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ray/rllib/tuned_examples/regression_tests/cartpole-ars-torch.yaml

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[RLlib] PyTorch version of ARS (Augmented Random Search). (#8106) This PR implements a PyTorch version of RLlib's ARS algorithm using RLlib's functional algo builder API. It also adds a regression test for ARS (torch) on CartPole.
2020-04-21 09:47:52 +02:00
cartpole-ars-torch:
[rllib] add augmented random search (#2714) * added ars * functioning ars with regression test * added regression tests for ARs * fixed default config for ARS * ARS code runs, now time to test * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * pep8 fixes * removed unused linear model * address comments * more fixing comments * post yapf * fixed support failure * Update LICENSE * Update policies.py * Update test_supported_spaces.py * Update policies.py * Update LICENSE * Update test_supported_spaces.py * Update policies.py * Update policies.py * Update filter.py
2018-08-24 22:20:02 -07:00
env: CartPole-v0
run: ARS
stop:
[RLlib] PyTorch version of ARS (Augmented Random Search). (#8106) This PR implements a PyTorch version of RLlib's ARS algorithm using RLlib's functional algo builder API. It also adds a regression test for ARS (torch) on CartPole.
2020-04-21 09:47:52 +02:00
episode_reward_mean: 150
[rllib] Run simple regressions tests for all algs in jenkins (#3498)
2018-12-11 17:21:53 -08:00
timesteps_total: 500000
[rllib] add augmented random search (#2714) * added ars * functioning ars with regression test * added regression tests for ARs * fixed default config for ARS * ARS code runs, now time to test * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * pep8 fixes * removed unused linear model * address comments * more fixing comments * post yapf * fixed support failure * Update LICENSE * Update policies.py * Update test_supported_spaces.py * Update policies.py * Update LICENSE * Update test_supported_spaces.py * Update policies.py * Update policies.py * Update filter.py
2018-08-24 22:20:02 -07:00
config:
[RLlib] PyTorch version of ARS (Augmented Random Search). (#8106) This PR implements a PyTorch version of RLlib's ARS algorithm using RLlib's functional algo builder API. It also adds a regression test for ARS (torch) on CartPole.
2020-04-21 09:47:52 +02:00
use_pytorch: true
[rllib] add augmented random search (#2714) * added ars * functioning ars with regression test * added regression tests for ARs * fixed default config for ARS * ARS code runs, now time to test * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * pep8 fixes * removed unused linear model * address comments * more fixing comments * post yapf * fixed support failure * Update LICENSE * Update policies.py * Update test_supported_spaces.py * Update policies.py * Update LICENSE * Update test_supported_spaces.py * Update policies.py * Update policies.py * Update filter.py
2018-08-24 22:20:02 -07:00
noise_stdev: 0.02
[rllib] Use SGD optimizer for ARS (#2916)
2018-09-26 22:32:26 -07:00
num_rollouts: 50
rollouts_used: 25
[rllib] add augmented random search (#2714) * added ars * functioning ars with regression test * added regression tests for ARs * fixed default config for ARS * ARS code runs, now time to test * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * pep8 fixes * removed unused linear model * address comments * more fixing comments * post yapf * fixed support failure * Update LICENSE * Update policies.py * Update test_supported_spaces.py * Update policies.py * Update LICENSE * Update test_supported_spaces.py * Update policies.py * Update policies.py * Update filter.py
2018-08-24 22:20:02 -07:00
num_workers: 2
[rllib] Use SGD optimizer for ARS (#2916)
2018-09-26 22:32:26 -07:00
sgd_stepsize: 0.01
[rllib] Run simple regressions tests for all algs in jenkins (#3498)
2018-12-11 17:21:53 -08:00
noise_size: 25000000
[rllib] add augmented random search (#2714) * added ars * functioning ars with regression test * added regression tests for ARs * fixed default config for ARS * ARS code runs, now time to test * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * ARS working and tested, changed std deviation of meanstd filter to initialize to 1 * pep8 fixes * removed unused linear model * address comments * more fixing comments * post yapf * fixed support failure * Update LICENSE * Update policies.py * Update test_supported_spaces.py * Update policies.py * Update LICENSE * Update test_supported_spaces.py * Update policies.py * Update policies.py * Update filter.py
2018-08-24 22:20:02 -07:00
eval_prob: 0.5
[rllib] Run simple regressions tests for all algs in jenkins (#3498)
2018-12-11 17:21:53 -08:00
model:
[RLlib] PyTorch version of ARS (Augmented Random Search). (#8106) This PR implements a PyTorch version of RLlib's ARS algorithm using RLlib's functional algo builder API. It also adds a regression test for ARS (torch) on CartPole.
2020-04-21 09:47:52 +02:00
fcnet_hiddens: [64, 64]
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