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Add train/validation/test split #689

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ghost opened this issue Mar 4, 2021 · 1 comment
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Add train/validation/test split #689

ghost opened this issue Mar 4, 2021 · 1 comment
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enhancement New feature or request

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@ghost
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ghost commented Mar 4, 2021

Requested in #47 (comment) . Looking for someone to add a train/validation/test split feature. This is something we can use for the encoder, synthesizer and vocoder.

Here is an example for how it could work, using encoder as an example:

  1. Add new train, dev, and test folders under datasets_root/SV2TTS/encoder. Each of the 3 new folders has identical structure to the what is currently inside datasets_root/SV2TTS/encoder.
  2. Define new hparams called train_split, dev_split and test_split. This is the proportion of the data to be assigned to each category.
  3. Preprocessing randomly assigns speakers to each category and writes the output files to the corresponding folder.
  4. During training, the model is evaluated using speakers from the dev or test sets at predefined intervals.
@ghost
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ghost commented Apr 1, 2021

Closing due to lack of developer interest at this time.
Please comment and reopen if you would like to work on this.

@ghost ghost closed this as completed Apr 1, 2021
This issue was closed.
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