| ### Changes |
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| #### v1.0.2 |
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| * Added multi GPU validation (earlier validation was performed on single GPU) |
| * `training.batch_size` in config now must be set for single GPU (if you use multiple GPUs it will be automatically multiplied by number of GPUs) |
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| #### v1.0.3 |
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| * Added "spawn" fix for multiprocessing |
| * Function `get_model_from_config` now takes path of config as input. |
| * On latest version of pytorch some problems with torch.backends.cudnn.benchmark = True - big slow down. Fixed version 2.0.1 in requirements.txt |
| * `--valid_path` parameter for train.py now can accept several validation folders instead of one. Added warning if validation folder is empty. |
| * Small fix for AMP usage in Demucs models taken from config |
| * Support for Demucs3 mmi model was added |
| * GPU memory consumption was reduced during inference and validation. |
| * Some changes to repair click problems on the edges of segment. |
| * Added support to train on FLAC files. Some more error checks added. |
| * viperx's Roformer weights and configs added |
| * `--extract_instrumental` argument added to inference.py |