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Improve container integration
The containers had some problems when the file system was read-only. In this case, the home directory, which contains the
hpobenchrc file, was not mounted, so the init of the containers failed. To circumvent this problem, we make multiple
changes:
We introduce an option to mount additional folder. This might be helpful when working on a cluster where the home
directory is not available in the computation process.
We also change the configuration file. The container does not read the yaml file anymore. Instead we bind the
cache dir, data dir and socket dir into the container and let the container use them directly. We also remove the
global data directory and use only the data dir from now onwards.
Add the surrogate SVM on MNIST benchmark from the BOHB paper.
ParamNetBenchmark:
Suppress some unuseful warnings and introduce a new param net benchmark that has a reduced search space.
Add Clean Up script:
See the documentation for more information. You can clean all caches and container files by calling: python util/clean_up_scripts.py --clear_all
Improve Information on how to add a new benchmark
Fix an error in PyBnn Benchmark:
We introduce the benchmark version 0.0.4.
In this new version, we prevent infinity values in the nll loss when the predicted variance
is 0. We set the predicted variance before computing the log to max(var, 1e-10)