Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- README.md +100 -0
- model_index.json +43 -0
- scheduler/scheduler_config.json +22 -0
- text_encoder/config.json +26 -0
- text_encoder/openvino_model.bin +3 -0
- text_encoder/openvino_model.xml +0 -0
- text_encoder_2/config.json +26 -0
- text_encoder_2/openvino_model.bin +3 -0
- text_encoder_2/openvino_model.xml +0 -0
- tokenizer/merges.txt +0 -0
- tokenizer/special_tokens_map.json +30 -0
- tokenizer/tokenizer_config.json +30 -0
- tokenizer/vocab.json +0 -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
- unet/config.json +73 -0
- unet/openvino_model.bin +3 -0
- unet/openvino_model.xml +3 -0
- vae_decoder/config.json +32 -0
- vae_decoder/openvino_model.bin +3 -0
- vae_decoder/openvino_model.xml +0 -0
- vae_encoder/config.json +32 -0
- vae_encoder/openvino_model.bin +3 -0
- vae_encoder/openvino_model.xml +0 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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unet/openvino_model.xml filter=lfs diff=lfs merge=lfs -text
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README.md
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# AnimagineXL-v3-openvino
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This is an *unofficial* [OpenVINO](https://github.com/openvinotoolkit/openvino) variant of [cagliostrolab/animagine-xl-3.0](https://huggingface.co/cagliostrolab/animagine-xl-3.0).
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The repo is provided for convenience of running the Animagine XL v3 model on Intel CPU/GPU, as loading & converting a SDXL model to openvino can be pretty slow (dozens of minutes).
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Table of contents:
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- [Usage](#usage)
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- [How the conversion was done](#how-the-conversion-was-done)
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- [Appendix](#appendix)
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## Usage
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Take CPU for example:
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```python
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from optimum.intel.openvino import OVStableDiffusionXLPipeline
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from diffusers import (
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EulerAncestralDiscreteScheduler,
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DPMSolverMultistepScheduler
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)
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model_id = "CodeChris/AnimagineXL-v3-openvino"
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pipe = OVStableDiffusionXLPipeline.from_pretrained(model_model)
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# Fix output image size & batch_size for faster speed
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img_w, img_h = 832, 1216 # Example
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pipe.reshape(width=img_w, height=img_h,
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batch_size=1, num_images_per_prompt=1)
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## Change scheduler
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# AnimagineXL recommand Euler A:
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# pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config)
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pipe.scheduler = DPMSolverMultistepScheduler.from_config(
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pipe.scheduler.config,
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use_karras_sigmas=True,
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algorithm_type="dpmsolver++"
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) # I prefer DPM++ 2M Karras
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# Turn off the filter
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pipe.safety_checker = None
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# If run on a GPU, you need:
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# pipe.to('cuda')
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```
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After the pipe is prepared, a txt2img task can be executed as below:
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```python
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prompt = "1girl, dress, day, masterpiece, best quality"
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negative_prompt = "lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name"
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images = pipe(
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prompt,
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negative_prompt,
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# If reshaped, image size must equal the reshaped size
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width=img_w, height=img_h,
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guidance_scale=7,
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num_inference_steps=20
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)
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img = images[0]
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img.save('sample.png')
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```
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For convenience, here is the recommended image sizes from the official AnimagineXL doc:
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```
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# Or their transpose
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896 x 1152
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832 x 1216
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768 x 1344
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640 x 1536
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1024 x 1024
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```
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## How the conversion was done
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First, install optimum:
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```powershell
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pip install --upgrade-strategy eager optimum[openvino,nncf]
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```
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Then, the repo is converted using the following command:
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```powershell
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optimum-cli export openvino --model 'cagliostrolab/animagine-xl-3.0' 'models/openvino/AnimagineXL-v3' --task 'stable-diffusion-xl'
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```
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## Appendix
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Push large files:
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```
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git lfs install
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huggingface-cli lfs-enable-largefiles .
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```
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Other notes:
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* The conversion was done using `optimum==1.16.1` and `openvino==2023.2.0`.
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* You may query `optimum-cli export openvino --help` for more usage details.
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model_index.json
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{
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"_class_name": "StableDiffusionXLImg2ImgPipeline",
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"_diffusers_version": "0.25.1",
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"_name_or_path": "cagliostrolab/animagine-xl-3.0",
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"feature_extractor": [
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null,
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null
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],
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"force_zeros_for_empty_prompt": true,
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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_aesthetics_score": false,
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"scheduler": [
|
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"diffusers",
|
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"EulerDiscreteScheduler"
|
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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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"text_encoder_2": [
|
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"transformers",
|
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"CLIPTextModelWithProjection"
|
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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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"tokenizer_2": [
|
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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": "EulerDiscreteScheduler",
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"_diffusers_version": "0.25.1",
|
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"beta_end": 0.012,
|
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"beta_schedule": "scaled_linear",
|
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"beta_start": 0.00085,
|
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"clip_sample": false,
|
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"interpolation_type": "linear",
|
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"num_train_timesteps": 1000,
|
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"prediction_type": "epsilon",
|
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"rescale_betas_zero_snr": false,
|
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"sample_max_value": 1.0,
|
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"set_alpha_to_one": false,
|
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"sigma_max": null,
|
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"sigma_min": null,
|
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"skip_prk_steps": true,
|
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"steps_offset": 1,
|
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"timestep_spacing": "leading",
|
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"timestep_type": "discrete",
|
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"trained_betas": null,
|
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"use_karras_sigmas": false
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}
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text_encoder/config.json
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{
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"_name_or_path": "C:\\Users\\wklchris\\.cache\\huggingface\\hub\\models--cagliostrolab--animagine-xl-3.0\\snapshots\\c71281b1a247ef65526dd1c7a5441a50b67df40a\\text_encoder",
|
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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,
|
13 |
+
"initializer_range": 0.02,
|
14 |
+
"intermediate_size": 3072,
|
15 |
+
"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 |
+
"output_hidden_states": true,
|
21 |
+
"pad_token_id": 1,
|
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+
"projection_dim": 768,
|
23 |
+
"torch_dtype": "float16",
|
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+
"transformers_version": "4.36.2",
|
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"vocab_size": 49408
|
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}
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text_encoder/openvino_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d0548ea15bb8d3b334880a46e5b7529777591e58672fc581f14d60cfeeed978a
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size 492242752
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text_encoder/openvino_model.xml
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text_encoder_2/config.json
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{
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"_name_or_path": "C:\\Users\\wklchris\\.cache\\huggingface\\hub\\models--cagliostrolab--animagine-xl-3.0\\snapshots\\c71281b1a247ef65526dd1c7a5441a50b67df40a\\text_encoder_2",
|
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+
"architectures": [
|
4 |
+
"CLIPTextModelWithProjection"
|
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+
],
|
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"attention_dropout": 0.0,
|
7 |
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|
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"dropout": 0.0,
|
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"eos_token_id": 2,
|
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"hidden_act": "gelu",
|
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+
"hidden_size": 1280,
|
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|
13 |
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|
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|
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": 20,
|
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+
"num_hidden_layers": 32,
|
20 |
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"output_hidden_states": true,
|
21 |
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"pad_token_id": 1,
|
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"projection_dim": 1280,
|
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"torch_dtype": "float16",
|
24 |
+
"transformers_version": "4.36.2",
|
25 |
+
"vocab_size": 49408
|
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+
}
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text_encoder_2/openvino_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:4769bc740bf55c701b794350beaa37f92658ec9874c4d53c0b18a67e98ce77a9
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size 2778640204
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text_encoder_2/openvino_model.xml
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tokenizer/merges.txt
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tokenizer/special_tokens_map.json
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{
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"bos_token": {
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"content": "<|startoftext|>",
|
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"lstrip": false,
|
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": false
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},
|
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"eos_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
|
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": false
|
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},
|
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"pad_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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"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
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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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"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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"special": true
|
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},
|
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"49407": {
|
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"content": "<|endoftext|>",
|
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|
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tokenizer/vocab.json
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tokenizer_2/merges.txt
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tokenizer_2/special_tokens_map.json
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|
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|
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|
tokenizer_2/tokenizer_config.json
ADDED
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tokenizer_2/vocab.json
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unet/config.json
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unet/openvino_model.bin
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vae_encoder/config.json
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