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  ## Hyperparameters
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- This model was trained with the following hparams with 2 RTX A4000:
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  ```
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  torchrun --standalone --nnodes=1 --nproc-per-node=2 ../train_w2v2_bert.py \
 
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  ## Hyperparameters
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+ This model was trained with the following hparams using 2 RTX A4000:
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  ```
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  torchrun --standalone --nnodes=1 --nproc-per-node=2 ../train_w2v2_bert.py \