seujung commented on a change in pull request #13735: update wavenet codes
URL: https://github.com/apache/incubator-mxnet/pull/13735#discussion_r246593915
 
 

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 File path: example/gluon/wavenet/README.md
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+# WaveNet with Gluon
+
+Gluon implementation of [WaveNet: A Generative Model for Raw 
Audio](https://arxiv.org/abs/1609.03499)
+
+![net_structure1](assets/net_struc1.png)
+![net_structure2](assets/net_struc2.png)
+
+## Requirements
+- Python 3.6.1
+- Mxnet 1.2
+- tqdm
+- scipy.io
+
+
+## Usage
+
+- arguments
+  - batch_size : Define batch size (defualt=64)
+  - epoches : Define total epoches (default=1000)
+  - mu : Define mu (default=128)
+  - n_residue : Define number of residue (default=24)
+  - dilation_depth : Define dilation depth (default=10)
+  - use_gpu : Use GPU  (default=True)
+  - generation : generate wav file for model (default=True)
+
+###### default setting
+```
+python main.py
+``` 
+or
+
+###### manual setting
+```
+python main.py --batch_size=32 --epoches=100 ...
+```
+## Train progress
+###### 0 epoch
+![epoch0](assets/progress_epoch0.png)
+
+###### 200 epoch
+![epoch200](assets/progress_epoch200.png)
+
+###### 400 epoch
+![epoch400](assets/progress_epoches400.png)
+
+
+## Results
+![perf_loss](assets/loss.png)
+
+## Reference
+- https://deepmind.com/blog/wavenet-generative-model-raw-audio/
 
 Review comment:
   Corrected by applying the comment

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