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# Prosody Prediction with CSMSC and AISHELL-3
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## Get Started
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### Data Preprocessing
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```bash
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./run.sh --stage 0 --stop-stage 0
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```
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### Model Training
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```bash
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./run.sh --stage 1 --stop-stage 1
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```
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### Testing
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```bash
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./run.sh --stage 2 --stop-stage 2
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```
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### Prosody Prediction
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```bash
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./run.sh --stage 3 --stop-stage 3
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```
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## Pretrained Model
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The pretrained model can be downloaded here:
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[ernie-1.0_aishellcsmsc_ckpt_1.3.0.zip](https://paddlespeech.bj.bcebos.com/Parakeet/released_models/rhy_predict/ernie-1.0_aishellcsmsc_ckpt_1.3.0.zip)
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And you should put it into `exp/${YOUREXP}/checkpoints` folder.
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## Rhythm mapping
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Four punctuation marks are used to denote the rhythm marks respectively:
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|ryh_token|csmsc|aishll3|
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|:---: |:---: |:---: |
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|%|#1|%|
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|`|#2||
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|~|#3||
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|$|#4|$|
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## Prediction Results
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| | #1 | #2 | #3 | #4 |
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|:-----:|:-----:|:-----:|:-----:|:-----:|
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|Precision |0.90 |0.66 |0.91 |0.90|
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|Recall |0.92 |0.62 |0.83 |0.85|
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|F1 |0.91 |0.64 |0.87 |0.87|
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