thanks to fudan-generative-ai ❤
Browse files- .gitattributes +1 -0
- README.md +259 -0
- audio_separator/Kim_Vocal_2.onnx +3 -0
- audio_separator/download_checks.json +231 -0
- audio_separator/mdx_model_data.json +384 -0
- audio_separator/vr_model_data.json +137 -0
- cogvideox-5b-i2v-sat/transformer/1/mp_rank_00_model_states.pt +3 -0
- cogvideox-5b-i2v-sat/transformer/latest +1 -0
- cogvideox-5b-i2v-sat/vae/3d-vae.pt +3 -0
- face_analysis/models/1k3d68.onnx +3 -0
- face_analysis/models/2d106det.onnx +3 -0
- face_analysis/models/buffalo_l.zip +3 -0
- face_analysis/models/face_landmarker_v2_with_blendshapes.task +3 -0
- face_analysis/models/genderage.onnx +3 -0
- face_analysis/models/glintr100.onnx +3 -0
- face_analysis/models/scrfd_10g_bnkps.onnx +3 -0
- hallo3/latest +1 -0
- t5-v1_1-xxl/added_tokens.json +102 -0
- t5-v1_1-xxl/config.json +32 -0
- t5-v1_1-xxl/model-00001-of-00002.safetensors +3 -0
- t5-v1_1-xxl/model-00002-of-00002.safetensors +3 -0
- t5-v1_1-xxl/model.safetensors.index.json +226 -0
- t5-v1_1-xxl/special_tokens_map.json +125 -0
- t5-v1_1-xxl/spiece.model +3 -0
- t5-v1_1-xxl/tokenizer_config.json +940 -0
- wav2vec/wav2vec2-base-960h/.gitattributes +18 -0
- wav2vec/wav2vec2-base-960h/README.md +128 -0
- wav2vec/wav2vec2-base-960h/config.json +77 -0
- wav2vec/wav2vec2-base-960h/feature_extractor_config.json +8 -0
- wav2vec/wav2vec2-base-960h/model.safetensors +3 -0
- wav2vec/wav2vec2-base-960h/preprocessor_config.json +8 -0
- wav2vec/wav2vec2-base-960h/special_tokens_map.json +1 -0
- wav2vec/wav2vec2-base-960h/tokenizer_config.json +1 -0
- wav2vec/wav2vec2-base-960h/vocab.json +1 -0
.gitattributes
CHANGED
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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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+
face_analysis/models/face_landmarker_v2_with_blendshapes.task filter=lfs diff=lfs merge=lfs -text
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README.md
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|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
---
|
| 4 |
+
<h1 align='center'>Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Diffusion Transformer Networks</h1>
|
| 5 |
+
|
| 6 |
+
<div align='center'>
|
| 7 |
+
<a href='https://github.com/cuijh26' target='_blank'>Jiahao Cui</a><sup>1</sup> 
|
| 8 |
+
<a href='https://github.com/crystallee-ai' target='_blank'>Hui Li</a><sup>1</sup> 
|
| 9 |
+
<a href='https://github.com/subazinga' target='_blank'>Yun Zhan</a><sup>1</sup> 
|
| 10 |
+
<a href='https://github.com/NinoNeumann' target='_blank'>Hanlin Shang</a><sup>1</sup> 
|
| 11 |
+
<a href='https://github.com/Kaihui-Cheng' target='_blank'>Kaihui Cheng</a><sup>1</sup> 
|
| 12 |
+
<a href='https://github.com/mayuqi7777' target='_blank'>Yuqi Ma</a><sup>1</sup> 
|
| 13 |
+
<a href='https://github.com/AricGamma' target='_blank'>Shan Mu</a><sup>1</sup> 
|
| 14 |
+
</div>
|
| 15 |
+
<div align='center'>
|
| 16 |
+
<a href='https://hangz-nju-cuhk.github.io/' target='_blank'>Hang Zhou</a><sup>2</sup> 
|
| 17 |
+
<a href='https://jingdongwang2017.github.io/' target='_blank'>Jingdong Wang</a><sup>2</sup> 
|
| 18 |
+
<a href='https://sites.google.com/site/zhusiyucs/home' target='_blank'>Siyu Zhu</a><sup>1✉️</sup> 
|
| 19 |
+
</div>
|
| 20 |
+
|
| 21 |
+
<div align='center'>
|
| 22 |
+
<sup>1</sup>Fudan University  <sup>2</sup>Baidu Inc 
|
| 23 |
+
</div>
|
| 24 |
+
|
| 25 |
+
<br>
|
| 26 |
+
<div align='center'>
|
| 27 |
+
<a href='https://github.com/fudan-generative-vision/hallo3'><img src='https://img.shields.io/github/stars/fudan-generative-vision/hallo3?style=social'></a>
|
| 28 |
+
</div>
|
| 29 |
+
<br>
|
| 30 |
+
|
| 31 |
+
## 📸 Showcase
|
| 32 |
+
|
| 33 |
+
<table border="0" style="width: 100%; text-align: left; margin-top: 20px;">
|
| 34 |
+
<tr>
|
| 35 |
+
<td>
|
| 36 |
+
<video src="https://github.com/user-attachments/assets/3fc44086-bdbf-4a54-bfe3-62cfd9dfb191" width="100%" controls autoplay loop></video>
|
| 37 |
+
</td>
|
| 38 |
+
<td>
|
| 39 |
+
<video src="https://github.com/user-attachments/assets/ad5a87cf-b50e-48d6-af35-774e3b1713e7" width="100%" controls autoplay loop></video>
|
| 40 |
+
</td>
|
| 41 |
+
<td>
|
| 42 |
+
<video src="https://github.com/user-attachments/assets/78c7acc3-4fa2-447e-b77d-3462d411c81c" width="100%" controls autoplay loop></video>
|
| 43 |
+
</td>
|
| 44 |
+
</tr>
|
| 45 |
+
<tr>
|
| 46 |
+
<td>
|
| 47 |
+
<video src="https://github.com/user-attachments/assets/f62f2b6d-9846-40be-a976-56cc7d5a8a5b" width="100%" controls autoplay loop></video>
|
| 48 |
+
</td>
|
| 49 |
+
<td>
|
| 50 |
+
<video src="https://github.com/user-attachments/assets/42b6968e-c68a-4473-b773-406ccf5d90b1" width="100%" controls autoplay loop></video>
|
| 51 |
+
</td>
|
| 52 |
+
<td>
|
| 53 |
+
<video src="https://github.com/user-attachments/assets/015f1d6d-31a8-4454-b51a-5431d3c953c2" width="100%" controls autoplay loop></video>
|
| 54 |
+
</td>
|
| 55 |
+
</tr>
|
| 56 |
+
</table>
|
| 57 |
+
|
| 58 |
+
Visit our [project page](https://fudan-generative-vision.github.io/hallo3/#/) to view more cases.
|
| 59 |
+
|
| 60 |
+
## ⚙️ Installation
|
| 61 |
+
|
| 62 |
+
- System requirement: Ubuntu 20.04/Ubuntu 22.04, Cuda 12.1
|
| 63 |
+
- Tested GPUs: H100
|
| 64 |
+
|
| 65 |
+
Download the codes:
|
| 66 |
+
|
| 67 |
+
```bash
|
| 68 |
+
git clone https://github.com/fudan-generative-vision/hallo3
|
| 69 |
+
cd hallo3
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
Create conda environment:
|
| 73 |
+
|
| 74 |
+
```bash
|
| 75 |
+
conda create -n hallo python=3.10
|
| 76 |
+
conda activate hallo
|
| 77 |
+
```
|
| 78 |
+
|
| 79 |
+
Install packages with `pip`
|
| 80 |
+
|
| 81 |
+
```bash
|
| 82 |
+
pip install -r requirements.txt
|
| 83 |
+
```
|
| 84 |
+
|
| 85 |
+
Besides, ffmpeg is also needed:
|
| 86 |
+
|
| 87 |
+
```bash
|
| 88 |
+
apt-get install ffmpeg
|
| 89 |
+
```
|
| 90 |
+
|
| 91 |
+
### 📥 Download Pretrained Models
|
| 92 |
+
|
| 93 |
+
You can easily get all pretrained models required by inference from our [HuggingFace repo](https://huggingface.co/fudan-generative-ai/hallo3).
|
| 94 |
+
|
| 95 |
+
Using `huggingface-cli` to download the models:
|
| 96 |
+
|
| 97 |
+
```shell
|
| 98 |
+
cd $ProjectRootDir
|
| 99 |
+
pip install huggingface-cli
|
| 100 |
+
huggingface-cli download fudan-generative-ai/hallo3 --local-dir ./pretrained_models
|
| 101 |
+
```
|
| 102 |
+
|
| 103 |
+
Or you can download them separately from their source repo:
|
| 104 |
+
|
| 105 |
+
- [hallo3](https://huggingface.co/fudan-generative-ai/hallo3/tree/main/hallo3): Our checkpoints.
|
| 106 |
+
- [Cogvidex](https://github.com/THUDM/CogVideo): Cogvideox-5b-i2v pretrained model, consisting of transformer and 3d vae
|
| 107 |
+
- [t5-v1_1-xxl](https://huggingface.co/google/t5-v1_1-xxl): text encoder, you can download from [text_encoder](https://huggingface.co/THUDM/CogVideoX-2b/tree/main/text_encoder) and [tokenizer](https://huggingface.co/THUDM/CogVideoX-2b/tree/main/tokenizer)
|
| 108 |
+
- [audio_separator](https://huggingface.co/huangjackson/Kim_Vocal_2): Kim Vocal_2 MDX-Net vocal removal model.
|
| 109 |
+
- [wav2vec](https://huggingface.co/facebook/wav2vec2-base-960h): wav audio to vector model from [Facebook](https://huggingface.co/facebook/wav2vec2-base-960h).
|
| 110 |
+
- [insightface](https://github.com/deepinsight/insightface/tree/master/python-package#model-zoo): 2D and 3D Face Analysis placed into `pretrained_models/face_analysis/models/`. (_Thanks to deepinsight_)
|
| 111 |
+
- [face landmarker](https://storage.googleapis.com/mediapipe-models/face_landmarker/face_landmarker/float16/1/face_landmarker.task): Face detection & mesh model from [mediapipe](https://ai.google.dev/edge/mediapipe/solutions/vision/face_landmarker#models) placed into `pretrained_models/face_analysis/models`.
|
| 112 |
+
|
| 113 |
+
Finally, these pretrained models should be organized as follows:
|
| 114 |
+
|
| 115 |
+
```text
|
| 116 |
+
./pretrained_models/
|
| 117 |
+
|-- audio_separator/
|
| 118 |
+
| |-- download_checks.json
|
| 119 |
+
| |-- mdx_model_data.json
|
| 120 |
+
| |-- vr_model_data.json
|
| 121 |
+
| `-- Kim_Vocal_2.onnx
|
| 122 |
+
|-- cogvideox-5b-i2v-sat/
|
| 123 |
+
| |-- transformer/
|
| 124 |
+
| |--1/
|
| 125 |
+
| |-- mp_rank_00_model_states.pt
|
| 126 |
+
| `--latest
|
| 127 |
+
| `-- vae/
|
| 128 |
+
| |-- 3d-vae.pt
|
| 129 |
+
|-- face_analysis/
|
| 130 |
+
| `-- models/
|
| 131 |
+
| |-- face_landmarker_v2_with_blendshapes.task # face landmarker model from mediapipe
|
| 132 |
+
| |-- 1k3d68.onnx
|
| 133 |
+
| |-- 2d106det.onnx
|
| 134 |
+
| |-- genderage.onnx
|
| 135 |
+
| |-- glintr100.onnx
|
| 136 |
+
| `-- scrfd_10g_bnkps.onnx
|
| 137 |
+
|-- hallo3
|
| 138 |
+
| |--1/
|
| 139 |
+
| |-- mp_rank_00_model_states.pt
|
| 140 |
+
| `--latest
|
| 141 |
+
|-- t5-v1_1-xxl/
|
| 142 |
+
| |-- added_tokens.json
|
| 143 |
+
| |-- config.json
|
| 144 |
+
| |-- model-00001-of-00002.safetensors
|
| 145 |
+
| |-- model-00002-of-00002.safetensors
|
| 146 |
+
| |-- model.safetensors.index.json
|
| 147 |
+
| |-- special_tokens_map.json
|
| 148 |
+
| |-- spiece.model
|
| 149 |
+
| |-- tokenizer_config.json
|
| 150 |
+
|
|
| 151 |
+
`-- wav2vec/
|
| 152 |
+
`-- wav2vec2-base-960h/
|
| 153 |
+
|-- config.json
|
| 154 |
+
|-- feature_extractor_config.json
|
| 155 |
+
|-- model.safetensors
|
| 156 |
+
|-- preprocessor_config.json
|
| 157 |
+
|-- special_tokens_map.json
|
| 158 |
+
|-- tokenizer_config.json
|
| 159 |
+
`-- vocab.json
|
| 160 |
+
```
|
| 161 |
+
|
| 162 |
+
### 🛠️ Prepare Inference Data
|
| 163 |
+
|
| 164 |
+
Hallo3 has a few simple requirements for the input data of inference:
|
| 165 |
+
1. Reference image must be 1:1 or 3:2 aspect ratio.
|
| 166 |
+
2. Driving audio must be in WAV format.
|
| 167 |
+
3. Audio must be in English since our training datasets are only in this language.
|
| 168 |
+
4. Ensure the vocals of audio are clear; background music is acceptable.
|
| 169 |
+
|
| 170 |
+
### 🎮 Run Inference
|
| 171 |
+
|
| 172 |
+
Simply to run the `scripts/inference_long_batch.sh`:
|
| 173 |
+
|
| 174 |
+
```bash
|
| 175 |
+
bash scripts/inference_long_batch.sh ./examples/inference/input.txt ./output
|
| 176 |
+
```
|
| 177 |
+
|
| 178 |
+
Animation results will be saved at `./output`. You can find more examples for inference at [examples folder](https://github.com/fudan-generative-vision/hallo3/tree/main/examples).
|
| 179 |
+
|
| 180 |
+
|
| 181 |
+
## Training
|
| 182 |
+
|
| 183 |
+
#### prepare data for training
|
| 184 |
+
Organize your raw videos into the following directory structure:
|
| 185 |
+
```text
|
| 186 |
+
dataset_name/
|
| 187 |
+
|-- videos/
|
| 188 |
+
| |-- 0001.mp4
|
| 189 |
+
| |-- 0002.mp4
|
| 190 |
+
| `-- 0003.mp4
|
| 191 |
+
|-- caption/
|
| 192 |
+
| |-- 0001.txt
|
| 193 |
+
| |-- 0002.txt
|
| 194 |
+
| `-- 0003.txt
|
| 195 |
+
```
|
| 196 |
+
You can use any dataset_name, but ensure the videos directory and caption directory are named as shown above.
|
| 197 |
+
|
| 198 |
+
Next, process the videos with the following commands:
|
| 199 |
+
```bash
|
| 200 |
+
bash scripts/data_preprocess.sh {dataset_name} {parallelism} {rank} {output_name}
|
| 201 |
+
```
|
| 202 |
+
|
| 203 |
+
#### Training
|
| 204 |
+
|
| 205 |
+
Update the data meta path settings in the configuration YAML files, `configs/sft_s1.yaml` and `configs/sft_s2.yaml`:
|
| 206 |
+
|
| 207 |
+
```yaml
|
| 208 |
+
#sft_s1.yaml
|
| 209 |
+
train_data: [
|
| 210 |
+
"./data/output_name.json"
|
| 211 |
+
]
|
| 212 |
+
|
| 213 |
+
#sft_s2.yaml
|
| 214 |
+
train_data: [
|
| 215 |
+
"./data/output_name.json"
|
| 216 |
+
]
|
| 217 |
+
```
|
| 218 |
+
|
| 219 |
+
Start training with the following command:
|
| 220 |
+
```bash
|
| 221 |
+
# stage1
|
| 222 |
+
bash scripts/finetune_multi_gpus_s1.sh
|
| 223 |
+
|
| 224 |
+
# stage2
|
| 225 |
+
bash scripts/finetune_multi_gpus_s2.sh
|
| 226 |
+
```
|
| 227 |
+
|
| 228 |
+
## 📝 Citation
|
| 229 |
+
|
| 230 |
+
If you find our work useful for your research, please consider citing the paper:
|
| 231 |
+
|
| 232 |
+
```
|
| 233 |
+
@misc{cui2024hallo3,
|
| 234 |
+
title={Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Diffusion Transformer Networks},
|
| 235 |
+
author={Jiahao Cui and Hui Li and Yun Zhang and Hanlin Shang and Kaihui Cheng and Yuqi Ma and Shan Mu and Hang Zhou and Jingdong Wang and Siyu Zhu},
|
| 236 |
+
year={2024},
|
| 237 |
+
eprint={2412.00733},
|
| 238 |
+
archivePrefix={arXiv},
|
| 239 |
+
primaryClass={cs.CV}
|
| 240 |
+
}
|
| 241 |
+
```
|
| 242 |
+
|
| 243 |
+
## ⚠️ Social Risks and Mitigations
|
| 244 |
+
|
| 245 |
+
The development of portrait image animation technologies driven by audio inputs poses social risks, such as the ethical implications of creating realistic portraits that could be misused for deepfakes. To mitigate these risks, it is crucial to establish ethical guidelines and responsible use practices. Privacy and consent concerns also arise from using individuals' images and voices. Addressing these involves transparent data usage policies, informed consent, and safeguarding privacy rights. By addressing these risks and implementing mitigations, the research aims to ensure the responsible and ethical development of this technology.
|
| 246 |
+
|
| 247 |
+
## 🤗 Acknowledgements
|
| 248 |
+
|
| 249 |
+
This model is a fine-tuned derivative version based on the **CogVideo-5B I2V** model. CogVideo-5B is an open-source text-to-video generation model developed by the CogVideoX team. Its original code and model parameters are governed by the [CogVideo-5B LICENSE](https://huggingface.co/THUDM/CogVideoX-5b/blob/main/LICENSE).
|
| 250 |
+
|
| 251 |
+
As a derivative work of CogVideo-5B, the use, distribution, and modification of this model must comply with the license terms of CogVideo-5B.
|
| 252 |
+
|
| 253 |
+
## 👏 Community Contributors
|
| 254 |
+
|
| 255 |
+
Thank you to all the contributors who have helped to make this project better!
|
| 256 |
+
|
| 257 |
+
<a href="https://github.com/fudan-generative-vision/hallo2/graphs/contributors">
|
| 258 |
+
<img src="https://contrib.rocks/image?repo=fudan-generative-vision/hallo3" />
|
| 259 |
+
</a>
|
audio_separator/Kim_Vocal_2.onnx
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ce74ef3b6a6024ce44211a07be9cf8bc6d87728cc852a68ab34eb8e58cde9c8b
|
| 3 |
+
size 66759214
|
audio_separator/download_checks.json
ADDED
|
@@ -0,0 +1,231 @@
|
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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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|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"current_version": "UVR_Patch_10_6_23_4_27",
|
| 3 |
+
"current_version_ocl": "UVR_Patch_10_6_23_4_27",
|
| 4 |
+
"current_version_mac": "UVR_Patch_10_6_23_4_27",
|
| 5 |
+
"current_version_linux": "UVR_Patch_10_6_23_4_27",
|
| 6 |
+
"vr_download_list": {
|
| 7 |
+
"VR Arch Single Model v5: 1_HP-UVR": "1_HP-UVR.pth",
|
| 8 |
+
"VR Arch Single Model v5: 2_HP-UVR": "2_HP-UVR.pth",
|
| 9 |
+
"VR Arch Single Model v5: 3_HP-Vocal-UVR": "3_HP-Vocal-UVR.pth",
|
| 10 |
+
"VR Arch Single Model v5: 4_HP-Vocal-UVR": "4_HP-Vocal-UVR.pth",
|
| 11 |
+
"VR Arch Single Model v5: 5_HP-Karaoke-UVR": "5_HP-Karaoke-UVR.pth",
|
| 12 |
+
"VR Arch Single Model v5: 6_HP-Karaoke-UVR": "6_HP-Karaoke-UVR.pth",
|
| 13 |
+
"VR Arch Single Model v5: 7_HP2-UVR": "7_HP2-UVR.pth",
|
| 14 |
+
"VR Arch Single Model v5: 8_HP2-UVR": "8_HP2-UVR.pth",
|
| 15 |
+
"VR Arch Single Model v5: 9_HP2-UVR": "9_HP2-UVR.pth",
|
| 16 |
+
"VR Arch Single Model v5: 10_SP-UVR-2B-32000-1": "10_SP-UVR-2B-32000-1.pth",
|
| 17 |
+
"VR Arch Single Model v5: 11_SP-UVR-2B-32000-2": "11_SP-UVR-2B-32000-2.pth",
|
| 18 |
+
"VR Arch Single Model v5: 12_SP-UVR-3B-44100": "12_SP-UVR-3B-44100.pth",
|
| 19 |
+
"VR Arch Single Model v5: 13_SP-UVR-4B-44100-1": "13_SP-UVR-4B-44100-1.pth",
|
| 20 |
+
"VR Arch Single Model v5: 14_SP-UVR-4B-44100-2": "14_SP-UVR-4B-44100-2.pth",
|
| 21 |
+
"VR Arch Single Model v5: 15_SP-UVR-MID-44100-1": "15_SP-UVR-MID-44100-1.pth",
|
| 22 |
+
"VR Arch Single Model v5: 16_SP-UVR-MID-44100-2": "16_SP-UVR-MID-44100-2.pth",
|
| 23 |
+
"VR Arch Single Model v5: 17_HP-Wind_Inst-UVR": "17_HP-Wind_Inst-UVR.pth",
|
| 24 |
+
"VR Arch Single Model v5: UVR-De-Echo-Aggressive by FoxJoy": "UVR-De-Echo-Aggressive.pth",
|
| 25 |
+
"VR Arch Single Model v5: UVR-De-Echo-Normal by FoxJoy": "UVR-De-Echo-Normal.pth",
|
| 26 |
+
"VR Arch Single Model v5: UVR-DeEcho-DeReverb by FoxJoy": "UVR-DeEcho-DeReverb.pth",
|
| 27 |
+
"VR Arch Single Model v5: UVR-DeNoise-Lite by FoxJoy": "UVR-DeNoise-Lite.pth",
|
| 28 |
+
"VR Arch Single Model v5: UVR-DeNoise by FoxJoy": "UVR-DeNoise.pth",
|
| 29 |
+
"VR Arch Single Model v5: UVR-BVE-4B_SN-44100-1": "UVR-BVE-4B_SN-44100-1.pth",
|
| 30 |
+
"VR Arch Single Model v4: MGM_HIGHEND_v4": "MGM_HIGHEND_v4.pth",
|
| 31 |
+
"VR Arch Single Model v4: MGM_LOWEND_A_v4": "MGM_LOWEND_A_v4.pth",
|
| 32 |
+
"VR Arch Single Model v4: MGM_LOWEND_B_v4": "MGM_LOWEND_B_v4.pth",
|
| 33 |
+
"VR Arch Single Model v4: MGM_MAIN_v4": "MGM_MAIN_v4.pth"
|
| 34 |
+
},
|
| 35 |
+
|
| 36 |
+
"mdx_download_list": {
|
| 37 |
+
"MDX-Net Model: UVR-MDX-NET Inst HQ 1": "UVR-MDX-NET-Inst_HQ_1.onnx",
|
| 38 |
+
"MDX-Net Model: UVR-MDX-NET Inst HQ 2": "UVR-MDX-NET-Inst_HQ_2.onnx",
|
| 39 |
+
"MDX-Net Model: UVR-MDX-NET Inst HQ 3": "UVR-MDX-NET-Inst_HQ_3.onnx",
|
| 40 |
+
"MDX-Net Model: UVR-MDX-NET Inst HQ 4": "UVR-MDX-NET-Inst_HQ_4.onnx",
|
| 41 |
+
"MDX-Net Model: UVR-MDX-NET Main": "UVR_MDXNET_Main.onnx",
|
| 42 |
+
"MDX-Net Model: UVR-MDX-NET Inst Main": "UVR-MDX-NET-Inst_Main.onnx",
|
| 43 |
+
"MDX-Net Model: UVR-MDX-NET 1": "UVR_MDXNET_1_9703.onnx",
|
| 44 |
+
"MDX-Net Model: UVR-MDX-NET 2": "UVR_MDXNET_2_9682.onnx",
|
| 45 |
+
"MDX-Net Model: UVR-MDX-NET 3": "UVR_MDXNET_3_9662.onnx",
|
| 46 |
+
"MDX-Net Model: UVR-MDX-NET Inst 1": "UVR-MDX-NET-Inst_1.onnx",
|
| 47 |
+
"MDX-Net Model: UVR-MDX-NET Inst 2": "UVR-MDX-NET-Inst_2.onnx",
|
| 48 |
+
"MDX-Net Model: UVR-MDX-NET Inst 3": "UVR-MDX-NET-Inst_3.onnx",
|
| 49 |
+
"MDX-Net Model: UVR-MDX-NET Karaoke": "UVR_MDXNET_KARA.onnx",
|
| 50 |
+
"MDX-Net Model: UVR-MDX-NET Karaoke 2": "UVR_MDXNET_KARA_2.onnx",
|
| 51 |
+
"MDX-Net Model: UVR_MDXNET_9482": "UVR_MDXNET_9482.onnx",
|
| 52 |
+
"MDX-Net Model: UVR-MDX-NET Voc FT": "UVR-MDX-NET-Voc_FT.onnx",
|
| 53 |
+
"MDX-Net Model: Kim Vocal 1": "Kim_Vocal_1.onnx",
|
| 54 |
+
"MDX-Net Model: Kim Vocal 2": "Kim_Vocal_2.onnx",
|
| 55 |
+
"MDX-Net Model: Kim Inst": "Kim_Inst.onnx",
|
| 56 |
+
"MDX-Net Model: Reverb HQ By FoxJoy": "Reverb_HQ_By_FoxJoy.onnx",
|
| 57 |
+
"MDX-Net Model: UVR-MDX-NET Crowd HQ 1 By Aufr33": "UVR-MDX-NET_Crowd_HQ_1.onnx",
|
| 58 |
+
"MDX-Net Model: kuielab_a_vocals": "kuielab_a_vocals.onnx",
|
| 59 |
+
"MDX-Net Model: kuielab_a_other": "kuielab_a_other.onnx",
|
| 60 |
+
"MDX-Net Model: kuielab_a_bass": "kuielab_a_bass.onnx",
|
| 61 |
+
"MDX-Net Model: kuielab_a_drums": "kuielab_a_drums.onnx",
|
| 62 |
+
"MDX-Net Model: kuielab_b_vocals": "kuielab_b_vocals.onnx",
|
| 63 |
+
"MDX-Net Model: kuielab_b_other": "kuielab_b_other.onnx",
|
| 64 |
+
"MDX-Net Model: kuielab_b_bass": "kuielab_b_bass.onnx",
|
| 65 |
+
"MDX-Net Model: kuielab_b_drums": "kuielab_b_drums.onnx"
|
| 66 |
+
},
|
| 67 |
+
|
| 68 |
+
"demucs_download_list":{
|
| 69 |
+
|
| 70 |
+
"Demucs v4: htdemucs_ft":{
|
| 71 |
+
"f7e0c4bc-ba3fe64a.th":"https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/f7e0c4bc-ba3fe64a.th",
|
| 72 |
+
"d12395a8-e57c48e6.th":"https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/d12395a8-e57c48e6.th",
|
| 73 |
+
"92cfc3b6-ef3bcb9c.th":"https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/92cfc3b6-ef3bcb9c.th",
|
| 74 |
+
"04573f0d-f3cf25b2.th":"https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/04573f0d-f3cf25b2.th",
|
| 75 |
+
"htdemucs_ft.yaml": "https://github.com/TRvlvr/model_repo/releases/download/all_public_uvr_models/htdemucs_ft.yaml"
|
| 76 |
+
},
|
| 77 |
+
|
| 78 |
+
"Demucs v4: htdemucs":{
|
| 79 |
+
"955717e8-8726e21a.th": "https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/955717e8-8726e21a.th",
|
| 80 |
+
"htdemucs.yaml": "https://github.com/TRvlvr/model_repo/releases/download/all_public_uvr_models/htdemucs.yaml"
|
| 81 |
+
},
|
| 82 |
+
|
| 83 |
+
"Demucs v4: hdemucs_mmi":{
|
| 84 |
+
"75fc33f5-1941ce65.th": "https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/75fc33f5-1941ce65.th",
|
| 85 |
+
"hdemucs_mmi.yaml": "https://github.com/TRvlvr/model_repo/releases/download/all_public_uvr_models/hdemucs_mmi.yaml"
|
| 86 |
+
},
|
| 87 |
+
"Demucs v4: htdemucs_6s":{
|
| 88 |
+
"5c90dfd2-34c22ccb.th": "https://dl.fbaipublicfiles.com/demucs/hybrid_transformer/5c90dfd2-34c22ccb.th",
|
| 89 |
+
"htdemucs_6s.yaml": "https://github.com/TRvlvr/model_repo/releases/download/all_public_uvr_models/htdemucs_6s.yaml"
|
| 90 |
+
},
|
| 91 |
+
"Demucs v3: mdx":{
|
| 92 |
+
"0d19c1c6-0f06f20e.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/0d19c1c6-0f06f20e.th",
|
| 93 |
+
"7ecf8ec1-70f50cc9.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/7ecf8ec1-70f50cc9.th",
|
| 94 |
+
"c511e2ab-fe698775.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/c511e2ab-fe698775.th",
|
| 95 |
+
"7d865c68-3d5dd56b.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/7d865c68-3d5dd56b.th",
|
| 96 |
+
"mdx.yaml": "https://raw.githubusercontent.com/facebookresearch/demucs/main/demucs/remote/mdx.yaml"
|
| 97 |
+
},
|
| 98 |
+
|
| 99 |
+
"Demucs v3: mdx_q":{
|
| 100 |
+
"6b9c2ca1-3fd82607.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/6b9c2ca1-3fd82607.th",
|
| 101 |
+
"b72baf4e-8778635e.th": "https://dl.fbaipublicfiles.com/demucs/mdx_final/b72baf4e-8778635e.th",
|
| 102 |
+
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|
audio_separator/mdx_model_data.json
ADDED
|
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| 1 |
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{
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"0ddfc0eb5792638ad5dc27850236c246": {
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"compensate": 1.035,
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| 354 |
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| 358 |
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| 360 |
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| 366 |
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|
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|
| 371 |
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| 374 |
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|
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|
| 383 |
+
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|
| 384 |
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|
audio_separator/vr_model_data.json
ADDED
|
@@ -0,0 +1,137 @@
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|
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{
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| 3 |
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|
| 4 |
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|
| 5 |
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|
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|
| 8 |
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|
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|
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|
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|
| 13 |
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|
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| 15 |
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|
| 16 |
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| 17 |
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|
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|
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| 28 |
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|
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|
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|
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| 54 |
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|
cogvideox-5b-i2v-sat/transformer/1/mp_rank_00_model_states.pt
ADDED
|
@@ -0,0 +1,3 @@
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cogvideox-5b-i2v-sat/transformer/latest
ADDED
|
@@ -0,0 +1 @@
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|
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|
| 1 |
+
1
|
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ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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face_analysis/models/1k3d68.onnx
ADDED
|
@@ -0,0 +1,3 @@
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face_analysis/models/2d106det.onnx
ADDED
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@@ -0,0 +1,3 @@
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face_analysis/models/buffalo_l.zip
ADDED
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ADDED
|
@@ -0,0 +1,3 @@
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ADDED
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face_analysis/models/glintr100.onnx
ADDED
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@@ -0,0 +1,3 @@
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ADDED
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ADDED
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t5-v1_1-xxl/added_tokens.json
ADDED
|
@@ -0,0 +1,102 @@
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t5-v1_1-xxl/config.json
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@@ -0,0 +1,32 @@
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|
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|
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|
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"encoder.block.8.layer.0.SelfAttention.o.weight": "model-00001-of-00002.safetensors",
|
| 207 |
+
"encoder.block.8.layer.0.SelfAttention.q.weight": "model-00001-of-00002.safetensors",
|
| 208 |
+
"encoder.block.8.layer.0.SelfAttention.v.weight": "model-00001-of-00002.safetensors",
|
| 209 |
+
"encoder.block.8.layer.0.layer_norm.weight": "model-00001-of-00002.safetensors",
|
| 210 |
+
"encoder.block.8.layer.1.DenseReluDense.wi_0.weight": "model-00001-of-00002.safetensors",
|
| 211 |
+
"encoder.block.8.layer.1.DenseReluDense.wi_1.weight": "model-00001-of-00002.safetensors",
|
| 212 |
+
"encoder.block.8.layer.1.DenseReluDense.wo.weight": "model-00001-of-00002.safetensors",
|
| 213 |
+
"encoder.block.8.layer.1.layer_norm.weight": "model-00001-of-00002.safetensors",
|
| 214 |
+
"encoder.block.9.layer.0.SelfAttention.k.weight": "model-00001-of-00002.safetensors",
|
| 215 |
+
"encoder.block.9.layer.0.SelfAttention.o.weight": "model-00001-of-00002.safetensors",
|
| 216 |
+
"encoder.block.9.layer.0.SelfAttention.q.weight": "model-00001-of-00002.safetensors",
|
| 217 |
+
"encoder.block.9.layer.0.SelfAttention.v.weight": "model-00001-of-00002.safetensors",
|
| 218 |
+
"encoder.block.9.layer.0.layer_norm.weight": "model-00001-of-00002.safetensors",
|
| 219 |
+
"encoder.block.9.layer.1.DenseReluDense.wi_0.weight": "model-00001-of-00002.safetensors",
|
| 220 |
+
"encoder.block.9.layer.1.DenseReluDense.wi_1.weight": "model-00001-of-00002.safetensors",
|
| 221 |
+
"encoder.block.9.layer.1.DenseReluDense.wo.weight": "model-00001-of-00002.safetensors",
|
| 222 |
+
"encoder.block.9.layer.1.layer_norm.weight": "model-00001-of-00002.safetensors",
|
| 223 |
+
"encoder.final_layer_norm.weight": "model-00002-of-00002.safetensors",
|
| 224 |
+
"shared.weight": "model-00001-of-00002.safetensors"
|
| 225 |
+
}
|
| 226 |
+
}
|
t5-v1_1-xxl/special_tokens_map.json
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"additional_special_tokens": [
|
| 3 |
+
"<extra_id_0>",
|
| 4 |
+
"<extra_id_1>",
|
| 5 |
+
"<extra_id_2>",
|
| 6 |
+
"<extra_id_3>",
|
| 7 |
+
"<extra_id_4>",
|
| 8 |
+
"<extra_id_5>",
|
| 9 |
+
"<extra_id_6>",
|
| 10 |
+
"<extra_id_7>",
|
| 11 |
+
"<extra_id_8>",
|
| 12 |
+
"<extra_id_9>",
|
| 13 |
+
"<extra_id_10>",
|
| 14 |
+
"<extra_id_11>",
|
| 15 |
+
"<extra_id_12>",
|
| 16 |
+
"<extra_id_13>",
|
| 17 |
+
"<extra_id_14>",
|
| 18 |
+
"<extra_id_15>",
|
| 19 |
+
"<extra_id_16>",
|
| 20 |
+
"<extra_id_17>",
|
| 21 |
+
"<extra_id_18>",
|
| 22 |
+
"<extra_id_19>",
|
| 23 |
+
"<extra_id_20>",
|
| 24 |
+
"<extra_id_21>",
|
| 25 |
+
"<extra_id_22>",
|
| 26 |
+
"<extra_id_23>",
|
| 27 |
+
"<extra_id_24>",
|
| 28 |
+
"<extra_id_25>",
|
| 29 |
+
"<extra_id_26>",
|
| 30 |
+
"<extra_id_27>",
|
| 31 |
+
"<extra_id_28>",
|
| 32 |
+
"<extra_id_29>",
|
| 33 |
+
"<extra_id_30>",
|
| 34 |
+
"<extra_id_31>",
|
| 35 |
+
"<extra_id_32>",
|
| 36 |
+
"<extra_id_33>",
|
| 37 |
+
"<extra_id_34>",
|
| 38 |
+
"<extra_id_35>",
|
| 39 |
+
"<extra_id_36>",
|
| 40 |
+
"<extra_id_37>",
|
| 41 |
+
"<extra_id_38>",
|
| 42 |
+
"<extra_id_39>",
|
| 43 |
+
"<extra_id_40>",
|
| 44 |
+
"<extra_id_41>",
|
| 45 |
+
"<extra_id_42>",
|
| 46 |
+
"<extra_id_43>",
|
| 47 |
+
"<extra_id_44>",
|
| 48 |
+
"<extra_id_45>",
|
| 49 |
+
"<extra_id_46>",
|
| 50 |
+
"<extra_id_47>",
|
| 51 |
+
"<extra_id_48>",
|
| 52 |
+
"<extra_id_49>",
|
| 53 |
+
"<extra_id_50>",
|
| 54 |
+
"<extra_id_51>",
|
| 55 |
+
"<extra_id_52>",
|
| 56 |
+
"<extra_id_53>",
|
| 57 |
+
"<extra_id_54>",
|
| 58 |
+
"<extra_id_55>",
|
| 59 |
+
"<extra_id_56>",
|
| 60 |
+
"<extra_id_57>",
|
| 61 |
+
"<extra_id_58>",
|
| 62 |
+
"<extra_id_59>",
|
| 63 |
+
"<extra_id_60>",
|
| 64 |
+
"<extra_id_61>",
|
| 65 |
+
"<extra_id_62>",
|
| 66 |
+
"<extra_id_63>",
|
| 67 |
+
"<extra_id_64>",
|
| 68 |
+
"<extra_id_65>",
|
| 69 |
+
"<extra_id_66>",
|
| 70 |
+
"<extra_id_67>",
|
| 71 |
+
"<extra_id_68>",
|
| 72 |
+
"<extra_id_69>",
|
| 73 |
+
"<extra_id_70>",
|
| 74 |
+
"<extra_id_71>",
|
| 75 |
+
"<extra_id_72>",
|
| 76 |
+
"<extra_id_73>",
|
| 77 |
+
"<extra_id_74>",
|
| 78 |
+
"<extra_id_75>",
|
| 79 |
+
"<extra_id_76>",
|
| 80 |
+
"<extra_id_77>",
|
| 81 |
+
"<extra_id_78>",
|
| 82 |
+
"<extra_id_79>",
|
| 83 |
+
"<extra_id_80>",
|
| 84 |
+
"<extra_id_81>",
|
| 85 |
+
"<extra_id_82>",
|
| 86 |
+
"<extra_id_83>",
|
| 87 |
+
"<extra_id_84>",
|
| 88 |
+
"<extra_id_85>",
|
| 89 |
+
"<extra_id_86>",
|
| 90 |
+
"<extra_id_87>",
|
| 91 |
+
"<extra_id_88>",
|
| 92 |
+
"<extra_id_89>",
|
| 93 |
+
"<extra_id_90>",
|
| 94 |
+
"<extra_id_91>",
|
| 95 |
+
"<extra_id_92>",
|
| 96 |
+
"<extra_id_93>",
|
| 97 |
+
"<extra_id_94>",
|
| 98 |
+
"<extra_id_95>",
|
| 99 |
+
"<extra_id_96>",
|
| 100 |
+
"<extra_id_97>",
|
| 101 |
+
"<extra_id_98>",
|
| 102 |
+
"<extra_id_99>"
|
| 103 |
+
],
|
| 104 |
+
"eos_token": {
|
| 105 |
+
"content": "</s>",
|
| 106 |
+
"lstrip": false,
|
| 107 |
+
"normalized": false,
|
| 108 |
+
"rstrip": false,
|
| 109 |
+
"single_word": false
|
| 110 |
+
},
|
| 111 |
+
"pad_token": {
|
| 112 |
+
"content": "<pad>",
|
| 113 |
+
"lstrip": false,
|
| 114 |
+
"normalized": false,
|
| 115 |
+
"rstrip": false,
|
| 116 |
+
"single_word": false
|
| 117 |
+
},
|
| 118 |
+
"unk_token": {
|
| 119 |
+
"content": "<unk>",
|
| 120 |
+
"lstrip": false,
|
| 121 |
+
"normalized": false,
|
| 122 |
+
"rstrip": false,
|
| 123 |
+
"single_word": false
|
| 124 |
+
}
|
| 125 |
+
}
|
t5-v1_1-xxl/spiece.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d60acb128cf7b7f2536e8f38a5b18a05535c9e14c7a355904270e15b0945ea86
|
| 3 |
+
size 791656
|
t5-v1_1-xxl/tokenizer_config.json
ADDED
|
@@ -0,0 +1,940 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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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|
|
|
|
|
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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 |
+
"add_prefix_space": true,
|
| 3 |
+
"added_tokens_decoder": {
|
| 4 |
+
"0": {
|
| 5 |
+
"content": "<pad>",
|
| 6 |
+
"lstrip": false,
|
| 7 |
+
"normalized": false,
|
| 8 |
+
"rstrip": false,
|
| 9 |
+
"single_word": false,
|
| 10 |
+
"special": true
|
| 11 |
+
},
|
| 12 |
+
"1": {
|
| 13 |
+
"content": "</s>",
|
| 14 |
+
"lstrip": false,
|
| 15 |
+
"normalized": false,
|
| 16 |
+
"rstrip": false,
|
| 17 |
+
"single_word": false,
|
| 18 |
+
"special": true
|
| 19 |
+
},
|
| 20 |
+
"2": {
|
| 21 |
+
"content": "<unk>",
|
| 22 |
+
"lstrip": false,
|
| 23 |
+
"normalized": false,
|
| 24 |
+
"rstrip": false,
|
| 25 |
+
"single_word": false,
|
| 26 |
+
"special": true
|
| 27 |
+
},
|
| 28 |
+
"32000": {
|
| 29 |
+
"content": "<extra_id_99>",
|
| 30 |
+
"lstrip": true,
|
| 31 |
+
"normalized": false,
|
| 32 |
+
"rstrip": true,
|
| 33 |
+
"single_word": false,
|
| 34 |
+
"special": true
|
| 35 |
+
},
|
| 36 |
+
"32001": {
|
| 37 |
+
"content": "<extra_id_98>",
|
| 38 |
+
"lstrip": true,
|
| 39 |
+
"normalized": false,
|
| 40 |
+
"rstrip": true,
|
| 41 |
+
"single_word": false,
|
| 42 |
+
"special": true
|
| 43 |
+
},
|
| 44 |
+
"32002": {
|
| 45 |
+
"content": "<extra_id_97>",
|
| 46 |
+
"lstrip": true,
|
| 47 |
+
"normalized": false,
|
| 48 |
+
"rstrip": true,
|
| 49 |
+
"single_word": false,
|
| 50 |
+
"special": true
|
| 51 |
+
},
|
| 52 |
+
"32003": {
|
| 53 |
+
"content": "<extra_id_96>",
|
| 54 |
+
"lstrip": true,
|
| 55 |
+
"normalized": false,
|
| 56 |
+
"rstrip": true,
|
| 57 |
+
"single_word": false,
|
| 58 |
+
"special": true
|
| 59 |
+
},
|
| 60 |
+
"32004": {
|
| 61 |
+
"content": "<extra_id_95>",
|
| 62 |
+
"lstrip": true,
|
| 63 |
+
"normalized": false,
|
| 64 |
+
"rstrip": true,
|
| 65 |
+
"single_word": false,
|
| 66 |
+
"special": true
|
| 67 |
+
},
|
| 68 |
+
"32005": {
|
| 69 |
+
"content": "<extra_id_94>",
|
| 70 |
+
"lstrip": true,
|
| 71 |
+
"normalized": false,
|
| 72 |
+
"rstrip": true,
|
| 73 |
+
"single_word": false,
|
| 74 |
+
"special": true
|
| 75 |
+
},
|
| 76 |
+
"32006": {
|
| 77 |
+
"content": "<extra_id_93>",
|
| 78 |
+
"lstrip": true,
|
| 79 |
+
"normalized": false,
|
| 80 |
+
"rstrip": true,
|
| 81 |
+
"single_word": false,
|
| 82 |
+
"special": true
|
| 83 |
+
},
|
| 84 |
+
"32007": {
|
| 85 |
+
"content": "<extra_id_92>",
|
| 86 |
+
"lstrip": true,
|
| 87 |
+
"normalized": false,
|
| 88 |
+
"rstrip": true,
|
| 89 |
+
"single_word": false,
|
| 90 |
+
"special": true
|
| 91 |
+
},
|
| 92 |
+
"32008": {
|
| 93 |
+
"content": "<extra_id_91>",
|
| 94 |
+
"lstrip": true,
|
| 95 |
+
"normalized": false,
|
| 96 |
+
"rstrip": true,
|
| 97 |
+
"single_word": false,
|
| 98 |
+
"special": true
|
| 99 |
+
},
|
| 100 |
+
"32009": {
|
| 101 |
+
"content": "<extra_id_90>",
|
| 102 |
+
"lstrip": true,
|
| 103 |
+
"normalized": false,
|
| 104 |
+
"rstrip": true,
|
| 105 |
+
"single_word": false,
|
| 106 |
+
"special": true
|
| 107 |
+
},
|
| 108 |
+
"32010": {
|
| 109 |
+
"content": "<extra_id_89>",
|
| 110 |
+
"lstrip": true,
|
| 111 |
+
"normalized": false,
|
| 112 |
+
"rstrip": true,
|
| 113 |
+
"single_word": false,
|
| 114 |
+
"special": true
|
| 115 |
+
},
|
| 116 |
+
"32011": {
|
| 117 |
+
"content": "<extra_id_88>",
|
| 118 |
+
"lstrip": true,
|
| 119 |
+
"normalized": false,
|
| 120 |
+
"rstrip": true,
|
| 121 |
+
"single_word": false,
|
| 122 |
+
"special": true
|
| 123 |
+
},
|
| 124 |
+
"32012": {
|
| 125 |
+
"content": "<extra_id_87>",
|
| 126 |
+
"lstrip": true,
|
| 127 |
+
"normalized": false,
|
| 128 |
+
"rstrip": true,
|
| 129 |
+
"single_word": false,
|
| 130 |
+
"special": true
|
| 131 |
+
},
|
| 132 |
+
"32013": {
|
| 133 |
+
"content": "<extra_id_86>",
|
| 134 |
+
"lstrip": true,
|
| 135 |
+
"normalized": false,
|
| 136 |
+
"rstrip": true,
|
| 137 |
+
"single_word": false,
|
| 138 |
+
"special": true
|
| 139 |
+
},
|
| 140 |
+
"32014": {
|
| 141 |
+
"content": "<extra_id_85>",
|
| 142 |
+
"lstrip": true,
|
| 143 |
+
"normalized": false,
|
| 144 |
+
"rstrip": true,
|
| 145 |
+
"single_word": false,
|
| 146 |
+
"special": true
|
| 147 |
+
},
|
| 148 |
+
"32015": {
|
| 149 |
+
"content": "<extra_id_84>",
|
| 150 |
+
"lstrip": true,
|
| 151 |
+
"normalized": false,
|
| 152 |
+
"rstrip": true,
|
| 153 |
+
"single_word": false,
|
| 154 |
+
"special": true
|
| 155 |
+
},
|
| 156 |
+
"32016": {
|
| 157 |
+
"content": "<extra_id_83>",
|
| 158 |
+
"lstrip": true,
|
| 159 |
+
"normalized": false,
|
| 160 |
+
"rstrip": true,
|
| 161 |
+
"single_word": false,
|
| 162 |
+
"special": true
|
| 163 |
+
},
|
| 164 |
+
"32017": {
|
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wav2vec/wav2vec2-base-960h/.gitattributes
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wav2vec/wav2vec2-base-960h/README.md
ADDED
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|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
datasets:
|
| 4 |
+
- librispeech_asr
|
| 5 |
+
tags:
|
| 6 |
+
- audio
|
| 7 |
+
- automatic-speech-recognition
|
| 8 |
+
- hf-asr-leaderboard
|
| 9 |
+
license: apache-2.0
|
| 10 |
+
widget:
|
| 11 |
+
- example_title: Librispeech sample 1
|
| 12 |
+
src: https://cdn-media.huggingface.co/speech_samples/sample1.flac
|
| 13 |
+
- example_title: Librispeech sample 2
|
| 14 |
+
src: https://cdn-media.huggingface.co/speech_samples/sample2.flac
|
| 15 |
+
model-index:
|
| 16 |
+
- name: wav2vec2-base-960h
|
| 17 |
+
results:
|
| 18 |
+
- task:
|
| 19 |
+
name: Automatic Speech Recognition
|
| 20 |
+
type: automatic-speech-recognition
|
| 21 |
+
dataset:
|
| 22 |
+
name: LibriSpeech (clean)
|
| 23 |
+
type: librispeech_asr
|
| 24 |
+
config: clean
|
| 25 |
+
split: test
|
| 26 |
+
args:
|
| 27 |
+
language: en
|
| 28 |
+
metrics:
|
| 29 |
+
- name: Test WER
|
| 30 |
+
type: wer
|
| 31 |
+
value: 3.4
|
| 32 |
+
- task:
|
| 33 |
+
name: Automatic Speech Recognition
|
| 34 |
+
type: automatic-speech-recognition
|
| 35 |
+
dataset:
|
| 36 |
+
name: LibriSpeech (other)
|
| 37 |
+
type: librispeech_asr
|
| 38 |
+
config: other
|
| 39 |
+
split: test
|
| 40 |
+
args:
|
| 41 |
+
language: en
|
| 42 |
+
metrics:
|
| 43 |
+
- name: Test WER
|
| 44 |
+
type: wer
|
| 45 |
+
value: 8.6
|
| 46 |
+
---
|
| 47 |
+
|
| 48 |
+
# Wav2Vec2-Base-960h
|
| 49 |
+
|
| 50 |
+
[Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/)
|
| 51 |
+
|
| 52 |
+
The base model pretrained and fine-tuned on 960 hours of Librispeech on 16kHz sampled speech audio. When using the model
|
| 53 |
+
make sure that your speech input is also sampled at 16Khz.
|
| 54 |
+
|
| 55 |
+
[Paper](https://arxiv.org/abs/2006.11477)
|
| 56 |
+
|
| 57 |
+
Authors: Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, Michael Auli
|
| 58 |
+
|
| 59 |
+
**Abstract**
|
| 60 |
+
|
| 61 |
+
We show for the first time that learning powerful representations from speech audio alone followed by fine-tuning on transcribed speech can outperform the best semi-supervised methods while being conceptually simpler. wav2vec 2.0 masks the speech input in the latent space and solves a contrastive task defined over a quantization of the latent representations which are jointly learned. Experiments using all labeled data of Librispeech achieve 1.8/3.3 WER on the clean/other test sets. When lowering the amount of labeled data to one hour, wav2vec 2.0 outperforms the previous state of the art on the 100 hour subset while using 100 times less labeled data. Using just ten minutes of labeled data and pre-training on 53k hours of unlabeled data still achieves 4.8/8.2 WER. This demonstrates the feasibility of speech recognition with limited amounts of labeled data.
|
| 62 |
+
|
| 63 |
+
The original model can be found under https://github.com/pytorch/fairseq/tree/master/examples/wav2vec#wav2vec-20.
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
# Usage
|
| 67 |
+
|
| 68 |
+
To transcribe audio files the model can be used as a standalone acoustic model as follows:
|
| 69 |
+
|
| 70 |
+
```python
|
| 71 |
+
from transformers import Wav2Vec2Processor, Wav2Vec2ForCTC
|
| 72 |
+
from datasets import load_dataset
|
| 73 |
+
import torch
|
| 74 |
+
|
| 75 |
+
# load model and tokenizer
|
| 76 |
+
processor = Wav2Vec2Processor.from_pretrained("facebook/wav2vec2-base-960h")
|
| 77 |
+
model = Wav2Vec2ForCTC.from_pretrained("facebook/wav2vec2-base-960h")
|
| 78 |
+
|
| 79 |
+
# load dummy dataset and read soundfiles
|
| 80 |
+
ds = load_dataset("patrickvonplaten/librispeech_asr_dummy", "clean", split="validation")
|
| 81 |
+
|
| 82 |
+
# tokenize
|
| 83 |
+
input_values = processor(ds[0]["audio"]["array"], return_tensors="pt", padding="longest").input_values # Batch size 1
|
| 84 |
+
|
| 85 |
+
# retrieve logits
|
| 86 |
+
logits = model(input_values).logits
|
| 87 |
+
|
| 88 |
+
# take argmax and decode
|
| 89 |
+
predicted_ids = torch.argmax(logits, dim=-1)
|
| 90 |
+
transcription = processor.batch_decode(predicted_ids)
|
| 91 |
+
```
|
| 92 |
+
|
| 93 |
+
## Evaluation
|
| 94 |
+
|
| 95 |
+
This code snippet shows how to evaluate **facebook/wav2vec2-base-960h** on LibriSpeech's "clean" and "other" test data.
|
| 96 |
+
|
| 97 |
+
```python
|
| 98 |
+
from datasets import load_dataset
|
| 99 |
+
from transformers import Wav2Vec2ForCTC, Wav2Vec2Processor
|
| 100 |
+
import torch
|
| 101 |
+
from jiwer import wer
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
librispeech_eval = load_dataset("librispeech_asr", "clean", split="test")
|
| 105 |
+
|
| 106 |
+
model = Wav2Vec2ForCTC.from_pretrained("facebook/wav2vec2-base-960h").to("cuda")
|
| 107 |
+
processor = Wav2Vec2Processor.from_pretrained("facebook/wav2vec2-base-960h")
|
| 108 |
+
|
| 109 |
+
def map_to_pred(batch):
|
| 110 |
+
input_values = processor(batch["audio"]["array"], return_tensors="pt", padding="longest").input_values
|
| 111 |
+
with torch.no_grad():
|
| 112 |
+
logits = model(input_values.to("cuda")).logits
|
| 113 |
+
|
| 114 |
+
predicted_ids = torch.argmax(logits, dim=-1)
|
| 115 |
+
transcription = processor.batch_decode(predicted_ids)
|
| 116 |
+
batch["transcription"] = transcription
|
| 117 |
+
return batch
|
| 118 |
+
|
| 119 |
+
result = librispeech_eval.map(map_to_pred, batched=True, batch_size=1, remove_columns=["audio"])
|
| 120 |
+
|
| 121 |
+
print("WER:", wer(result["text"], result["transcription"]))
|
| 122 |
+
```
|
| 123 |
+
|
| 124 |
+
*Result (WER)*:
|
| 125 |
+
|
| 126 |
+
| "clean" | "other" |
|
| 127 |
+
|---|---|
|
| 128 |
+
| 3.4 | 8.6 |
|
wav2vec/wav2vec2-base-960h/config.json
ADDED
|
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "facebook/wav2vec2-base-960h",
|
| 3 |
+
"activation_dropout": 0.1,
|
| 4 |
+
"apply_spec_augment": true,
|
| 5 |
+
"architectures": [
|
| 6 |
+
"Wav2Vec2ForCTC"
|
| 7 |
+
],
|
| 8 |
+
"attention_dropout": 0.1,
|
| 9 |
+
"bos_token_id": 1,
|
| 10 |
+
"codevector_dim": 256,
|
| 11 |
+
"contrastive_logits_temperature": 0.1,
|
| 12 |
+
"conv_bias": false,
|
| 13 |
+
"conv_dim": [
|
| 14 |
+
512,
|
| 15 |
+
512,
|
| 16 |
+
512,
|
| 17 |
+
512,
|
| 18 |
+
512,
|
| 19 |
+
512,
|
| 20 |
+
512
|
| 21 |
+
],
|
| 22 |
+
"conv_kernel": [
|
| 23 |
+
10,
|
| 24 |
+
3,
|
| 25 |
+
3,
|
| 26 |
+
3,
|
| 27 |
+
3,
|
| 28 |
+
2,
|
| 29 |
+
2
|
| 30 |
+
],
|
| 31 |
+
"conv_stride": [
|
| 32 |
+
5,
|
| 33 |
+
2,
|
| 34 |
+
2,
|
| 35 |
+
2,
|
| 36 |
+
2,
|
| 37 |
+
2,
|
| 38 |
+
2
|
| 39 |
+
],
|
| 40 |
+
"ctc_loss_reduction": "sum",
|
| 41 |
+
"ctc_zero_infinity": false,
|
| 42 |
+
"diversity_loss_weight": 0.1,
|
| 43 |
+
"do_stable_layer_norm": false,
|
| 44 |
+
"eos_token_id": 2,
|
| 45 |
+
"feat_extract_activation": "gelu",
|
| 46 |
+
"feat_extract_dropout": 0.0,
|
| 47 |
+
"feat_extract_norm": "group",
|
| 48 |
+
"feat_proj_dropout": 0.1,
|
| 49 |
+
"feat_quantizer_dropout": 0.0,
|
| 50 |
+
"final_dropout": 0.1,
|
| 51 |
+
"gradient_checkpointing": false,
|
| 52 |
+
"hidden_act": "gelu",
|
| 53 |
+
"hidden_dropout": 0.1,
|
| 54 |
+
"hidden_dropout_prob": 0.1,
|
| 55 |
+
"hidden_size": 768,
|
| 56 |
+
"initializer_range": 0.02,
|
| 57 |
+
"intermediate_size": 3072,
|
| 58 |
+
"layer_norm_eps": 1e-05,
|
| 59 |
+
"layerdrop": 0.1,
|
| 60 |
+
"mask_feature_length": 10,
|
| 61 |
+
"mask_feature_prob": 0.0,
|
| 62 |
+
"mask_time_length": 10,
|
| 63 |
+
"mask_time_prob": 0.05,
|
| 64 |
+
"model_type": "wav2vec2",
|
| 65 |
+
"num_attention_heads": 12,
|
| 66 |
+
"num_codevector_groups": 2,
|
| 67 |
+
"num_codevectors_per_group": 320,
|
| 68 |
+
"num_conv_pos_embedding_groups": 16,
|
| 69 |
+
"num_conv_pos_embeddings": 128,
|
| 70 |
+
"num_feat_extract_layers": 7,
|
| 71 |
+
"num_hidden_layers": 12,
|
| 72 |
+
"num_negatives": 100,
|
| 73 |
+
"pad_token_id": 0,
|
| 74 |
+
"proj_codevector_dim": 256,
|
| 75 |
+
"transformers_version": "4.7.0.dev0",
|
| 76 |
+
"vocab_size": 32
|
| 77 |
+
}
|
wav2vec/wav2vec2-base-960h/feature_extractor_config.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_dim": 1,
|
| 4 |
+
"padding_side": "right",
|
| 5 |
+
"padding_value": 0.0,
|
| 6 |
+
"return_attention_mask": false,
|
| 7 |
+
"sampling_rate": 16000
|
| 8 |
+
}
|
wav2vec/wav2vec2-base-960h/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8aa76ab2243c81747a1f832954586bc566090c83a0ac167df6f31f0fa917d74a
|
| 3 |
+
size 377607901
|
wav2vec/wav2vec2-base-960h/preprocessor_config.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_size": 1,
|
| 4 |
+
"padding_side": "right",
|
| 5 |
+
"padding_value": 0.0,
|
| 6 |
+
"return_attention_mask": false,
|
| 7 |
+
"sampling_rate": 16000
|
| 8 |
+
}
|
wav2vec/wav2vec2-base-960h/special_tokens_map.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "pad_token": "<pad>"}
|
wav2vec/wav2vec2-base-960h/tokenizer_config.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "pad_token": "<pad>", "do_lower_case": false, "return_attention_mask": false, "do_normalize": true}
|
wav2vec/wav2vec2-base-960h/vocab.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"<pad>": 0, "<s>": 1, "</s>": 2, "<unk>": 3, "|": 4, "E": 5, "T": 6, "A": 7, "O": 8, "N": 9, "I": 10, "H": 11, "S": 12, "R": 13, "D": 14, "L": 15, "U": 16, "M": 17, "W": 18, "C": 19, "F": 20, "G": 21, "Y": 22, "P": 23, "B": 24, "V": 25, "K": 26, "'": 27, "X": 28, "J": 29, "Q": 30, "Z": 31}
|