Asynchronous Distributed Hyperparameter Optimization.
New commands list
, status
and info
now enable simple monitoring and inspection of experiments. The command list
prints out all the experiments' name so you can easily keep track of what is available in your database. The command status
gives a summary of experiments' status, with number of trials in different status (completed
, reserved
, etc) and best objective found so far. Finally the command info
prints out all details of a given experiment, command line used, search space, algorithm configuration and current statistics.
So far interrupted trials would keep the status reserved
and wouldn't be available for selection
again, so they would be lost somehow. They will now be set to interrupted
and will be available
for resumption. If user's script does not support checkpointing internally, the process will simply be re-executed from scratch.
list
(#208, #216 )status
(#222, #229)info
(#211)ndarray
objects (#224, #236)write
(#220)list
, info
and status
(#226, #228)orion setup
to create a database configuration file #192orion test-db
to test database setup #188working-dir
argument #184pool-size
value to 1 #170--user
#169hunt --worker-trials
argument #127orion.algo.skopt
)