Model Capacity Management¶
NSML is a platform for use with other hacker tone participants.Excessive use of capacity for model storage can result in a situation that can harm other participants.
Please keep track of the total model capacity by continuously deleting models that you have attempted to submit or that are no longer needed.If you keep the model capacity too large, we will inform you in advance that there may be disadvantages to use. We will regularly monitor and recommend to organize it.
Step 1. List the model to delete¶
nsml model ls SESSION_NAME
The size of each model can be found in the Size column on the right.
$ nsml model ls nsmlteam/mnist/4 Checkpoint Last Modified Elapsed Summary Size ------------ --------------- --------- -------------------------------- --------- 0 32 minutes ago 3.785 epoch=0, loss=7.015200052175436 366.74 MB 1 31 minutes ago 25.032 epoch=1, loss=6.762363957929182 366.74 MB 2 31 minutes ago 24.942 epoch=2, loss=6.377185855899845 366.74 MB 3 30 minutes ago 25.053 epoch=3, loss=5.742813685992816 366.74 MB 4 30 minutes ago 24.971 epoch=4, loss=4.847646936640009 366.74 MB 11 29 minutes ago 25.032 epoch=1, loss=6.762363957929182 366.74 MB 21 29 minutes ago 24.942 epoch=2, loss=6.377185855899845 366.74 MB 31 28 minutes ago 25.053 epoch=3, loss=5.742813685992816 366.74 MB 41 28 minutes ago 24.971 epoch=4, loss=4.847646936640009 366.74 MB
Step 2. Delete model¶
nsml model rm SESSION_NAME CHECKPOINT
Please delete the model and confirm that it has been deleted as desired.
You can also click the Settings button after clicking on your profile picture image in the top right corner of the webpage, then you can easily view and delete the model in the Storage Management tab.
Example:
Delete all models in this session¶$ nsml model rm nsmlteam/mnist/4 "*" $ nsml model ls nsmlteam/mnist/4 Checkpoint Last Modified Elapsed Summary Size ------------ --------------- --------- ------------------------------ ---------Delete 1th to 35th models in session with bash script¶$ for i in `seq 1 35`; do nsml model rm nsmlteam/mnist/$i "*" ; done $ nsml model ls nsmlteam/mnist/35 Checkpoint Last Modified Elapsed Summary Size ------------ --------------- --------- ------------------------------ ---------Delet a single model¶$ nsml model rm nsmlteam/mnist/4 0 $ nsml model ls nsmlteam/mnist/4 Checkpoint Last Modified Elapsed Summary Size ------------ --------------- --------- ------------------------------- --------- 1 31 minutes ago 25.032 epoch=1, loss=6.762363957929182 366.74 MB 2 31 minutes ago 24.942 epoch=2, loss=6.377185855899845 366.74 MB 3 30 minutes ago 25.053 epoch=3, loss=5.742813685992816 366.74 MB 4 30 minutes ago 24.971 epoch=4, loss=4.847646936640009 366.74 MB 11 29 minutes ago 25.032 epoch=1, loss=6.762363957929182 366.74 MB 21 29 minutes ago 24.942 epoch=2, loss=6.377185855899845 366.74 MB 31 28 minutes ago 25.053 epoch=3, loss=5.742813685992816 366.74 MB 41 28 minutes ago 24.971 epoch=4, loss=4.847646936640009 366.74 MB