From b9c41431c33e10b9ee7e03d5136a512444e54cb8 Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Tue, 17 May 2022 08:35:31 -0700 Subject: [PATCH 1/8] minimum change for lower bounded value target (for episodic return, goal distance return, and n-step bootstrapped return) --- alf/algorithms/data_transformer.py | 57 ++-- alf/algorithms/ddpg_algorithm.py | 17 +- alf/algorithms/one_step_loss.py | 4 +- alf/algorithms/sac_algorithm.py | 19 +- alf/algorithms/td_loss.py | 261 ++++++++++++++++-- alf/algorithms/td_loss_test.py | 65 +++++ alf/examples/sac_breakout_conf-lbtq-Qbert.png | Bin 0 -> 85159 bytes alf/examples/sac_breakout_conf.py | 15 +- alf/experience_replayers/replay_buffer.py | 8 + alf/utils/value_ops.py | 186 ++++++++----- alf/utils/value_ops_test.py | 135 ++++++++- 11 files changed, 648 insertions(+), 119 deletions(-) create mode 100644 alf/algorithms/td_loss_test.py create mode 100644 alf/examples/sac_breakout_conf-lbtq-Qbert.png diff --git a/alf/algorithms/data_transformer.py b/alf/algorithms/data_transformer.py index 2fa6c8137..24d4ae772 100644 --- a/alf/algorithms/data_transformer.py +++ b/alf/algorithms/data_transformer.py @@ -736,14 +736,25 @@ class HindsightExperienceTransformer(DataTransformer): of the current timestep. The exact field names can be provided via arguments to the class ``__init__``. + NOTE: The HindsightExperienceTransformer has to happen before any transformer which changes + reward or achieved_goal fields, e.g. observation normalizer, reward clipper, etc.. + See `documentation <../../docs/notes/knowledge_base.rst#datatransformers>`_ for details. + To use this class, add it to any existing data transformers, e.g. use this config if ``ObservationNormalizer`` is an existing data transformer: .. code-block:: python - ReplayBuffer.keep_episodic_info=True - HindsightExperienceTransformer.her_proportion=0.8 - TrainerConfig.data_transformer_ctor=[@HindsightExperienceTransformer, @ObservationNormalizer] + alf.config('ReplayBuffer', keep_episodic_info=True) + alf.config( + 'HindsightExperienceTransformer', + her_proportion=0.8 + ) + alf.config( + 'TrainerConfig', + data_transformer_ctor=[ + HindsightExperienceTransformer, ObservationNormalizer + ]) See unit test for more details on behavior. """ @@ -820,9 +831,10 @@ def transform_experience(self, experience: Experience): # relabel only these sampled indices her_cond = torch.rand(batch_size) < her_proportion (her_indices, ) = torch.where(her_cond) + has_her = torch.any(her_cond) - last_step_pos = start_pos[her_indices] + batch_length - 1 - last_env_ids = env_ids[her_indices] + last_step_pos = start_pos + batch_length - 1 + last_env_ids = env_ids # Get x, y indices of LAST steps dist = buffer.steps_to_episode_end(last_step_pos, last_env_ids) if alf.summary.should_record_summaries(): @@ -831,22 +843,24 @@ def transform_experience(self, experience: Experience): torch.mean(dist.type(torch.float32))) # get random future state - future_idx = last_step_pos + (torch.rand(*dist.shape) * - (dist + 1)).to(torch.int64) + future_dist = (torch.rand(*dist.shape) * (dist + 1)).to( + torch.int64) + future_idx = last_step_pos + future_dist future_ag = buffer.get_field(self._achieved_goal_field, last_env_ids, future_idx).unsqueeze(1) # relabel desired goal result_desired_goal = alf.nest.get_field(result, self._desired_goal_field) - relabed_goal = result_desired_goal.clone() + relabeled_goal = result_desired_goal.clone() her_batch_index_tuple = (her_indices.unsqueeze(1), torch.arange(batch_length).unsqueeze(0)) - relabed_goal[her_batch_index_tuple] = future_ag + if has_her: + relabeled_goal[her_batch_index_tuple] = future_ag[her_indices] # recompute rewards result_ag = alf.nest.get_field(result, self._achieved_goal_field) - relabeled_rewards = self._reward_fn(result_ag, relabed_goal) + relabeled_rewards = self._reward_fn(result_ag, relabeled_goal) non_her_or_fst = ~her_cond.unsqueeze(1) & (result.step_type != StepType.FIRST) @@ -876,21 +890,28 @@ def transform_experience(self, experience: Experience): alf.summary.scalar( "replayer/" + buffer._name + ".reward_mean_before_relabel", torch.mean(result.reward[her_indices][:-1])) - alf.summary.scalar( - "replayer/" + buffer._name + ".reward_mean_after_relabel", - torch.mean(relabeled_rewards[her_indices][:-1])) + if has_her: + alf.summary.scalar( + "replayer/" + buffer._name + ".reward_mean_after_relabel", + torch.mean(relabeled_rewards[her_indices][:-1])) + alf.summary.scalar("replayer/" + buffer._name + ".future_distance", + torch.mean(future_dist.float())) result = alf.nest.transform_nest( - result, self._desired_goal_field, lambda _: relabed_goal) - + result, self._desired_goal_field, lambda _: relabeled_goal) result = result.update_time_step_field('reward', relabeled_rewards) - + info = info._replace(her=her_cond, future_distance=future_dist) if alf.get_default_device() != buffer.device: for f in accessed_fields: result = alf.nest.transform_nest( result, f, lambda t: convert_device(t)) - result = alf.nest.transform_nest( - result, "batch_info.replay_buffer", lambda _: buffer) + info = convert_device(info) + info = info._replace( + her=info.her.unsqueeze(1).expand(result.reward.shape[:2]), + future_distance=info.future_distance.unsqueeze(1).expand( + result.reward.shape[:2]), + replay_buffer=buffer) + result = alf.data_structures.add_batch_info(result, info) return result diff --git a/alf/algorithms/ddpg_algorithm.py b/alf/algorithms/ddpg_algorithm.py index 7c0678998..d1c5d6fd7 100644 --- a/alf/algorithms/ddpg_algorithm.py +++ b/alf/algorithms/ddpg_algorithm.py @@ -40,9 +40,20 @@ DdpgActorState = namedtuple("DdpgActorState", ['actor', 'critics']) DdpgState = namedtuple("DdpgState", ['actor', 'critics']) DdpgInfo = namedtuple( - "DdpgInfo", [ - "reward", "step_type", "discount", "action", "action_distribution", - "actor_loss", "critic", "discounted_return" + "DdpgInfo", + [ + "reward", + "step_type", + "discount", + "action", + "action_distribution", + "actor_loss", + "critic", + # Optional fields for value target lower bounding or Hindsight relabeling. + # TODO: Extract these into a HerAlgorithm wrapper for easier adoption of HER. + "discounted_return", + "future_distance", + "her" ], default_value=()) DdpgLossInfo = namedtuple('DdpgLossInfo', ('actor', 'critic')) diff --git a/alf/algorithms/one_step_loss.py b/alf/algorithms/one_step_loss.py index 34ee329ad..e687f9dc5 100644 --- a/alf/algorithms/one_step_loss.py +++ b/alf/algorithms/one_step_loss.py @@ -16,12 +16,12 @@ from typing import Union, List, Callable import alf -from alf.algorithms.td_loss import TDLoss, TDQRLoss +from alf.algorithms.td_loss import LowerBoundedTDLoss, TDQRLoss from alf.utils import losses @alf.configurable -class OneStepTDLoss(TDLoss): +class OneStepTDLoss(LowerBoundedTDLoss): def __init__(self, gamma: Union[float, List[float]] = 0.99, td_error_loss_fn: Callable = losses.element_wise_squared_loss, diff --git a/alf/algorithms/sac_algorithm.py b/alf/algorithms/sac_algorithm.py index 8235d0834..2a4c27e3b 100644 --- a/alf/algorithms/sac_algorithm.py +++ b/alf/algorithms/sac_algorithm.py @@ -54,9 +54,22 @@ "SacActorInfo", ["actor_loss", "neg_entropy"], default_value=()) SacInfo = namedtuple( - "SacInfo", [ - "reward", "step_type", "discount", "action", "action_distribution", - "actor", "critic", "alpha", "log_pi", "discounted_return" + "SacInfo", + [ + "reward", + "step_type", + "discount", + "action", + "action_distribution", + "actor", + "critic", + "alpha", + "log_pi", + # Optional fields for value target lower bounding or Hindsight relabeling. + # TODO: Extract these into a HerAlgorithm wrapper for easier adoption of HER. + "discounted_return", + "future_distance", + "her" ], default_value=()) diff --git a/alf/algorithms/td_loss.py b/alf/algorithms/td_loss.py index 80c2c0a93..6f4e27e65 100644 --- a/alf/algorithms/td_loss.py +++ b/alf/algorithms/td_loss.py @@ -106,7 +106,11 @@ def gamma(self): """ return self._gamma.clone() - def compute_td_target(self, info: namedtuple, target_value: torch.Tensor): + def compute_td_target(self, + info: namedtuple, + value: torch.Tensor, + target_value: torch.Tensor, + qr: bool = False): """Calculate the td target. The first dimension of all the tensors is time dimension and the second @@ -119,46 +123,48 @@ def compute_td_target(self, info: namedtuple, target_value: torch.Tensor): - reward: - step_type: - discount: + value (torch.Tensor): the time-major tensor for the value at + each time step. Some of its value can be overwritten and passed + back to the caller. target_value (torch.Tensor): the time-major tensor for the value at each time step. This is used to calculate return. ``target_value`` can be same as ``value``. Returns: - td_target + td_target, updated value, optional constraint_loss """ + if not qr and info.reward.ndim == 3: + # Multi-dim reward, not quantile regression. + # [T, B, D] or [T, B, 1] + discounts = info.discount.unsqueeze(-1) * self._gamma + else: + # [T, B] + discounts = info.discount * self._gamma + if self._lambda == 1.0: returns = value_ops.discounted_return( rewards=info.reward, values=target_value, step_types=info.step_type, - discounts=info.discount * self._gamma) + discounts=discounts) elif self._lambda == 0.0: returns = value_ops.one_step_discounted_return( rewards=info.reward, values=target_value, step_types=info.step_type, - discounts=info.discount * self._gamma) + discounts=discounts) else: advantages = value_ops.generalized_advantage_estimation( rewards=info.reward, values=target_value, step_types=info.step_type, - discounts=info.discount * self._gamma, + discounts=discounts, td_lambda=self._lambda) returns = advantages + target_value[:-1] - disc_ret = () - if hasattr(info, "discounted_return"): - disc_ret = info.discounted_return - if disc_ret != (): - with alf.summary.scope(self._name): - episode_ended = disc_ret > self._default_return - alf.summary.scalar("episodic_discounted_return_all", - torch.mean(disc_ret[episode_ended])) - alf.summary.scalar( - "value_episode_ended_all", - torch.mean(value[:-1][:, episode_ended[0, :]])) + returns = advantages + value[:-1] + returns = returns.detach() - return returns + return returns, value, None def forward(self, info: namedtuple, value: torch.Tensor, target_value: torch.Tensor): @@ -182,7 +188,8 @@ def forward(self, info: namedtuple, value: torch.Tensor, Returns: LossInfo: with the ``extra`` field same as ``loss``. """ - returns = self.compute_td_target(info, target_value) + returns, value, constraint_loss = self.compute_td_target( + info, value, target_value) value = value[:-1] if self._normalize_target: @@ -230,6 +237,221 @@ def _summarize(v, r, td, suffix): return LossInfo(loss=loss, extra=loss) +@alf.configurable +class LowerBoundedTDLoss(TDLoss): + """Temporal difference loss with value target lower bounding.""" + + def __init__(self, + gamma: Union[float, List[float]] = 0.99, + td_error_loss_fn: Callable = element_wise_squared_loss, + td_lambda: float = 0.95, + normalize_target: bool = False, + lb_target_q: float = 0., + default_return: float = -1000., + improve_w_goal_return: bool = False, + improve_w_nstep_bootstrap: bool = False, + improve_w_nstep_only: bool = False, + reward_multiplier: float = 1., + positive_reward: bool = True, + debug_summaries: bool = False, + name: str = "LbTDLoss"): + r""" + Args: + gamma .. use_retrace: pass through to TDLoss. + lb_target_q: between 0 and 1. When not zero, use this mixing rate for the + lower bounded value target. Only supports batch_length == 2, one step td. + default_return: Keep it the same as replay_buffer.default_return to plot to + tensorboard episodic_discounted_return only for the timesteps whose + episode already ended. + improve_w_goal_return: Use return calculated from the distance to hindsight + goals. Only supports batch_length == 2, one step td. + improve_w_nstep_bootstrap: Look ahead 2 to n steps, and take the largest + bootstrapped return to lower bound the value target of the 1st step. + improve_w_nstep_only: Only use the n-th step bootstrapped return as + value target lower bound. + reward_multiplier: Weight on the hindsight goal return. + positive_reward: If True, assumes 0/1 goal reward, otherwise, -1/0. + debug_summaries: True if debug summaries should be created. + name: The name of this loss. + """ + super().__init__( + gamma=gamma, + td_error_loss_fn=td_error_loss_fn, + td_lambda=td_lambda, + normalize_target=normalize_target, + name=name, + debug_summaries=debug_summaries) + + self._lb_target_q = lb_target_q + self._default_return = default_return + self._improve_w_goal_return = improve_w_goal_return + self._improve_w_nstep_bootstrap = improve_w_nstep_bootstrap + self._improve_w_nstep_only = improve_w_nstep_only + self._reward_multiplier = reward_multiplier + self._positive_reward = positive_reward + + def compute_td_target(self, + info: namedtuple, + value: torch.Tensor, + target_value: torch.Tensor, + qr: bool = False): + """Calculate the td target. + + The first dimension of all the tensors is time dimension and the second + dimesion is the batch dimension. + + Args: + info (namedtuple): experience collected from ``unroll()`` or + a replay buffer. All tensors are time-major. ``info`` should + contain the following fields: + - reward: + - step_type: + - discount: + value (torch.Tensor): the time-major tensor for the value at + each time step. Some of its value can be overwritten and passed + back to the caller. + target_value (torch.Tensor): the time-major tensor for the value at + each time step. This is used to calculate return. ``target_value`` + can be same as ``value``, except for Retrace. + Returns: + td_target, updated value, optional constraint_loss + """ + returns, value, _ = super().compute_td_target(info, value, + target_value, qr) + + constraint_loss = None + if self._improve_w_nstep_bootstrap: + assert self._lambda == 1.0, "td lambda does not work with this" + future_returns = value_ops.first_step_future_discounted_returns( + rewards=info.reward, + values=target_value, + step_types=info.step_type, + discounts=discounts) + returns = value_ops.one_step_discounted_return( + rewards=info.reward, + values=target_value, + step_types=info.step_type, + discounts=discounts) + assert torch.all((returns[0] == future_returns[0]) | ( + info.step_type[0] == alf.data_structures.StepType.LAST)), \ + str(returns[0]) + " ne\n" + str(future_returns[0]) + \ + '\nrwd: ' + str(info.reward[0:2]) + \ + '\nlast: ' + str(info.step_type[0:2]) + \ + '\ndisct: ' + str(discounts[0:2]) + \ + '\nv: ' + str(target_value[0:2]) + if self._improve_w_nstep_only: + future_returns = future_returns[ + -1] # last is the n-step return + else: + future_returns = torch.max(future_returns, dim=0)[0] + + with alf.summary.scope(self._name): + alf.summary.scalar( + "max_1_to_n_future_return_gt_td", + torch.mean((returns[0] < future_returns).float())) + alf.summary.scalar("first_step_discounted_return", + torch.mean(returns[0])) + + returns[0] = torch.max(future_returns, returns[0]).detach() + returns[1:] = 0 + value = value.clone() + value[1:] = 0 + + disc_ret = () + if hasattr(info, "discounted_return"): + disc_ret = info.discounted_return + if disc_ret != (): + with alf.summary.scope(self._name): + episode_ended = disc_ret > self._default_return + alf.summary.scalar("episodic_discounted_return_all", + torch.mean(disc_ret[episode_ended])) + alf.summary.scalar( + "value_episode_ended_all", + torch.mean(value[:-1][:, episode_ended[0, :]])) + + if self._lb_target_q > 0 and disc_ret != (): + her_cond = info.her + mask = torch.ones(returns.shape, dtype=torch.bool) + if her_cond != () and torch.any(~her_cond): + mask = ~her_cond[:-1] + disc_ret = disc_ret[ + 1:] # it's expanded in ddpg_algorithm, need to revert back. + assert returns.shape == disc_ret.shape, "%s %s" % (returns.shape, + disc_ret.shape) + with alf.summary.scope(self._name): + alf.summary.scalar( + "episodic_return_gt_td", + torch.mean((returns < disc_ret).float()[mask])) + alf.summary.scalar( + "episodic_discounted_return", + torch.mean( + disc_ret[mask & (disc_ret > self._default_return)])) + returns[mask] = (1 - self._lb_target_q) * returns[mask] + \ + self._lb_target_q * torch.max(returns, disc_ret)[mask] + + if self._improve_w_goal_return: + batch_length, batch_size = returns.shape[:2] + her_cond = info.her + if her_cond != () and torch.any(her_cond): + dist = info.future_distance + if self._positive_reward: + goal_return = torch.pow( + self._gamma * torch.ones(her_cond.shape), dist) + else: + goal_return = -(1. - torch.pow(self._gamma, dist)) / ( + 1. - self._gamma) + goal_return *= self._reward_multiplier + goal_return = goal_return[:-1] + returns_0 = returns + # Multi-dim reward: + if len(returns.shape) > 2: + returns_0 = returns[:, :, 0] + returns_0 = torch.where(her_cond[:-1], + torch.max(returns_0, goal_return), + returns_0) + with alf.summary.scope(self._name): + alf.summary.scalar( + "goal_return_gt_td", + torch.mean((returns_0 < goal_return).float())) + alf.summary.scalar("goal_return", torch.mean(goal_return)) + if len(returns.shape) > 2: + returns[:, :, 0] = returns_0 + else: + returns = returns_0 + + return returns, value, constraint_loss + + def forward(self, info: namedtuple, value: torch.Tensor, + target_value: torch.Tensor): + """Calculate the loss. + + The first dimension of all the tensors is time dimension and the second + dimesion is the batch dimension. + + Args: + info: experience collected from ``unroll()`` or + a replay buffer. All tensors are time-major. ``info`` should + contain the following fields: + - reward: + - step_type: + - discount: + value: the time-major tensor for the value at each time + step. The loss is between this and the calculated return. + target_value: the time-major tensor for the value at + each time step. This is used to calculate return. ``target_value`` + can be same as ``value``. + Returns: + LossInfo: with the ``extra`` field same as ``loss``. + """ + loss_info = super().forward(info, value, target_value) + loss = loss_info.loss + if self._improve_w_nstep_bootstrap: + # Ignore 2nd to n-th step losses. + loss[1:] = 0 + + return LossInfo(loss=loss, extra=loss) + + @alf.configurable class TDQRLoss(TDLoss): """Temporal difference quantile regression loss. @@ -301,7 +523,8 @@ def forward(self, info: namedtuple, value: torch.Tensor, assert target_value.shape[-1] == self._num_quantiles, ( "The input target_value should have same num_quantiles as pre-defiend." ) - returns = self.compute_td_target(info, target_value) + returns, value, constraint_loss = self.compute_td_target( + info, value, target_value, qr=True) value = value[:-1] # for quantile regression TD, the value and target both have shape diff --git a/alf/algorithms/td_loss_test.py b/alf/algorithms/td_loss_test.py new file mode 100644 index 000000000..2458fb89e --- /dev/null +++ b/alf/algorithms/td_loss_test.py @@ -0,0 +1,65 @@ +# Copyright (c) 2019 Horizon Robotics. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import unittest + +import numpy as np +import torch + +import alf +from alf.algorithms.td_loss import LowerBoundedTDLoss +from alf.data_structures import TimeStep, StepType, namedtuple + +DataItem = namedtuple( + "DataItem", ["reward", "step_type", "discount"], default_value=()) + + +class LowerBoundedTDLossTest(unittest.TestCase): + """Tests for alf.algorithms.td_loss.LowerBoundedTDLoss + """ + + def _check(self, res, expected): + np.testing.assert_array_almost_equal(res, expected) + + def test_compute_td_target_nstep_bootstrap_lowerbound(self): + loss = LowerBoundedTDLoss( + gamma=1., improve_w_nstep_bootstrap=True, td_lambda=1) + # Tensors are transposed to be time_major [T, B, ...] + step_types = torch.tensor([[StepType.MID] * 5], + dtype=torch.int64).transpose(0, 1) + rewards = torch.tensor([[2.] * 5], dtype=torch.float32).transpose(0, 1) + discounts = torch.tensor([[0.9] * 5], dtype=torch.float32).transpose( + 0, 1) + values = torch.tensor([[1.] * 5], dtype=torch.float32).transpose(0, 1) + info = DataItem( + reward=rewards, step_type=step_types, discount=discounts) + returns, value, _ = loss.compute_td_target(info, values, values) + expected_return = torch.tensor( + [[2 + 0.9 * (2 + 0.9 * (2 + 0.9 * (2 + 0.9))), 0, 0, 0]], + dtype=torch.float32).transpose(0, 1) + self._check(res=returns, expected=expected_return) + + expected_value = torch.tensor([[1, 0, 0, 0, 0]], + dtype=torch.float32).transpose(0, 1) + self._check(res=value, expected=expected_value) + + # n-step return is below 1-step + values[2:] = -10 + expected_return[0] = 2 + 0.9 + returns, value, _ = loss.compute_td_target(info, values, values) + self._check(res=returns, expected=expected_return) + + +if __name__ == '__main__': + alf.test.main() diff --git a/alf/examples/sac_breakout_conf-lbtq-Qbert.png b/alf/examples/sac_breakout_conf-lbtq-Qbert.png new file mode 100644 index 0000000000000000000000000000000000000000..f839c95cb0263cb61da2b032e41d76aafcf2d38f GIT binary patch literal 85159 zcmZ^L1ymi&wk;46+=IKjySoKVAhVm8PQ_)YsS38yushhP8M35*ix$MbD?dbGWmYXq>22;SQk7GO}mI}jAg zNY+wR?(XbNg)pK`N%`ozfG<=pg);eB=oSx|7r%QA%z#pOL9+9kh<}FPF|JU(ki7)S zBz!-nP`x~AyekhX?l(s0^Tx(M_f(J}SlGBY$hHgzIb?NtkYc?1n93N&MW%^VTo9tv zU%OZt)fFVW20I5s{lGu&A(U>ha{fS^+!5;6wMF~x-4$e@+O+J4;FEHAc+>`D z0~$Citb0u?tolqwDY{RAyuKH>GInXzD1l?!y`7!zXRogl-{9eo6R@#f zUl~56`Gojw3K4)6N9eko?;9TjGizY1CT$`o2Sx+jLxVwpqk_Ey?!bXxun==F$iMEv 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--conf_param='create_environment.env_name="QbertNoFrameskip-v4"' + +# NOTE: for lower bound value target improvement, add these flags: +# --conf_param='ReplayBuffer.keep_episodic_info=True' +# --conf_param='ReplayBuffer.record_episodic_return=True' +# --conf_param='LowerBoundedTDLoss.lb_target_q=True' + import functools import alf -from alf.algorithms.td_loss import TDLoss +from alf.algorithms.td_loss import LowerBoundedTDLoss from alf.environments.alf_wrappers import AtariTerminalOnLifeLossWrapper from alf.networks import QNetwork from alf.optimizers import AdamTF @@ -42,7 +50,7 @@ def define_config(name, default_value): fc_layer_params=FC_LAYER_PARAMS, conv_layer_params=CONV_LAYER_PARAMS) -critic_loss_ctor = functools.partial(TDLoss, td_lambda=0.95) +critic_loss_ctor = functools.partial(LowerBoundedTDLoss, td_lambda=0.95) lr = define_config('lr', 5e-4) critic_optimizer = AdamTF(lr=lr) @@ -82,7 +90,8 @@ def define_config(name, default_value): num_env_steps=12000000, evaluate=True, num_eval_episodes=100, - num_evals=10, + num_evals=50, + num_eval_environments=20, num_checkpoints=5, num_summaries=100, debug_summaries=True, diff --git a/alf/experience_replayers/replay_buffer.py b/alf/experience_replayers/replay_buffer.py index 6e95fe334..cffb47a22 100644 --- a/alf/experience_replayers/replay_buffer.py +++ b/alf/experience_replayers/replay_buffer.py @@ -29,12 +29,20 @@ from .segment_tree import SumSegmentTree, MaxSegmentTree +# her (Tensor): of shape (batch_size, batch_length) indicating which transitions are relabeled +# with hindsight. +# future_distance (Tensor): of shape (batch_size, batch_length), is the distance from +# the transition's end state to the sampled future state in terms of number of +# environment steps. future_distance[:, 0] == future_distance[:, n], so only the first step +# is accurate. BatchInfo = namedtuple( "BatchInfo", [ "env_ids", "positions", "importance_weights", "replay_buffer", + "her", + "future_distance", "discounted_return", ], default_value=()) diff --git a/alf/utils/value_ops.py b/alf/utils/value_ops.py index 8c36deff4..c99eca225 100644 --- a/alf/utils/value_ops.py +++ b/alf/utils/value_ops.py @@ -118,6 +118,72 @@ def action_importance_ratio(action_distribution, return importance_ratio, importance_ratio_clipped +def generalized_advantage_estimation(rewards, + values, + step_types, + discounts, + td_lambda=1.0, + time_major=True): + """Computes generalized advantage estimation (GAE) for the first T-1 steps. + + For theory, see + "High-Dimensional Continuous Control Using Generalized Advantage Estimation" + by John Schulman, Philipp Moritz et al. + See https://arxiv.org/abs/1506.02438 for full paper. + + The difference between this function and the one tf_agents.utils.value_ops + is that the accumulated_td is reset to 0 for is_last steps in this function. + + Define abbreviations: + - B: batch size representing number of trajectories + - T: number of steps per trajectory + + Args: + rewards (Tensor): shape is [T, B] (or [T]) representing rewards. + values (Tensor): shape is [T,B] (or [T]) representing values. + step_types (Tensor): shape is [T,B] (or [T]) representing step types. + discounts (Tensor): shape is [T, B] (or [T]) representing discounts. + td_lambda (float): A scalar between [0, 1]. It's used for variance + reduction in temporal difference. + time_major (bool): Whether input tensors are time major. + False means input tensors have shape [B, T]. + + Returns: + A tensor with shape [T-1, B] representing advantages. Shape is [B, T-1] + when time_major is false. + """ + + if not time_major: + discounts = discounts.transpose(0, 1) + rewards = rewards.transpose(0, 1) + values = values.transpose(0, 1) + step_types = step_types.transpose(0, 1) + + assert values.shape[0] >= 2, ("The sequence length needs to be " + "at least 2. Got {s}".format( + s=values.shape[0])) + + is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) + is_lasts = common.expand_dims_as(is_lasts, values) + discounts = common.expand_dims_as(discounts, values) + + weighted_discounts = discounts[1:] * td_lambda + + advs = torch.zeros_like(values) + delta = rewards[1:] + discounts[1:] * values[1:] - values[:-1] + + with torch.no_grad(): + for t in reversed(range(rewards.shape[0] - 1)): + advs[t] = (1 - is_lasts[t]) * \ + (delta[t] + weighted_discounts[t] * advs[t + 1]) + advs = advs[:-1] + + if not time_major: + advs = advs.transpose(0, 1) + + return advs.detach() + + def discounted_return(rewards, values, step_types, discounts, time_major=True): """Computes discounted return for the first T-1 steps. @@ -180,24 +246,36 @@ def discounted_return(rewards, values, step_types, discounts, time_major=True): return rets.detach() -def one_step_discounted_return(rewards, values, step_types, discounts): - """Calculate the one step discounted return for the first T-1 steps. +def first_step_future_discounted_returns(rewards, + values, + step_types, + discounts, + time_major=True): + """Computes future 1 to n step discounted returns for the first step. - return = next_reward + next_discount * next_value if is not the last step; - otherwise will set return = current_discount * current_value. + Define abbreviations: + + - B: batch size representing number of trajectories + - T: number of steps per trajectory - Note: Input tensors must be time major Args: rewards (Tensor): shape is [T, B] (or [T]) representing rewards. - values (Tensor): shape is [T, B] (or [T]) when representing values, - [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles - of value distributions. - step_types (Tensor): shape is [T, B] (or [T]) representing step types. + values (Tensor): shape is [T,B] (or [T]) representing values. + step_types (Tensor): shape is [T,B] (or [T]) representing step types. discounts (Tensor): shape is [T, B] (or [T]) representing discounts. + time_major (bool): Whether input tensors are time major. + False means input tensors have shape [B, T]. + Returns: A tensor with shape [T-1, B] (or [T-1]) representing the discounted - returns. + returns. Shape is [B, T-1] when time_major is false. """ + if not time_major: + discounts = discounts.transpose(0, 1) + rewards = rewards.transpose(0, 1) + values = values.transpose(0, 1) + step_types = step_types.transpose(0, 1) + assert values.shape[0] >= 2, ("The sequence length needs to be " "at least 2. Got {s}".format( s=values.shape[0])) @@ -205,56 +283,50 @@ def one_step_discounted_return(rewards, values, step_types, discounts): is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) is_lasts = common.expand_dims_as(is_lasts, values) discounts = common.expand_dims_as(discounts, values) - rewards = common.expand_dims_as(rewards, values) - discounted_values = discounts * values - rets = (1 - is_lasts[:-1]) * (rewards[1:] + discounted_values[1:]) + \ - is_lasts[:-1] * discounted_values[:-1] - return rets.detach() + accw = torch.ones_like(values) + accw[0] = (1 - is_lasts[0]) * discounts[1] + rets = torch.zeros_like(values) + rets[0] = rewards[1] * (1 - is_lasts[0]) + accw[0] * values[1] + # When ith is LAST, v[i+1] shouldn't be used in computing ret[i]. When disc[i] == 0, v[i] isn't used in computing ret[i-1]. + # when 2nd is LAST, ret[0] = r[1] + disc[1] * v[1], ret[1] = r[1] + disc[1] * (r[2] + disc[2] * v[2]), ret[2] = r[1] + disc[1] * (r[2] + disc[2] * v[2]) + # r[t] = (1 - is_last[t]) * reward[t + 1] + # acc_return_to[t] = acc_return_to[t - 1] + r[t] + # bootstrapped_return[t] = r[t] + (1 - is_last[t + 1]) * discounts[t + 1] * v[t + 1] + with torch.no_grad(): + for t in range(rewards.shape[0] - 2): + accw[t + 1] = accw[t] * (1 - is_lasts[t + 1]) * discounts[t + 2] + rets[t + 1] = ( + rets[t] + rewards[t + 2] * (1 - is_lasts[t + 1]) * accw[t] + + values[t + 2] * accw[t + 1] - + accw[t] * values[t + 1] * (1 - is_lasts[t + 1])) + rets = rets[:-1] -def generalized_advantage_estimation(rewards, - values, - step_types, - discounts, - td_lambda=1.0, - time_major=True): - """Computes generalized advantage estimation (GAE) for the first T-1 steps. + if not time_major: + rets = rets.transpose(0, 1) - For theory, see - "High-Dimensional Continuous Control Using Generalized Advantage Estimation" - by John Schulman, Philipp Moritz et al. - See https://arxiv.org/abs/1506.02438 for full paper. + return rets.detach() - The difference between this function and the one tf_agents.utils.value_ops - is that the accumulated_td is reset to 0 for is_last steps in this function. - Define abbreviations: +def one_step_discounted_return(rewards, values, step_types, discounts): + """Calculate the one step discounted return for the first T-1 steps. - - B: batch size representing number of trajectories - - T: number of steps per trajectory + return = next_reward + next_discount * next_value if is not the last step; + otherwise will set return = current_discount * current_value. + Note: Input tensors must be time major Args: rewards (Tensor): shape is [T, B] (or [T]) representing rewards. - values (Tensor): shape is [T,B] (or [T]) representing values. - step_types (Tensor): shape is [T,B] (or [T]) representing step types. + values (Tensor): shape is [T, B] (or [T]) when representing values, + [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles + of value distributions. + step_types (Tensor): shape is [T, B] (or [T]) representing step types. discounts (Tensor): shape is [T, B] (or [T]) representing discounts. - td_lambda (float): A scalar between [0, 1]. It's used for variance - reduction in temporal difference. - time_major (bool): Whether input tensors are time major. - False means input tensors have shape [B, T]. - Returns: - A tensor with shape [T-1, B] representing advantages. Shape is [B, T-1] - when time_major is false. + A tensor with shape [T-1, B] (or [T-1]) representing the discounted + returns. """ - - if not time_major: - discounts = discounts.transpose(0, 1) - rewards = rewards.transpose(0, 1) - values = values.transpose(0, 1) - step_types = step_types.transpose(0, 1) - assert values.shape[0] >= 2, ("The sequence length needs to be " "at least 2. Got {s}".format( s=values.shape[0])) @@ -262,19 +334,9 @@ def generalized_advantage_estimation(rewards, is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) is_lasts = common.expand_dims_as(is_lasts, values) discounts = common.expand_dims_as(discounts, values) + rewards = common.expand_dims_as(rewards, values) - weighted_discounts = discounts[1:] * td_lambda - - advs = torch.zeros_like(values) - delta = rewards[1:] + discounts[1:] * values[1:] - values[:-1] - - with torch.no_grad(): - for t in reversed(range(rewards.shape[0] - 1)): - advs[t] = (1 - is_lasts[t]) * \ - (delta[t] + weighted_discounts[t] * advs[t + 1]) - advs = advs[:-1] - - if not time_major: - advs = advs.transpose(0, 1) - - return advs.detach() + discounted_values = discounts * values + rets = (1 - is_lasts[:-1]) * (rewards[1:] + discounted_values[1:]) + \ + is_lasts[:-1] * discounted_values[:-1] + return rets.detach() diff --git a/alf/utils/value_ops_test.py b/alf/utils/value_ops_test.py index ebd526127..6477edbb2 100644 --- a/alf/utils/value_ops_test.py +++ b/alf/utils/value_ops_test.py @@ -23,23 +23,46 @@ class DiscountedReturnTest(unittest.TestCase): """Tests for alf.utils.value_ops.discounted_return """ - def _check(self, rewards, values, step_types, discounts, expected): - np.testing.assert_array_almost_equal( - value_ops.discounted_return( + def _check(self, + rewards, + values, + step_types, + discounts, + expected, + future=False): + if future: + res = value_ops.first_step_future_discounted_returns( rewards=rewards, values=values, step_types=step_types, discounts=discounts, - time_major=False), expected) + time_major=False) + else: + res = value_ops.discounted_return( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + time_major=False) - np.testing.assert_array_almost_equal( - value_ops.discounted_return( + np.testing.assert_array_almost_equal(res, expected) + + if future: + res = value_ops.first_step_future_discounted_returns( rewards=torch.stack([rewards, 2 * rewards], dim=2), values=torch.stack([values, 2 * values], dim=2), step_types=step_types, discounts=discounts, - time_major=False), torch.stack([expected, 2 * expected], - dim=2)) + time_major=False) + else: + res = value_ops.discounted_return( + rewards=torch.stack([rewards, 2 * rewards], dim=2), + values=torch.stack([values, 2 * values], dim=2), + step_types=step_types, + discounts=discounts, + time_major=False) + np.testing.assert_array_almost_equal( + res, torch.stack([expected, 2 * expected], dim=2)) def test_discounted_return(self): values = torch.tensor([[1.] * 5], dtype=torch.float32) @@ -74,7 +97,7 @@ def test_discounted_return(self): discounts=discounts, expected=expected) - # tow episodes, and end normal (discount=0) + # two episodes, and end normal (discount=0) step_types = torch.tensor([[ StepType.MID, StepType.MID, StepType.LAST, StepType.MID, StepType.MID @@ -91,6 +114,100 @@ def test_discounted_return(self): discounts=discounts, expected=expected) + def test_first_step_future_discounted_returns(self): + values = torch.tensor([[1.] * 5], dtype=torch.float32) + step_types = torch.tensor([[StepType.MID] * 5], dtype=torch.int64) + rewards = torch.tensor([[2.] * 5], dtype=torch.float32) + discounts = torch.tensor([[0.9] * 5], dtype=torch.float32) + expected = torch.tensor([[ + 2 + 0.9, 2 + 0.9 * (2 + 0.9), 2 + 0.9 * (2 + 0.9 * (2 + 0.9)), + 2 + 0.9 * (2 + 0.9 * (2 + 0.9 * (2 + 0.9))) + ]], + dtype=torch.float32) + self._check( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + expected=expected, + future=True) + + # two episodes, and exceed by time limit (discount=1) + step_types = torch.tensor([[ + StepType.MID, StepType.MID, StepType.LAST, StepType.MID, + StepType.MID + ]], + dtype=torch.int32) + expected = torch.tensor([[ + 2 + 0.9, 2 + 0.9 * (2 + 0.9), 2 + 0.9 * (2 + 0.9), + 2 + 0.9 * (2 + 0.9) + ]], + dtype=torch.float32) + self._check( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + expected=expected, + future=True) + + # two episodes, and end normal (discount=0) + step_types = torch.tensor([[ + StepType.MID, StepType.MID, StepType.LAST, StepType.MID, + StepType.MID + ]], + dtype=torch.int32) + discounts = torch.tensor([[0.9, 0.9, 0.0, 0.9, 0.9]]) + expected = torch.tensor( + [[2 + 0.9, 2 + 0.9 * 2, 2 + 0.9 * 2, 2 + 0.9 * 2]], + dtype=torch.float32) + + self._check( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + expected=expected, + future=True) + + # two episodes with discount 0 LAST. + values = torch.tensor([[1.] * 5], dtype=torch.float32) + step_types = torch.tensor([[ + StepType.MID, StepType.LAST, StepType.LAST, StepType.MID, + StepType.MID + ]], + dtype=torch.int32) + rewards = torch.tensor([[2.] * 5], dtype=torch.float32) + discounts = torch.tensor([[0.9, 0.0, 0.0, 0.9, 0.9]]) + expected = torch.tensor([[2, 2, 2, 2]], dtype=torch.float32) + + self._check( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + expected=expected, + future=True) + + # two episodes with discount 0 LAST. + values = torch.tensor([[1.] * 5], dtype=torch.float32) + step_types = torch.tensor([[ + StepType.LAST, StepType.LAST, StepType.LAST, StepType.MID, + StepType.MID + ]], + dtype=torch.int32) + rewards = torch.tensor([[2.] * 5], dtype=torch.float32) + discounts = torch.tensor([[0.0, 0.0, 0.0, 0.9, 0.9]]) + expected = torch.tensor([[0, 0, 0, 0]], dtype=torch.float32) + + self._check( + rewards=rewards, + values=values, + step_types=step_types, + discounts=discounts, + expected=expected, + future=True) + class GeneralizedAdvantageTest(unittest.TestCase): """Tests for alf.utils.value_ops.generalized_advantage_estimation From 6d5b225dcface7fc26b9c5a59796c5fc129fa15f Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Thu, 30 Jun 2022 11:12:05 -0700 Subject: [PATCH 2/8] introduce her_algorithms wrapper to replace ad hoc changes to base (off-policy) algorithms --- alf/algorithms/data_transformer.py | 10 +- alf/algorithms/ddpg_algorithm.py | 7 +- alf/algorithms/her_algorithms.py | 164 ++++++++++++++++++++++ alf/algorithms/her_algorithms_test.py | 46 ++++++ alf/algorithms/sac_algorithm.py | 7 +- alf/algorithms/td_loss.py | 12 +- alf/examples/her_fetchpush_conf.py | 3 + alf/experience_replayers/replay_buffer.py | 82 ++++++++--- 8 files changed, 290 insertions(+), 41 deletions(-) create mode 100644 alf/algorithms/her_algorithms.py create mode 100644 alf/algorithms/her_algorithms_test.py diff --git a/alf/algorithms/data_transformer.py b/alf/algorithms/data_transformer.py index 24d4ae772..002c1f11c 100644 --- a/alf/algorithms/data_transformer.py +++ b/alf/algorithms/data_transformer.py @@ -900,17 +900,15 @@ def transform_experience(self, experience: Experience): result = alf.nest.transform_nest( result, self._desired_goal_field, lambda _: relabeled_goal) result = result.update_time_step_field('reward', relabeled_rewards) - info = info._replace(her=her_cond, future_distance=future_dist) + derived = {"her": her_cond, "future_distance": future_dist} if alf.get_default_device() != buffer.device: for f in accessed_fields: result = alf.nest.transform_nest( result, f, lambda t: convert_device(t)) info = convert_device(info) - info = info._replace( - her=info.her.unsqueeze(1).expand(result.reward.shape[:2]), - future_distance=info.future_distance.unsqueeze(1).expand( - result.reward.shape[:2]), - replay_buffer=buffer) + derived = convert_device(derived) + info = info._replace(replay_buffer=buffer) + info = info.set_derived(derived) result = alf.data_structures.add_batch_info(result, info) return result diff --git a/alf/algorithms/ddpg_algorithm.py b/alf/algorithms/ddpg_algorithm.py index d1c5d6fd7..4d1a71b17 100644 --- a/alf/algorithms/ddpg_algorithm.py +++ b/alf/algorithms/ddpg_algorithm.py @@ -40,8 +40,7 @@ DdpgActorState = namedtuple("DdpgActorState", ['actor', 'critics']) DdpgState = namedtuple("DdpgState", ['actor', 'critics']) DdpgInfo = namedtuple( - "DdpgInfo", - [ + "DdpgInfo", [ "reward", "step_type", "discount", @@ -49,11 +48,7 @@ "action_distribution", "actor_loss", "critic", - # Optional fields for value target lower bounding or Hindsight relabeling. - # TODO: Extract these into a HerAlgorithm wrapper for easier adoption of HER. "discounted_return", - "future_distance", - "her" ], default_value=()) DdpgLossInfo = namedtuple('DdpgLossInfo', ('actor', 'critic')) diff --git a/alf/algorithms/her_algorithms.py b/alf/algorithms/her_algorithms.py new file mode 100644 index 000000000..b903bfdaa --- /dev/null +++ b/alf/algorithms/her_algorithms.py @@ -0,0 +1,164 @@ +# Copyright (c) 2022 Horizon Robotics and ALF Contributors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""HER Algorithms (Wrappers).""" +"""Classes defined here are used to transfer relevant info about the +sampled/replayed experience from HindsightDataTransformer all the way to +algorithm.calc_loss and the loss class. + +Actual hindsight relabeling happens in HindsightDataTransformer. + +For usage, see alf/examples/her_fetchpush_conf.py. +""" + +import alf +from alf.algorithms.sac_algorithm import SacAlgorithm, SacInfo +from alf.algorithms.ddpg_algorithm import DdpgAlgorithm, DdpgInfo +from alf.data_structures import TimeStep +from alf.utils import common + + +def her_wrapper(alg_cls, alg_info): + """A helper function to construct HerAlgo based on the base (off-policy) algorithm. + + We mainly do two things here: + 1. Create the new HerInfo namedtuple, containing a ``derived`` field together + with the existing fields of AlgInfo. The ``derived`` field is a dict, to be + populated with information derived from the Hindsight relabeling process. + This HerInfo structure stores training information collected from replay and + processed by the algorithm's train_step. + + 2. Create a new HerAlgo child class of the input base algorithm. + The new class additionally handles passing derived fields along the pipeline + for the loss function (e.g. LowerboundedTDLoss) to access. + """ + HerClsName = "Her" + alg_cls.__name__ + # HerAlgo class inherits the base RL algorithm class + HerCls = type(HerClsName, (alg_cls, ), {}) + HerCls.counter = 0 + + HerInfoName = "Her" + alg_info.__name__ + # Unfortunately, the user has to ensure that the default_value of HerAlgInfo has to be + # exactly the same as the AlgInfo, otherwise there could be bugs. + HerInfoCls = alf.data_structures.namedtuple( + HerInfoName, alg_info._fields + ("derived", ), default_value=()) + alg_info.__name__ = HerInfoName + + # NOTE: replay_buffer.py has similar functions for handling BatchInfo namedtuple. + + # New __new__ for AlgInfo, so every time AlgInfo is called to create an instance, + # an HerAlgInfo instance (with the additional ``derived`` dict) is created and + # returned instead. This allows us to wrap an algorithm's AlgInfo class without + # changing any code in the original AlgInfo class, keeping HER code separate. + @common.add_method(alg_info) + def __new__(info_cls, **kwargs): + assert info_cls == alg_info + her_info = HerInfoCls(**kwargs) + # Set default value, later code will check for this + her_info = her_info._replace(derived={}) + return her_info + + # New accessor methods for HerAlgInfo to access the ``derived`` dict. + @common.add_method(HerInfoCls) + def get_derived_field(self, field, default=None): + if default is None: + assert field in self.derived, f"field {field} not in BatchInfo.derived" + if field in self.derived: + return self.derived[field] + else: + return default + + @common.add_method(HerInfoCls) + def get_derived(self): + return self.derived + + @common.add_method(HerInfoCls) + def set_derived(self, new_dict): + assert self.derived == {} + return self._replace(derived=new_dict) + + # New methods for HerAlg + @common.add_method(HerCls) + def __init__(self, **kwargs): + """ + Args: + kwargs: arguments passed to the constructor of the underlying algorithm. + """ + assert HerCls.counter == 0, f"HerCls {HerCls} already defined" + super(HerCls, self).__init__(**kwargs) + HerCls.counter += 1 + + @common.add_method(HerCls) + def preprocess_experience(self, inputs: TimeStep, rollout_info: alg_info, + batch_info): + """Pass derived fields from batch_info into rollout_info""" + time_step, rollout_info = super(HerCls, self).preprocess_experience( + inputs, rollout_info, batch_info) + if hasattr(rollout_info, "derived") and batch_info.derived: + # Expand to the proper dimensions consistent with other experience fields + derived = alf.nest.map_structure( + lambda x: x.unsqueeze(1).expand(time_step.reward.shape[:2]), + batch_info.get_derived()) + rollout_info = rollout_info.set_derived(derived) + return time_step, rollout_info + + @common.add_method(HerCls) + def train_step(self, inputs: TimeStep, state, rollout_info: alg_info): + """Pass derived fields from rollout_info into alg_step.info""" + alg_step = super(HerCls, self).train_step(inputs, state, rollout_info) + return alg_step._replace( + info=alg_step.info.set_derived(rollout_info.get_derived())) + + return HerCls # End of her_wrapper function + + +# Create the actual wrapped HerAlgorithms +HerSacAlgorithm = her_wrapper(SacAlgorithm, SacInfo) +HerDdpgAlgorithm = her_wrapper(DdpgAlgorithm, DdpgInfo) +"""To help understand what's going on, here is the detailed data flow: + +1. Replayer samples the experience with batch_info from replay_buffer. + +2. HindsightDataTransformer samples and relabels the experience, stores the derived info containing +her: whether the experience has been relabeled, future_distance: the number of time steps to +the future achieved goal used to relabel the experience. +HindsightDataTransformer finally returns experience with experience.batch_info.derived +containing the derived information. + +(NOTE: we cannot put HindsightDataTransformer into HerAlgo.preprocess_experience, as preprocessing +happens after data_transformations, but Hindsight relabeling has to happen before other data +transformations like observation normalization, because hindsight accesses replay_buffer data directly, +which has not gone through the data transformers. +Maybe we could invoke HindsightDataTransformer automatically, e.g. by preprending it to +``TrainConfig.data_transformer_ctr`` in this file. Maybe that's too magical, and should be avoided.) + +3. HerAlgo.preprocess_experience copies ``batch_info.derived`` over to ``rollout_info.derived``. +NOTE: We cannot copy from exp to rollout_info because the input to preprocess_experience is time_step, +not exp in algorithm.py: + +.. code-block:: python + + time_step, rollout_info = self.preprocess_experience( + experience.time_step, experience.rollout_info, batch_info) + +4. HerAlgo.train_step copies ``exp.rollout_info.derived`` over to ``policy_step.info.derived``. +NOTE: we cannot just copy derived from exp into AlgInfo in train_step, because train_step accepts +time_step instead of exp as input: + +.. code-block:: python + + policy_step = self.train_step(exp.time_step, policy_state, + exp.rollout_info) + +5. BaseAlgo.calc_loss will call LowerboundedTDLoss with HerBaseAlgoInfo. +""" diff --git a/alf/algorithms/her_algorithms_test.py b/alf/algorithms/her_algorithms_test.py new file mode 100644 index 000000000..9d095968a --- /dev/null +++ b/alf/algorithms/her_algorithms_test.py @@ -0,0 +1,46 @@ +# Copyright (c) 2022 Horizon Robotics and ALF Contributors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from absl.testing import parameterized + +import alf +from alf.algorithms.her_algorithms import HerSacAlgorithm, HerDdpgAlgorithm +from alf.algorithms.sac_algorithm import SacAlgorithm, SacInfo +from alf.algorithms.ddpg_algorithm import DdpgAlgorithm, DdpgInfo + + +class HerAlgorithmsTest(parameterized.TestCase, alf.test.TestCase): + def test_her_algo_name(self): + self.assertEqual("HerSacAlgorithm", HerSacAlgorithm.__name__) + self.assertEqual("HerDdpgAlgorithm", HerDdpgAlgorithm.__name__) + + @parameterized.parameters([ + (SacInfo, ), + (DdpgInfo, ), + ]) + def test_her_info(self, Info): + info = Info(reward=1) + self.assertEqual(1, info.reward) + # HerAlgInfo assumes default field value to be (), need to be consistent with AlgInfo + self.assertEqual((), info.action) + self.assertEqual({}, info.get_derived()) + ret = info.set_derived({"a": 1, "b": 2}) + # info is immutable + self.assertEqual({}, info.get_derived()) + # ret is the new instance with field "derived" replaced + self.assertEqual(1, ret.get_derived_field("a")) + self.assertEqual(2, ret.get_derived_field("b")) + # get nonexistent field with and without default + self.assertEqual("none", ret.get_derived_field("x", default="none")) + self.assertRaises(AssertionError, ret.get_derived_field, "x") diff --git a/alf/algorithms/sac_algorithm.py b/alf/algorithms/sac_algorithm.py index 2a4c27e3b..b8dc463e3 100644 --- a/alf/algorithms/sac_algorithm.py +++ b/alf/algorithms/sac_algorithm.py @@ -54,8 +54,7 @@ "SacActorInfo", ["actor_loss", "neg_entropy"], default_value=()) SacInfo = namedtuple( - "SacInfo", - [ + "SacInfo", [ "reward", "step_type", "discount", @@ -65,11 +64,7 @@ "critic", "alpha", "log_pi", - # Optional fields for value target lower bounding or Hindsight relabeling. - # TODO: Extract these into a HerAlgorithm wrapper for easier adoption of HER. "discounted_return", - "future_distance", - "her" ], default_value=()) diff --git a/alf/algorithms/td_loss.py b/alf/algorithms/td_loss.py index 6f4e27e65..28f70ef6d 100644 --- a/alf/algorithms/td_loss.py +++ b/alf/algorithms/td_loss.py @@ -117,7 +117,7 @@ def compute_td_target(self, dimesion is the batch dimension. Args: - info (namedtuple): experience collected from ``unroll()`` or + info (namedtuple): AlgInfo collected from ``unroll()`` or a replay buffer. All tensors are time-major. ``info`` should contain the following fields: - reward: @@ -301,7 +301,7 @@ def compute_td_target(self, dimesion is the batch dimension. Args: - info (namedtuple): experience collected from ``unroll()`` or + info (namedtuple): AlgInfo collected from ``unroll()`` or a replay buffer. All tensors are time-major. ``info`` should contain the following fields: - reward: @@ -370,12 +370,12 @@ def compute_td_target(self, torch.mean(value[:-1][:, episode_ended[0, :]])) if self._lb_target_q > 0 and disc_ret != (): - her_cond = info.her + her_cond = info.get_derived_field("her", default=()) mask = torch.ones(returns.shape, dtype=torch.bool) if her_cond != () and torch.any(~her_cond): mask = ~her_cond[:-1] disc_ret = disc_ret[ - 1:] # it's expanded in ddpg_algorithm, need to revert back. + 1:] # it's expanded in Agent.preprocess_experience, need to revert back. assert returns.shape == disc_ret.shape, "%s %s" % (returns.shape, disc_ret.shape) with alf.summary.scope(self._name): @@ -391,9 +391,9 @@ def compute_td_target(self, if self._improve_w_goal_return: batch_length, batch_size = returns.shape[:2] - her_cond = info.her + her_cond = info.get_derived_field("her") if her_cond != () and torch.any(her_cond): - dist = info.future_distance + dist = info.get_derived_field("future_distance") if self._positive_reward: goal_return = torch.pow( self._gamma * torch.ones(her_cond.shape), dist) diff --git a/alf/examples/her_fetchpush_conf.py b/alf/examples/her_fetchpush_conf.py index e4a15ade0..04ac5e967 100644 --- a/alf/examples/her_fetchpush_conf.py +++ b/alf/examples/her_fetchpush_conf.py @@ -16,6 +16,7 @@ from alf.algorithms.data_transformer import HindsightExperienceTransformer, \ ObservationNormalizer from alf.algorithms.ddpg_algorithm import DdpgAlgorithm +from alf.algorithms.her_algorithms import HerDdpgAlgorithm from alf.environments import suite_robotics from alf.nest.utils import NestConcat @@ -38,6 +39,8 @@ alf.config('DdpgAlgorithm', action_l2=0.05) +alf.config('Agent', rl_algorithm_cls=HerDdpgAlgorithm) + # Finer grain tensorboard summaries plus local action distribution # TrainerConfig.summarize_action_distributions=True # TrainerConfig.summary_interval=1 diff --git a/alf/experience_replayers/replay_buffer.py b/alf/experience_replayers/replay_buffer.py index cffb47a22..eda430f67 100644 --- a/alf/experience_replayers/replay_buffer.py +++ b/alf/experience_replayers/replay_buffer.py @@ -29,23 +29,71 @@ from .segment_tree import SumSegmentTree, MaxSegmentTree -# her (Tensor): of shape (batch_size, batch_length) indicating which transitions are relabeled -# with hindsight. -# future_distance (Tensor): of shape (batch_size, batch_length), is the distance from -# the transition's end state to the sampled future state in terms of number of -# environment steps. future_distance[:, 0] == future_distance[:, n], so only the first step -# is accurate. -BatchInfo = namedtuple( - "BatchInfo", [ - "env_ids", - "positions", - "importance_weights", - "replay_buffer", - "her", - "future_distance", - "discounted_return", - ], - default_value=()) + +class BatchInfo( + namedtuple( + "BatchInfo", [ + "env_ids", + "positions", + "importance_weights", + "replay_buffer", + "discounted_return", + "derived", + ], + default_value=())): + """BatchInfo stores information related to a sampled experience batch of size B. + - env_ids: shape [B]: environment id for each sequence. + - positions: shape [B]: starting position in the replay buffer for each sequence. + - importance_weights: shape [B]: priority divided by the average of all + non-zero priorities in the buffer. + - replay_buffer: the replay buffer object. Data transformations like FrameStacker and + Hindsight relabeler may need access to other data not sampled by the replayer. + - discounted_return: shape [B]: the accumulated future discounted return of + the first step of each sequence. + - derived: A dictionary of fields derived from the experience, e.g. + hindsight relabeling may return the number of steps to the future achieved goal + used to relabel or whether the sequence has been relabeled. + NOTE: ``derived`` has to be accessed through the member functions + ``get_derived_field()`` and ``add_derived_field()``, + which check for field name conflicts. + """ + + # NOTE: her_algorithms.py has similar functions for handling AlgInfo namedtuple. + + def __new__(cls, *args, **kwargs): + info = super(BatchInfo, cls).__new__(cls, *args, **kwargs) + # Set default value, later code will check for this + info = info._replace(derived={}) + return info + + def add_derived_field(self, field, new_value): + """Add ``new_value`` to ``batch_info.derived[field]``. + Args: + field (str): indicate the field to be updated + new_value (any): the new value for the field + Returns: + BatchInfo: a structure the same as the original batch_info except + that the field ``field`` in the ``derived`` is set to ``new_value``. + """ + assert field not in self.derived, f"field {field} already exists" + self.derived[field] = new_value + return self + + def get_derived(self): + """Return dict ``batch_info.derived``. + """ + return self.derived + + def set_derived(self, new_dict): + """Set the ``batch_info.derived`` field to ``new_dict``. + Args: + new_dict (dict): the new value for ``batch_info.derived`` + Returns: + BatchInfo: a structure the same as the original batch_info except + that the field ``derived`` is set to ``new_dict``. + """ + assert self.derived == {} + return self._replace(derived=new_dict) @alf.configurable From 3d3df47715b9fdc4afe8497d0dbdd96409acd90c Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Thu, 30 Jun 2022 12:59:48 -0700 Subject: [PATCH 3/8] protect for the case where lbtq is enabled but HER is not. --- alf/algorithms/her_algorithms.py | 10 +++------- alf/algorithms/td_loss.py | 5 ++++- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/alf/algorithms/her_algorithms.py b/alf/algorithms/her_algorithms.py index b903bfdaa..ba11b61d4 100644 --- a/alf/algorithms/her_algorithms.py +++ b/alf/algorithms/her_algorithms.py @@ -70,13 +70,9 @@ def __new__(info_cls, **kwargs): # New accessor methods for HerAlgInfo to access the ``derived`` dict. @common.add_method(HerInfoCls) - def get_derived_field(self, field, default=None): - if default is None: - assert field in self.derived, f"field {field} not in BatchInfo.derived" - if field in self.derived: - return self.derived[field] - else: - return default + def get_derived_field(self, field): + assert field in self.derived, f"field {field} not in BatchInfo.derived" + return self.derived[field] @common.add_method(HerInfoCls) def get_derived(self): diff --git a/alf/algorithms/td_loss.py b/alf/algorithms/td_loss.py index 28f70ef6d..de5df288f 100644 --- a/alf/algorithms/td_loss.py +++ b/alf/algorithms/td_loss.py @@ -370,7 +370,10 @@ def compute_td_target(self, torch.mean(value[:-1][:, episode_ended[0, :]])) if self._lb_target_q > 0 and disc_ret != (): - her_cond = info.get_derived_field("her", default=()) + if hasattr(info, "get_derived_field"): + her_cond = info.get_derived_field("her") + else: + her_cond = () mask = torch.ones(returns.shape, dtype=torch.bool) if her_cond != () and torch.any(~her_cond): mask = ~her_cond[:-1] From ee39185024fc5812c729acd001dda9f4dbb23acf Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Thu, 30 Jun 2022 15:39:44 -0700 Subject: [PATCH 4/8] move functions around in value_ops to avoid spurious diffs --- alf/utils/value_ops.py | 170 ++++++++++++++++++++--------------------- 1 file changed, 85 insertions(+), 85 deletions(-) diff --git a/alf/utils/value_ops.py b/alf/utils/value_ops.py index c99eca225..63154fb58 100644 --- a/alf/utils/value_ops.py +++ b/alf/utils/value_ops.py @@ -118,41 +118,37 @@ def action_importance_ratio(action_distribution, return importance_ratio, importance_ratio_clipped -def generalized_advantage_estimation(rewards, - values, - step_types, - discounts, - td_lambda=1.0, - time_major=True): - """Computes generalized advantage estimation (GAE) for the first T-1 steps. - - For theory, see - "High-Dimensional Continuous Control Using Generalized Advantage Estimation" - by John Schulman, Philipp Moritz et al. - See https://arxiv.org/abs/1506.02438 for full paper. +def discounted_return(rewards, values, step_types, discounts, time_major=True): + """Computes discounted return for the first T-1 steps. The difference between this function and the one tf_agents.utils.value_ops - is that the accumulated_td is reset to 0 for is_last steps in this function. + is that the accumulated_discounted_reward is replaced by value for is_last + steps in this function. + + .. math:: + + Q_t = \sum_{t'=t}^T \gamma^{t'-t} * r_{t'} + \gamma^{T-t+1}*final\_value. + Define abbreviations: + - B: batch size representing number of trajectories - T: number of steps per trajectory Args: rewards (Tensor): shape is [T, B] (or [T]) representing rewards. - values (Tensor): shape is [T,B] (or [T]) representing values. - step_types (Tensor): shape is [T,B] (or [T]) representing step types. + values (Tensor): shape is [T, B] (or [T]) when representing values, + [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles + of value distributions. + step_types (Tensor): shape is [T, B] (or [T]) representing step types. discounts (Tensor): shape is [T, B] (or [T]) representing discounts. - td_lambda (float): A scalar between [0, 1]. It's used for variance - reduction in temporal difference. time_major (bool): Whether input tensors are time major. False means input tensors have shape [B, T]. Returns: - A tensor with shape [T-1, B] representing advantages. Shape is [B, T-1] - when time_major is false. + A tensor with shape [T-1, B] (or [T-1]) representing the discounted + returns. Shape is [B, T-1] when time_major is false. """ - if not time_major: discounts = discounts.transpose(0, 1) rewards = rewards.transpose(0, 1) @@ -166,55 +162,92 @@ def generalized_advantage_estimation(rewards, is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) is_lasts = common.expand_dims_as(is_lasts, values) discounts = common.expand_dims_as(discounts, values) + rewards = common.expand_dims_as(rewards, values) - weighted_discounts = discounts[1:] * td_lambda - - advs = torch.zeros_like(values) - delta = rewards[1:] + discounts[1:] * values[1:] - values[:-1] + rets = torch.zeros_like(values) + rets[-1] = values[-1] with torch.no_grad(): for t in reversed(range(rewards.shape[0] - 1)): - advs[t] = (1 - is_lasts[t]) * \ - (delta[t] + weighted_discounts[t] * advs[t + 1]) - advs = advs[:-1] + acc_value = rets[t + 1] * discounts[t + 1] + rewards[t + 1] + rets[t] = is_lasts[t] * values[t] + (1 - is_lasts[t]) * acc_value + + rets = rets[:-1] if not time_major: - advs = advs.transpose(0, 1) + rets = rets.transpose(0, 1) - return advs.detach() + return rets.detach() -def discounted_return(rewards, values, step_types, discounts, time_major=True): - """Computes discounted return for the first T-1 steps. +def one_step_discounted_return(rewards, values, step_types, discounts): + """Calculate the one step discounted return for the first T-1 steps. - The difference between this function and the one tf_agents.utils.value_ops - is that the accumulated_discounted_reward is replaced by value for is_last - steps in this function. + return = next_reward + next_discount * next_value if is not the last step; + otherwise will set return = current_discount * current_value. - .. math:: + Note: Input tensors must be time major + Args: + rewards (Tensor): shape is [T, B] (or [T]) representing rewards. + values (Tensor): shape is [T, B] (or [T]) when representing values, + [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles + of value distributions. + step_types (Tensor): shape is [T, B] (or [T]) representing step types. + discounts (Tensor): shape is [T, B] (or [T]) representing discounts. + Returns: + A tensor with shape [T-1, B] (or [T-1]) representing the discounted + returns. + """ + assert values.shape[0] >= 2, ("The sequence length needs to be " + "at least 2. Got {s}".format( + s=values.shape[0])) - Q_t = \sum_{t'=t}^T \gamma^{t'-t} * r_{t'} + \gamma^{T-t+1}*final\_value. + is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) + is_lasts = common.expand_dims_as(is_lasts, values) + discounts = common.expand_dims_as(discounts, values) + rewards = common.expand_dims_as(rewards, values) + + discounted_values = discounts * values + rets = (1 - is_lasts[:-1]) * (rewards[1:] + discounted_values[1:]) + \ + is_lasts[:-1] * discounted_values[:-1] + return rets.detach() - Define abbreviations: +def generalized_advantage_estimation(rewards, + values, + step_types, + discounts, + td_lambda=1.0, + time_major=True): + """Computes generalized advantage estimation (GAE) for the first T-1 steps. + + For theory, see + "High-Dimensional Continuous Control Using Generalized Advantage Estimation" + by John Schulman, Philipp Moritz et al. + See https://arxiv.org/abs/1506.02438 for full paper. + The difference between this function and the one tf_agents.utils.value_ops + is that the accumulated_td is reset to 0 for is_last steps in this function. + + Define abbreviations: - B: batch size representing number of trajectories - T: number of steps per trajectory Args: rewards (Tensor): shape is [T, B] (or [T]) representing rewards. - values (Tensor): shape is [T, B] (or [T]) when representing values, - [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles - of value distributions. - step_types (Tensor): shape is [T, B] (or [T]) representing step types. + values (Tensor): shape is [T,B] (or [T]) representing values. + step_types (Tensor): shape is [T,B] (or [T]) representing step types. discounts (Tensor): shape is [T, B] (or [T]) representing discounts. + td_lambda (float): A scalar between [0, 1]. It's used for variance + reduction in temporal difference. time_major (bool): Whether input tensors are time major. False means input tensors have shape [B, T]. Returns: - A tensor with shape [T-1, B] (or [T-1]) representing the discounted - returns. Shape is [B, T-1] when time_major is false. + A tensor with shape [T-1, B] representing advantages. Shape is [B, T-1] + when time_major is false. """ + if not time_major: discounts = discounts.transpose(0, 1) rewards = rewards.transpose(0, 1) @@ -228,22 +261,22 @@ def discounted_return(rewards, values, step_types, discounts, time_major=True): is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) is_lasts = common.expand_dims_as(is_lasts, values) discounts = common.expand_dims_as(discounts, values) - rewards = common.expand_dims_as(rewards, values) - rets = torch.zeros_like(values) - rets[-1] = values[-1] + weighted_discounts = discounts[1:] * td_lambda + + advs = torch.zeros_like(values) + delta = rewards[1:] + discounts[1:] * values[1:] - values[:-1] with torch.no_grad(): for t in reversed(range(rewards.shape[0] - 1)): - acc_value = rets[t + 1] * discounts[t + 1] + rewards[t + 1] - rets[t] = is_lasts[t] * values[t] + (1 - is_lasts[t]) * acc_value - - rets = rets[:-1] + advs[t] = (1 - is_lasts[t]) * \ + (delta[t] + weighted_discounts[t] * advs[t + 1]) + advs = advs[:-1] if not time_major: - rets = rets.transpose(0, 1) + advs = advs.transpose(0, 1) - return rets.detach() + return advs.detach() def first_step_future_discounted_returns(rewards, @@ -307,36 +340,3 @@ def first_step_future_discounted_returns(rewards, rets = rets.transpose(0, 1) return rets.detach() - - -def one_step_discounted_return(rewards, values, step_types, discounts): - """Calculate the one step discounted return for the first T-1 steps. - - return = next_reward + next_discount * next_value if is not the last step; - otherwise will set return = current_discount * current_value. - - Note: Input tensors must be time major - Args: - rewards (Tensor): shape is [T, B] (or [T]) representing rewards. - values (Tensor): shape is [T, B] (or [T]) when representing values, - [T, B, n_quantiles] or [T, n_quantiles] when representing quantiles - of value distributions. - step_types (Tensor): shape is [T, B] (or [T]) representing step types. - discounts (Tensor): shape is [T, B] (or [T]) representing discounts. - Returns: - A tensor with shape [T-1, B] (or [T-1]) representing the discounted - returns. - """ - assert values.shape[0] >= 2, ("The sequence length needs to be " - "at least 2. Got {s}".format( - s=values.shape[0])) - - is_lasts = (step_types == StepType.LAST).to(dtype=torch.float32) - is_lasts = common.expand_dims_as(is_lasts, values) - discounts = common.expand_dims_as(discounts, values) - rewards = common.expand_dims_as(rewards, values) - - discounted_values = discounts * values - rets = (1 - is_lasts[:-1]) * (rewards[1:] + discounted_values[1:]) + \ - is_lasts[:-1] * discounted_values[:-1] - return rets.detach() From 928e894f8236f34dba38364b114821807a8e251a Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Thu, 30 Jun 2022 18:40:39 -0700 Subject: [PATCH 5/8] use LowerBoundedTDLoss with td_lambda=0 (OneStepLoss) to fix value exploding. --- alf/algorithms/one_step_loss.py | 4 ++-- alf/examples/sac_breakout_conf.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/alf/algorithms/one_step_loss.py b/alf/algorithms/one_step_loss.py index e687f9dc5..34ee329ad 100644 --- a/alf/algorithms/one_step_loss.py +++ b/alf/algorithms/one_step_loss.py @@ -16,12 +16,12 @@ from typing import Union, List, Callable import alf -from alf.algorithms.td_loss import LowerBoundedTDLoss, TDQRLoss +from alf.algorithms.td_loss import TDLoss, TDQRLoss from alf.utils import losses @alf.configurable -class OneStepTDLoss(LowerBoundedTDLoss): +class OneStepTDLoss(TDLoss): def __init__(self, gamma: Union[float, List[float]] = 0.99, td_error_loss_fn: Callable = losses.element_wise_squared_loss, diff --git a/alf/examples/sac_breakout_conf.py b/alf/examples/sac_breakout_conf.py index 8c754d56e..9a2effd41 100644 --- a/alf/examples/sac_breakout_conf.py +++ b/alf/examples/sac_breakout_conf.py @@ -50,7 +50,7 @@ def define_config(name, default_value): fc_layer_params=FC_LAYER_PARAMS, conv_layer_params=CONV_LAYER_PARAMS) -critic_loss_ctor = functools.partial(LowerBoundedTDLoss, td_lambda=0.95) +critic_loss_ctor = functools.partial(LowerBoundedTDLoss, td_lambda=0) lr = define_config('lr', 5e-4) critic_optimizer = AdamTF(lr=lr) @@ -69,7 +69,7 @@ def define_config(name, default_value): target_update_period=20) gamma = define_config('gamma', 0.99) -alf.config('OneStepTDLoss', gamma=gamma) +alf.config('LowerBoundedTDLoss', gamma=gamma) alf.config('ReplayBuffer', gamma=gamma, reward_clip=(-1, 1)) # training config From 99aacf1ed5c0db41a2aa256005a6fc8c910b99c7 Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Thu, 30 Jun 2022 19:10:27 -0700 Subject: [PATCH 6/8] field name improvement and add formula in comment --- alf/algorithms/data_transformer.py | 2 +- alf/algorithms/td_loss.py | 38 +++++++++++++++++++++++++++--- 2 files changed, 36 insertions(+), 4 deletions(-) diff --git a/alf/algorithms/data_transformer.py b/alf/algorithms/data_transformer.py index 002c1f11c..45af9f0b9 100644 --- a/alf/algorithms/data_transformer.py +++ b/alf/algorithms/data_transformer.py @@ -900,7 +900,7 @@ def transform_experience(self, experience: Experience): result = alf.nest.transform_nest( result, self._desired_goal_field, lambda _: relabeled_goal) result = result.update_time_step_field('reward', relabeled_rewards) - derived = {"her": her_cond, "future_distance": future_dist} + derived = {"is_her": her_cond, "future_distance": future_dist} if alf.get_default_device() != buffer.device: for f in accessed_fields: result = alf.nest.transform_nest( diff --git a/alf/algorithms/td_loss.py b/alf/algorithms/td_loss.py index de5df288f..6b45caa7b 100644 --- a/alf/algorithms/td_loss.py +++ b/alf/algorithms/td_loss.py @@ -260,17 +260,49 @@ def __init__(self, gamma .. use_retrace: pass through to TDLoss. lb_target_q: between 0 and 1. When not zero, use this mixing rate for the lower bounded value target. Only supports batch_length == 2, one step td. + Suppose the original one step bootstrapped TD target is :math:`G(s)`, (which + equals :math:`r(s) + \gamma Q(s', a')`), the discounted accumulated return + to episode end is :math:`G^e(s)`, then, the new lower bounded value target is + + .. math:: + + G^{lb}(s) \coloneqq \max(G^e(s), G(s)) + default_return: Keep it the same as replay_buffer.default_return to plot to tensorboard episodic_discounted_return only for the timesteps whose episode already ended. improve_w_goal_return: Use return calculated from the distance to hindsight goals. Only supports batch_length == 2, one step td. + Suppose the original one step bootstrapped TD target is :math:`G(s)`, the + number of steps to the relabeled goal state is :math:`d`, then, for an + episodic task with 0/1 sparse goal reward, the new lower bounded + value target is + + .. math:: + + G^{lb}(s) \coloneqq \max(\gamma^d, G(s)) + improve_w_nstep_bootstrap: Look ahead 2 to n steps, and take the largest bootstrapped return to lower bound the value target of the 1st step. + Suppose the original one step bootstrapped TD target is :math:`G(s)`, the + n-step bootstrapped return is :math:`G_i(s)` where :math:`i \in [1, ..., n]`, + then, the new lower bounded value target is + + .. math:: + + G^{lb}(s) \coloneqq \max(\max_{i \in [1, ..., n]}(G_i(s)), G(s)) + improve_w_nstep_only: Only use the n-th step bootstrapped return as value target lower bound. + The new lower bounded value target is + + .. math:: + + G^{lb}(s) \coloneqq \max(G_n(s), G(s)) + reward_multiplier: Weight on the hindsight goal return. - positive_reward: If True, assumes 0/1 goal reward, otherwise, -1/0. + positive_reward: If True, assumes 0/1 goal reward in an episodic task, + otherwise, -1/0 in a continuing task. debug_summaries: True if debug summaries should be created. name: The name of this loss. """ @@ -371,7 +403,7 @@ def compute_td_target(self, if self._lb_target_q > 0 and disc_ret != (): if hasattr(info, "get_derived_field"): - her_cond = info.get_derived_field("her") + her_cond = info.get_derived_field("is_her") else: her_cond = () mask = torch.ones(returns.shape, dtype=torch.bool) @@ -394,7 +426,7 @@ def compute_td_target(self, if self._improve_w_goal_return: batch_length, batch_size = returns.shape[:2] - her_cond = info.get_derived_field("her") + her_cond = info.get_derived_field("is_her") if her_cond != () and torch.any(her_cond): dist = info.get_derived_field("future_distance") if self._positive_reward: From 125bb7580f97041107357bb4eaa10bd0831ff52f Mon Sep 17 00:00:00 2001 From: Le Horizon Date: Fri, 1 Jul 2022 09:37:36 -0700 Subject: [PATCH 7/8] upload plots and update README --- README.md | 12 +++++++++++- alf/examples/dqn_breakout_conf-lbtq-Qbert.png | Bin 0 -> 98993 bytes alf/examples/sac_breakout_conf-lbtq-Qbert.png | Bin 85159 -> 105197 bytes 3 files changed, 11 insertions(+), 1 deletion(-) create mode 100644 alf/examples/dqn_breakout_conf-lbtq-Qbert.png diff --git a/README.md b/README.md index c92e32144..091a748f3 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,8 @@ Read the ALF documentation [here](https://alf.readthedocs.io/). |[QRSAC](alf/algorithms/qrsac_algorithm.py)|Off-policy RL|Dabney et al. "Distributional Reinforcement Learning with Quantile Regression" [arXiv:1710.10044](https://arxiv.org/abs/1710.10044)| |[SAC](alf/algorithms/sac_algorithm.py)|Off-policy RL|Haarnoja et al. "Soft Actor-Critic Algorithms and Applications" [arXiv:1812.05905](https://arxiv.org/abs/1812.05905)| |[OAC](alf/algorithms/oac_algorithm.py)|Off-policy RL|Ciosek et al. "Better Exploration with Optimistic Actor-Critic" [arXiv:1910.12807](https://arxiv.org/abs/1910.12807)| -|[HER](https://github.com/HorizonRobotics/alf/blob/911d9573866df41e9e3adf6cdd94ee03016bf5a8/alf/algorithms/data_transformer.py#L672)|Off-policy RL|Andrychowicz et al. "Hindsight Experience Replay" [arXiv:1707.01495](https://arxiv.org/abs/1707.01495)| +|[HER (HindsightExperienceTransformer)](alf/algorithms/data_transformer.py)|Off-policy RL|Andrychowicz et al. "Hindsight Experience Replay" [arXiv:1707.01495](https://arxiv.org/abs/1707.01495)| +|[lbVT (LowerBoundedTDLoss)](alf/algorithms/td_loss.py)|Off-policy RL|Ciosek et al. "Faster Reinforcement Learning with Value Target Lower Bounding" [link](https://openreview.net/forum?id=bgAS1ZvveZ)| |[TAAC](alf/algorithms/taac_algorithm.py)|Off-policy RL|Yu et al. "TAAC: Temporally Abstract Actor-Critic for Continuous Control" [arXiv:2104.06521](https://arxiv.org/abs/2104.06521)| |[DIAYN](alf/algorithms/diayn_algorithm.py)|Intrinsic motivation/Exploration|Eysenbach et al. "Diversity is All You Need: Learning Diverse Skills without a Reward Function" [arXiv:1802.06070](https://arxiv.org/abs/1802.06070)| |[ICM](alf/algorithms/icm_algorithm.py)|Intrinsic motivation/Exploration|Pathak et al. "Curiosity-driven Exploration by Self-supervised Prediction" [arXiv:1705.05363](https://arxiv.org/abs/1705.05363)| @@ -145,6 +146,15 @@ All the examples below are trained on a single machine Intel(R) Core(TM) i9-7960 Q*Bert-DDQN-training-curve +### lbVT +* [DDQN with lowerbounded value target on Atari](alf/examples/dqn_breakout_conf.py). Game "Q*Bert" performance. + + Q*Bert-DDQN-lbVT-training-curve + +* [SAC with lowerbounded value target on Atari](alf/examples/sac_breakout_conf.py). Game "Q*Bert" performance. + + Q*Bert-SAC-lbVT-training-curve + ### DDPG * [FetchSlide (sparse rewards)](alf/examples/ddpg_fetchslide_conf.py). Need to install the [MuJoCo](https://www.roboti.us/index.html) simulator first. This example reproduces the performance of vanilla DDPG reported in the OpenAI's Robotics environment [paper](https://arxiv.org/pdf/1802.09464.pdf). Our implementation doesn't use MPI, but obtains (evaluation) performance on par with the original implementation. (*The original MPI implementation has 19 workers, each worker containing 2 environments for rollout and sampling a minibatch of size 256 from its replay buffer for computing gradients. All the workers' gradients will be summed together for a centralized optimizer step. Our implementation simply samples a minibatch of size 5000 from a common replay buffer per optimizer step.*) The training took about 1 hour with 38 (19*2) parallel environments on a single GPU. diff --git a/alf/examples/dqn_breakout_conf-lbtq-Qbert.png b/alf/examples/dqn_breakout_conf-lbtq-Qbert.png new file mode 100644 index 0000000000000000000000000000000000000000..782096eebdc57c77bf1b8091a18c5fe9f809f886 GIT binary patch literal 98993 zcmZ_01z23omIc~P1C47S5FkKscXxLuNC<8r!QE*bg1cLAOK=J9F2RDkySu#RzccUN znR$=;;7EDZId%40dljL|ic+XZ?~nih0IH0%xGDeuvjG4A^$_5pcbGabW1$xk7Gh$` zGGbyR%Jw#97M7*}0CkM9fdQ5bJ$1jKp@BjF2ptWQy^Cr{NVuwjPjCBZJHnfIQ)MN2 zMn+o{gj3)-o&h`Ututy_;#w7BKfPS>#dJN>CyBceAJAeO$H;o{l& z;Y<+A407@_M{>?7J&aX5yQ?!51T+>_PIi*j&l4gtUnLMjoJX08=m+J;s8wuXgH%iW z%=M}=BmH80V=zG=>S59nA+TRptjZyZD7_CR$iGJu9)24Up)xN81!X}8ACKIcv|AmQ znfbJync0$0KUymu!3D6vmAKAsOoouw7wYSKwfypuHI0WiOU1_gm~r~@aw75a@}i5v z{(=VT^5q9)u^VKi1;Ld=$JNMGOU6t=0YD2qM*zS8u>c_G84wx(!4?46f6f5_O6U;) 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the ALF documentation [here](https://alf.readthedocs.io/). |[QRSAC](alf/algorithms/qrsac_algorithm.py)|Off-policy RL|Dabney et al. "Distributional Reinforcement Learning with Quantile Regression" [arXiv:1710.10044](https://arxiv.org/abs/1710.10044)| |[SAC](alf/algorithms/sac_algorithm.py)|Off-policy RL|Haarnoja et al. "Soft Actor-Critic Algorithms and Applications" [arXiv:1812.05905](https://arxiv.org/abs/1812.05905)| |[OAC](alf/algorithms/oac_algorithm.py)|Off-policy RL|Ciosek et al. "Better Exploration with Optimistic Actor-Critic" [arXiv:1910.12807](https://arxiv.org/abs/1910.12807)| -|[HER (HindsightExperienceTransformer)](alf/algorithms/data_transformer.py)|Off-policy RL|Andrychowicz et al. "Hindsight Experience Replay" [arXiv:1707.01495](https://arxiv.org/abs/1707.01495)| -|[lbVT (LowerBoundedTDLoss)](alf/algorithms/td_loss.py)|Off-policy RL|Ciosek et al. "Faster Reinforcement Learning with Value Target Lower Bounding" [link](https://openreview.net/forum?id=bgAS1ZvveZ)| +|[HER](alf/algorithms/data_transformer.py) (HindsightExperienceTransformer)|Off-policy RL|Andrychowicz et al. "Hindsight Experience Replay" [arXiv:1707.01495](https://arxiv.org/abs/1707.01495)| +|[lbVT](alf/algorithms/td_loss.py) (LowerBoundedTDLoss)|Off-policy RL|Ciosek et al. "Faster Reinforcement Learning with Value Target Lower Bounding" [link](https://openreview.net/forum?id=bgAS1ZvveZ)| |[TAAC](alf/algorithms/taac_algorithm.py)|Off-policy RL|Yu et al. "TAAC: Temporally Abstract Actor-Critic for Continuous Control" [arXiv:2104.06521](https://arxiv.org/abs/2104.06521)| |[DIAYN](alf/algorithms/diayn_algorithm.py)|Intrinsic motivation/Exploration|Eysenbach et al. "Diversity is All You Need: Learning Diverse Skills without a Reward Function" [arXiv:1802.06070](https://arxiv.org/abs/1802.06070)| |[ICM](alf/algorithms/icm_algorithm.py)|Intrinsic motivation/Exploration|Pathak et al. 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