def evaluate_params(fname):
results = load_results(fname)
results['obj'] = np.max(np.array(results['steps_balancing_pole_avg_list']))
results['argmax'] = np.argmax(
np.array(results['steps_balancing_pole_avg_list']))
return results
steps = np.array(results['steps_balancing_pole_avg_list'])
x = np.arange(steps.shape[0]) + 1
z = np.polyfit(x, steps, 6)
poly_z = np.poly1d(z)
err = (steps - poly_z(x))
error_std = np.sum(err**2) / 20000.
print("error_std: " + str(error_std))
xp = np.linspace(1, 20000, 500)
plt.plot(x, poly_z(x))
return 'polyfit mse: ' + str(error_std)
if __name__ == '__main__':
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_GZHBARMBEOKH.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_BZEPXNSLQMIB.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_CPRWMGWHSGIZ.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/cartpole_sarsa_test_hyperopt1.1.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
def evaluate_params(fname):
results = load_results(fname)
results['obj'] = np.max(np.array(results['steps_balancing_pole_avg_list']))
results['argmax'] = np.argmax(np.array(results['steps_balancing_pole_avg_list']))
return results
steps = np.array(results['steps_balancing_pole_avg_list'])
x = np.arange(steps.shape[0])+1
z = np.polyfit(x,steps,6)
poly_z = np.poly1d(z)
err = (steps - poly_z(x))
error_std = np.sum(err**2)/20000.
print("error_std: " + str(error_std))
xp = np.linspace(1,20000,500)
plt.plot(x,poly_z(x))
return 'polyfit mse: ' + str(error_std)
if __name__ == '__main__':
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_GZHBARMBEOKH.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_BZEPXNSLQMIB.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/clustertest/cartpole_hyperopt_nn_clustertest_CPRWMGWHSGIZ.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)
plot_results(res)
res_filename = '../results/cartpole_sarsa_test_hyperopt1.1.h5py'
print('loading: ' + res_filename)
res = load_results(res_filename)