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Meticulous script

The script takes few more optional arguments:

positional arguments:
directory

Directory with stored experiments

optional arguments:
-h, --help

show this help message and exit

–args {none,truncated,non-default,all}
Display args:
none

don’t display args

truncated

removes all values which stay constant across experiments

non-default

shows arguments that modify default values

all

all arguments

--summary

Show experiment summary

Running the script with --args all --summary produces:

$meticulous experiments/ --args all --summary
                                                                                                  args                                                                                   summary
                                 curexpdir           start_time   status status_message batch_size test_batch_size epochs   lr gamma no_cuda dry_run   seed log_interval save_model val_loss
(, sha)              expid
64decb56b912b1190... 1      experiments/1/  2020-11-30T00:56...  SUCCESS                        64            1000     14  1.0   0.7   False   False      1           10      False   0.4828
                     2      experiments/2/  2020-11-30T00:58...  SUCCESS                        64            1000     14  0.1   0.7   False   False      1           10      False   0.4853
                     3      experiments/3/  2020-11-30T00:58...  SUCCESS                        64            1000     14  1.0   0.7   False   False  98789           10      False   0.3863

Running the script with --args **truncated** --summary removes the args which are common to all experiments and declutters the output:

$meticulous experiments/ --args truncated --summary
                                                                                            args         summary
                                 curexpdir           start_time   status status_message   lr   seed val_loss
(, sha)              expid
64decb56b912b1190... 1      experiments/1/  2020-11-30T00:56...  SUCCESS                 1.0      1   0.4828
                     2      experiments/2/  2020-11-30T00:58...  SUCCESS                 0.1      1   0.4853
                     3      experiments/3/  2020-11-30T00:58...  SUCCESS                 1.0  98789   0.3863