
- logs/text2image-fine-tune/1702466767.8684528/hparams.yml +51 -0
- logs/text2image-fine-tune/1702467532.768013/events.out.tfevents.1702467532.0afce7c9a5d9.552.1 +3 -0
- logs/text2image-fine-tune/1702467532.7706199/hparams.yml +51 -0
- logs/text2image-fine-tune/events.out.tfevents.1702466767.0afce7c9a5d9.305.0 +3 -0
- logs/text2image-fine-tune/events.out.tfevents.1702467532.0afce7c9a5d9.552.0 +3 -0
- model_index.json +38 -0
- safety_checker/config.json +28 -0
- safety_checker/model.safetensors +3 -0
- scheduler/scheduler_config.json +14 -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 +32 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
- val_imgs_grid.png +0 -0
README.md
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---
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license: creativeml-openrail-m
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base_model: CompVis/stable-diffusion-v1-2
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datasets:
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- Ali-fb/ios_icons
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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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inference: true
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---
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# Text-to-image finetuning - navjot26/sd_aiconos-model-v1-2_400
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This pipeline was finetuned from **CompVis/stable-diffusion-v1-2** on the **Ali-fb/ios_icons** dataset. Below are some example images generated with the finetuned pipeline using the following prompts: ['Generate a green matcha coffee icon']:
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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("navjot26/sd_aiconos-model-v1-2_400", torch_dtype=torch.float16)
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prompt = "Generate a green matcha coffee icon"
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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: 134
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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: 512
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* Mixed-precision: fp16
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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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"feature_extractor_type": "CLIPFeatureExtractor",
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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/1702466767.8658528/events.out.tfevents.1702466767.0afce7c9a5d9.305.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:d7e8f82e4c2d6f0d837cf38d53ca58547139cfd833c20978616a1450dfb49396
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size 2270
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logs/text2image-fine-tune/1702466767.8684528/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: 100000
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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: logo-wizard/modern-logo-dataset
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enable_xformers_memory_efficient_attention: 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: 0
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max_grad_norm: 1.0
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max_train_samples: null
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max_train_steps: 400
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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: 2
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output_dir: sd_aiconos-model-v1-2_400
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prediction_type: null
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pretrained_model_name_or_path: CompVis/stable-diffusion-v1-2
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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: 512
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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/1702467532.768013/events.out.tfevents.1702467532.0afce7c9a5d9.552.1
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:e5eb0fe05a86ac1871df361ec708822a5f9e3e3d75c034f1b6d6f2f182debeb4
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size 2255
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logs/text2image-fine-tune/1702467532.7706199/hparams.yml
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adam_beta1: 0.9
|
2 |
+
adam_beta2: 0.999
|
3 |
+
adam_epsilon: 1.0e-08
|
4 |
+
adam_weight_decay: 0.01
|
5 |
+
allow_tf32: false
|
6 |
+
cache_dir: null
|
7 |
+
caption_column: text
|
8 |
+
center_crop: true
|
9 |
+
checkpointing_steps: 100000
|
10 |
+
checkpoints_total_limit: null
|
11 |
+
dataloader_num_workers: 0
|
12 |
+
dataset_config_name: null
|
13 |
+
dataset_name: Ali-fb/ios_icons
|
14 |
+
enable_xformers_memory_efficient_attention: false
|
15 |
+
gradient_accumulation_steps: 4
|
16 |
+
gradient_checkpointing: true
|
17 |
+
hub_model_id: null
|
18 |
+
hub_token: null
|
19 |
+
image_column: image
|
20 |
+
input_perturbation: 0
|
21 |
+
learning_rate: 1.0e-05
|
22 |
+
local_rank: -1
|
23 |
+
logging_dir: logs
|
24 |
+
lr_scheduler: constant
|
25 |
+
lr_warmup_steps: 0
|
26 |
+
max_grad_norm: 1.0
|
27 |
+
max_train_samples: null
|
28 |
+
max_train_steps: 400
|
29 |
+
mixed_precision: fp16
|
30 |
+
noise_offset: 0
|
31 |
+
non_ema_revision: null
|
32 |
+
num_train_epochs: 134
|
33 |
+
output_dir: sd_aiconos-model-v1-2_400
|
34 |
+
prediction_type: null
|
35 |
+
pretrained_model_name_or_path: CompVis/stable-diffusion-v1-2
|
36 |
+
push_to_hub: true
|
37 |
+
random_flip: true
|
38 |
+
report_to: tensorboard
|
39 |
+
resolution: 512
|
40 |
+
resume_from_checkpoint: null
|
41 |
+
revision: null
|
42 |
+
scale_lr: false
|
43 |
+
seed: null
|
44 |
+
snr_gamma: null
|
45 |
+
tracker_project_name: text2image-fine-tune
|
46 |
+
train_batch_size: 1
|
47 |
+
train_data_dir: null
|
48 |
+
use_8bit_adam: false
|
49 |
+
use_ema: true
|
50 |
+
validation_epochs: 5
|
51 |
+
variant: null
|
logs/text2image-fine-tune/events.out.tfevents.1702466767.0afce7c9a5d9.305.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:53796c4f0c7d9db65548b92fd9628b1fdb8e9c73cefc296928ed37dffeaaf94e
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size 19561
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logs/text2image-fine-tune/events.out.tfevents.1702467532.0afce7c9a5d9.552.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:727173753842af16b49986a5042842303b02a4f2c43e390ab8336ac525920b7e
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size 11899472
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model_index.json
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{
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2 |
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"_class_name": "StableDiffusionPipeline",
|
3 |
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"_diffusers_version": "0.25.0.dev0",
|
4 |
+
"_name_or_path": "CompVis/stable-diffusion-v1-2",
|
5 |
+
"feature_extractor": [
|
6 |
+
"transformers",
|
7 |
+
"CLIPImageProcessor"
|
8 |
+
],
|
9 |
+
"image_encoder": [
|
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null,
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null
|
12 |
+
],
|
13 |
+
"requires_safety_checker": true,
|
14 |
+
"safety_checker": [
|
15 |
+
"stable_diffusion",
|
16 |
+
"StableDiffusionSafetyChecker"
|
17 |
+
],
|
18 |
+
"scheduler": [
|
19 |
+
"diffusers",
|
20 |
+
"PNDMScheduler"
|
21 |
+
],
|
22 |
+
"text_encoder": [
|
23 |
+
"transformers",
|
24 |
+
"CLIPTextModel"
|
25 |
+
],
|
26 |
+
"tokenizer": [
|
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+
"transformers",
|
28 |
+
"CLIPTokenizer"
|
29 |
+
],
|
30 |
+
"unet": [
|
31 |
+
"diffusers",
|
32 |
+
"UNet2DConditionModel"
|
33 |
+
],
|
34 |
+
"vae": [
|
35 |
+
"diffusers",
|
36 |
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"AutoencoderKL"
|
37 |
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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": "/root/.cache/huggingface/hub/models--CompVis--stable-diffusion-v1-2/snapshots/f519eebf1372598b85ab317ec273a63ebeddd5eb/safety_checker",
|
3 |
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"architectures": [
|
4 |
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"StableDiffusionSafetyChecker"
|
5 |
+
],
|
6 |
+
"initializer_factor": 1.0,
|
7 |
+
"logit_scale_init_value": 2.6592,
|
8 |
+
"model_type": "clip",
|
9 |
+
"projection_dim": 768,
|
10 |
+
"text_config": {
|
11 |
+
"dropout": 0.0,
|
12 |
+
"hidden_size": 768,
|
13 |
+
"intermediate_size": 3072,
|
14 |
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"model_type": "clip_text_model",
|
15 |
+
"num_attention_heads": 12
|
16 |
+
},
|
17 |
+
"torch_dtype": "float32",
|
18 |
+
"transformers_version": "4.36.0",
|
19 |
+
"vision_config": {
|
20 |
+
"dropout": 0.0,
|
21 |
+
"hidden_size": 1024,
|
22 |
+
"intermediate_size": 4096,
|
23 |
+
"model_type": "clip_vision_model",
|
24 |
+
"num_attention_heads": 16,
|
25 |
+
"num_hidden_layers": 24,
|
26 |
+
"patch_size": 14
|
27 |
+
}
|
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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",
|
3 |
+
"_diffusers_version": "0.25.0.dev0",
|
4 |
+
"beta_end": 0.012,
|
5 |
+
"beta_schedule": "scaled_linear",
|
6 |
+
"beta_start": 0.00085,
|
7 |
+
"num_train_timesteps": 1000,
|
8 |
+
"prediction_type": "epsilon",
|
9 |
+
"set_alpha_to_one": false,
|
10 |
+
"skip_prk_steps": true,
|
11 |
+
"steps_offset": 1,
|
12 |
+
"timestep_spacing": "leading",
|
13 |
+
"trained_betas": null
|
14 |
+
}
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text_encoder/config.json
ADDED
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{
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"_name_or_path": "CompVis/stable-diffusion-v1-2",
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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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"hidden_size": 768,
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"initializer_factor": 1.0,
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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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21 |
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"projection_dim": 512,
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"torch_dtype": "float16",
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"transformers_version": "4.36.0",
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"vocab_size": 49408
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}
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text_encoder/model.safetensors
ADDED
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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
ADDED
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tokenizer/special_tokens_map.json
ADDED
@@ -0,0 +1,24 @@
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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,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<|endoftext|>",
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"unk_token": {
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"content": "<|endoftext|>",
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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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}
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tokenizer/tokenizer_config.json
ADDED
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"49406": {
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"content": "<|startoftext|>",
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6 |
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"lstrip": false,
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7 |
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"normalized": true,
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8 |
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"rstrip": false,
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9 |
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"single_word": false,
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10 |
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"special": true
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},
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"49407": {
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"content": "<|endoftext|>",
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"lstrip": false,
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15 |
+
"normalized": true,
|
16 |
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"rstrip": false,
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17 |
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"single_word": false,
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18 |
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"special": true
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19 |
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}
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},
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+
"bos_token": "<|startoftext|>",
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22 |
+
"clean_up_tokenization_spaces": true,
|
23 |
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"do_lower_case": true,
|
24 |
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"eos_token": "<|endoftext|>",
|
25 |
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"errors": "replace",
|
26 |
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"model_max_length": 77,
|
27 |
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"pad_token": "<|endoftext|>",
|
28 |
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"tokenizer_class": "CLIPTokenizer",
|
29 |
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"unk_token": "<|endoftext|>"
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}
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tokenizer/vocab.json
ADDED
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unet/config.json
ADDED
@@ -0,0 +1,68 @@
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1 |
+
{
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2 |
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"_class_name": "UNet2DConditionModel",
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3 |
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"_diffusers_version": "0.25.0.dev0",
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4 |
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"_name_or_path": "CompVis/stable-diffusion-v1-2",
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5 |
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"act_fn": "silu",
|
6 |
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"addition_embed_type": null,
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"addition_embed_type_num_heads": 64,
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"addition_time_embed_dim": null,
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"attention_head_dim": 8,
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"attention_type": "default",
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11 |
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"block_out_channels": [
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320,
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640,
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1280,
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1280
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],
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17 |
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"center_input_sample": false,
|
18 |
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"class_embed_type": null,
|
19 |
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"class_embeddings_concat": false,
|
20 |
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"conv_in_kernel": 3,
|
21 |
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"conv_out_kernel": 3,
|
22 |
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"cross_attention_dim": 768,
|
23 |
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"cross_attention_norm": null,
|
24 |
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"down_block_types": [
|
25 |
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"CrossAttnDownBlock2D",
|
26 |
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"CrossAttnDownBlock2D",
|
27 |
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"CrossAttnDownBlock2D",
|
28 |
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"DownBlock2D"
|
29 |
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],
|
30 |
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"downsample_padding": 1,
|
31 |
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"dropout": 0.0,
|
32 |
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"dual_cross_attention": false,
|
33 |
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"encoder_hid_dim": null,
|
34 |
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"encoder_hid_dim_type": null,
|
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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"layers_per_block": 2,
|
39 |
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"mid_block_only_cross_attention": null,
|
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,
|
43 |
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"norm_num_groups": 32,
|
44 |
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"num_attention_heads": null,
|
45 |
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"num_class_embeds": null,
|
46 |
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"only_cross_attention": false,
|
47 |
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"out_channels": 4,
|
48 |
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"projection_class_embeddings_input_dim": null,
|
49 |
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"resnet_out_scale_factor": 1.0,
|
50 |
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"resnet_skip_time_act": false,
|
51 |
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"resnet_time_scale_shift": "default",
|
52 |
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"reverse_transformer_layers_per_block": null,
|
53 |
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"sample_size": 64,
|
54 |
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"time_cond_proj_dim": null,
|
55 |
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"time_embedding_act_fn": null,
|
56 |
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"time_embedding_dim": null,
|
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 |
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"CrossAttnUpBlock2D"
|
65 |
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],
|
66 |
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"upcast_attention": false,
|
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
|
2 |
+
oid sha256:96de33aedaabec5ec47adfd135513c13b16bf361ccc44df3b518c7f92b1dba71
|
3 |
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size 3438167536
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vae/config.json
ADDED
@@ -0,0 +1,32 @@
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1 |
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{
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2 |
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"_class_name": "AutoencoderKL",
|
3 |
+
"_diffusers_version": "0.25.0.dev0",
|
4 |
+
"_name_or_path": "CompVis/stable-diffusion-v1-2",
|
5 |
+
"act_fn": "silu",
|
6 |
+
"block_out_channels": [
|
7 |
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128,
|
8 |
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256,
|
9 |
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512,
|
10 |
+
512
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11 |
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],
|
12 |
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"down_block_types": [
|
13 |
+
"DownEncoderBlock2D",
|
14 |
+
"DownEncoderBlock2D",
|
15 |
+
"DownEncoderBlock2D",
|
16 |
+
"DownEncoderBlock2D"
|
17 |
+
],
|
18 |
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"force_upcast": true,
|
19 |
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"in_channels": 3,
|
20 |
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"latent_channels": 4,
|
21 |
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"layers_per_block": 2,
|
22 |
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"norm_num_groups": 32,
|
23 |
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"out_channels": 3,
|
24 |
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"sample_size": 512,
|
25 |
+
"scaling_factor": 0.18215,
|
26 |
+
"up_block_types": [
|
27 |
+
"UpDecoderBlock2D",
|
28 |
+
"UpDecoderBlock2D",
|
29 |
+
"UpDecoderBlock2D",
|
30 |
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"UpDecoderBlock2D"
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31 |
+
]
|
32 |
+
}
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vae/diffusion_pytorch_model.safetensors
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4fbcf0ebe55a0984f5a5e00d8c4521d52359af7229bb4d81890039d2aa16dd7c
|
3 |
+
size 167335342
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val_imgs_grid.png
ADDED