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slow validation process about nemo HOT 2 CLOSED

ARman-AT avatar ARman-AT commented on July 23, 2024
slow validation process

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Comments (2)

ARman-AT avatar ARman-AT commented on July 23, 2024 1

Your lr is very high, start with 3e-4 for finetuning. Model might have exploded to NaNs. Could you swicth to fastconformer architecture instead of Conformer? FastConformer is quick to train. start with fp32 then move to precision 16 once your training setup is fine and you see curves are normal.

Fastconformer configs: https://github.com/NVIDIA/NeMo/tree/main/examples/asr/conf/fastconformer

thanks for replying. i actually changed the precision from 16 to 32 and it solved my problem.

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nithinraok avatar nithinraok commented on July 23, 2024

Your lr is very high, start with 3e-4 for finetuning. Model might have exploded to NaNs. Could you swicth to fastconformer architecture instead of Conformer? FastConformer is quick to train. start with fp32 then move to precision 16 once your training setup is fine and you see curves are normal.

Fastconformer configs: https://github.com/NVIDIA/NeMo/tree/main/examples/asr/conf/fastconformer

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