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FROM ubuntu:20.04 | |
RUN apt update && DEBIAN_FRONTEND="noninteractive" apt install -y \ | |
python3 build-essential | |
WORKDIR /root |
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# Save as ~/.mailcap. Then use run-mailcap to: | |
# | |
# - open files by `run-mailcap --action=view <file>`, or | |
# - view them in the terminal by `run-mailcap --action=cat <file>`. | |
# | |
# Useful | |
# | |
# - in mutt by `set mailcap_file ~/.mailcap` | |
# - in less by LESSOPEN="|run-mailcap --action=cat %s", or | |
# - in ranger or lf by making scope.sh run |
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def soft_dice_loss(y_true, y_pred, epsilon=1e-6): | |
''' | |
Soft dice loss calculation for arbitrary batch size, number of classes, and number of spatial dimensions. | |
Assumes the `channels_last` format. | |
# Arguments | |
y_true: b x X x Y( x Z...) x c One hot encoding of ground truth | |
y_pred: b x X x Y( x Z...) x c Network output, must sum to 1 over c channel (such as after softmax) | |
epsilon: Used for numerical stability to avoid divide by zero errors | |
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for line in yourString:gmatch("([^\n]*)\n?") do | |
-- do something | |
end |