add check for empty dict (or None) in recursive_change_key_to_float, as for some reason this was failing. In this case, return an empty dict.

add automatic cacheing of various functions, and a cache_test() routine to test the runtimes with and without caching

doesn't work for slurm yet, but small steps

also fixed a bug in keys_to_floats()

I've added a new grid_option, num_processes, which is the number of processes launched by Python's multiprocessing. num_cores is used to set this:

if > 0 use the number specified (as previously, so backwards compatibility is fine)
if == 0 use the number of logical cores
if == -1 use the number of physical cores

Try running it with a command like:

---
rm -rf /tmp/slurm ; nice python3.9 ./src/python/ensemble.py dists=Moe binaries=False r=100 verbosity=1 max_evolution_time=10 slurm_dir=/tmp/slurm slurm_partition=debug slurm_memory=100MB monte_carlo_kicks=0 save_ensemble_chunks=False num_cores=-1 slurm=1 slurm_njobs=2 num_cores=2
---

You will want to change num_cores and slurm_njobs to suit. Each Slurm job gets num_processes cores allocated to it.

Note: you should set your slurm directory to be empty. This isn't really required, but makes debugging a lot easier.

You also have to set the slurm_partition by hand - this is something you need to find out based on your cluster. In the above example I use "debug" because this is the default.

There are quite a few changes internally, particularly new functions to load, save and merge Population objects and their data (mostly) correctly, and updates to the dict merging functions that this required.

please report bugs because there will be many!

Fixing tests that failed. Added a function to filter dicts based on value instead of key. Added M&S data to grid options rather than custom options

own source files