logger.info("Running experiments")
timings = {}
if args.policy or args.all:
print('\n\n')
run_experiment(experiment_details, experiments.PolicyIterationExperiment, 'PI', verbose, timings, \
MAX_STEPS['pi'], NUM_TRIALS['pi'], theta=PI_THETA)
if args.value or args.all:
print('\n\n')
run_experiment(experiment_details, experiments.ValueIterationExperiment, 'VI', verbose, timings, \
MAX_STEPS['vi'], NUM_TRIALS['vi'], theta=VI_THETA)
if args.ql or args.all:
print('\n\n')
run_experiment(experiment_details, experiments.QLearnerExperiment, 'QL', verbose, timings, \
MAX_STEPS['ql'], NUM_TRIALS['ql'], max_episodes=QL_MAX_EPISODES, \
min_sub_thetas=QL_MIN_SUB_THETAS, theta=QL_THETA, epsilon_decays=QL_EPSILON_DECAYS) # NUM_TRIALS = 1000, MAX_STEPS = 30000, MAX_EPISIDES = 30000, QL_MIN_SUB_THETAS=5, QL_THETA = 0.001, QL_EPSILON_DECAYS = [0.00001]
if args.plot:
print('\n\n')
if verbose:
logger.info("----------")
logger.info("Plotting results")
plotting.plot_results(envs)
print('\n\n')
logger.info(timings)
print('\n\n')
run_experiment(experiment_details, experiments.BenchmarkExperiment,
'Benchmark', args.dim, args.skiprerun, verbose,
timings)
if args.ica or args.all:
run_experiment(experiment_details, experiments.ICAExperiment,
'ICA', args.dim, args.skiprerun, verbose, timings)
if args.pca or args.all:
run_experiment(experiment_details, experiments.PCAExperiment,
'PCA', args.dim, args.skiprerun, verbose, timings)
# if args.lda or args.all:
# run_experiment(experiment_details, experiments.LDAExperiment, 'LDA', args.dim, args.skiprerun,
# verbose, timings)
# if args.svd or args.all:
# run_experiment(experiment_details, experiments.SVDExperiment, 'SVD', args.dim, args.skiprerun,
# verbose, timings)
if args.rf or args.all:
run_experiment(experiment_details, experiments.RFExperiment, 'RF',
args.dim, args.skiprerun, verbose, timings)
if args.rp or args.all:
run_experiment(experiment_details, experiments.RPExperiment, 'RP',
args.dim, args.skiprerun, verbose, timings)
logger.info("Timings: {}".format(timings))
if args.plot:
if verbose:
logger.info("----------")
logger.info("Plotting results")
plotting.plot_results()
