From fc0c43b1997947778cfffe9f865d21e124f1001b Mon Sep 17 00:00:00 2001 From: JongGyun Kim Date: Sat, 27 Apr 2019 07:17:57 +0900 Subject: [PATCH] RNN support for PPO2 (#859) * initial implementaion of ppo2_rnn. * set lstm memory as tf.GraphKeys.LOCAL_VARIABLES. * replace dones with tf.placeholder_with_default. * improves for 'play' option. * removed unnecessary TODO . * improve lstm code. * move learning rate placeholer to optimizer scope. * support the microbatched model. * sync cnn lstm layer with originals. * add cnn_lnlstm layer. * fix a case when `states` is None. * add initial_state variable to help test. * make ppo2 rnn test available. * rename 'obs' with 'observations'. rename 'transition' with 'transitions'. fix forgetting `dones` in the replay buffer. fix a misuse of `states` and `next_states` in the replay buffer. * make initialization once. make `test_fixed_sequence` compatible with ppo2. * adjust input shape. * fix checking of a model input args in `simple_test` function. * disable warning on purpose. * support the play. * improve scopes to compatible with multiple models (i.e, other tensorflow global/local variables) * clean the scope of ppo2 policy model. * name the memory variable of PPO RNNs more describly * wrap the initializations in ppo2. * remove redundant lines. * update `REAMD.md`. * add RNN layers. * add the result of HalfCheeta-v2 env experiment. * correct a typo. * add RNN class. * rename `nlstm` with `num_units` in RNN builder functions. * remove state saving. * reuse RNNs in a2c.utils. * revert baselines/run.py. * replace `ppo2.step()` with original interface. * revert `baselines/common/tests/util.py`. * remove redundant lines. * revert `baselines/common/test/util.py` to b875fb7. * remove `states` variable. * move RNN class to `baselines/ppo2/layers.py' and revert `baselines/common/models.py` to 858afa8. * rename `model.step_as_dict` with `model.step_with_dict`. * removed `ppo_lstm_mlp`. * fix 02e26fd. --- baselines/common/tests/test_fixed_sequence.py | 8 +- baselines/common/tests/test_serialization.py | 53 ++--- baselines/ppo2/README.md | 12 +- baselines/ppo2/__init__.py | 1 + baselines/ppo2/layers.py | 55 +++++ baselines/ppo2/microbatched_model.py | 71 +++--- baselines/ppo2/model.py | 223 ++++++++++-------- baselines/ppo2/policies.py | 188 +++++++++++++++ baselines/ppo2/ppo2.py | 150 ++++++------ baselines/ppo2/result/all_result.png | Bin 0 -> 181681 bytes baselines/ppo2/result/original_vs_pr.png | Bin 0 -> 102032 bytes baselines/ppo2/result/rnn_comparison.png | Bin 0 -> 94760 bytes baselines/ppo2/runner.py | 141 +++++++---- 13 files changed, 626 insertions(+), 276 deletions(-) create mode 100644 baselines/ppo2/layers.py create mode 100644 baselines/ppo2/policies.py create mode 100644 baselines/ppo2/result/all_result.png create mode 100644 baselines/ppo2/result/original_vs_pr.png create mode 100644 baselines/ppo2/result/rnn_comparison.png diff --git a/baselines/common/tests/test_fixed_sequence.py b/baselines/common/tests/test_fixed_sequence.py index 061c375..28ac296 100644 --- a/baselines/common/tests/test_fixed_sequence.py +++ b/baselines/common/tests/test_fixed_sequence.py @@ -17,10 +17,10 @@ learn_kwargs = { # 'trpo_mpi': lambda e, p: trpo_mpi.learn(policy_fn=p(env=e), env=e, max_timesteps=30000, timesteps_per_batch=100, cg_iters=10, gamma=0.9, lam=1.0, max_kl=0.001) } - alg_list = learn_kwargs.keys() rnn_list = ['lstm'] + @pytest.mark.slow @pytest.mark.parametrize("alg", alg_list) @pytest.mark.parametrize("rnn", rnn_list) @@ -33,6 +33,9 @@ def test_fixed_sequence(alg, rnn): kwargs = learn_kwargs[alg] kwargs.update(common_kwargs) + if alg == 'ppo2' and rnn.endswith('lstm'): + rnn = 'ppo_' + rnn + env_fn = lambda: FixedSequenceEnv(n_actions=10, episode_len=5) learn = lambda e: get_learn_function(alg)( env=e, @@ -45,6 +48,3 @@ def test_fixed_sequence(alg, rnn): if __name__ == '__main__': test_fixed_sequence('ppo2', 'lstm') - - - diff --git a/baselines/common/tests/test_serialization.py b/baselines/common/tests/test_serialization.py index 25cec88..a770f93 100644 --- a/baselines/common/tests/test_serialization.py +++ b/baselines/common/tests/test_serialization.py @@ -1,17 +1,16 @@ import os -import gym import tempfile -import pytest -import tensorflow as tf -import numpy as np - -from baselines.common.tests.envs.mnist_env import MnistEnv -from baselines.common.vec_env.dummy_vec_env import DummyVecEnv -from baselines.run import get_learn_function -from baselines.common.tf_util import make_session, get_session - from functools import partial +import gym +import numpy as np +import pytest +import tensorflow as tf + +from baselines.common.tests.envs.mnist_env import MnistEnv +from baselines.common.tf_util import make_session, get_session +from baselines.common.vec_env.dummy_vec_env import DummyVecEnv +from baselines.run import get_learn_function learn_kwargs = { 'deepq': {}, @@ -37,12 +36,15 @@ def test_serialization(learn_fn, network_fn): Test if the trained model can be serialized ''' + _network_kwargs = network_kwargs[network_fn] if network_fn.endswith('lstm') and learn_fn in ['acer', 'acktr', 'trpo_mpi', 'deepq']: - # TODO make acktr work with recurrent policies - # and test - # github issue: https://github.com/openai/baselines/issues/660 - return + # TODO make acktr work with recurrent policies + # and test + # github issue: https://github.com/openai/baselines/issues/660 + return + elif network_fn.endswith('lstm') and learn_fn == 'ppo2': + network_fn = 'ppo_' + network_fn def make_env(): env = MnistEnv(episode_len=100) @@ -54,10 +56,9 @@ def test_serialization(learn_fn, network_fn): learn = get_learn_function(learn_fn) kwargs = {} - kwargs.update(network_kwargs[network_fn]) + kwargs.update(_network_kwargs) kwargs.update(learn_kwargs[learn_fn]) - learn = partial(learn, env=env, network=network_fn, seed=0, **kwargs) with tempfile.TemporaryDirectory() as td: @@ -76,7 +77,7 @@ def test_serialization(learn_fn, network_fn): for k, v in variables_dict1.items(): np.testing.assert_allclose(v, variables_dict2[k], atol=0.01, - err_msg='saved and loaded variable {} value mismatch'.format(k)) + err_msg='saved and loaded variable {} value mismatch'.format(k)) np.testing.assert_allclose(mean1, mean2, atol=0.5) np.testing.assert_allclose(std1, std2, atol=0.5) @@ -90,15 +91,15 @@ def test_coexistence(learn_fn, network_fn): ''' if learn_fn == 'deepq': - # TODO enable multiple DQN models to be useable at the same time - # github issue https://github.com/openai/baselines/issues/656 - return + # TODO enable multiple DQN models to be useable at the same time + # github issue https://github.com/openai/baselines/issues/656 + return if network_fn.endswith('lstm') and learn_fn in ['acktr', 'trpo_mpi', 'deepq']: - # TODO make acktr work with recurrent policies - # and test - # github issue: https://github.com/openai/baselines/issues/660 - return + # TODO make acktr work with recurrent policies + # and test + # github issue: https://github.com/openai/baselines/issues/660 + return env = DummyVecEnv([lambda: gym.make('CartPole-v0')]) learn = get_learn_function(learn_fn) @@ -107,7 +108,7 @@ def test_coexistence(learn_fn, network_fn): kwargs.update(network_kwargs[network_fn]) kwargs.update(learn_kwargs[learn_fn]) - learn = partial(learn, env=env, network=network_fn, total_timesteps=0, **kwargs) + learn = partial(learn, env=env, network=network_fn, total_timesteps=0, **kwargs) make_session(make_default=True, graph=tf.Graph()) model1 = learn(seed=1) make_session(make_default=True, graph=tf.Graph()) @@ -117,7 +118,6 @@ def test_coexistence(learn_fn, network_fn): model2.step(env.observation_space.sample()) - def _serialize_variables(): sess = get_session() variables = tf.trainable_variables() @@ -136,4 +136,3 @@ def _get_action_stats(model, ob): std = np.std(actions, axis=0) return mean, std - diff --git a/baselines/ppo2/README.md b/baselines/ppo2/README.md index 4d431bc..31dd8b0 100644 --- a/baselines/ppo2/README.md +++ b/baselines/ppo2/README.md @@ -3,6 +3,16 @@ - Original paper: https://arxiv.org/abs/1707.06347 - Baselines blog post: https://blog.openai.com/openai-baselines-ppo/ +## Examples - `python -m baselines.run --alg=ppo2 --env=PongNoFrameskip-v4` runs the algorithm for 40M frames = 10M timesteps on an Atari Pong. See help (`-h`) for more options. - `python -m baselines.run --alg=ppo2 --env=Ant-v2 --num_timesteps=1e6` runs the algorithm for 1M frames on a Mujoco Ant environment. -- also refer to the repo-wide [README.md](../../README.md#training-models) + +### RNN networks +- `python -m baselines.run --alg=ppo2 --env=PongNoFrameskip-v4 --network=ppo_cnn_lstm` runs on an Atari Pong with + `ppo_cnn_lstm` network. +- `python -m baselines.run --alg=ppo2 --env=Ant-v2 --num_timesteps=1e6 --network=ppo_lstm --value_network=copy` + runs on a Mujoco Ant environment with `ppo_lstm` network whose value and policy networks are separated, but have + same structure. + +## See Also +- refer to the repo-wide [README.md](../../README.md#training-models) diff --git a/baselines/ppo2/__init__.py b/baselines/ppo2/__init__.py index e69de29..4401ac8 100644 --- a/baselines/ppo2/__init__.py +++ b/baselines/ppo2/__init__.py @@ -0,0 +1 @@ +from baselines.ppo2.layers import ppo_lstm, ppo_cnn_lstm, ppo_cnn_lnlstm # pylint: disable=unused-import # noqa: F401 diff --git a/baselines/ppo2/layers.py b/baselines/ppo2/layers.py new file mode 100644 index 0000000..369f051 --- /dev/null +++ b/baselines/ppo2/layers.py @@ -0,0 +1,55 @@ +import numpy as np +import tensorflow as tf + +from baselines.a2c.utils import ortho_init, lstm, lnlstm +from baselines.common.models import register, nature_cnn + + +class RNN(object): + def __init__(self, func, memory_size=None): + self._func = func + self.memory_size = memory_size + + def __call__(self, *args, **kwargs): + return self._func(*args, **kwargs) + + +@register("ppo_lstm") +def ppo_lstm(num_units=128, layer_norm=False): + def network_fn(input, mask, state): + input = tf.layers.flatten(input) + mask = tf.to_float(mask) + + if layer_norm: + h, next_state = lnlstm([input], [mask[:, None]], state, scope='lnlstm', nh=num_units) + else: + h, next_state = lstm([input], [mask[:, None]], state, scope='lstm', nh=num_units) + h = h[0] + return h, next_state + + return RNN(network_fn, memory_size=num_units * 2) + + +@register("ppo_cnn_lstm") +def ppo_cnn_lstm(num_units=128, layer_norm=False, **conv_kwargs): + def network_fn(input, mask, state): + mask = tf.to_float(mask) + initializer = ortho_init(np.sqrt(2)) + + h = nature_cnn(input, **conv_kwargs) + h = tf.layers.flatten(h) + h = tf.layers.dense(h, units=512, activation=tf.nn.relu, kernel_initializer=initializer) + + if layer_norm: + h, next_state = lnlstm([h], [mask[:, None]], state, scope='lnlstm', nh=num_units) + else: + h, next_state = lstm([h], [mask[:, None]], state, scope='lstm', nh=num_units) + h = h[0] + return h, next_state + + return RNN(network_fn, memory_size=num_units * 2) + + +@register("ppo_cnn_lnlstm") +def ppo_cnn_lnlstm(num_units=128, **conv_kwargs): + return ppo_cnn_lstm(num_units, layer_norm=True, **conv_kwargs) diff --git a/baselines/ppo2/microbatched_model.py b/baselines/ppo2/microbatched_model.py index 6735ed4..eb71b63 100644 --- a/baselines/ppo2/microbatched_model.py +++ b/baselines/ppo2/microbatched_model.py @@ -1,42 +1,47 @@ -import tensorflow as tf import numpy as np +import tensorflow as tf from baselines.ppo2.model import Model + class MicrobatchedModel(Model): """ Model that does training one microbatch at a time - when gradient computation on the entire minibatch causes some overflow """ + def __init__(self, *, policy, ob_space, ac_space, nbatch_act, nbatch_train, - nsteps, ent_coef, vf_coef, max_grad_norm, microbatch_size): + nsteps, ent_coef, vf_coef, max_grad_norm, microbatch_size): self.nmicrobatches = nbatch_train // microbatch_size self.microbatch_size = microbatch_size - assert nbatch_train % microbatch_size == 0, 'microbatch_size ({}) should divide nbatch_train ({}) evenly'.format(microbatch_size, nbatch_train) + assert nbatch_train % microbatch_size == 0, 'microbatch_size ({}) should divide nbatch_train ({}) evenly'.format( + microbatch_size, nbatch_train) super().__init__( - policy=policy, - ob_space=ob_space, - ac_space=ac_space, - nbatch_act=nbatch_act, - nbatch_train=microbatch_size, - nsteps=nsteps, - ent_coef=ent_coef, - vf_coef=vf_coef, - max_grad_norm=max_grad_norm) + policy=policy, + ob_space=ob_space, + ac_space=ac_space, + nbatch_act=nbatch_act, + nbatch_train=microbatch_size, + nsteps=nsteps, + ent_coef=ent_coef, + vf_coef=vf_coef, + max_grad_norm=max_grad_norm) self.grads_ph = [tf.placeholder(dtype=g.dtype, shape=g.shape) for g in self.grads] grads_ph_and_vars = list(zip(self.grads_ph, self.var)) self._apply_gradients_op = self.trainer.apply_gradients(grads_ph_and_vars) - - def train(self, lr, cliprange, obs, returns, masks, actions, values, neglogpacs, states=None): - assert states is None, "microbatches with recurrent models are not supported yet" - - # Here we calculate advantage A(s,a) = R + yV(s') - V(s) - # Returns = R + yV(s') - advs = returns - values - + def train(self, + lr, + cliprange, + observations, + advs, + returns, + actions, + values, + neglogpacs, + **_kwargs): # Normalize the advantages advs = (advs - advs.mean()) / (advs.std() + 1e-8) @@ -44,19 +49,24 @@ class MicrobatchedModel(Model): stats_vs = [] for microbatch_idx in range(self.nmicrobatches): - _sli = range(microbatch_idx * self.microbatch_size, (microbatch_idx+1) * self.microbatch_size) + _sli = range(microbatch_idx * self.microbatch_size, (microbatch_idx + 1) * self.microbatch_size) + td_map = { - self.train_model.X: obs[_sli], - self.A:actions[_sli], - self.ADV:advs[_sli], - self.R:returns[_sli], - self.CLIPRANGE:cliprange, - self.OLDNEGLOGPAC:neglogpacs[_sli], - self.OLDVPRED:values[_sli] + self.train_model.X: observations[_sli], + self.A: actions[_sli], + self.ADV: advs[_sli], + self.RETURNS: returns[_sli], + self.LR: lr, + self.CLIPRANGE: cliprange, + self.OLDNEGLOGPAC: neglogpacs[_sli], + self.VALUE_PREV: values[_sli], } + sliced_kwargs = {key: _kwargs[key][_sli] for key in _kwargs} + td_map.update(self.train_model.feed_dict(**sliced_kwargs)) + # Compute gradient on a microbatch (note that variables do not change here) ... - grad_v, stats_v = self.sess.run([self.grads, self.stats_list], td_map) + grad_v, stats_v = self.sess.run([self.grads, self.stats_list], td_map) if microbatch_idx == 0: sum_grad_v = grad_v else: @@ -71,6 +81,3 @@ class MicrobatchedModel(Model): self.sess.run(self._apply_gradients_op, feed_dict) # Return average of the stats return np.mean(np.array(stats_vs), axis=0).tolist() - - - diff --git a/baselines/ppo2/model.py b/baselines/ppo2/model.py index 2326b46..af67999 100644 --- a/baselines/ppo2/model.py +++ b/baselines/ppo2/model.py @@ -1,8 +1,8 @@ -import tensorflow as tf import functools +import tensorflow as tf + from baselines.common.tf_util import get_session, save_variables, load_variables -from baselines.common.tf_util import initialize try: from baselines.common.mpi_adam_optimizer import MpiAdamOptimizer @@ -11,6 +11,7 @@ try: except ImportError: MPI = None + class Model(object): """ We use this object to : @@ -24,133 +25,157 @@ class Model(object): save/load(): - Save load the model """ + def __init__(self, *, policy, ob_space, ac_space, nbatch_act, nbatch_train, - nsteps, ent_coef, vf_coef, max_grad_norm, microbatch_size=None): - self.sess = sess = get_session() + nsteps, ent_coef, vf_coef, max_grad_norm, + name='ppo_model', + sess=None, + microbatch_size=None): + if sess is None: + sess = get_session() + self.sess = sess + self.name = name - with tf.variable_scope('ppo2_model', reuse=tf.AUTO_REUSE): - # CREATE OUR TWO MODELS - # act_model that is used for sampling - act_model = policy(nbatch_act, 1, sess) + with tf.variable_scope(name) as scope: + self.scope = scope + with tf.variable_scope('models', reuse=tf.AUTO_REUSE): + with tf.name_scope('act_model'): + # CREATE OUR TWO MODELS + # act_model that is used for sampling + act_model = policy(nbatch_act, 1, sess) - # Train model for training - if microbatch_size is None: - train_model = policy(nbatch_train, nsteps, sess) - else: - train_model = policy(microbatch_size, nsteps, sess) + with tf.name_scope('train_model'): + # Train model for training + if microbatch_size is None: + train_model = policy(nbatch_train, nsteps, sess) + else: + train_model = policy(microbatch_size, nsteps, sess) - # CREATE THE PLACEHOLDERS - self.A = A = train_model.pdtype.sample_placeholder([None]) - self.ADV = ADV = tf.placeholder(tf.float32, [None]) - self.R = R = tf.placeholder(tf.float32, [None]) - # Keep track of old actor - self.OLDNEGLOGPAC = OLDNEGLOGPAC = tf.placeholder(tf.float32, [None]) - # Keep track of old critic - self.OLDVPRED = OLDVPRED = tf.placeholder(tf.float32, [None]) - self.LR = LR = tf.placeholder(tf.float32, []) - # Cliprange - self.CLIPRANGE = CLIPRANGE = tf.placeholder(tf.float32, []) + with tf.variable_scope('losses'): + # CREATE THE PLACEHOLDERS + self.A = A = train_model.pdtype.sample_placeholder([None], name='action') + self.ADV = ADV = tf.placeholder(tf.float32, [None], name='advantage') + self.RETURNS = RETURNS = tf.placeholder(tf.float32, [None], name='reward') + self.VALUE_PREV = VALUE_PREV = tf.placeholder(tf.float32, [None], name='value_prev') + self.OLDNEGLOGPAC = OLDNEGLOGPAC = tf.placeholder(tf.float32, [None], + name='negative_log_p_action_old') + self.CLIPRANGE = CLIPRANGE = tf.placeholder(tf.float32, [], name='clip_range') - neglogpac = train_model.pd.neglogp(A) + with tf.name_scope("neglogpac"): + neglogpac = train_model.pd.neglogp(A) - # Calculate the entropy - # Entropy is used to improve exploration by limiting the premature convergence to suboptimal policy. - entropy = tf.reduce_mean(train_model.pd.entropy()) + with tf.name_scope("entropy"): + # Calculate the entropy + # Entropy is used to improve exploration by limiting the premature convergence to suboptimal policy. + entropy = tf.reduce_mean(train_model.pd.entropy()) + entropy_loss = (- ent_coef) * entropy - # CALCULATE THE LOSS - # Total loss = Policy gradient loss - entropy * entropy coefficient + Value coefficient * value loss + with tf.name_scope("value_loss"): + # CALCULATE THE LOSS + value = train_model.value + value_clipped = VALUE_PREV + tf.clip_by_value(value - VALUE_PREV, -CLIPRANGE, CLIPRANGE) + vf_losses1 = tf.squared_difference(value, RETURNS) + vf_losses2 = tf.squared_difference(value_clipped, RETURNS) + vf_loss = 0.5 * vf_coef * tf.reduce_mean(tf.maximum(vf_losses1, vf_losses2)) - # Clip the value to reduce variability during Critic training - # Get the predicted value - vpred = train_model.vf - vpredclipped = OLDVPRED + tf.clip_by_value(train_model.vf - OLDVPRED, - CLIPRANGE, CLIPRANGE) - # Unclipped value - vf_losses1 = tf.square(vpred - R) - # Clipped value - vf_losses2 = tf.square(vpredclipped - R) + with tf.name_scope("policy_loss"): + # Calculate ratio (pi current policy / pi old policy) + ratio = tf.exp(OLDNEGLOGPAC - neglogpac) + pg_losses = -ADV * ratio + pg_losses2 = -ADV * tf.clip_by_value(ratio, 1.0 - CLIPRANGE, 1.0 + CLIPRANGE) + pg_loss = tf.reduce_mean(tf.maximum(pg_losses, pg_losses2)) - vf_loss = .5 * tf.reduce_mean(tf.maximum(vf_losses1, vf_losses2)) + with tf.name_scope("approxkl"): + approxkl = .5 * tf.reduce_mean(tf.squared_difference(neglogpac, OLDNEGLOGPAC)) - # Calculate ratio (pi current policy / pi old policy) - ratio = tf.exp(OLDNEGLOGPAC - neglogpac) + with tf.name_scope("clip_fraction"): + clipfrac = tf.reduce_mean(tf.to_float(tf.greater(tf.abs(ratio - 1.0), CLIPRANGE))) - # Defining Loss = - J is equivalent to max J - pg_losses = -ADV * ratio + with tf.name_scope("total_loss"): + loss = pg_loss + entropy_loss + vf_loss - pg_losses2 = -ADV * tf.clip_by_value(ratio, 1.0 - CLIPRANGE, 1.0 + CLIPRANGE) + with tf.variable_scope('optimizer'): + self.LR = LR = tf.placeholder(tf.float32, [], name='learning_rate') - # Final PG loss - pg_loss = tf.reduce_mean(tf.maximum(pg_losses, pg_losses2)) - approxkl = .5 * tf.reduce_mean(tf.square(neglogpac - OLDNEGLOGPAC)) - clipfrac = tf.reduce_mean(tf.to_float(tf.greater(tf.abs(ratio - 1.0), CLIPRANGE))) + # UPDATE THE PARAMETERS USING LOSS + # 1. Get the model parameters + params = tf.trainable_variables(self.scope.name) - # Total loss - loss = pg_loss - entropy * ent_coef + vf_loss * vf_coef + # 2. Build our trainer + if MPI is not None: + self.trainer = MpiAdamOptimizer(MPI.COMM_WORLD, learning_rate=LR, epsilon=1e-5) + else: + self.trainer = tf.train.AdamOptimizer(learning_rate=LR, epsilon=1e-5) + # 3. Calculate the gradients + grads_and_var = self.trainer.compute_gradients(loss, params) + grads, var = zip(*grads_and_var) - # UPDATE THE PARAMETERS USING LOSS - # 1. Get the model parameters - params = tf.trainable_variables('ppo2_model') - # 2. Build our trainer - if MPI is not None: - self.trainer = MpiAdamOptimizer(MPI.COMM_WORLD, learning_rate=LR, epsilon=1e-5) - else: - self.trainer = tf.train.AdamOptimizer(learning_rate=LR, epsilon=1e-5) - # 3. Calculate the gradients - grads_and_var = self.trainer.compute_gradients(loss, params) - grads, var = zip(*grads_and_var) + if max_grad_norm is not None: + # Clip the gradients (normalize) + grads, _grad_norm = tf.clip_by_global_norm(grads, max_grad_norm) + grads_and_var = list(zip(grads, var)) - if max_grad_norm is not None: - # Clip the gradients (normalize) - grads, _grad_norm = tf.clip_by_global_norm(grads, max_grad_norm) - grads_and_var = list(zip(grads, var)) - # zip aggregate each gradient with parameters associated - # For instance zip(ABCD, xyza) => Ax, By, Cz, Da + self.grads = grads + self.var = var + self._train_op = self.trainer.apply_gradients(grads_and_var) - self.grads = grads - self.var = var - self._train_op = self.trainer.apply_gradients(grads_and_var) - self.loss_names = ['policy_loss', 'value_loss', 'policy_entropy', 'approxkl', 'clipfrac'] - self.stats_list = [pg_loss, vf_loss, entropy, approxkl, clipfrac] + self.loss_names = ['policy_loss', 'value_loss', 'entropy_loss', 'approxkl', 'clipfrac', + 'total_loss'] + self.stats_list = [pg_loss, vf_loss, entropy_loss, approxkl, clipfrac, loss] + self.train_model = train_model + self.act_model = act_model + self.initial_state = act_model.initial_state - self.train_model = train_model - self.act_model = act_model - self.step = act_model.step - self.value = act_model.value - self.initial_state = act_model.initial_state + self.save = functools.partial(save_variables, sess=sess) + self.load = functools.partial(load_variables, sess=sess) - self.save = functools.partial(save_variables, sess=sess) - self.load = functools.partial(load_variables, sess=sess) + with tf.variable_scope('initialization'): + sess.run(tf.initializers.variables(tf.global_variables(self.scope.name))) + sess.run(tf.initializers.variables(tf.local_variables(self.scope.name))) + global_variables = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope=self.scope.name) + if MPI is not None: + sync_from_root(sess, global_variables) # pylint: disable=E1101 - initialize() - global_variables = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope="") - if MPI is not None: - sync_from_root(sess, global_variables) #pylint: disable=E1101 + def step_with_dict(self, **kwargs): + return self.act_model.step(**kwargs) - def train(self, lr, cliprange, obs, returns, masks, actions, values, neglogpacs, states=None): - # Here we calculate advantage A(s,a) = R + yV(s') - V(s) - # Returns = R + yV(s') - advs = returns - values + def step(self, obs, M=None, S=None, **kwargs): + kwargs.update({'observations': obs}) + if M is not None and S is not None: + kwargs.update({'dones': M}) + kwargs.update({'states': S}) + transition = self.act_model.step(**kwargs) + states = transition['next_states'] if 'next_states' in transition else None + return transition['actions'], transition['values'], states, transition['neglogpacs'] + def train(self, + lr, + cliprange, + observations, + advs, + returns, + actions, + values, + neglogpacs, + **_kwargs): # Normalize the advantages advs = (advs - advs.mean()) / (advs.std() + 1e-8) td_map = { - self.train_model.X : obs, - self.A : actions, - self.ADV : advs, - self.R : returns, - self.LR : lr, - self.CLIPRANGE : cliprange, - self.OLDNEGLOGPAC : neglogpacs, - self.OLDVPRED : values + self.train_model.X: observations, + self.A: actions, + self.ADV: advs, + self.RETURNS: returns, + self.LR: lr, + self.CLIPRANGE: cliprange, + self.OLDNEGLOGPAC: neglogpacs, + self.VALUE_PREV: values, } - if states is not None: - td_map[self.train_model.S] = states - td_map[self.train_model.M] = masks + + td_map.update(self.train_model.feed_dict(**_kwargs)) return self.sess.run( self.stats_list + [self._train_op], td_map )[:-1] - diff --git a/baselines/ppo2/policies.py b/baselines/ppo2/policies.py new file mode 100644 index 0000000..202f658 --- /dev/null +++ b/baselines/ppo2/policies.py @@ -0,0 +1,188 @@ +import gym +import numpy as np +import tensorflow as tf + +from baselines.a2c.utils import fc +from baselines.common import tf_util +from baselines.common.distributions import make_pdtype +from baselines.common.input import observation_placeholder, encode_observation +from baselines.common.models import get_network_builder +from baselines.common.tf_util import adjust_shape +from baselines.ppo2.layers import RNN + + +class PolicyWithValue(object): + """ + Encapsulates fields and methods for RL policy and two value function estimation with shared parameters + """ + + def __init__(self, env, observations, latent, dones, states=None, estimate_q=False, vf_latent=None, sess=None): + """ + Parameters: + ---------- + env RL environment + + observations tensorflow placeholder in which the observations will be fed + + latent latent state from which policy distribution parameters should be inferred + + vf_latent latent state from which value function should be inferred (if None, then latent is used) + + sess tensorflow session to run calculations in (if None, default session is used) + + **tensors tensorflow tensors for additional attributes such as state or mask + + """ + self.X = observations + self.dones = dones + self.pdtype = make_pdtype(env.action_space) + self.states = states + self.sess = sess or tf.get_default_session() + + vf_latent = vf_latent if vf_latent is not None else latent + + with tf.variable_scope('policy'): + latent = tf.layers.flatten(latent) + # Based on the action space, will select what probability distribution type + self.pd, self.pi = self.pdtype.pdfromlatent(latent, init_scale=0.01) + + with tf.variable_scope('sample_action'): + self.action = self.pd.sample() + + with tf.variable_scope('negative_log_probability'): + # Calculate the neg log of our probability + self.neglogp = self.pd.neglogp(self.action) + + with tf.variable_scope('value'): + vf_latent = tf.layers.flatten(vf_latent) + + if estimate_q: + assert isinstance(env.action_space, gym.spaces.Discrete) + self.q = fc(vf_latent, 'q', env.action_space.n) + self.value = self.q + else: + vf_latent = tf.layers.flatten(vf_latent) + self.value = fc(vf_latent, 'value', 1, init_scale=0.01) + self.value = self.value[:, 0] + + self.step_input = { + 'observations': observations, + 'dones': self.dones, + } + + self.step_output = { + 'actions': self.action, + 'values': self.value, + 'neglogpacs': self.neglogp, + } + if self.states: + self.initial_state = np.zeros(self.states['current'].get_shape()) + self.step_input.update({'states': self.states['current']}) + self.step_output.update({'states': self.states['current'], + 'next_states': self.states['next']}) + else: + self.initial_state = None + + def feed_dict(self, **kwargs): + feed_dict = {} + for key in kwargs: + if key in self.step_input: + feed_dict[self.step_input[key]] = adjust_shape(self.step_input[key], kwargs[key]) + return feed_dict + + def step(self, **kwargs): + return self.sess.run(self.step_output, + feed_dict=self.feed_dict(**kwargs)) + + def values(self, **kwargs): + return self.sess.run({'values': self.value}, + feed_dict=self.feed_dict(**kwargs)) + + def save(self, save_path): + tf_util.save_state(save_path, sess=self.sess) + + def load(self, load_path): + tf_util.load_state(load_path, sess=self.sess) + + +def build_ppo_policy(env, policy_network, value_network=None, estimate_q=False, **policy_kwargs): + if isinstance(policy_network, str): + network_type = policy_network + policy_network = get_network_builder(network_type)(**policy_kwargs) + + if value_network is None: + value_network = 'shared' + + def policy_fn(nbatch=None, nsteps=None, sess=None, observ_placeholder=None): + next_states_list = [] + state_map = {} + state_placeholder = None + + ob_space = env.observation_space + X = observ_placeholder if observ_placeholder is not None else observation_placeholder(ob_space, + batch_size=nbatch) + dones = tf.placeholder(tf.float32, shape=[X.shape[0]], name='dones') + encoded_x = encode_observation(ob_space, X) + + with tf.variable_scope('current_rnn_memory'): + if value_network == 'shared': + value_network_ = value_network + else: + if value_network == 'copy': + value_network_ = policy_network + else: + assert callable(value_network) + value_network_ = value_network + + policy_memory_size = policy_network.memory_size if isinstance(policy_network, RNN) else 0 + value_memory_size = value_network_.memory_size if isinstance(value_network_, RNN) else 0 + state_size = policy_memory_size + value_memory_size + + if state_size > 0: + state_placeholder = tf.placeholder(dtype=tf.float32, shape=(nbatch, state_size), + name='states') + + state_map['policy'] = state_placeholder[:, 0:policy_memory_size] + state_map['value'] = state_placeholder[:, policy_memory_size:] + + with tf.variable_scope('policy_latent', reuse=tf.AUTO_REUSE): + if isinstance(policy_network, RNN): + assert policy_memory_size > 0 + policy_latent, next_policy_state = \ + policy_network(encoded_x, dones, state_map['policy']) + next_states_list.append(next_policy_state) + else: + policy_latent = policy_network(encoded_x) + + with tf.variable_scope('value_latent', reuse=tf.AUTO_REUSE): + if value_network_ == 'shared': + value_latent = policy_latent + elif isinstance(value_network_, RNN): + assert value_memory_size > 0 + value_latent, next_value_state = \ + value_network_(encoded_x, dones, state_map['value']) + next_states_list.append(next_value_state) + else: + value_latent = value_network_(encoded_x) + + with tf.name_scope("next_rnn_memory"): + if state_size > 0: + next_states = tf.concat(next_states_list, axis=1) + state_info = {'current': state_placeholder, + 'next': next_states, } + else: + state_info = None + + policy = PolicyWithValue( + env=env, + observations=X, + dones=dones, + latent=policy_latent, + vf_latent=value_latent, + states=state_info, + sess=sess, + estimate_q=estimate_q, + ) + return policy + + return policy_fn diff --git a/baselines/ppo2/ppo2.py b/baselines/ppo2/ppo2.py index 7f3d204..255c913 100644 --- a/baselines/ppo2/ppo2.py +++ b/baselines/ppo2/ppo2.py @@ -1,28 +1,35 @@ import os -import time -import numpy as np import os.path as osp -from baselines import logger +import time from collections import deque -from baselines.common import explained_variance, set_global_seeds -from baselines.common.policies import build_policy + +import numpy as np +import tensorflow as tf +from baselines import logger +from baselines.common import explained_variance +from baselines.common import set_global_seeds +from baselines.common.tf_util import display_var_info +from baselines.ppo2.policies import build_ppo_policy +from baselines.ppo2.runner import Runner + try: from mpi4py import MPI except ImportError: MPI = None -from baselines.ppo2.runner import Runner def constfn(val): def f(_): return val + return f -def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2048, ent_coef=0.0, lr=3e-4, - vf_coef=0.5, max_grad_norm=0.5, gamma=0.99, lam=0.95, - log_interval=10, nminibatches=4, noptepochs=4, cliprange=0.2, - save_interval=0, load_path=None, model_fn=None, **network_kwargs): - ''' + +def learn(*, network, env, total_timesteps, eval_env=None, seed=None, nsteps=128, ent_coef=0.0, lr=3e-4, + vf_coef=0.5, max_grad_norm=0.5, gamma=0.99, lam=0.95, + log_interval=10, nminibatches=4, noptepochs=4, cliprange=0.2, + save_interval=10, load_path=None, model_fn=None, **network_kwargs): + """ Learn policy using PPO algorithm (https://arxiv.org/abs/1707.06347) Parameters: @@ -52,7 +59,7 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 max_grad_norm: float or None gradient norm clipping coefficient - gamma: float discounting factor + gamma: float discounting factor for rewards lam: float advantage estimation discounting factor (lambda in the paper) @@ -72,20 +79,21 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 **network_kwargs: keyword arguments to the policy / network builder. See baselines.common/policies.py/build_policy and arguments to a particular type of network For instance, 'mlp' network architecture has arguments num_hidden and num_layers. - - - - ''' + """ set_global_seeds(seed) - if isinstance(lr, float): lr = constfn(lr) - else: assert callable(lr) - if isinstance(cliprange, float): cliprange = constfn(cliprange) - else: assert callable(cliprange) + if isinstance(lr, float): + lr = constfn(lr) + else: + assert callable(lr) + if isinstance(cliprange, float): + cliprange = constfn(cliprange) + else: + assert callable(cliprange) total_timesteps = int(total_timesteps) - policy = build_policy(env, network, **network_kwargs) + policy = build_ppo_policy(env, network, **network_kwargs) # Get the nb of env nenvs = env.num_envs @@ -104,15 +112,19 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 model_fn = Model model = model_fn(policy=policy, ob_space=ob_space, ac_space=ac_space, nbatch_act=nenvs, nbatch_train=nbatch_train, - nsteps=nsteps, ent_coef=ent_coef, vf_coef=vf_coef, - max_grad_norm=max_grad_norm) + nsteps=nsteps, ent_coef=ent_coef, vf_coef=vf_coef, max_grad_norm=max_grad_norm) if load_path is not None: model.load(load_path) + + allvars = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope=model.name) + display_var_info(allvars) + # Instantiate the runner object - runner = Runner(env=env, model=model, nsteps=nsteps, gamma=gamma, lam=lam) + runner = Runner(env=env, model=model, nsteps=nsteps, gamma=gamma, ob_space=ob_space, lam=lam) + if eval_env is not None: - eval_runner = Runner(env = eval_env, model = model, nsteps = nsteps, gamma = gamma, lam= lam) + eval_runner = Runner(env=eval_env, model=model, nsteps=nsteps, gamma=gamma, ob_space=ob_space, lam=lam) epinfobuf = deque(maxlen=100) if eval_env is not None: @@ -120,9 +132,9 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 # Start total timer tfirststart = time.perf_counter() + nupdates = total_timesteps // nbatch - nupdates = total_timesteps//nbatch - for update in range(1, nupdates+1): + for update in range(1, nupdates + 1): assert nbatch % nminibatches == 0 # Start timer tstart = time.perf_counter() @@ -131,44 +143,40 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 lrnow = lr(frac) # Calculate the cliprange cliprangenow = cliprange(frac) - # Get minibatch - obs, returns, masks, actions, values, neglogpacs, states, epinfos = runner.run() #pylint: disable=E0632 - if eval_env is not None: - eval_obs, eval_returns, eval_masks, eval_actions, eval_values, eval_neglogpacs, eval_states, eval_epinfos = eval_runner.run() #pylint: disable=E0632 - epinfobuf.extend(epinfos) + # Get minibatch + minibatch = runner.run() + + if eval_env is not None: + eval_minibatch = eval_runner.run() + _eval_obs = eval_minibatch['observations'] # noqa: F841 + _eval_returns = eval_minibatch['returns'] # noqa: F841 + _eval_masks = eval_minibatch['masks'] # noqa: F841 + _eval_actions = eval_minibatch['actions'] # noqa: F841 + _eval_values = eval_minibatch['values'] # noqa: F841 + _eval_neglogpacs = eval_minibatch['neglogpacs'] # noqa: F841 + _eval_states = eval_minibatch['state'] # noqa: F841 + eval_epinfos = eval_minibatch['epinfos'] + + epinfobuf.extend(minibatch.pop('epinfos')) if eval_env is not None: eval_epinfobuf.extend(eval_epinfos) # Here what we're going to do is for each minibatch calculate the loss and append it. mblossvals = [] - if states is None: # nonrecurrent version - # Index of each element of batch_size - # Create the indices array - inds = np.arange(nbatch) - for _ in range(noptepochs): - # Randomize the indexes - np.random.shuffle(inds) - # 0 to batch_size with batch_train_size step - for start in range(0, nbatch, nbatch_train): - end = start + nbatch_train - mbinds = inds[start:end] - slices = (arr[mbinds] for arr in (obs, returns, masks, actions, values, neglogpacs)) - mblossvals.append(model.train(lrnow, cliprangenow, *slices)) - else: # recurrent version - assert nenvs % nminibatches == 0 - envsperbatch = nenvs // nminibatches - envinds = np.arange(nenvs) - flatinds = np.arange(nenvs * nsteps).reshape(nenvs, nsteps) - for _ in range(noptepochs): - np.random.shuffle(envinds) - for start in range(0, nenvs, envsperbatch): - end = start + envsperbatch - mbenvinds = envinds[start:end] - mbflatinds = flatinds[mbenvinds].ravel() - slices = (arr[mbflatinds] for arr in (obs, returns, masks, actions, values, neglogpacs)) - mbstates = states[mbenvinds] - mblossvals.append(model.train(lrnow, cliprangenow, *slices, mbstates)) + + # Index of each element of batch_size + # Create the indices array + inds = np.arange(nbatch) + for _ in range(noptepochs): + # Randomize the indexes + np.random.shuffle(inds) + # 0 to batch_size with batch_train_size step + for start in range(0, nbatch, nbatch_train): + end = start + nbatch_train + mbinds = inds[start:end] + slices = {key: minibatch[key][mbinds] for key in minibatch} + mblossvals.append(model.train(lrnow, cliprangenow, **slices)) # Feedforward --> get losses --> update lossvals = np.mean(mblossvals, axis=0) @@ -179,32 +187,36 @@ def learn(*, network, env, total_timesteps, eval_env = None, seed=None, nsteps=2 if update % log_interval == 0 or update == 1: # Calculates if value function is a good predicator of the returns (ev > 1) # or if it's just worse than predicting nothing (ev =< 0) - ev = explained_variance(values, returns) - logger.logkv("serial_timesteps", update*nsteps) + ev = explained_variance(minibatch['values'], minibatch['returns']) + logger.logkv("serial_timesteps", update * nsteps) logger.logkv("nupdates", update) - logger.logkv("total_timesteps", update*nbatch) + logger.logkv("total_timesteps", update * nbatch) logger.logkv("fps", fps) logger.logkv("explained_variance", float(ev)) logger.logkv('eprewmean', safemean([epinfo['r'] for epinfo in epinfobuf])) logger.logkv('eplenmean', safemean([epinfo['l'] for epinfo in epinfobuf])) + logger.logkv('rewards_per_step', safemean(minibatch['rewards'])) + logger.logkv('advantages_per_step', safemean(minibatch['advs'])) + if eval_env is not None: - logger.logkv('eval_eprewmean', safemean([epinfo['r'] for epinfo in eval_epinfobuf]) ) - logger.logkv('eval_eplenmean', safemean([epinfo['l'] for epinfo in eval_epinfobuf]) ) + logger.logkv('eval_eprewmean', safemean([epinfo['r'] for epinfo in eval_epinfobuf])) + logger.logkv('eval_eplenmean', safemean([epinfo['l'] for epinfo in eval_epinfobuf])) logger.logkv('time_elapsed', tnow - tfirststart) for (lossval, lossname) in zip(lossvals, model.loss_names): logger.logkv(lossname, lossval) if MPI is None or MPI.COMM_WORLD.Get_rank() == 0: logger.dumpkvs() - if save_interval and (update % save_interval == 0 or update == 1) and logger.get_dir() and (MPI is None or MPI.COMM_WORLD.Get_rank() == 0): + if save_interval and (update % save_interval == 0 or update == 1) and logger.get_dir() and ( + MPI is None or MPI.COMM_WORLD.Get_rank() == 0): checkdir = osp.join(logger.get_dir(), 'checkpoints') os.makedirs(checkdir, exist_ok=True) - savepath = osp.join(checkdir, '%.5i'%update) + savepath = osp.join(checkdir, '%.5i' % update) print('Saving to', savepath) model.save(savepath) + del minibatch return model + + # Avoid division error when calculate the mean (in our case if epinfo is empty returns np.nan, not return an error) def safemean(xs): return np.nan if len(xs) == 0 else np.mean(xs) - - - diff --git a/baselines/ppo2/result/all_result.png b/baselines/ppo2/result/all_result.png new file mode 100644 index 0000000000000000000000000000000000000000..089cb0e97abdf6bb9a887f242ba1fc39ef09a804 GIT binary patch literal 181681 zcmc$G1yGi4x9*FC3IYZw0s^9dbR&%*C?ee@DJmrmFRfAn0wSfP64E8z4T{n!-JQ~X z)}wy^|L>W-XU?8EGv^%{5%A@C?)zSAUF*88_4vxm-p9u!#YLe|_zxt-6;UXxSQHAA z@eB@pJp6@aBlbY~47^;u>LVW*DI&?n@I^jb33Xc~izl`Y z`qoA$bA4M&GYeZYV*@ICBWoLDi|16FENm>COjOToZ7um(S^xb5EEd*JS!3|h6Hq8B 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Advantage Estimation) - self.lam = lam - # Discount rate - self.gamma = gamma + + self.lam = lam # Lambda used in GAE (General Advantage Estimation) + self.gamma = gamma # Discount rate for rewards + self.ob_space = ob_space def run(self): - # Here, we init the lists that will contain the mb of experiences - mb_obs, mb_rewards, mb_actions, mb_values, mb_dones, mb_neglogpacs = [],[],[],[],[],[] - mb_states = self.states + minibatch = { + "observations": [], + "actions": [], + "rewards": [], + "values": [], + "dones": [], + "neglogpacs": [], + } + + data_type = { + "observations": self.obs.dtype, + "actions": np.float32, + "rewards": np.float32, + "values": np.float32, + "dones": np.float32, + "neglogpacs": np.float32, + } + + prev_transition = {'next_states': self.model.initial_state} if self.model.initial_state is not None else {} epinfos = [] + # For n in range number of steps for _ in range(self.nsteps): - # Given observations, get action value and neglopacs - # We already have self.obs because Runner superclass run self.obs[:] = env.reset() on init - actions, values, self.states, neglogpacs = self.model.step(self.obs, S=self.states, M=self.dones) - mb_obs.append(self.obs.copy()) - mb_actions.append(actions) - mb_values.append(values) - mb_neglogpacs.append(neglogpacs) - mb_dones.append(self.dones) + transitions = {} + transitions['observations'] = self.obs.copy() + transitions['dones'] = self.dones + if 'next_states' in prev_transition: + transitions['states'] = prev_transition['next_states'] + transitions.update(self.model.step_with_dict(**transitions)) # Take actions in env and look the results # Infos contains a ton of useful informations - self.obs[:], rewards, self.dones, infos = self.env.step(actions) + self.obs, transitions['rewards'], self.dones, infos = self.env.step(transitions['actions']) + self.dones = np.array(self.dones, dtype=np.float) + for info in infos: maybeepinfo = info.get('episode') - if maybeepinfo: epinfos.append(maybeepinfo) - mb_rewards.append(rewards) - #batch of steps to batch of rollouts - mb_obs = np.asarray(mb_obs, dtype=self.obs.dtype) - mb_rewards = np.asarray(mb_rewards, dtype=np.float32) - mb_actions = np.asarray(mb_actions) - mb_values = np.asarray(mb_values, dtype=np.float32) - mb_neglogpacs = np.asarray(mb_neglogpacs, dtype=np.float32) - mb_dones = np.asarray(mb_dones, dtype=np.bool) - last_values = self.model.value(self.obs, S=self.states, M=self.dones) + if maybeepinfo: + epinfos.append(maybeepinfo) - # discount/bootstrap off value fn - mb_returns = np.zeros_like(mb_rewards) - mb_advs = np.zeros_like(mb_rewards) - lastgaelam = 0 + for key in transitions: + if key not in minibatch: + minibatch[key] = [] + minibatch[key].append(transitions[key]) + prev_transition = transitions + + for key in minibatch: + dtype = data_type[key] if key in data_type else np.float + minibatch[key] = np.array(minibatch[key], dtype=dtype) + + transitions['observations'] = self.obs.copy() + transitions['dones'] = self.dones + if 'states' in transitions: + transitions['states'] = transitions.pop('next_states') + + for key in minibatch: + dtype = data_type[key] if key in data_type else np.float + minibatch[key] = np.asarray(minibatch[key], dtype=dtype) + + last_values = self.model.step_with_dict(**transitions)['values'] + + # Calculate returns and advantages. + minibatch['advs'], minibatch['returns'] = \ + self.advantage_and_returns(values=minibatch['values'], + rewards=minibatch['rewards'], + dones=minibatch['dones'], + last_values=last_values, + last_dones=self.dones, + gamma=self.gamma) + + for key in minibatch: + minibatch[key] = sf01(minibatch[key]) + + minibatch['epinfos'] = epinfos + return minibatch + + def advantage_and_returns(self, values, rewards, dones, last_values, last_dones, gamma, + use_non_episodic_rewards=False): + """ + calculate Generalized Advantage Estimation (GAE), https://arxiv.org/abs/1506.02438 + see also Proximal Policy Optimization Algorithms, https://arxiv.org/abs/1707.06347 + """ + + advantages = np.zeros_like(rewards) + lastgaelam = 0 # Lambda used in General Advantage Estimation for t in reversed(range(self.nsteps)): - if t == self.nsteps - 1: - nextnonterminal = 1.0 - self.dones - nextvalues = last_values + if not use_non_episodic_rewards: + if t == self.nsteps - 1: + next_non_terminal = 1.0 - last_dones + else: + next_non_terminal = 1.0 - dones[t + 1] else: - nextnonterminal = 1.0 - mb_dones[t+1] - nextvalues = mb_values[t+1] - delta = mb_rewards[t] + self.gamma * nextvalues * nextnonterminal - mb_values[t] - mb_advs[t] = lastgaelam = delta + self.gamma * self.lam * nextnonterminal * lastgaelam - mb_returns = mb_advs + mb_values - return (*map(sf01, (mb_obs, mb_returns, mb_dones, mb_actions, mb_values, mb_neglogpacs)), - mb_states, epinfos) -# obs, returns, masks, actions, values, neglogpacs, states = runner.run() + next_non_terminal = 1.0 + next_value = values[t + 1] if t < self.nsteps - 1 else last_values + delta = rewards[t] + gamma * next_value * next_non_terminal - values[t] + advantages[t] = lastgaelam = delta + gamma * self.lam * next_non_terminal * lastgaelam + returns = advantages + values + return advantages, returns + + def sf01(arr): """ swap and then flatten axes 0 and 1 """ s = arr.shape return arr.swapaxes(0, 1).reshape(s[0] * s[1], *s[2:]) - -