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dask/distributed#1704 (comment)
https://stackoverflow.com/a/49305034
https://discourse.jupyter.org/t/jupyter-notebook-zmq-message-arrived-on-closed-channel-error/17869/7
jupyter notebook --NotebookApp.iopub_data_rate_limit=1.0e10
jupyter notebook --NotebookApp.iopub_msg_rate_limit=1.0e10
tornado6.1, jupyter-client==7.3.2
참고.
torch.cuda.is_available()
torch.cuda.device_count()
torch.cuda.current_device()
jupyter nbextension enable --py widgetsnbextension
https://stackoverflow.com/a/68396781
Difference between src_mask and src_key_padding_mask
src_mask [Tx, Tx] = [S, S] ...
tgt_mask [Ty, Ty] = [T, T] ...
memory_mask [Ty, Tx] = [T, S] ...
src_key_padding_mask [B, Tx] = [N, S] ...
tgt_key_padding_mask [B, Ty] = [N, t] ...
memory_key_padding_mask [B, Tx] = [N, S] ...
대충 정리하면 _mask는 attention layer관련 cheating 방지 right shift or left shift 마스크가 맞고
_padding_mask는 loss, optimize 관련 패딩 -> ignore_pad 와 비슷한 개념
... 더있음
https://stackoverflow.com/a/45319156
lsmod | grep nvidia
sudo rmmod nvidia_drm
sudo rmmod nvidia_modeset
sudo rmmod nvidia_uvm
sudo rmmod nvidia
Troubleshooting
sudo lsof /dev/nvidia*
토치 모델 파라미터 개수
def count_parameters(model):
n_parameters = sum(p.numel() for p in model.parameters() if p.requires_grad)
print(f'{n_parameters:,}')
BPE 토크나이저(바이트레벨) 디코드
from tokenizers.decoders import ByteLevel
decoder = ByteLevel()
decoder.decode([ 'ĠÑģлово' ])
transformers verbose(huggingface/transformers#14285 (comment))
transformers.logging.set_verbosity_error()
.quantile()
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