Python find_hyperparameters Examples

Example #1

File: parameter_srch.py Project: Dhruva6/889e-HW2

from rlpy.Tools.hypersearch import find_hyperparameters
best, trials = find_hyperparameters(
    "./experiment.py",
    "./Results/param_srch/",
    max_evals=10, parallelization="joblib",
    trials_per_point=5)
print best

Example #2

File: tune_rbfs.py Project: canondetortugas/rlpy-test

#!/usr/bin/env python
from rlpy.Tools.hypersearch import find_hyperparameters

best, trials = find_hyperparameters("./rbfs.py",
                                    "./RBFs_hypersearch",
                                    max_evals=10, parallelization="joblib",
                                    trials_per_point=5)
print "Best parameters: ", best

Example #3

File: run_parametersearch.py Project: MLDL/rlpy

from rlpy.Tools.hypersearch import find_hyperparameters
best, trials = find_hyperparameters(
    "examples/tutorial/infTrackCartPole_rbfs.py",
    "./Results/Tutorial/InfTrackCartPole/RBFs_hypersearch",
    max_evals=10, parallelization="joblib",
    trials_per_point=5)
print best

Example #4

from __future__ import print_function
from __future__ import unicode_literals
from __future__ import division
from __future__ import absolute_import
from future import standard_library
standard_library.install_aliases()
from rlpy.Tools.hypersearch import find_hyperparameters
best, trials = find_hyperparameters(
    "examples/tutorial/infTrackCartPole_rbfs.py",
    "./Results/Tutorial/InfTrackCartPole/RBFs_hypersearch",
    max_evals=10, parallelization="joblib",
    trials_per_point=5)
print(best)

Example #5

File: tune_1d.py Project: canondetortugas/C.H.U.G.G.

#!/usr/bin/env python
from rlpy.Tools.hypersearch import find_hyperparameters

best, trials = find_hyperparameters("./offline_simulator_1d_learner",
                                    "./RBFs_hypersearch",
                                    max_evals=10, parallelization="joblib",
                                    trials_per_point=5)
print "Best parameters: ", best

Example #6

File: run_qlearning_hp_search.py Project: mcmellawatt/rlpy

from rlpy.Tools.hypersearch import find_hyperparameters
best, trials = find_hyperparameters(
    "examples/gridworld/qlearning_hyperparamsearch.py",
    "./Results/gridworld/qlearning_hpsearch",
    max_evals=10,
    parallelization="joblib",
    trials_per_point=5)
print best

Example #7

from rlpy.Tools.hypersearch import find_hyperparameters
import os
import sys

# cur_dir = os.path.expanduser("~/work/clipper/models/rl/")
# sys.path.append(cur_dir)

if __name__ == '__main__':
    experiment_name = sys.argv[1]
    best, trials = find_hyperparameters(experiment_name + "Experiment.py",
                                        "./Results/" + experiment_name +
                                        "/paramsearchnext",
                                        max_evals=10,
                                        parallelization="joblib",
                                        trials_per_point=6)
    print "============== This is the best parameters"
    print best