Tianshou
v0.2.7
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Basic concepts in Tianshou
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Train a model-free RL agent within 30s
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tianshou.data
tianshou.env
tianshou.policy
tianshou.trainer
tianshou.exploration
tianshou.utils
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Contributing to Tianshou
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Tianshou
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Index
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Index
_
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A
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B
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C
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D
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E
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F
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G
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I
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K
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L
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M
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N
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O
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P
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R
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S
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T
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U
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V
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W
_
__call__() (tianshou.exploration.BaseNoise method)
(tianshou.exploration.GaussianNoise method)
(tianshou.exploration.OUNoise method)
__getattr__() (tianshou.data.PrioritizedReplayBuffer method)
(tianshou.data.ReplayBuffer method)
(tianshou.env.BaseVectorEnv method)
(tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
__getitem__() (tianshou.data.Batch method)
(tianshou.data.PrioritizedReplayBuffer method)
(tianshou.data.ReplayBuffer method)
(tianshou.data.SegmentTree method)
__len__() (tianshou.data.Batch method)
(tianshou.data.ReplayBuffer method)
(tianshou.data.SegmentTree method)
(tianshou.env.BaseVectorEnv method)
__setattr__() (tianshou.data.Batch method)
__setitem__() (tianshou.data.Batch method)
(tianshou.data.SegmentTree method)
A
A2CPolicy (class in tianshou.policy)
Actor (class in tianshou.utils.net.continuous)
(class in tianshou.utils.net.discrete)
ActorProb (class in tianshou.utils.net.continuous)
add() (tianshou.data.PrioritizedReplayBuffer method)
(tianshou.data.ReplayBuffer method)
(tianshou.utils.MovAvg method)
B
BaseNoise (class in tianshou.exploration)
BasePolicy (class in tianshou.policy)
BaseVectorEnv (class in tianshou.env)
Batch (class in tianshou.data)
C
cat() (tianshou.data.Batch static method)
cat_() (tianshou.data.Batch method)
close() (tianshou.data.Collector method)
(tianshou.env.BaseVectorEnv method)
(tianshou.env.worker.EnvWorker method)
close_env() (tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
collect() (tianshou.data.Collector method)
Collector (class in tianshou.data)
compute_episodic_return() (tianshou.policy.BasePolicy static method)
compute_nstep_return() (tianshou.policy.BasePolicy static method)
Critic (class in tianshou.utils.net.continuous)
(class in tianshou.utils.net.discrete)
D
DDPGPolicy (class in tianshou.policy)
DQN (class in tianshou.utils.net.discrete)
DQNPolicy (class in tianshou.policy)
DummyEnvWorker (class in tianshou.env.worker)
DummyVectorEnv (class in tianshou.env)
E
empty() (tianshou.data.Batch static method)
empty_() (tianshou.data.Batch method)
EnvWorker (class in tianshou.env.worker)
F
forward() (tianshou.policy.A2CPolicy method)
(tianshou.policy.BasePolicy method)
(tianshou.policy.DDPGPolicy method)
(tianshou.policy.DQNPolicy method)
(tianshou.policy.ImitationPolicy method)
(tianshou.policy.MultiAgentPolicyManager method)
(tianshou.policy.PGPolicy method)
(tianshou.policy.PPOPolicy method)
(tianshou.policy.RandomPolicy method)
(tianshou.policy.SACPolicy method)
(tianshou.utils.net.common.Net method)
(tianshou.utils.net.common.Recurrent method)
(tianshou.utils.net.continuous.Actor method)
(tianshou.utils.net.continuous.ActorProb method)
(tianshou.utils.net.continuous.Critic method)
(tianshou.utils.net.continuous.RecurrentActorProb method)
(tianshou.utils.net.continuous.RecurrentCritic method)
(tianshou.utils.net.discrete.Actor method)
(tianshou.utils.net.discrete.Critic method)
(tianshou.utils.net.discrete.DQN method)
G
gather_info() (in module tianshou.trainer)
GaussianNoise (class in tianshou.exploration)
get() (tianshou.data.Batch method)
(tianshou.data.ReplayBuffer method)
(tianshou.utils.MovAvg method)
get_env_num() (tianshou.data.Collector method)
get_prefix_sum_idx() (tianshou.data.SegmentTree method)
get_result() (tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
I
ImitationPolicy (class in tianshou.policy)
is_empty() (tianshou.data.Batch method)
items() (tianshou.data.Batch method)
K
keys() (tianshou.data.Batch method)
L
learn() (tianshou.policy.A2CPolicy method)
(tianshou.policy.BasePolicy method)
(tianshou.policy.DDPGPolicy method)
(tianshou.policy.DQNPolicy method)
(tianshou.policy.ImitationPolicy method)
(tianshou.policy.MultiAgentPolicyManager method)
(tianshou.policy.PGPolicy method)
(tianshou.policy.PPOPolicy method)
(tianshou.policy.RandomPolicy method)
(tianshou.policy.SACPolicy method)
(tianshou.policy.TD3Policy method)
ListReplayBuffer (class in tianshou.data)
M
mean() (tianshou.utils.MovAvg method)
miniblock() (in module tianshou.utils.net.common)
module
tianshou.data
tianshou.env
tianshou.env.worker
tianshou.exploration
tianshou.policy
tianshou.trainer
tianshou.utils
tianshou.utils.net.common
tianshou.utils.net.continuous
tianshou.utils.net.discrete
MovAvg (class in tianshou.utils)
MultiAgentEnv (class in tianshou.env)
MultiAgentPolicyManager (class in tianshou.policy)
N
Net (class in tianshou.utils.net.common)
O
offpolicy_trainer() (in module tianshou.trainer)
onpolicy_trainer() (in module tianshou.trainer)
OUNoise (class in tianshou.exploration)
P
PGPolicy (class in tianshou.policy)
pop() (tianshou.data.Batch method)
post_process_fn() (tianshou.policy.BasePolicy method)
PPOPolicy (class in tianshou.policy)
pre_compile() (in module tianshou.utils)
PrioritizedReplayBuffer (class in tianshou.data)
process_fn() (tianshou.policy.A2CPolicy method)
(tianshou.policy.BasePolicy method)
(tianshou.policy.DDPGPolicy method)
(tianshou.policy.DQNPolicy method)
(tianshou.policy.MultiAgentPolicyManager method)
(tianshou.policy.PGPolicy method)
(tianshou.policy.PPOPolicy method)
R
RandomPolicy (class in tianshou.policy)
RayEnvWorker (class in tianshou.env.worker)
RayVectorEnv (class in tianshou.env)
Recurrent (class in tianshou.utils.net.common)
RecurrentActorProb (class in tianshou.utils.net.continuous)
RecurrentCritic (class in tianshou.utils.net.continuous)
reduce() (tianshou.data.SegmentTree method)
render() (tianshou.data.Collector method)
(tianshou.env.BaseVectorEnv method)
(tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
replace_policy() (tianshou.policy.MultiAgentPolicyManager method)
ReplayBuffer (class in tianshou.data)
reset() (tianshou.data.Collector method)
(tianshou.data.ListReplayBuffer method)
(tianshou.data.ReplayBuffer method)
(tianshou.env.BaseVectorEnv method)
(tianshou.env.MultiAgentEnv method)
(tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
(tianshou.exploration.BaseNoise method)
(tianshou.exploration.OUNoise method)
reset_buffer() (tianshou.data.Collector method)
reset_env() (tianshou.data.Collector method)
S
SACPolicy (class in tianshou.policy)
sample() (tianshou.data.Collector method)
(tianshou.data.ListReplayBuffer method)
(tianshou.data.PrioritizedReplayBuffer method)
(tianshou.data.ReplayBuffer method)
seed() (tianshou.data.Collector method)
(tianshou.env.BaseVectorEnv method)
(tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
SegmentTree (class in tianshou.data)
send_action() (tianshou.env.worker.DummyEnvWorker method)
(tianshou.env.worker.EnvWorker method)
(tianshou.env.worker.RayEnvWorker method)
(tianshou.env.worker.SubprocEnvWorker method)
set_agent_id() (tianshou.policy.BasePolicy method)
set_eps() (tianshou.policy.DQNPolicy method)
set_exp_noise() (tianshou.policy.DDPGPolicy method)
shape() (tianshou.data.Batch property)
ShmemVectorEnv (class in tianshou.env)
split() (tianshou.data.Batch method)
stack() (tianshou.data.Batch static method)
stack_() (tianshou.data.Batch method)
stack_num() (tianshou.data.ReplayBuffer property)
std() (tianshou.utils.MovAvg method)
step() (tianshou.env.BaseVectorEnv method)
(tianshou.env.MultiAgentEnv method)
(tianshou.env.worker.EnvWorker method)
SubprocEnvWorker (class in tianshou.env.worker)
SubprocVectorEnv (class in tianshou.env)
sync_weight() (tianshou.policy.DDPGPolicy method)
(tianshou.policy.DQNPolicy method)
(tianshou.policy.SACPolicy method)
(tianshou.policy.TD3Policy method)
T
TD3Policy (class in tianshou.policy)
test_episode() (in module tianshou.trainer)
tianshou.data
module
tianshou.env
module
tianshou.env.worker
module
tianshou.exploration
module
tianshou.policy
module
tianshou.trainer
module
tianshou.utils
module
tianshou.utils.net.common
module
tianshou.utils.net.continuous
module
tianshou.utils.net.discrete
module
to_numpy() (in module tianshou.data)
(tianshou.data.Batch method)
to_torch() (in module tianshou.data)
(tianshou.data.Batch method)
to_torch_as() (in module tianshou.data)
train() (tianshou.policy.DDPGPolicy method)
(tianshou.policy.DQNPolicy method)
(tianshou.policy.SACPolicy method)
(tianshou.policy.TD3Policy method)
training (tianshou.policy.A2CPolicy attribute)
(tianshou.policy.BasePolicy attribute)
(tianshou.policy.DDPGPolicy attribute)
(tianshou.policy.DQNPolicy attribute)
(tianshou.policy.ImitationPolicy attribute)
(tianshou.policy.MultiAgentPolicyManager attribute)
(tianshou.policy.PGPolicy attribute)
(tianshou.policy.PPOPolicy attribute)
(tianshou.policy.RandomPolicy attribute)
(tianshou.policy.SACPolicy attribute)
(tianshou.policy.TD3Policy attribute)
(tianshou.utils.net.common.Net attribute)
(tianshou.utils.net.common.Recurrent attribute)
(tianshou.utils.net.continuous.Actor attribute)
(tianshou.utils.net.continuous.ActorProb attribute)
(tianshou.utils.net.continuous.Critic attribute)
(tianshou.utils.net.continuous.RecurrentActorProb attribute)
(tianshou.utils.net.continuous.RecurrentCritic attribute)
(tianshou.utils.net.discrete.Actor attribute)
(tianshou.utils.net.discrete.Critic attribute)
(tianshou.utils.net.discrete.DQN attribute)
U
update() (tianshou.data.Batch method)
(tianshou.data.ReplayBuffer method)
(tianshou.policy.BasePolicy method)
update_weight() (tianshou.data.PrioritizedReplayBuffer method)
V
values() (tianshou.data.Batch method)
VectorEnv (class in tianshou.env)
W
wait() (tianshou.env.worker.DummyEnvWorker static method)
(tianshou.env.worker.EnvWorker static method)
(tianshou.env.worker.RayEnvWorker static method)
(tianshou.env.worker.SubprocEnvWorker static method)