?????? KNUAI ?? ??????. ?? 1. ?????(/data/train)? ???? ???? ??? ? ????? - ?? ???? ?? ?? ???? ??? ???? ??? ???, ?? ???? patch ??(e.g. 512x512 -> ?? ?? 64x64)?? ????? ???. - ??? patch ?? ??? ?? ???? random?? patch extraction? ?? ?? ??? ?? ???. - ??? ?? ?? ??? ? ??? ??? ?? ?? ???? ??? ??? ???? ???... 2. ??? ??? ??? ? ?? ?? /data/model ??????(1? ??? ???) 3. pre-trained ? weight file? ??? ? ??? ?? ??? upload ?????? - ?? ???? /data/model ?? ?? ??? ???? 4. inference.py? train.py ??? *.py? ??? ? ????? ?????.
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knu ai knuai
?????. ?????? ??????. 1. ?????(/data/train)? ???? ???? ??? ? ????? ??? ??? ?? ??? ?? ??? ??? ???? ????. ???? ??? ? ?? ????? ???? ?? ??? ?? ??? ? ? ??? ?? ????? ???? ?? ??? ?? ???? ???? ?????. ??? ???????? ? task?? ??? ??? ??? /data/model ? ????? ? ? ???. 3. pre-trained ? weight file? ??? ? ??? ?? ??? upload ?????? pre-train ? ?? ???? ? ? ????? training data set? ?? ???? ?? ??? docker image upload ?? ???? ???? ??? ?????. ?? ?? ???? docker image upload ?? ????? docker image build ? weight file? ?? ?? build??? ??? ?? ? ???. (? ?? /data/model ? ?? build??? ????. /data/model? docker container ????? mount point?? ??? build? ??? ??? ??? docker container? ??? ? ??? ???? ?? volume?? mount?? access? ? ?? ???.) 4. inference.py? train.py ??? *.py? ??? ? ????? ????? train.sh ? inference.sh ??, docker container ? ?? ? ? entry point ??? ?? shell script file???. ? ??? shell script? train code? inference code? ???? ??? ?? ??? ?? ???? ?? ????. ?????.
1. ??? ??? ????? ????. ???? ??? ???? ?? ???? ?? ??? ????? ???. ( ??? ?? ??? ??? ?? ?????. ) 2. data / model ? ?? ?? ?? ??? ??? ??? ????? ??? (? ? ?? ?? ) ??? ?? ?? ??? ????. ??? ?? task? ???? ?? data/ model ? ???? ??? task? ????? ????? ?? task? ???? ????. 3. Pre-trained??? ?? ?? PC?? PC??? ??? ??? ???? ?? ??? ???? ???. ?? Code??? ??? Docker? ??? ??? ?? ???? Docker ? VM ?? ???? ??? ?? ??? ??? ? ?? ??? ????. ??? ??? ?? ??? ????? ?? class.py , utils.py ?? ??? ?? ?? pre-trainedmodel.h5 ?? ??? ?? ?? ?? docker???? ???? ??? DATA? ?? ?? ??? /data/ train or test?? ???? ??? ??? ?? ?? ?????.
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