From 72c070989bb788fb99d23b0811d7e22cfd5452c7 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Tue, 10 May 2022 15:29:47 +0100 Subject: [PATCH 01/55] init --- examples/MAML-RL/helpers/policy.py | 67 +++++++-- examples/MAML-RL/helpers/policy_old.py | 30 ++++ examples/MAML-RL/run.sh | 5 + examples/MAML-RL/run_MAML.py | 7 +- examples/MAML-RL/run_MAML_torchrl.py | 194 +++++++++++++++++++++++++ examples/MAML-RL/torchrl_script.py | 75 ++++++++++ 6 files changed, 362 insertions(+), 16 deletions(-) create mode 100644 examples/MAML-RL/helpers/policy_old.py create mode 100644 examples/MAML-RL/run.sh create mode 100644 examples/MAML-RL/run_MAML_torchrl.py create mode 100644 examples/MAML-RL/torchrl_script.py diff --git a/examples/MAML-RL/helpers/policy.py b/examples/MAML-RL/helpers/policy.py index a423fa44..60dce461 100644 --- a/examples/MAML-RL/helpers/policy.py +++ b/examples/MAML-RL/helpers/policy.py @@ -4,27 +4,66 @@ import torch import torch.nn as nn from torch.distributions import Categorical +from torchrl.modules import ActorValueOperator, ValueOperator, ProbabilisticActor, OneHotCategorical, TDModule - -class CategoricalMLPPolicy(nn.Module): - """Policy network based on a multi-layer perceptron (MLP), with a - `Categorical` distribution output. This policy network can be used on tasks - with discrete action spaces (eg. `TabularMDPEnv`). - """ - +class Backbone(nn.Module): def __init__(self, input_size, output_size, ): - super(CategoricalMLPPolicy, self).__init__() + super(Backbone, self).__init__() self.torso = nn.Sequential(nn.Linear(input_size, 32), nn.ReLU(), - nn.Linear(32, 32), nn.ReLU(), - ) - self.policy_head = nn.Linear(32, output_size) - self.value_head = nn.Linear(32, 1) + nn.Linear(32, 32), nn.ReLU(), + ) def forward(self, inputs, params=None): embedding = self.torso(inputs) + return embedding + +class CategoricalSubNet(nn.Module): + def __init__(self, + input_size, + output_size, + ): + super().__init__() + self.policy_head = nn.Linear(32, output_size) + + def forward(self, embedding, params=None): logits = self.policy_head(embedding) - values = self.value_head(embedding) - return Categorical(logits=logits), values + return logits + +class ValueSubNet(nn.Module): + def __init__(self, + input_size, + output_size, + ): + super().__init__() + self.value_head = nn.Linear(32, 1) + + def forward(self, embedding, params=None): + value = self.value_head(embedding) + return value + +class ActorCritic(ActorValueOperator): + def __init__(self, input_size, output_size): + super().__init__( + TDModule( + spec=None, + module=Backbone(input_size, output_size), + in_keys=["observation"], + out_keys=["hidden"], + ), + ProbabilisticActor( + spec=None, + module=CategoricalSubNet(input_size, output_size), + distribution_class=OneHotCategorical, + return_log_prob=False, + in_keys=["hidden"], + out_keys=["action"], + default_interaction_mode="random", + ), + ValueOperator( + module=ValueSubNet(input_size, output_size), + in_keys=["hidden"], + ) + ) \ No newline at end of file diff --git a/examples/MAML-RL/helpers/policy_old.py b/examples/MAML-RL/helpers/policy_old.py new file mode 100644 index 00000000..8984fa91 --- /dev/null +++ b/examples/MAML-RL/helpers/policy_old.py @@ -0,0 +1,30 @@ +# This file is modified from: +# https://github.com/tristandeleu/pytorch-maml-rl + +import torch +import torch.nn as nn +from torch.distributions import Categorical + + +class CategoricalMLPPolicy(nn.Module): + """Policy network based on a multi-layer perceptron (MLP), with a + `Categorical` distribution output. This policy network can be used on tasks + with discrete action spaces (eg. `TabularMDPEnv`). + """ + + def __init__(self, + input_size, + output_size, + ): + super(CategoricalMLPPolicy, self).__init__() + self.torso = nn.Sequential(nn.Linear(input_size, 32), nn.ReLU(), + nn.Linear(32, 32), nn.ReLU(), + ) + self.policy_head = nn.Linear(32, output_size) + self.value_head = nn.Linear(32, 1) + + def forward(self, inputs, params=None): + embedding = self.torso(inputs) + logits = self.policy_head(embedding) + values = self.value_head(embedding) + return Categorical(logits=logits), values diff --git a/examples/MAML-RL/run.sh b/examples/MAML-RL/run.sh new file mode 100644 index 00000000..782a9c72 --- /dev/null +++ b/examples/MAML-RL/run.sh @@ -0,0 +1,5 @@ +python run_MAML_torchrl.py --parallel --seed 1 +python run_MAML_torchrl.py --parallel --seed 2 +python run_MAML_torchrl.py --parallel --seed 3 +python run_MAML_torchrl.py --parallel --seed 4 +python run_MAML_torchrl.py --parallel --seed 5 diff --git a/examples/MAML-RL/run_MAML.py b/examples/MAML-RL/run_MAML.py index 6c58f97f..ec3bd946 100644 --- a/examples/MAML-RL/run_MAML.py +++ b/examples/MAML-RL/run_MAML.py @@ -22,7 +22,7 @@ import numpy as np import TorchOpt -from helpers.policy import CategoricalMLPPolicy +from helpers.policy_old import CategoricalMLPPolicy TASK_NUM = 40 TRAJ_NUM = 20 @@ -97,7 +97,6 @@ def a2c_loss(traj, policy, value_coef): advs = lambda_returns - torch.squeeze(values, -1) action_loss = -(advs.detach() * log_probs).mean() value_loss = advs.pow(2).mean() - a2c_loss = action_loss + value_coef * value_loss return a2c_loss @@ -183,6 +182,10 @@ def main(args): print("train_post_reward", sum(train_post_reward_ls) / TASK_NUM) print("test_pre_reward", sum(test_pre_reward_ls) / TASK_NUM) print("test_post_reward", sum(test_post_reward_ls) / TASK_NUM) + np.save("train_pre_reward_{}.npy".format(args.seed), np.array(train_pre_reward)) + np.save("train_post_reward_{}.npy".format(args.seed), np.array(train_post_reward)) + np.save("test_pre_reward_{}.npy".format(args.seed), np.array(test_pre_reward)) + np.save("test_post_reward_{}.npy".format(args.seed), np.array(test_post_reward)) if __name__ == "__main__": diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py new file mode 100644 index 00000000..63c24354 --- /dev/null +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -0,0 +1,194 @@ +import argparse + +import tqdm +import torch +import torch.optim as optim +from torchrl.envs import GymEnv, ParallelEnv +from torchrl.envs.utils import set_exploration_mode +from torchrl.modules import ProbabilisticTDModule, OneHotCategorical +from torchrl.objectives import GAE, TDEstimate + +import TorchOpt +from helpers.policy import ActorCritic +import numpy as np + + +TASK_NUM = 40 +TRAJ_NUM = 20 +TRAJ_LEN = 10 + +NUM_ENVS = TRAJ_NUM # number of envs to run in parallel + +STATE_DIM = 10 +ACTION_DIM = 5 + +GAMMA = 0.99 +LAMBDA = 0.95 + +outer_iters = 500 +inner_iters = 1 + + +def a2c_loss(traj, policy, value, value_coef): + dist, *_ = policy.get_dist(traj) + action = traj.get("action") + log_probs = dist.log_prob(action) + + # Work backwards to compute `G_{T-1}`, ..., `G_0`. + tderror = TDEstimate(GAMMA, value, gradient_mode=True) + traj = tderror(traj) + advantage = traj.get("advantage") + value_target = traj.get("value_target") + action_loss = -(advantage * log_probs.view_as(advantage)).mean() + value_loss = value_target.pow(2).mean() + assert action_loss.requires_grad + assert not advantage.requires_grad + assert not action.requires_grad + assert value_loss.requires_grad + + loss = action_loss + value_coef * value_loss + return loss + + +def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): + pre_reward_ls = [] + post_reward_ls = [] + device = next(actor_critic.parameters()).device + + inner_opt = TorchOpt.MetaSGD(actor_critic, lr=0.5) + + tasks = dummy_env.sample_tasks(num_tasks=task_num) + + policy_state_dict = TorchOpt.extract_state_dict(actor_critic) + optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + for idx in range(task_num): + env.reset_task(tasks[idx]) + for _ in range(inner_iters): + with set_exploration_mode("random"), torch.no_grad(): + pre_traj_td = env.rollout(policy, n_steps=TRAJ_LEN) + inner_loss = a2c_loss(pre_traj_td.to(device), policy, value, value_coef=0.5) + inner_opt.step(inner_loss) + with set_exploration_mode("random"), torch.no_grad(): + post_traj_td = env.rollout(policy, n_steps=TRAJ_LEN) + + # Logging + + pre_reward_ls.append(torch.sum(pre_traj_td.get("reward"),dim=1).mean().item()) + post_reward_ls.append(torch.sum(post_traj_td.get("reward"),dim=1).mean().item()) + + TorchOpt.recover_state_dict(actor_critic, policy_state_dict) + TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + return pre_reward_ls, post_reward_ls + + +def main(args): + device = 'cuda:0' if torch.cuda.device_count() else 'cpu' + # init training + torch.manual_seed(args.seed) + torch.cuda.manual_seed_all(args.seed) + # Env + lambda_env = lambda: GymEnv( + "TabularMDP-v0", + num_states=STATE_DIM, + num_actions=ACTION_DIM, + max_episode_steps=TRAJ_LEN, + seed=args.seed, + ) + if args.parallel: + env = ParallelEnv(NUM_ENVS, lambda_env) + else: + env = lambda_env() + env.reset() + # Policy + obs_key = list(env.observation_spec.keys())[0] + actor_critic = ActorCritic( + env.observation_spec[obs_key].shape[-1], + env.action_spec.shape[-1] + ).to(device) + policy = actor_critic.get_policy_operator() + value = actor_critic.get_value_operator() + + inner_opt = TorchOpt.MetaSGD(actor_critic, lr=0.5) + outer_opt = optim.Adam(actor_critic.parameters(), lr=1e-3) + train_pre_reward = [] + train_post_reward = [] + test_pre_reward = [] + test_post_reward = [] + + dummy_env = lambda_env() + + pbar = tqdm.tqdm(range(outer_iters)) + for i in pbar: + # print("i: ", i) + tasks = dummy_env.sample_tasks(num_tasks=TASK_NUM) + train_pre_reward_ls = [] + train_post_reward_ls = [] + + outer_opt.zero_grad() + # print('\n\n\nZERO\n\n\n') + policy_state_dict = TorchOpt.extract_state_dict(actor_critic) + optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + for idx in range(TASK_NUM): + # print("idx: ", idx) + env.reset_task(tasks[idx]) + for k in range(inner_iters): + with set_exploration_mode("random"), torch.no_grad(): + pre_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN, auto_reset=True) + for k, item in pre_traj_td.items(): + if item.requires_grad: + raise RuntimeError + inner_loss = a2c_loss(pre_traj_td.to(device), policy, value, value_coef=0.5) + inner_opt.step(inner_loss) + + with set_exploration_mode("random"), torch.no_grad(): + post_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN) + outer_loss = a2c_loss(post_traj_td.to(device), policy, value, value_coef=0.5) + outer_loss.backward() + + TorchOpt.recover_state_dict(actor_critic, policy_state_dict) + s1 = set(actor_critic.parameters()) + s2 = set(policy.parameters()).union( set(value.parameters()) ) + assert len(s1.intersection(s2)) == len(s1) + assert len(s1.difference(s2)) == 0 + TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + + # Logging + train_pre_reward_ls.append(torch.sum(pre_traj_td.get("reward"),dim=1).mean().item()) + train_post_reward_ls.append(torch.sum(post_traj_td.get("reward"),dim=1).mean().item()) + + outer_opt.step() + + test_pre_reward_ls, test_post_reward_ls = evaluate(env, dummy_env, args.seed, + TASK_NUM, actor_critic, + policy, value) + + train_pre_reward.append(sum(train_pre_reward_ls) / TASK_NUM) + train_post_reward.append(sum(train_post_reward_ls) / TASK_NUM) + test_pre_reward.append(sum(test_pre_reward_ls) / TASK_NUM) + test_post_reward.append(sum(test_post_reward_ls) / TASK_NUM) + pbar.set_description(f"train_pre_reward: {train_pre_reward[-1]: 4.4f}, " + f"train_post_reward: {train_post_reward[-1]: 4.4f}, " + f"test_pre_reward: {test_pre_reward[-1]: 4.4f}, " + f"test_post_reward: {test_post_reward[-1]: 4.4f}, " + ) + np.save("train_pre_reward_{}.npy".format(args.seed), np.array(train_pre_reward)) + np.save("train_post_reward_{}.npy".format(args.seed), np.array(train_post_reward)) + np.save("test_pre_reward_{}.npy".format(args.seed), np.array(test_pre_reward)) + np.save("test_post_reward_{}.npy".format(args.seed), np.array(test_post_reward)) + + env.close() + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Reinforcement learning with ' + 'Model-Agnostic Meta-Learning (MAML) - Train') + parser.add_argument('--seed', + type=int, + default=1, + help='random seed (default: 1)') + parser.add_argument('--parallel', + action='store_true', + help="run envs in parallel") + args = parser.parse_args() + main(args) + diff --git a/examples/MAML-RL/torchrl_script.py b/examples/MAML-RL/torchrl_script.py new file mode 100644 index 00000000..724d3d13 --- /dev/null +++ b/examples/MAML-RL/torchrl_script.py @@ -0,0 +1,75 @@ +import gym +from torch import nn +from torchrl.envs import GymEnv, ParallelEnv, SerialEnv +from torchrl.modules import ProbabilisticTDModule, OneHotCategorical + +import helpers + + +class CategoricalMLPPolicy(nn.Module): + """Policy network based on a multi-layer perceptron (MLP), with a + `Categorical` distribution output. This policy network can be used on tasks + with discrete action spaces (eg. `TabularMDPEnv`). + """ + + def __init__(self, + input_size, + output_size, + ): + super(CategoricalMLPPolicy, self).__init__() + self.torso = nn.Sequential(nn.Linear(input_size, 32), nn.ReLU(), + nn.Linear(32, 32), nn.ReLU(), + ) + self.policy_head = nn.Linear(32, output_size) + self.value_head = nn.Linear(32, 1) + + def forward(self, inputs, params=None): + embedding = self.torso(inputs) + logits = self.policy_head(embedding) + values = self.value_head(embedding) + return logits, values + + +NUM_STATES = 10 +NUM_ACTIONS = 5 +MAX_STEPS = 10 + +NUM_ENV = 4 + +if __name__ == "__main__": + lambda_env = lambda: GymEnv("TabularMDP-v0", + num_states = NUM_STATES, + num_actions= NUM_ACTIONS, + max_episode_steps=MAX_STEPS) + env = ParallelEnv(NUM_ENV, lambda_env) + # env = SerialEnv(NUM_ENV, lambda_env) + td = env.reset() + + print(env.action_spec) + print(env.observation_spec) + + print(td.get("observation")) + + dummy_env = lambda_env() + tasks = dummy_env.sample_tasks(3) + + policy_module = CategoricalMLPPolicy( + env.observation_spec.shape[-1], + env.action_spec.shape[-1] + ) + policy = ProbabilisticTDModule( + module = policy_module, + spec=env.action_spec, + distribution_class=OneHotCategorical, + return_log_prob=True, + in_keys=["observation"], + out_keys=["action", "state_value"], + ) + + # gathering rollouts + for task in tasks: + env.reset_task(task) + print('random policy: ', env.rollout(n_steps=10)) + print('structured policy: ', env.rollout(policy=policy, n_steps=10)) + + env.close() \ No newline at end of file From c57d6072bf115fe11d057d9a85796064e5e470c2 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Tue, 10 May 2022 17:13:20 +0100 Subject: [PATCH 02/55] remove checks --- examples/MAML-RL/run_MAML_torchrl.py | 8 -------- 1 file changed, 8 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 63c24354..9770cb98 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -125,7 +125,6 @@ def main(args): train_post_reward_ls = [] outer_opt.zero_grad() - # print('\n\n\nZERO\n\n\n') policy_state_dict = TorchOpt.extract_state_dict(actor_critic) optim_state_dict = TorchOpt.extract_state_dict(inner_opt) for idx in range(TASK_NUM): @@ -134,9 +133,6 @@ def main(args): for k in range(inner_iters): with set_exploration_mode("random"), torch.no_grad(): pre_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN, auto_reset=True) - for k, item in pre_traj_td.items(): - if item.requires_grad: - raise RuntimeError inner_loss = a2c_loss(pre_traj_td.to(device), policy, value, value_coef=0.5) inner_opt.step(inner_loss) @@ -146,10 +142,6 @@ def main(args): outer_loss.backward() TorchOpt.recover_state_dict(actor_critic, policy_state_dict) - s1 = set(actor_critic.parameters()) - s2 = set(policy.parameters()).union( set(value.parameters()) ) - assert len(s1.intersection(s2)) == len(s1) - assert len(s1.difference(s2)) == 0 TorchOpt.recover_state_dict(inner_opt, optim_state_dict) # Logging From 34e24ab9e4821e23ab0b5a85173ed721d93fdf4f Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Tue, 10 May 2022 17:14:47 +0100 Subject: [PATCH 03/55] device casting --- examples/MAML-RL/run_MAML_torchrl.py | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 9770cb98..934d13cd 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -65,14 +65,13 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): env.reset_task(tasks[idx]) for _ in range(inner_iters): with set_exploration_mode("random"), torch.no_grad(): - pre_traj_td = env.rollout(policy, n_steps=TRAJ_LEN) - inner_loss = a2c_loss(pre_traj_td.to(device), policy, value, value_coef=0.5) + pre_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) + inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode("random"), torch.no_grad(): - post_traj_td = env.rollout(policy, n_steps=TRAJ_LEN) + post_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) # Logging - pre_reward_ls.append(torch.sum(pre_traj_td.get("reward"),dim=1).mean().item()) post_reward_ls.append(torch.sum(post_traj_td.get("reward"),dim=1).mean().item()) @@ -132,13 +131,13 @@ def main(args): env.reset_task(tasks[idx]) for k in range(inner_iters): with set_exploration_mode("random"), torch.no_grad(): - pre_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN, auto_reset=True) - inner_loss = a2c_loss(pre_traj_td.to(device), policy, value, value_coef=0.5) + pre_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN, auto_reset=True).to(device) + inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode("random"), torch.no_grad(): - post_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN) - outer_loss = a2c_loss(post_traj_td.to(device), policy, value, value_coef=0.5) + post_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN).to(device) + outer_loss = a2c_loss(post_traj_td, policy, value, value_coef=0.5) outer_loss.backward() TorchOpt.recover_state_dict(actor_critic, policy_state_dict) From 475fa6c39852da473ac83d1fe5ed1ed5a6915b46 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Thu, 12 May 2022 09:49:59 +0100 Subject: [PATCH 04/55] GAE --- examples/MAML-RL/run_MAML_torchrl.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 934d13cd..fe0d13f0 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -35,7 +35,8 @@ def a2c_loss(traj, policy, value, value_coef): log_probs = dist.log_prob(action) # Work backwards to compute `G_{T-1}`, ..., `G_0`. - tderror = TDEstimate(GAMMA, value, gradient_mode=True) + # tderror = TDEstimate(GAMMA, value, gradient_mode=True) + tderror = GAE(GAMMA, LAMBDA, value, gradient_mode=True) traj = tderror(traj) advantage = traj.get("advantage") value_target = traj.get("value_target") From 0ebd589d79e675a6eee673de1d742b9561fc9ad1 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Thu, 12 May 2022 11:05:56 +0100 Subject: [PATCH 05/55] GAE bf --- examples/MAML-RL/run_MAML_torchrl.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index fe0d13f0..35985cbb 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -39,7 +39,7 @@ def a2c_loss(traj, policy, value, value_coef): tderror = GAE(GAMMA, LAMBDA, value, gradient_mode=True) traj = tderror(traj) advantage = traj.get("advantage") - value_target = traj.get("value_target") + value_target = traj.get("value_error") action_loss = -(advantage * log_probs.view_as(advantage)).mean() value_loss = value_target.pow(2).mean() assert action_loss.requires_grad From 6471cc4c1bed01b2a5a9e4417f9eca02fd800d46 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 08:50:48 +0100 Subject: [PATCH 06/55] TDLambdaEstimate --- examples/MAML-RL/run_MAML_torchrl.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 35985cbb..33b61165 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -6,7 +6,7 @@ from torchrl.envs import GymEnv, ParallelEnv from torchrl.envs.utils import set_exploration_mode from torchrl.modules import ProbabilisticTDModule, OneHotCategorical -from torchrl.objectives import GAE, TDEstimate +from torchrl.objectives import GAE, TDLambdaEstimate, TDEstimate import TorchOpt from helpers.policy import ActorCritic @@ -36,12 +36,13 @@ def a2c_loss(traj, policy, value, value_coef): # Work backwards to compute `G_{T-1}`, ..., `G_0`. # tderror = TDEstimate(GAMMA, value, gradient_mode=True) - tderror = GAE(GAMMA, LAMBDA, value, gradient_mode=True) + tderror = TDLambdaEstimate(GAMMA, LAMBDA, value, gradient_mode=True) + # tderror = GAE(GAMMA, LAMBDA, value, gradient_mode=True) traj = tderror(traj) advantage = traj.get("advantage") - value_target = traj.get("value_error") + value_error = traj.get("value_error") action_loss = -(advantage * log_probs.view_as(advantage)).mean() - value_loss = value_target.pow(2).mean() + value_loss = value_error.pow(2).mean() assert action_loss.requires_grad assert not advantage.requires_grad assert not action.requires_grad From aa3f0e63b138034fb763af944af7ab6f4277741c Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:17:47 +0100 Subject: [PATCH 07/55] TDLambdaEstimate update --- examples/MAML-RL/run_MAML_torchrl.py | 54 ++++++++++++++++------------ 1 file changed, 32 insertions(+), 22 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 33b61165..06498f0b 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -6,7 +6,8 @@ from torchrl.envs import GymEnv, ParallelEnv from torchrl.envs.utils import set_exploration_mode from torchrl.modules import ProbabilisticTDModule, OneHotCategorical -from torchrl.objectives import GAE, TDLambdaEstimate, TDEstimate +from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate +from torchrl.envs.utils import step_tensordict import TorchOpt from helpers.policy import ActorCritic @@ -29,20 +30,29 @@ inner_iters = 1 -def a2c_loss(traj, policy, value, value_coef): - dist, *_ = policy.get_dist(traj) +def a2c_loss(traj, policy_module, value_module, value_coef): + dist, *_ = policy_module.get_dist(traj) action = traj.get("action") log_probs = dist.log_prob(action) + value_module.module[-1](traj) # will read the "hidden" key and return a state value + value = traj.get("state_value") + + reward = traj.get("reward") + done = traj.get("done") + next_traj = step_tensordict(traj) + next_value = value_module(next_traj).get("state_value") # Work backwards to compute `G_{T-1}`, ..., `G_0`. - # tderror = TDEstimate(GAMMA, value, gradient_mode=True) - tderror = TDLambdaEstimate(GAMMA, LAMBDA, value, gradient_mode=True) - # tderror = GAE(GAMMA, LAMBDA, value, gradient_mode=True) - traj = tderror(traj) - advantage = traj.get("advantage") - value_error = traj.get("value_error") + # tderror = TDEstimate(GAMMA, value_module, gradient_mode=True) + # tderror = TDLambdaEstimate(GAMMA, LAMBDA, value_module, gradient_mode=True) + with torch.no_grad(): + advantage = vec_td_lambda_advantage_estimate( + GAMMA, LAMBDA, value, next_value, reward, done + ) + value_error = value - (advantage + value).detach() action_loss = -(advantage * log_probs.view_as(advantage)).mean() value_loss = value_error.pow(2).mean() + assert action_loss.requires_grad assert not advantage.requires_grad assert not action.requires_grad @@ -102,15 +112,15 @@ def main(args): env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] - actor_critic = ActorCritic( + actor_critic_module = ActorCritic( env.observation_spec[obs_key].shape[-1], env.action_spec.shape[-1] ).to(device) - policy = actor_critic.get_policy_operator() - value = actor_critic.get_value_operator() + policy_module = actor_critic_module.get_policy_operator() + value_module = actor_critic_module.get_value_operator() - inner_opt = TorchOpt.MetaSGD(actor_critic, lr=0.5) - outer_opt = optim.Adam(actor_critic.parameters(), lr=1e-3) + inner_opt = TorchOpt.MetaSGD(actor_critic_module, lr=0.5) + outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] test_pre_reward = [] @@ -126,23 +136,23 @@ def main(args): train_post_reward_ls = [] outer_opt.zero_grad() - policy_state_dict = TorchOpt.extract_state_dict(actor_critic) + policy_state_dict = TorchOpt.extract_state_dict(actor_critic_module) optim_state_dict = TorchOpt.extract_state_dict(inner_opt) for idx in range(TASK_NUM): # print("idx: ", idx) env.reset_task(tasks[idx]) for k in range(inner_iters): with set_exploration_mode("random"), torch.no_grad(): - pre_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN, auto_reset=True).to(device) - inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) + pre_traj_td = env.rollout(policy=policy_module, n_steps=TRAJ_LEN, auto_reset=True).to(device) + inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode("random"), torch.no_grad(): - post_traj_td = env.rollout(policy=policy, n_steps=TRAJ_LEN).to(device) - outer_loss = a2c_loss(post_traj_td, policy, value, value_coef=0.5) + post_traj_td = env.rollout(policy=policy_module, n_steps=TRAJ_LEN).to(device) + outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() - TorchOpt.recover_state_dict(actor_critic, policy_state_dict) + TorchOpt.recover_state_dict(actor_critic_module, policy_state_dict) TorchOpt.recover_state_dict(inner_opt, optim_state_dict) # Logging @@ -152,8 +162,8 @@ def main(args): outer_opt.step() test_pre_reward_ls, test_post_reward_ls = evaluate(env, dummy_env, args.seed, - TASK_NUM, actor_critic, - policy, value) + TASK_NUM, actor_critic_module, + policy_module, value_module) train_pre_reward.append(sum(train_pre_reward_ls) / TASK_NUM) train_post_reward.append(sum(train_post_reward_ls) / TASK_NUM) From 62a0d1c69c9b51e9784a925c8e2e454950def2e2 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:21:10 +0100 Subject: [PATCH 08/55] pbar for regular algo --- examples/MAML-RL/run_MAML.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/MAML-RL/run_MAML.py b/examples/MAML-RL/run_MAML.py index ec3bd946..44bdfe8c 100644 --- a/examples/MAML-RL/run_MAML.py +++ b/examples/MAML-RL/run_MAML.py @@ -144,7 +144,8 @@ def main(args): test_pre_reward = [] test_post_reward = [] - for i in range(outer_iters): + pbar = tqdm.tqdm(range(outer_iters)) + for i in pbar: tasks = env.sample_tasks(num_tasks=TASK_NUM) train_pre_reward_ls = [] train_post_reward_ls = [] From 34fb175695cb51406edf105e4ccc6724b9c7b0f5 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:23:40 +0100 Subject: [PATCH 09/55] pbar for regular algo --- examples/MAML-RL/run_MAML.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/examples/MAML-RL/run_MAML.py b/examples/MAML-RL/run_MAML.py index 44bdfe8c..14822ec6 100644 --- a/examples/MAML-RL/run_MAML.py +++ b/examples/MAML-RL/run_MAML.py @@ -21,6 +21,7 @@ import torch.optim as optim import numpy as np +import tqdm import TorchOpt from helpers.policy_old import CategoricalMLPPolicy @@ -178,11 +179,10 @@ def main(args): test_pre_reward.append(sum(test_pre_reward_ls) / TASK_NUM) test_post_reward.append(sum(test_post_reward_ls) / TASK_NUM) - print('Train_iters', i) - print("train_pre_reward", sum(train_pre_reward_ls) / TASK_NUM) - print("train_post_reward", sum(train_post_reward_ls) / TASK_NUM) - print("test_pre_reward", sum(test_pre_reward_ls) / TASK_NUM) - print("test_post_reward", sum(test_post_reward_ls) / TASK_NUM) + pbar.set_description(f"train_pre_reward: {sum(train_pre_reward_ls) / TASK_NUM}, " + f"train_post_reward: {sum(train_post_reward_ls) / TASK_NUM}, " + f"test_pre_reward: {sum(test_pre_reward_ls) / TASK_NUM}, " + f"test_post_reward: {sum(test_post_reward_ls) / TASK_NUM}") np.save("train_pre_reward_{}.npy".format(args.seed), np.array(train_pre_reward)) np.save("train_post_reward_{}.npy".format(args.seed), np.array(train_post_reward)) np.save("test_pre_reward_{}.npy".format(args.seed), np.array(test_pre_reward)) From 4c88832207b472e2a32e497177ccf87774fd12d1 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:26:25 +0100 Subject: [PATCH 10/55] SerialEnv --- examples/MAML-RL/run_MAML_torchrl.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 06498f0b..fae812c9 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -3,7 +3,7 @@ import tqdm import torch import torch.optim as optim -from torchrl.envs import GymEnv, ParallelEnv +from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode from torchrl.modules import ProbabilisticTDModule, OneHotCategorical from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate @@ -108,7 +108,7 @@ def main(args): if args.parallel: env = ParallelEnv(NUM_ENVS, lambda_env) else: - env = lambda_env() + env = SerialEnv(NUM_ENVS, lambda_env) env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] From 5d32bb16d183fb1d1db9d38904118b3bc110bc2b Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:30:28 +0100 Subject: [PATCH 11/55] selected keys --- examples/MAML-RL/run_MAML_torchrl.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index fae812c9..0d82d4c5 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -106,9 +106,9 @@ def main(args): seed=args.seed, ) if args.parallel: - env = ParallelEnv(NUM_ENVS, lambda_env) + env = ParallelEnv(NUM_ENVS, lambda_env, selected_keys=["state", "next_state", "reward", "action", "done"]) else: - env = SerialEnv(NUM_ENVS, lambda_env) + env = SerialEnv(NUM_ENVS, lambda_env, selected_keys=["state", "next_state", "reward", "action", "done"]) env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] From 44f6b5162c15a5c5598a9ff499ca195ef18909be Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 09:31:13 +0100 Subject: [PATCH 12/55] selected keys --- examples/MAML-RL/run_MAML_torchrl.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 0d82d4c5..e66ad6a3 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -106,9 +106,9 @@ def main(args): seed=args.seed, ) if args.parallel: - env = ParallelEnv(NUM_ENVS, lambda_env, selected_keys=["state", "next_state", "reward", "action", "done"]) + env = ParallelEnv(NUM_ENVS, lambda_env, selected_keys=["observation", "next_observation", "reward", "action", "done"]) else: - env = SerialEnv(NUM_ENVS, lambda_env, selected_keys=["state", "next_state", "reward", "action", "done"]) + env = SerialEnv(NUM_ENVS, lambda_env, selected_keys=["observation", "next_observation", "reward", "action", "done"]) env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] From aa7ce2e785530856464c0c4503f5eb77eda2c8f4 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Fri, 13 May 2022 10:25:09 +0100 Subject: [PATCH 13/55] timeit --- examples/MAML-RL/run_MAML.py | 16 ++++++++++++---- examples/MAML-RL/run_MAML_torchrl.py | 12 ++++++++---- 2 files changed, 20 insertions(+), 8 deletions(-) diff --git a/examples/MAML-RL/run_MAML.py b/examples/MAML-RL/run_MAML.py index 14822ec6..5c607170 100644 --- a/examples/MAML-RL/run_MAML.py +++ b/examples/MAML-RL/run_MAML.py @@ -24,6 +24,7 @@ import tqdm import TorchOpt from helpers.policy_old import CategoricalMLPPolicy +from torchrl import timeit TASK_NUM = 40 TRAJ_NUM = 20 @@ -113,11 +114,13 @@ def evaluate(env, seed, task_num, policy): optim_state_dict = TorchOpt.extract_state_dict(inner_opt) for idx in range(task_num): for _ in range(inner_iters): - pre_trajs = sample_traj(env, tasks[idx], policy) + with timeit("rollout_eval"): + pre_trajs = sample_traj(env, tasks[idx], policy) inner_loss = a2c_loss(pre_trajs, policy, value_coef=0.5) inner_opt.step(inner_loss) - post_trajs = sample_traj(env, tasks[idx], policy) + with timeit("rollout_eval"): + post_trajs = sample_traj(env, tasks[idx], policy) # Logging pre_reward_ls.append(np.sum(pre_trajs.rews, axis=0).mean()) @@ -129,6 +132,7 @@ def evaluate(env, seed, task_num, policy): def main(args): + # init training torch.manual_seed(args.seed) torch.cuda.manual_seed_all(args.seed) @@ -158,10 +162,12 @@ def main(args): for idx in range(TASK_NUM): for _ in range(inner_iters): - pre_trajs = sample_traj(env, tasks[idx], policy) + with timeit("rollout"): + pre_trajs = sample_traj(env, tasks[idx], policy) inner_loss = a2c_loss(pre_trajs, policy, value_coef=0.5) inner_opt.step(inner_loss) - post_trajs = sample_traj(env, tasks[idx], policy) + with timeit("rollout"): + post_trajs = sample_traj(env, tasks[idx], policy) outer_loss = a2c_loss(post_trajs, policy, value_coef=0.5) outer_loss.backward() TorchOpt.recover_state_dict(policy, policy_state_dict) @@ -183,6 +189,8 @@ def main(args): f"train_post_reward: {sum(train_post_reward_ls) / TASK_NUM}, " f"test_pre_reward: {sum(test_pre_reward_ls) / TASK_NUM}, " f"test_post_reward: {sum(test_post_reward_ls) / TASK_NUM}") + timeit.print() + np.save("train_pre_reward_{}.npy".format(args.seed), np.array(train_pre_reward)) np.save("train_post_reward_{}.npy".format(args.seed), np.array(train_post_reward)) np.save("test_pre_reward_{}.npy".format(args.seed), np.array(test_pre_reward)) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index e66ad6a3..0b68f939 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -9,6 +9,8 @@ from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate from torchrl.envs.utils import step_tensordict +from torchrl import timeit + import TorchOpt from helpers.policy import ActorCritic import numpy as np @@ -76,11 +78,11 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): for idx in range(task_num): env.reset_task(tasks[idx]) for _ in range(inner_iters): - with set_exploration_mode("random"), torch.no_grad(): + with set_exploration_mode("random"), torch.no_grad(), timeit("rollout_eval"): pre_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) - with set_exploration_mode("random"), torch.no_grad(): + with set_exploration_mode("random"), torch.no_grad(), timeit("rollout_eval"): post_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) # Logging @@ -142,12 +144,12 @@ def main(args): # print("idx: ", idx) env.reset_task(tasks[idx]) for k in range(inner_iters): - with set_exploration_mode("random"), torch.no_grad(): + with set_exploration_mode("random"), torch.no_grad(), timeit("rollout"): pre_traj_td = env.rollout(policy=policy_module, n_steps=TRAJ_LEN, auto_reset=True).to(device) inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) - with set_exploration_mode("random"), torch.no_grad(): + with set_exploration_mode("random"), torch.no_grad(), timeit("rollout"): post_traj_td = env.rollout(policy=policy_module, n_steps=TRAJ_LEN).to(device) outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() @@ -174,6 +176,8 @@ def main(args): f"test_pre_reward: {test_pre_reward[-1]: 4.4f}, " f"test_post_reward: {test_post_reward[-1]: 4.4f}, " ) + timeit.print() + np.save("train_pre_reward_{}.npy".format(args.seed), np.array(train_pre_reward)) np.save("train_post_reward_{}.npy".format(args.seed), np.array(train_post_reward)) np.save("test_pre_reward_{}.npy".format(args.seed), np.array(test_pre_reward)) From 55d2a8e2e3988d2b4d184d7e4fcd062ec309dfb0 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Sat, 14 May 2022 06:52:11 +0100 Subject: [PATCH 14/55] amend --- examples/MAML-RL/run_MAML_torchrl.py | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 0b68f939..70182e38 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -42,17 +42,16 @@ def a2c_loss(traj, policy_module, value_module, value_coef): reward = traj.get("reward") done = traj.get("done") next_traj = step_tensordict(traj) - next_value = value_module(next_traj).get("state_value") + next_value = value_module(next_traj).get("state_value").detach() # Work backwards to compute `G_{T-1}`, ..., `G_0`. # tderror = TDEstimate(GAMMA, value_module, gradient_mode=True) # tderror = TDLambdaEstimate(GAMMA, LAMBDA, value_module, gradient_mode=True) - with torch.no_grad(): - advantage = vec_td_lambda_advantage_estimate( - GAMMA, LAMBDA, value, next_value, reward, done - ) - value_error = value - (advantage + value).detach() - action_loss = -(advantage * log_probs.view_as(advantage)).mean() + advantage = vec_td_lambda_advantage_estimate( + GAMMA, LAMBDA, value, next_value, reward, done + ) + action_loss = -(advantage.detach() * log_probs.view_as(advantage)).mean() + value_error = advantage value_loss = value_error.pow(2).mean() assert action_loss.requires_grad From 65efa02e872fd965b069cdfb6b2a4b86fa7239ad Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Sat, 14 May 2022 06:55:28 +0100 Subject: [PATCH 15/55] amend --- examples/MAML-RL/run_MAML_torchrl.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/run_MAML_torchrl.py index 70182e38..c5d5e482 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/run_MAML_torchrl.py @@ -36,6 +36,8 @@ def a2c_loss(traj, policy_module, value_module, value_coef): dist, *_ = policy_module.get_dist(traj) action = traj.get("action") log_probs = dist.log_prob(action) + + traj = traj.exclude("state_value") value_module.module[-1](traj) # will read the "hidden" key and return a state value value = traj.get("state_value") @@ -55,7 +57,7 @@ def a2c_loss(traj, policy_module, value_module, value_coef): value_loss = value_error.pow(2).mean() assert action_loss.requires_grad - assert not advantage.requires_grad + assert advantage.requires_grad assert not action.requires_grad assert value_loss.requires_grad From 87d14aae283084dac797ad1a8b490bd9a5f6400d Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 20 Jul 2022 18:06:47 +0800 Subject: [PATCH 16/55] merge: resolve conflicts --- .clang-format | 1 + .dockerignore | 1 + .editorconfig | 32 + .gitattributes | 1 + .github/ISSUE_TEMPLATE/bug_report.md | 64 ++ .github/ISSUE_TEMPLATE/feature_request.md | 30 + .github/PULL_REQUEST_TEMPLATE.md | 41 ++ .github/workflows/lint.yml | 103 +++ .github/workflows/release.yml | 98 +++ .github/workflows/tests.yml | 67 ++ .gitignore | 409 ++++++++++++ .pre-commit-config.yaml | 46 ++ .pylintrc | 593 ++++++++++++++++++ CITATION.cff | 30 + CMakeLists.txt | 156 +++++ CONTRIBUTING.md | 6 + Dockerfile | 87 +++ LICENSE | 202 ++++++ MANIFEST.in | 7 + Makefile | 166 +++++ README.md | 264 ++++++++ conda-recipe.yaml | 83 +++ docs/Makefile | 20 + docs/requirements.txt | 21 + docs/source/_static/css/style.css | 170 +++++ docs/source/_static/images/logo-large.png | Bin 0 -> 158465 bytes docs/source/_static/images/logo-torchopt.pdf | Bin 0 -> 54623 bytes docs/source/_static/images/logo.png | Bin 0 -> 7297 bytes docs/source/_static/images/maml-accs.png | Bin 0 -> 33854 bytes docs/source/api/api.rst | 224 +++++++ docs/source/bibtex.json | 7 + docs/source/conf.py | 210 +++++++ docs/source/developer/contributing.rst | 72 +++ docs/source/developer/contributor.rst | 7 + docs/source/examples/MAML.rst | 277 ++++++++ docs/source/index.rst | 92 +++ docs/source/references.bib | 19 + docs/source/spelling_wordlist.txt | 69 ++ docs/source/torchopt101/torchopt-101.rst | 9 + examples/L2R/README.md | 26 + examples/L2R/helper/argument.py | 42 ++ examples/L2R/helper/model.py | 83 +++ examples/L2R/helper/utils.py | 172 +++++ examples/L2R/l2r.py | 265 ++++++++ examples/L2R/result.png | Bin 0 -> 34716 bytes examples/LOLA/README.md | 21 + examples/LOLA/helper/agent.py | 52 ++ examples/LOLA/helper/argument.py | 35 ++ examples/LOLA/helper/env.py | 98 +++ examples/LOLA/helper/utils.py | 118 ++++ examples/LOLA/lola_dice.py | 121 ++++ examples/LOLA/result.png | Bin 0 -> 41346 bytes examples/LOLA/visualize.py | 37 ++ examples/MAML-RL/README.md | 16 + examples/MAML-RL/helpers/Tabular_mdp.py | 111 ++++ examples/MAML-RL/helpers/__init__.py | 24 + examples/MAML-RL/helpers/policy.py | 99 +++ examples/MAML-RL/helpers/policy_old.py | 48 ++ examples/MAML-RL/maml.png | Bin 0 -> 52677 bytes examples/MAML-RL/run.sh | 19 + examples/MAML-RL/run_MAML.py | 208 ++++++ examples/MAML-RL/run_MAML_torchrl.py | 217 +++++++ examples/MAML-RL/torchrl_script.py | 88 +++ examples/MGRL/README.md | 10 + examples/MGRL/mgrl.py | 81 +++ examples/few-shot/README.md | 18 + examples/few-shot/maml-accs.png | Bin 0 -> 33854 bytes examples/few-shot/maml_omniglot.py | 280 +++++++++ examples/few-shot/support/omniglot_loaders.py | 327 ++++++++++ examples/requirements.txt | 13 + examples/visualize.py | 77 +++ image/TorchOpt.png | Bin 0 -> 98049 bytes image/logo-large.png | Bin 0 -> 158465 bytes image/logo-torchopt.pdf | Bin 0 -> 54623 bytes image/logo.png | Bin 0 -> 7297 bytes image/time.png | Bin 0 -> 320114 bytes image/torchviz_torchopt.jpg | Bin 0 -> 212283 bytes include/adam_op/adam_op.h | 54 ++ include/adam_op/adam_op_impl.cuh | 56 ++ include/adam_op/adam_op_impl.h | 55 ++ include/common.h | 24 + include/utils.h | 34 + requirements.txt | 5 + setup.cfg | 42 ++ setup.py | 130 ++++ src/CMakeLists.txt | 16 + src/adam_op/CMakeLists.txt | 50 ++ src/adam_op/adam_op.cpp | 123 ++++ src/adam_op/adam_op_impl.cpp | 310 +++++++++ src/adam_op/adam_op_impl.cu | 333 ++++++++++ tests/requirements.txt | 21 + .../high_level/test_high_level_inplace.py | 187 ++++++ .../unit/low_level/test_low_level_inplace.py | 203 ++++++ tests/unit/test_clip.py | 80 +++ tests/unit/test_schedule.py | 50 ++ torchopt/__init__.py | 48 ++ torchopt/_lib/__init__.py | 14 + torchopt/_lib/adam_op.pyi | 57 ++ torchopt/version.py | 17 + tutorials/1_Functional_Optimizer.ipynb | 517 +++++++++++++++ tutorials/2_Visualization.ipynb | 212 +++++++ tutorials/3_Meta_Optimizer.ipynb | 577 +++++++++++++++++ tutorials/4_Stop_Gradient.ipynb | 474 ++++++++++++++ tutorials/requirements.txt | 8 + 104 files changed, 10087 insertions(+) create mode 100644 .clang-format create mode 120000 .dockerignore create mode 100644 .editorconfig create mode 100644 .gitattributes create mode 100644 .github/ISSUE_TEMPLATE/bug_report.md create mode 100644 .github/ISSUE_TEMPLATE/feature_request.md create mode 100644 .github/PULL_REQUEST_TEMPLATE.md create mode 100644 .github/workflows/lint.yml create mode 100644 .github/workflows/release.yml create mode 100644 .github/workflows/tests.yml create mode 100644 .gitignore create mode 100644 .pre-commit-config.yaml create mode 100644 .pylintrc create mode 100644 CITATION.cff create mode 100644 CMakeLists.txt create mode 100644 CONTRIBUTING.md create mode 100644 Dockerfile create mode 100644 LICENSE create mode 100644 MANIFEST.in create mode 100644 Makefile create mode 100644 README.md create mode 100644 conda-recipe.yaml create mode 100644 docs/Makefile create mode 100644 docs/requirements.txt create mode 100644 docs/source/_static/css/style.css create mode 100644 docs/source/_static/images/logo-large.png create mode 100644 docs/source/_static/images/logo-torchopt.pdf create mode 100644 docs/source/_static/images/logo.png create mode 100644 docs/source/_static/images/maml-accs.png create mode 100644 docs/source/api/api.rst create mode 100644 docs/source/bibtex.json create mode 100644 docs/source/conf.py create mode 100644 docs/source/developer/contributing.rst create mode 100644 docs/source/developer/contributor.rst create mode 100644 docs/source/examples/MAML.rst create mode 100644 docs/source/index.rst create mode 100644 docs/source/references.bib create mode 100644 docs/source/spelling_wordlist.txt create mode 100644 docs/source/torchopt101/torchopt-101.rst create mode 100644 examples/L2R/README.md create mode 100644 examples/L2R/helper/argument.py create mode 100644 examples/L2R/helper/model.py create mode 100644 examples/L2R/helper/utils.py create mode 100644 examples/L2R/l2r.py create mode 100644 examples/L2R/result.png create mode 100644 examples/LOLA/README.md create mode 100644 examples/LOLA/helper/agent.py create mode 100644 examples/LOLA/helper/argument.py create mode 100644 examples/LOLA/helper/env.py create mode 100644 examples/LOLA/helper/utils.py create mode 100644 examples/LOLA/lola_dice.py create mode 100644 examples/LOLA/result.png create mode 100755 examples/LOLA/visualize.py create mode 100644 examples/MAML-RL/README.md create mode 100644 examples/MAML-RL/helpers/Tabular_mdp.py create mode 100644 examples/MAML-RL/helpers/__init__.py create mode 100644 examples/MAML-RL/helpers/policy.py create mode 100644 examples/MAML-RL/helpers/policy_old.py create mode 100644 examples/MAML-RL/maml.png create mode 100644 examples/MAML-RL/run.sh create mode 100644 examples/MAML-RL/run_MAML.py create mode 100644 examples/MAML-RL/run_MAML_torchrl.py create mode 100644 examples/MAML-RL/torchrl_script.py create mode 100644 examples/MGRL/README.md create mode 100644 examples/MGRL/mgrl.py create mode 100644 examples/few-shot/README.md create mode 100644 examples/few-shot/maml-accs.png create mode 100644 examples/few-shot/maml_omniglot.py create mode 100644 examples/few-shot/support/omniglot_loaders.py create mode 100644 examples/requirements.txt create mode 100644 examples/visualize.py create mode 100644 image/TorchOpt.png create mode 100644 image/logo-large.png create mode 100644 image/logo-torchopt.pdf create mode 100644 image/logo.png create mode 100644 image/time.png create mode 100644 image/torchviz_torchopt.jpg create mode 100644 include/adam_op/adam_op.h create mode 100644 include/adam_op/adam_op_impl.cuh create mode 100644 include/adam_op/adam_op_impl.h create mode 100644 include/common.h create mode 100644 include/utils.h create mode 100644 requirements.txt create mode 100644 setup.cfg create mode 100644 setup.py create mode 100644 src/CMakeLists.txt create mode 100644 src/adam_op/CMakeLists.txt create mode 100644 src/adam_op/adam_op.cpp create mode 100644 src/adam_op/adam_op_impl.cpp create mode 100644 src/adam_op/adam_op_impl.cu create mode 100644 tests/requirements.txt create mode 100644 tests/unit/high_level/test_high_level_inplace.py create mode 100644 tests/unit/low_level/test_low_level_inplace.py create mode 100644 tests/unit/test_clip.py create mode 100644 tests/unit/test_schedule.py create mode 100644 torchopt/__init__.py create mode 100644 torchopt/_lib/__init__.py create mode 100644 torchopt/_lib/adam_op.pyi create mode 100644 torchopt/version.py create mode 100644 tutorials/1_Functional_Optimizer.ipynb create mode 100644 tutorials/2_Visualization.ipynb create mode 100644 tutorials/3_Meta_Optimizer.ipynb create mode 100644 tutorials/4_Stop_Gradient.ipynb create mode 100644 tutorials/requirements.txt diff --git a/.clang-format b/.clang-format new file mode 100644 index 00000000..f6cb8ad9 --- /dev/null +++ b/.clang-format @@ -0,0 +1 @@ +BasedOnStyle: Google diff --git a/.dockerignore b/.dockerignore new file mode 120000 index 00000000..3e4e48b0 --- /dev/null +++ b/.dockerignore @@ -0,0 +1 @@ +.gitignore \ No newline at end of file diff --git a/.editorconfig b/.editorconfig new file mode 100644 index 00000000..96ef7342 --- /dev/null +++ b/.editorconfig @@ -0,0 +1,32 @@ +# https://editorconfig.org/ + +root = true + +[*] +charset = utf-8 +end_of_line = lf +indent_style = space +indent_size = 4 +trim_trailing_whitespace = true +insert_final_newline = true + +[*.py] +indent_size = 4 +src_paths=torchopt,tests,examples + +[*.{yaml,yml}] +indent_size = 2 + +[*.md] +indent_size = 2 +x-soft-wrap-text = true + +[*.rst] +indent_size = 4 +x-soft-wrap-text = true + +[Makefile] +indent_style = tab + +[*.{cpp,h,cu,cuh}] +indent_size = 2 diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..a894e29e --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +*.ipynb linguist-detectable=false diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md new file mode 100644 index 00000000..55dacf60 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.md @@ -0,0 +1,64 @@ +--- +name: Bug report +about: Create a report to help us improve +title: "[BUG]" +labels: '' +assignees: Benjamin-eecs + +--- + +## Describe the bug + +A clear and concise description of what the bug is. + +## To Reproduce + +Steps to reproduce the behavior. + +Please try to provide a minimal example to reproduce the bug. Error messages and stack traces are also helpful. + +Please use the markdown code blocks for both code and stack traces. + +```python +import torchopt +``` + +```pytb +Traceback (most recent call last): + File ... +``` + +## Expected behavior + +A clear and concise description of what you expected to happen. + +## Screenshots + +If applicable, add screenshots to help explain your problem. + +## System info + +Describe the characteristic of your environment: + +- Describe how the library was installed (pip, source, ...) +- Python version +- Versions of any other relevant libraries + +```python +import torchopt, numpy, sys +print(torchopt.__version__, numpy.__version__, sys.version, sys.platform) +``` + +## Additional context + +Add any other context about the problem here. + +## Reason and Possible fixes + +If you know or suspect the reason for this bug, paste the code lines and suggest modifications. + +## Checklist + +- [ ] I have checked that there is no similar issue in the repo (**required**) +- [ ] I have read the [documentation](https://torchopt.readthedocs.io/) (**required**) +- [ ] I have provided a minimal working example to reproduce the bug (**required**) diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md new file mode 100644 index 00000000..0e6ca2a8 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.md @@ -0,0 +1,30 @@ +--- +name: Feature request +about: Suggest an idea for this project +title: "[Feature Request]" +labels: '' +assignees: Benjamin-eecs + +--- + +## Motivation + +Please outline the motivation for the proposal. +Is your feature request related to a problem? e.g., "I'm always frustrated when [...]". +If this is related to another issue, please link here too. + +## Solution + +A clear and concise description of what you want to happen. + +## Alternatives + +A clear and concise description of any alternative solutions or features you've considered. + +## Additional context + +Add any other context or screenshots about the feature request here. + +## Checklist + +- [ ] I have checked that there is no similar issue in the repo (**required**) diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 00000000..4225daaf --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,41 @@ +## Description + +Describe your changes in detail. + +## Motivation and Context + +Why is this change required? What problem does it solve? +If it fixes an open issue, please link to the issue here. +You can use the syntax `close #15213` if this solves the issue #15213 + +- [ ] I have raised an issue to propose this change ([required](https://github.com/metaopt/TorchOpt/issues) for new features and bug fixes) + +## Types of changes + +What types of changes does your code introduce? Put an `x` in all the boxes that apply: + +- [ ] Bug fix (non-breaking change which fixes an issue) +- [ ] New feature (non-breaking change which adds core functionality) +- [ ] New environment (non-breaking change which adds 3rd-party environment) +- [ ] Breaking change (fix or feature that would cause existing functionality to change) +- [ ] Documentation (update in the documentation) +- [ ] Example (update in the folder of example) + +## Implemented Tasks + +- [ ] Subtask 1 +- [ ] Subtask 2 +- [ ] Subtask 3 + +## Checklist + +Go over all the following points, and put an `x` in all the boxes that apply. +If you are unsure about any of these, don't hesitate to ask. We are here to help! + +- [ ] I have read the [CONTRIBUTION](https://torchopt.readthedocs.io/en/latest/developer/contributing.html) guide (**required**) +- [ ] My change requires a change to the documentation. +- [ ] I have updated the tests accordingly (*required for a bug fix or a new feature*). +- [ ] I have updated the documentation accordingly. +- [ ] I have reformatted the code using `make format` (**required**) +- [ ] I have checked the code using `make lint` (**required**) +- [ ] I have ensured `make test` pass. (**required**) diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml new file mode 100644 index 00000000..35b9d2a1 --- /dev/null +++ b/.github/workflows/lint.yml @@ -0,0 +1,103 @@ +name: Lint + +on: + push: + branches: + - main + pull_request: + +permissions: + contents: read + +jobs: + lint: + runs-on: ubuntu-latest + timeout-minutes: 30 + steps: + - name: Cancel previous run + uses: styfle/cancel-workflow-action@0.10.0 + with: + access_token: ${{ github.token }} + + - name: Checkout + uses: actions/checkout@v3 + with: + submodules: "recursive" + fetch-depth: 1 + + - name: Set up Python 3.7 # the lowest version we support + uses: actions/setup-python@v4 + with: + python-version: "3.7" + update-environment: true + + - name: Setup CUDA Toolkit + uses: Jimver/cuda-toolkit@v0.2.7 + id: cuda-toolkit + with: + cuda: "11.6.2" + method: network + sub-packages: '["nvcc"]' + - run: | + CUDA_VERSION="${{steps.cuda-toolkit.outputs.cuda}}" + echo "CUDA_VERSION='${CUDA_VERSION}'" >> "${GITHUB_ENV}" + TORCH_INDEX_URL="https://download.pytorch.org/whl/cu$(echo "${CUDA_VERSION}" | cut -d'.' -f-2 | tr -d '.')" + echo "TORCH_INDEX_URL='${TORCH_INDEX_URL}'" >> "${GITHUB_ENV}" + + echo "Installed CUDA version is: ${CUDA_VERSION}" + echo "CUDA install location: ${{steps.cuda-toolkit.outputs.CUDA_PATH}}" + nvcc -V + echo "Torch index URL: ${TORCH_INDEX_URL}" + + - name: Upgrade pip + run: | + python -m pip install --upgrade pip setuptools + + - name: Install dependencies + run: | + python -m pip install --extra-index-url "${TORCH_INDEX_URL}" \ + -r tests/requirements.txt -r docs/requirements.txt + + - name: Install TorchOpt + run: | + python -m pip install -e . + + - name: pre-commit + run: | + make pre-commit + + - name: flake8 + run: | + make flake8 + + - name: pylint + run: | + make pylint + + - name: isort and black + run: | + make py-format + + - name: cpplint + run: | + make cpplint + + - name: clang-format + run: | + make clang-format + + - name: addlicense + run: | + make addlicense + + - name: mypy + run: | + make mypy + + - name: docstyle + run: | + make docstyle + + - name: spelling + run: | + make spelling diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 00000000..ceb45f06 --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,98 @@ +name: PyPI + +on: + release: + types: [created] + +jobs: + deploy: + runs-on: ubuntu-latest + timeout-minutes: 30 + steps: + - name: Checkout + uses: actions/checkout@v3 + with: + submodules: "recursive" + fetch-depth: 1 + + - name: Set up Python 3.7 + id: py37 + uses: actions/setup-python@v4 + with: + python-version: "3.7" + update-environment: false + + - name: Set up Python 3.8 + id: py38 + uses: actions/setup-python@v4 + with: + python-version: "3.8" + update-environment: false + + - name: Set up Python 3.9 + id: py39 + uses: actions/setup-python@v4 + with: + python-version: "3.9" + update-environment: false + + - name: Set up Python 3.10 + id: py310 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + update-environment: false + + - name: Set up Python executable paths + run: | + DEFAULT_PYTHON="${{ steps.py37.outputs.python-path }}" + echo "DEFAULT_PYTHON='${DEFAULT_PYTHON}'" >> "${GITHUB_ENV}" + + PYTHON_EXECUTABLES="${{ steps.py37.outputs.python-path }}" + PYTHON_EXECUTABLES="${PYTHON_EXECUTABLES}:${{ steps.py38.outputs.python-path }}" + PYTHON_EXECUTABLES="${PYTHON_EXECUTABLES}:${{ steps.py39.outputs.python-path }}" + PYTHON_EXECUTABLES="${PYTHON_EXECUTABLES}:${{ steps.py310.outputs.python-path }}" + echo "PYTHON_EXECUTABLES='${PYTHON_EXECUTABLES}'" >> "${GITHUB_ENV}" + + - name: Check consistency between the package version and release tag + run: | + RELEASE_VER="${GITHUB_REF#refs/*/}" + PACKAGE_VER="v$(python setup.py --version)" + if [[ "${RELEASE_VER}" != "${PACKAGE_VER}" ]]; then + echo "package ver. (${PACKAGE_VER}) != release ver. (${RELEASE_VER})" + exit 1 + fi + + - name: Setup CUDA Toolkit + uses: Jimver/cuda-toolkit@v0.2.7 + id: cuda-toolkit + with: + cuda: "11.6.2" + method: network + sub-packages: '["nvcc"]' + - run: | + echo "Installed CUDA version is: ${{steps.cuda-toolkit.outputs.cuda}}" + echo "CUDA install location: ${{steps.cuda-toolkit.outputs.CUDA_PATH}}" + nvcc -V + + - name: Build sdist and wheels + run: | + while IFS='' read -rd':' PYTHON || [[ -n "${PYTHON}" ]]; do + [[ -z "${PYTHON}" ]] && continue + echo "Building wheel with Python: ${PYTHON} ($("${PYTHON}" --version))" + "${PYTHON}" -m pip install --upgrade pip setuptools wheel build + if [[ "${PYTHON}" == "${DEFAULT_PYTHON}" ]]; then + "${PYTHON}" -m build + else + "${PYTHON}" -m build --wheel + fi + done <<< "${PYTHON_EXECUTABLES}" + + - name: Publish to PyPI + env: + TWINE_USERNAME: "__token__" + TWINE_PASSWORD: ${{ secrets.PYPI_UPLOAD_TOKEN }} + run: | + "${DEFAULT_PYTHON}" -m pip install --upgrade twine + "${DEFAULT_PYTHON}" -m twine upload --repository testpypi dist/* + "${DEFAULT_PYTHON}" -m twine upload --repository pypi dist/* diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml new file mode 100644 index 00000000..f67d9b46 --- /dev/null +++ b/.github/workflows/tests.yml @@ -0,0 +1,67 @@ +name: Tests + +on: + push: + branches: + - main + pull_request: + +permissions: + contents: read + +jobs: + test: + runs-on: ubuntu-latest + timeout-minutes: 30 + steps: + - name: Cancel previous run + uses: styfle/cancel-workflow-action@0.10.0 + with: + access_token: ${{ github.token }} + + - name: Checkout + uses: actions/checkout@v3 + with: + submodules: "recursive" + fetch-depth: 1 + + - name: Set up Python 3.7 # the lowest version we support + uses: actions/setup-python@v4 + with: + python-version: "3.7" + update-environment: true + + - name: Setup CUDA Toolkit + uses: Jimver/cuda-toolkit@v0.2.7 + id: cuda-toolkit + with: + cuda: "11.6.2" + method: network + sub-packages: '["nvcc"]' + - run: | + CUDA_VERSION="${{steps.cuda-toolkit.outputs.cuda}}" + echo "CUDA_VERSION='${CUDA_VERSION}'" >> "${GITHUB_ENV}" + TORCH_INDEX_URL="https://download.pytorch.org/whl/cu$(echo "${CUDA_VERSION}" | cut -d'.' -f-2 | tr -d '.')" + echo "TORCH_INDEX_URL='${TORCH_INDEX_URL}'" >> "${GITHUB_ENV}" + + echo "Installed CUDA version is: ${CUDA_VERSION}" + echo "CUDA install location: ${{steps.cuda-toolkit.outputs.CUDA_PATH}}" + nvcc -V + echo "Torch index URL: ${TORCH_INDEX_URL}" + + - name: Upgrade pip + run: | + python -m pip install --upgrade pip setuptools + + - name: Install dependencies + run: | + python -m pip install --extra-index-url "${TORCH_INDEX_URL}" \ + -r tests/requirements.txt + + - name: Install TorchOpt + run: | + python -m pip install -e . + + - name: Test with pytest + run: | + make pytest diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..5deaf2bb --- /dev/null +++ b/.gitignore @@ -0,0 +1,409 @@ +##### Python.gitignore ##### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ +docs/source/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +.idea/ + + +##### macOS.gitignore ##### +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + + +##### Linux.gitignore ##### +*~ + +# Temporary files which can be created if a process still has a handle open of a deleted file +.fuse_hidden* + +# KDE directory preferences +.directory + +# Linux trash folder which might appear on any partition or disk +.Trash-* + +# .nfs files are created when an open file is removed but is still being accessed +.nfs* + + +##### Windows.gitignore ##### +# Windows thumbnail cache files +Thumbs.db +Thumbs.db:encryptable +ehthumbs.db +ehthumbs_vista.db + +# Dump file +*.stackdump + +# Folder config file +[Dd]esktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows Installer files +*.cab +*.msi +*.msix +*.msm +*.msp + +# Windows shortcuts +*.lnk + + +##### Archives.gitignore ##### +# It's better to unpack these files and commit the raw source because +# git has its own built in compression methods. +*.7z +*.jar +*.rar +*.zip +*.gz +*.gzip +*.tgz +*.bzip +*.bzip2 +*.bz2 +*.xz +*.lzma +*.cab +*.xar + +# Packing-only formats +*.iso +*.tar + +# Package management formats +*.dmg +*.xpi +*.gem +*.egg +*.deb +*.rpm +*.msi +*.msm +*.msp +*.txz + + +##### Xcode.gitignore ##### +# Xcode +# +# gitignore contributors: remember to update Global/Xcode.gitignore, Objective-C.gitignore & Swift.gitignore + +## User settings +xcuserdata/ + +## Compatibility with Xcode 8 and earlier (ignoring not required starting Xcode 9) +*.xcscmblueprint +*.xccheckout + +## Compatibility with Xcode 3 and earlier (ignoring not required starting Xcode 4) +build/ +DerivedData/ +*.moved-aside +*.pbxuser +!default.pbxuser +*.mode1v3 +!default.mode1v3 +*.mode2v3 +!default.mode2v3 +*.perspectivev3 +!default.perspectivev3 + +## Gcc Patch +/*.gcno + + +##### JetBrains.gitignore ##### +# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and WebStorm +# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 + +# User settings +.idea/* + +# User-specific stuff +.idea/**/workspace.xml +.idea/**/tasks.xml +.idea/**/usage.statistics.xml +.idea/**/dictionaries +.idea/**/shelf + +# Generated files +.idea/**/contentModel.xml + +# Sensitive or high-churn files +.idea/**/dataSources/ +.idea/**/dataSources.ids +.idea/**/dataSources.local.xml +.idea/**/sqlDataSources.xml +.idea/**/dynamic.xml +.idea/**/uiDesigner.xml +.idea/**/dbnavigator.xml + +# Gradle +.idea/**/gradle.xml +.idea/**/libraries + +# Gradle and Maven with auto-import +# When using Gradle or Maven with auto-import, you should exclude module files, +# since they will be recreated, and may cause churn. Uncomment if using +# auto-import. +# .idea/artifacts +# .idea/compiler.xml +# .idea/jarRepositories.xml +# .idea/modules.xml +# .idea/*.iml +# .idea/modules +# *.iml +# *.ipr + +# CMake +cmake-build-*/ + +# Mongo Explorer plugin +.idea/**/mongoSettings.xml + +# File-based project format +*.iws + +# IntelliJ +out/ + +# mpeltonen/sbt-idea plugin +.idea_modules/ + +# JIRA plugin +atlassian-ide-plugin.xml + +# Cursive Clojure plugin +.idea/replstate.xml + +# Crashlytics plugin (for Android Studio and IntelliJ) +com_crashlytics_export_strings.xml +crashlytics.properties +crashlytics-build.properties +fabric.properties + +# Editor-based Rest Client +.idea/httpRequests + +# Android studio 3.1+ serialized cache file +.idea/caches/build_file_checksums.ser + + +##### VisualStudioCode.gitignore ##### +.vscode/* +# !.vscode/settings.json +# !.vscode/tasks.json +# !.vscode/launch.json +!.vscode/extensions.json +*.code-workspace + +# Local History for Visual Studio Code +.history/ + + +##### Vim.gitignore ##### +# Swap +[._]*.s[a-v][a-z] +!*.svg # comment out if you don't need vector files +[._]*.sw[a-p] +[._]s[a-rt-v][a-z] +[._]ss[a-gi-z] +[._]sw[a-p] + +# Session +Session.vim +Sessionx.vim + +# Temporary +.netrwhist +*~ +# Auto-generated tag files +tags +# Persistent undo +[._]*.un~ diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 00000000..e1fda090 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,46 @@ +# See https://pre-commit.com for more information +# See https://pre-commit.com/hooks.html for more hooks +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.3.0 + hooks: + - id: check-symlinks + - id: destroyed-symlinks + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-toml + - id: check-ast + - id: check-added-large-files + - id: check-merge-conflict + - id: check-executables-have-shebangs + - id: check-shebang-scripts-are-executable + - id: detect-private-key + - id: debug-statements + - id: double-quote-string-fixer + - repo: https://github.com/PyCQA/isort + rev: 5.10.1 + hooks: + - id: isort + stages: [commit, push, manual] + - repo: https://github.com/psf/black + rev: 22.6.0 + hooks: + - id: black + args: [--safe, -S, -t, py37, -l, '100'] + stages: [commit, push, manual] + - repo: local + hooks: + - id: pylint + name: pylint + entry: pylint + language: system + types: [python] + require_serial: true + stages: [commit, push, manual] + exclude: | + (?x)( + ^examples/| + ^tests/| + ^setup.py$ + ) diff --git a/.pylintrc b/.pylintrc new file mode 100644 index 00000000..81c22e5d --- /dev/null +++ b/.pylintrc @@ -0,0 +1,593 @@ +[MASTER] + +# A comma-separated list of package or module names from where C extensions may +# be loaded. Extensions are loading into the active Python interpreter and may +# run arbitrary code. +extension-pkg-allow-list= + +# A comma-separated list of package or module names from where C extensions may +# be loaded. Extensions are loading into the active Python interpreter and may +# run arbitrary code. (This is an alternative name to extension-pkg-allow-list +# for backward compatibility.) +extension-pkg-whitelist= + +# Return non-zero exit code if any of these messages/categories are detected, +# even if score is above --fail-under value. Syntax same as enable. Messages +# specified are enabled, while categories only check already-enabled messages. +fail-on= + +# Specify a score threshold to be exceeded before program exits with error. +fail-under=10.0 + +# Files or directories to be skipped. They should be base names, not paths. +ignore=CVS,.vscode,.history, + examples, + tests + +# Add files or directories matching the regex patterns to the ignore-list. The +# regex matches against paths and can be in Posix or Windows format. +ignore-paths= + +# Files or directories matching the regex patterns are skipped. The regex +# matches against base names, not paths. The default value ignores emacs file +# locks +ignore-patterns=^\.# + +# Python code to execute, usually for sys.path manipulation such as +# pygtk.require(). +#init-hook= + +# Use multiple processes to speed up Pylint. Specifying 0 will auto-detect the +# number of processors available to use. +jobs=1 + +# Control the amount of potential inferred values when inferring a single +# object. This can help the performance when dealing with large functions or +# complex, nested conditions. +limit-inference-results=100 + +# List of plugins (as comma separated values of python module names) to load, +# usually to register additional checkers. +load-plugins= + +# Pickle collected data for later comparisons. +persistent=yes + +# Minimum Python version to use for version dependent checks. Will default to +# the version used to run pylint. +py-version=3.7 + +# Discover python modules and packages in the file system subtree. +recursive=no + +# When enabled, pylint would attempt to guess common misconfiguration and emit +# user-friendly hints instead of false-positive error messages. +suggestion-mode=yes + +# Allow loading of arbitrary C extensions. Extensions are imported into the +# active Python interpreter and may run arbitrary code. +unsafe-load-any-extension=no + + +[MESSAGES CONTROL] + +# Only show warnings with the listed confidence levels. Leave empty to show +# all. Valid levels: HIGH, CONTROL_FLOW, INFERENCE, INFERENCE_FAILURE, +# UNDEFINED. +confidence= + +# Disable the message, report, category or checker with the given id(s). You +# can either give multiple identifiers separated by comma (,) or put this +# option multiple times (only on the command line, not in the configuration +# file where it should appear only once). You can also use "--disable=all" to +# disable everything first and then re-enable specific checks. For example, if +# you want to run only the similarities checker, you can use "--disable=all +# --enable=similarities". If you want to run only the classes checker, but have +# no Warning level messages displayed, use "--disable=all --enable=classes +# --disable=W". +disable=missing-module-docstring, + duplicate-code, + consider-using-from-import + +# Enable the message, report, category or checker with the given id(s). You can +# either give multiple identifier separated by comma (,) or put this option +# multiple time (only on the command line, not in the configuration file where +# it should appear only once). See also the "--disable" option for examples. +enable=c-extension-no-member + + +[REPORTS] + +# Python expression which should return a score less than or equal to 10. You +# have access to the variables 'error', 'warning', 'refactor', and 'convention' +# which contain the number of messages in each category, as well as 'statement' +# which is the total number of statements analyzed. This score is used by the +# global evaluation report (RP0004). +evaluation=10.0 - ((float(5 * error + warning + refactor + convention) / statement) * 10) + +# Template used to display messages. This is a python new-style format string +# used to format the message information. See doc for all details. +#msg-template= + +# Set the output format. Available formats are text, parseable, colorized, json +# and msvs (visual studio). You can also give a reporter class, e.g. +# mypackage.mymodule.MyReporterClass. +output-format=text + +# Tells whether to display a full report or only the messages. +reports=no + +# Activate the evaluation score. +score=yes + + +[REFACTORING] + +# Maximum number of nested blocks for function / method body +max-nested-blocks=5 + +# Complete name of functions that never returns. When checking for +# inconsistent-return-statements if a never returning function is called then +# it will be considered as an explicit return statement and no message will be +# printed. +never-returning-functions=sys.exit,argparse.parse_error + + +[STRING] + +# This flag controls whether inconsistent-quotes generates a warning when the +# character used as a quote delimiter is used inconsistently within a module. +check-quote-consistency=no + +# This flag controls whether the implicit-str-concat should generate a warning +# on implicit string concatenation in sequences defined over several lines. +check-str-concat-over-line-jumps=no + + +[MISCELLANEOUS] + +# List of note tags to take in consideration, separated by a comma. +notes=FIXME, + XXX, + TODO + +# Regular expression of note tags to take in consideration. +#notes-rgx= + + +[SPELLING] + +# Limits count of emitted suggestions for spelling mistakes. +max-spelling-suggestions=4 + +# Spelling dictionary name. Available dictionaries: none. To make it work, +# install the 'python-enchant' package. +spelling-dict= + +# List of comma separated words that should be considered directives if they +# appear and the beginning of a comment and should not be checked. +spelling-ignore-comment-directives=fmt: on,fmt: off,noqa:,noqa,nosec,isort:skip,mypy: + +# List of comma separated words that should not be checked. +spelling-ignore-words= + +# A path to a file that contains the private dictionary; one word per line. +spelling-private-dict-file= + +# Tells whether to store unknown words to the private dictionary (see the +# --spelling-private-dict-file option) instead of raising a message. +spelling-store-unknown-words=no + + +[BASIC] + +# Naming style matching correct argument names. +argument-naming-style=snake_case + +# Regular expression matching correct argument names. Overrides argument- +# naming-style. If left empty, argument names will be checked with the set +# naming style. +#argument-rgx= + +# Naming style matching correct attribute names. +attr-naming-style=snake_case + +# Regular expression matching correct attribute names. Overrides attr-naming- +# style. If left empty, attribute names will be checked with the set naming +# style. +#attr-rgx= + +# Bad variable names which should always be refused, separated by a comma. +bad-names=foo, + bar, + baz, + toto, + tutu, + tata + +# Bad variable names regexes, separated by a comma. If names match any regex, +# they will always be refused +bad-names-rgxs= + +# Naming style matching correct class attribute names. +class-attribute-naming-style=any + +# Regular expression matching correct class attribute names. Overrides class- +# attribute-naming-style. If left empty, class attribute names will be checked +# with the set naming style. +#class-attribute-rgx= + +# Naming style matching correct class constant names. +class-const-naming-style=UPPER_CASE + +# Regular expression matching correct class constant names. Overrides class- +# const-naming-style. If left empty, class constant names will be checked with +# the set naming style. +#class-const-rgx= + +# Naming style matching correct class names. +class-naming-style=PascalCase + +# Regular expression matching correct class names. Overrides class-naming- +# style. If left empty, class names will be checked with the set naming style. +#class-rgx= + +# Naming style matching correct constant names. +const-naming-style=UPPER_CASE + +# Regular expression matching correct constant names. Overrides const-naming- +# style. If left empty, constant names will be checked with the set naming +# style. +#const-rgx= + +# Minimum line length for functions/classes that require docstrings, shorter +# ones are exempt. +docstring-min-length=-1 + +# Naming style matching correct function names. +function-naming-style=snake_case + +# Regular expression matching correct function names. Overrides function- +# naming-style. If left empty, function names will be checked with the set +# naming style. +#function-rgx= + +# Good variable names which should always be accepted, separated by a comma. +good-names=i, + j, + k, + ex, + Run, + _, + op, + fn, + f, + g, + p, + u, + t, + lr, + mu, + nu + +# Good variable names regexes, separated by a comma. If names match any regex, +# they will always be accepted +good-names-rgxs= + +# Include a hint for the correct naming format with invalid-name. +include-naming-hint=no + +# Naming style matching correct inline iteration names. +inlinevar-naming-style=any + +# Regular expression matching correct inline iteration names. Overrides +# inlinevar-naming-style. If left empty, inline iteration names will be checked +# with the set naming style. +#inlinevar-rgx= + +# Naming style matching correct method names. +method-naming-style=snake_case + +# Regular expression matching correct method names. Overrides method-naming- +# style. If left empty, method names will be checked with the set naming style. +#method-rgx= + +# Naming style matching correct module names. +module-naming-style=snake_case + +# Regular expression matching correct module names. Overrides module-naming- +# style. If left empty, module names will be checked with the set naming style. +#module-rgx= + +# Colon-delimited sets of names that determine each other's naming style when +# the name regexes allow several styles. +name-group= + +# Regular expression which should only match function or class names that do +# not require a docstring. +no-docstring-rgx=^_ + +# List of decorators that produce properties, such as abc.abstractproperty. Add +# to this list to register other decorators that produce valid properties. +# These decorators are taken in consideration only for invalid-name. +property-classes=abc.abstractproperty + +# Regular expression matching correct type variable names. If left empty, type +# variable names will be checked with the set naming style. +#typevar-rgx= + +# Naming style matching correct variable names. +variable-naming-style=snake_case + +# Regular expression matching correct variable names. Overrides variable- +# naming-style. If left empty, variable names will be checked with the set +# naming style. +#variable-rgx= + + +[LOGGING] + +# The type of string formatting that logging methods do. `old` means using % +# formatting, `new` is for `{}` formatting. +logging-format-style=old + +# Logging modules to check that the string format arguments are in logging +# function parameter format. +logging-modules=logging + + +[VARIABLES] + +# List of additional names supposed to be defined in builtins. Remember that +# you should avoid defining new builtins when possible. +additional-builtins= + +# Tells whether unused global variables should be treated as a violation. +allow-global-unused-variables=yes + +# List of names allowed to shadow builtins +allowed-redefined-builtins= + +# List of strings which can identify a callback function by name. A callback +# name must start or end with one of those strings. +callbacks=cb_, + _cb + +# A regular expression matching the name of dummy variables (i.e. expected to +# not be used). +dummy-variables-rgx=_+$|(_[a-zA-Z0-9_]*[a-zA-Z0-9]+?$)|dummy|^ignored_|^unused_ + +# Argument names that match this expression will be ignored. Default to name +# with leading underscore. +ignored-argument-names=_.*|^ignored_|^unused_ + +# Tells whether we should check for unused import in __init__ files. +init-import=no + +# List of qualified module names which can have objects that can redefine +# builtins. +redefining-builtins-modules=six.moves,past.builtins,future.builtins,builtins,io + + +[TYPECHECK] + +# List of decorators that produce context managers, such as +# contextlib.contextmanager. Add to this list to register other decorators that +# produce valid context managers. +contextmanager-decorators=contextlib.contextmanager + +# List of members which are set dynamically and missed by pylint inference +# system, and so shouldn't trigger E1101 when accessed. Python regular +# expressions are accepted. +generated-members=numpy.*, + torch.* + +# Tells whether missing members accessed in mixin class should be ignored. A +# class is considered mixin if its name matches the mixin-class-rgx option. +ignore-mixin-members=yes + +# Tells whether to warn about missing members when the owner of the attribute +# is inferred to be None. +ignore-none=yes + +# This flag controls whether pylint should warn about no-member and similar +# checks whenever an opaque object is returned when inferring. The inference +# can return multiple potential results while evaluating a Python object, but +# some branches might not be evaluated, which results in partial inference. In +# that case, it might be useful to still emit no-member and other checks for +# the rest of the inferred objects. +ignore-on-opaque-inference=yes + +# List of class names for which member attributes should not be checked (useful +# for classes with dynamically set attributes). This supports the use of +# qualified names. +ignored-classes=optparse.Values,thread._local,_thread._local + +# List of module names for which member attributes should not be checked +# (useful for modules/projects where namespaces are manipulated during runtime +# and thus existing member attributes cannot be deduced by static analysis). It +# supports qualified module names, as well as Unix pattern matching. +ignored-modules= + +# Show a hint with possible names when a member name was not found. The aspect +# of finding the hint is based on edit distance. +missing-member-hint=yes + +# The minimum edit distance a name should have in order to be considered a +# similar match for a missing member name. +missing-member-hint-distance=1 + +# The total number of similar names that should be taken in consideration when +# showing a hint for a missing member. +missing-member-max-choices=1 + +# Regex pattern to define which classes are considered mixins ignore-mixin- +# members is set to 'yes' +mixin-class-rgx=.*[Mm]ixin + +# List of decorators that change the signature of a decorated function. +signature-mutators= + + +[FORMAT] + +# Expected format of line ending, e.g. empty (any line ending), LF or CRLF. +expected-line-ending-format= + +# Regexp for a line that is allowed to be longer than the limit. +ignore-long-lines=^\s*(# )??$ + +# Number of spaces of indent required inside a hanging or continued line. +indent-after-paren=4 + +# String used as indentation unit. This is usually " " (4 spaces) or "\t" (1 +# tab). +indent-string=' ' + +# Maximum number of characters on a single line. +max-line-length=100 + +# Maximum number of lines in a module. +max-module-lines=1000 + +# Allow the body of a class to be on the same line as the declaration if body +# contains single statement. +single-line-class-stmt=no + +# Allow the body of an if to be on the same line as the test if there is no +# else. +single-line-if-stmt=no + + +[SIMILARITIES] + +# Comments are removed from the similarity computation +ignore-comments=yes + +# Docstrings are removed from the similarity computation +ignore-docstrings=yes + +# Imports are removed from the similarity computation +ignore-imports=no + +# Signatures are removed from the similarity computation +ignore-signatures=no + +# Minimum lines number of a similarity. +min-similarity-lines=4 + + +[CLASSES] + +# Warn about protected attribute access inside special methods +check-protected-access-in-special-methods=no + +# List of method names used to declare (i.e. assign) instance attributes. +defining-attr-methods=__init__, + __new__, + setUp, + __post_init__ + +# List of member names, which should be excluded from the protected access +# warning. +exclude-protected=_asdict, + _fields, + _replace, + _source, + _make + +# List of valid names for the first argument in a class method. +valid-classmethod-first-arg=cls + +# List of valid names for the first argument in a metaclass class method. +valid-metaclass-classmethod-first-arg=cls + + +[DESIGN] + +# List of regular expressions of class ancestor names to ignore when counting +# public methods (see R0903) +exclude-too-few-public-methods= + +# List of qualified class names to ignore when counting class parents (see +# R0901) +ignored-parents= + +# Maximum number of arguments for function / method. +max-args=5 + +# Maximum number of attributes for a class (see R0902). +max-attributes=7 + +# Maximum number of boolean expressions in an if statement (see R0916). +max-bool-expr=5 + +# Maximum number of branch for function / method body. +max-branches=12 + +# Maximum number of locals for function / method body. +max-locals=15 + +# Maximum number of parents for a class (see R0901). +max-parents=7 + +# Maximum number of public methods for a class (see R0904). +max-public-methods=20 + +# Maximum number of return / yield for function / method body. +max-returns=6 + +# Maximum number of statements in function / method body. +max-statements=50 + +# Minimum number of public methods for a class (see R0903). +min-public-methods=2 + + +[IMPORTS] + +# List of modules that can be imported at any level, not just the top level +# one. +allow-any-import-level= + +# Allow wildcard imports from modules that define __all__. +allow-wildcard-with-all=no + +# Analyse import fallback blocks. This can be used to support both Python 2 and +# 3 compatible code, which means that the block might have code that exists +# only in one or another interpreter, leading to false positives when analysed. +analyse-fallback-blocks=no + +# Deprecated modules which should not be used, separated by a comma. +deprecated-modules= + +# Output a graph (.gv or any supported image format) of external dependencies +# to the given file (report RP0402 must not be disabled). +ext-import-graph= + +# Output a graph (.gv or any supported image format) of all (i.e. internal and +# external) dependencies to the given file (report RP0402 must not be +# disabled). +import-graph= + +# Output a graph (.gv or any supported image format) of internal dependencies +# to the given file (report RP0402 must not be disabled). +int-import-graph= + +# Force import order to recognize a module as part of the standard +# compatibility libraries. +known-standard-library= + +# Force import order to recognize a module as part of a third party library. +known-third-party=enchant + +# Couples of modules and preferred modules, separated by a comma. +preferred-modules= + + +[EXCEPTIONS] + +# Exceptions that will emit a warning when being caught. Defaults to +# "BaseException, Exception". +overgeneral-exceptions=BaseException, + Exception diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 00000000..5c239556 --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,30 @@ +cff-version: 1.2.0 +title: TorchOpt +message: 'If you use this software, please cite it as below.' +type: software +authors: + - given-names: Jie + family-names: Ren + email: jieren9806@gmail.com + affiliation: University of Edinburgh + - given-names: Xidong + family-names: Feng + email: xidong.feng.20@ucl.ac.uk + affiliation: University College London + - given-names: Bo + family-names: Liu + email: benjaminliu.eecs@gmail.com + affiliation: Peking University + orcid: 'https://orcid.org/0000-0001-5426-515X' + - given-names: Luo + family-names: Mai + email: luo.mai@ed.ac.uk + affiliation: University of Edinburgh + - given-names: Yaodong + family-names: Yang + affiliation: Peking University + email: yaodong.yang@pku.edu.cn +version: 0.4.1 +date-released: "2022-04-09" +license: Apache-2.0 +repository-code: "https://github.com/metaopt/TorchOpt" diff --git a/CMakeLists.txt b/CMakeLists.txt new file mode 100644 index 00000000..523dc849 --- /dev/null +++ b/CMakeLists.txt @@ -0,0 +1,156 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== + +cmake_minimum_required(VERSION 3.4) +project(torchopt LANGUAGES CXX CUDA) + +if(NOT CMAKE_BUILD_TYPE) + set(CMAKE_BUILD_TYPE Release) +endif() + +find_package(CUDA REQUIRED) +cuda_select_nvcc_arch_flags(CUDA_ARCH_FLAGS All) +list(APPEND CUDA_NVCC_FLAGS ${CUDA_ARCH_FLAGS}) + +set(CMAKE_CXX_STANDARD 14) +set(CMAKE_CUDA_STANDARD 14) +set(CMAKE_CXX_STANDARD_REQUIRED ON) +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -pthread -fPIC -fopenmp") +set(CMAKE_CXX_FLAGS_RELEASE "${CMAKE_CXX_FLAGS_RELEASE} -O3") +set(CMAKE_CUDA_FLAGS_RELEASE "${CMAKE_CUDA_FLAGS_RELEASE} -O3") + +function(system) + set(options STRIP) + set(oneValueArgs OUTPUT_VARIABLE ERROR_VARIABLE WORKING_DIRECTORY) + set(multiValueArgs COMMAND) + cmake_parse_arguments(SYSTEM + "${options}" + "${oneValueArgs}" + "${multiValueArgs}" + "${ARGN}") + + if(NOT DEFINED SYSTEM_WORKING_DIRECTORY) + set(SYSTEM_WORKING_DIRECTORY "${PROJECT_SOURCE_DIR}") + endif() + + execute_process( + COMMAND ${SYSTEM_COMMAND} + OUTPUT_VARIABLE STDOUT + ERROR_VARIABLE STDERR + WORKING_DIRECTORY "${SYSTEM_WORKING_DIRECTORY}" + ) + if("${SYSTEM_STRIP}") + string(STRIP "${STDOUT}" STDOUT) + string(STRIP "${STDERR}" STDERR) + endif() + + set("${SYSTEM_OUTPUT_VARIABLE}" "${STDOUT}" PARENT_SCOPE) + + if(DEFINED SYSTEM_ERROR_VARIABLE) + set("${SYSTEM_ERROR_VARIABLE}" "${STDERR}" PARENT_SCOPE) + endif() +endfunction() + +if(NOT DEFINED PYTHON_EXECUTABLE) + set(PYTHON_EXECUTABLE python3) +endif() + +system( + STRIP OUTPUT_VARIABLE PYTHON_EXECUTABLE + COMMAND bash -c "type -P '${PYTHON_EXECUTABLE}'" +) + +system( + STRIP OUTPUT_VARIABLE PYTHON_VERSION + COMMAND "${PYTHON_EXECUTABLE}" -c "print(__import__('platform').python_version())" +) + +message(STATUS "Use Python version: ${PYTHON_VERSION}") +message(STATUS "Use Python executable: \"${PYTHON_EXECUTABLE}\"") + +if(NOT DEFINED PYTHON_INCLUDE_DIR) + message(STATUS "Auto detecting Python include directory...") + system( + STRIP OUTPUT_VARIABLE PYTHON_INCLUDE_DIR + COMMAND "${PYTHON_EXECUTABLE}" -c "print(__import__('sysconfig').get_path('include'))" + ) +endif() + +if("${PYTHON_INCLUDE_DIR}" STREQUAL "") + message(FATAL_ERROR "Python include directory not found") +else() + message(STATUS "Detected Python include directory: \"${PYTHON_INCLUDE_DIR}\"") + include_directories(${PYTHON_INCLUDE_DIR}) +endif() + +set(PYBIND11_PYTHON_VERSION "${PYTHON_VERSION}") + +if(NOT DEFINED PYBIND11_CMAKE_DIR) + message(STATUS "Auto detecting pybind11 CMake directory...") + system( + STRIP OUTPUT_VARIABLE PYBIND11_CMAKE_DIR + COMMAND "${PYTHON_EXECUTABLE}" -m pybind11 --cmakedir + ) +endif() + +if("${PYBIND11_CMAKE_DIR}" STREQUAL "") + message(FATAL_ERROR "Pybind11 CMake directory not found") +else() + message(STATUS "Detected Pybind11 CMake directory: \"${PYBIND11_CMAKE_DIR}\"") + find_package(pybind11 CONFIG PATHS "${PYBIND11_CMAKE_DIR}") +endif() + +if(NOT DEFINED TORCH_INCLUDE_PATH) + message(STATUS "Auto detecting PyTorch include directory...") + system( + STRIP OUTPUT_VARIABLE TORCH_INCLUDE_PATH + COMMAND "${PYTHON_EXECUTABLE}" -c "print('\\\;'.join(__import__('torch.utils.cpp_extension', fromlist=[None]).include_paths()))" + ) +endif() + +if("${TORCH_INCLUDE_PATH}" STREQUAL "") + message(FATAL_ERROR "Torch include directory not found") +else() + message(STATUS "Detected Torch include directory: \"${TORCH_INCLUDE_PATH}\"") + include_directories(${TORCH_INCLUDE_PATH}) +endif() + +if(NOT DEFINED TORCH_LIBRARY_PATH) + message(STATUS "Auto detecting PyTorch library directory...") + system( + STRIP OUTPUT_VARIABLE TORCH_LIBRARY_PATH + COMMAND "${PYTHON_EXECUTABLE}" -c "print('\\\;'.join(__import__('torch.utils.cpp_extension', fromlist=[None]).library_paths()))" + ) +endif() + +if("${TORCH_LIBRARY_PATH}" STREQUAL "") + message(FATAL_ERROR "Torch library directory not found") +else() + message(STATUS "Detected Torch library directory: \"${TORCH_LIBRARY_PATH}\"") +endif() + +unset(TORCH_LIBRARIES) + +foreach(VAR_PATH ${TORCH_LIBRARY_PATH}) + file(GLOB TORCH_LIBRARY "${VAR_PATH}/*.so") + list(APPEND TORCH_LIBRARIES "${TORCH_LIBRARY}") +endforeach() + +message(STATUS "Detected Torch libraries: \"${TORCH_LIBRARIES}\"") + +add_definitions(-D_GLIBCXX_USE_CXX11_ABI=0) + +include_directories(${CMAKE_SOURCE_DIR}) +add_subdirectory(src) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 00000000..9cc25a3e --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,6 @@ + + + +# Contributing to TorchOpt + +Please refer to [torchopt.readthedocs.io/en/latest/developer/contributing.html](https://torchopt.readthedocs.io/en/latest/developer/contributing.html) diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 00000000..e38d6fa4 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,87 @@ +# Dockerfile for TorchOpt +# +# $ docker build --target base --tag torchopt:latest . +# +# or +# +# $ docker build --target devel --tag torchopt-devel:latest . +# + +ARG cuda_docker_tag="11.6.2-cudnn8-devel-ubuntu20.04" +FROM nvidia/cuda:"${cuda_docker_tag}" AS builder + +ENV DEBIAN_FRONTEND=noninteractive +SHELL ["/bin/bash", "-c"] + +# Install packages +RUN apt-get update && \ + apt-get install -y sudo ca-certificates openssl \ + git ssh build-essential gcc-10 g++-10 cmake make \ + python3.9-dev python3.9-venv graphviz && \ + rm -rf /var/lib/apt/lists/* + +ENV LANG C.UTF-8 +ENV CC=gcc-10 CXX=g++-10 + +# Add a new user +RUN useradd -m -s /bin/bash torchopt && \ + echo "torchopt ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers +USER torchopt +RUN echo "export PS1='[\[\e[1;33m\]\u\[\e[0m\]:\[\e[1;35m\]\w\[\e[0m\]]\$ '" >> ~/.bashrc + +# Setup virtual environment +RUN /usr/bin/python3.9 -m venv --upgrade-deps ~/venv && rm -rf ~/.pip/cache +RUN TORCH_INDEX_URL="https://download.pytorch.org/whl/cu$(echo "${CUDA_VERSION}" | cut -d'.' -f-2 | tr -d '.')" && \ + echo "export TORCH_INDEX_URL='${TORCH_INDEX_URL}'" >> ~/venv/bin/activate && \ + echo "source /home/torchopt/venv/bin/activate" >> ~/.bashrc + +# Install dependencies +WORKDIR /home/torchopt/TorchOpt +COPY --chown=torchopt requirements.txt requirements.txt +RUN source ~/venv/bin/activate && \ + python -m pip install --extra-index-url "${TORCH_INDEX_URL}" -r requirements.txt && \ + rm -rf ~/.pip/cache ~/.cache/pip + +#################################################################################################### + +FROM builder AS devel-builder + +# Install extra dependencies +RUN sudo apt-get update && \ + sudo apt-get install -y golang-1.16 clang-format clang-tidy && \ + sudo chown -R "$(whoami):$(whoami)" /usr/lib/go-1.16 && \ + sudo rm -rf /var/lib/apt/lists/* + +# Install addlicense +ENV GOPATH="/usr/lib/go-1.16" +ENV GOBIN="${GOPATH}/bin" +ENV GOROOT="${GOPATH}" +ENV PATH="${GOBIN}:${PATH}" +RUN go install github.com/google/addlicense@latest + +# Install extra PyPI dependencies +COPY --chown=torchopt tests/requirements.txt tests/requirements.txt +COPY --chown=torchopt tutorials/requirements.txt tutorials/requirements.txt +RUN source ~/venv/bin/activate && \ + python -m pip install --extra-index-url "${TORCH_INDEX_URL}" \ + -r tests/requirements.txt -r tutorials/requirements.txt && \ + rm -rf ~/.pip/cache ~/.cache/pip + +#################################################################################################### + +FROM builder AS base + +COPY --chown=torchopt . . + +# Install TorchOpt +RUN source ~/venv/bin/activate && \ + python -m pip install -e . && \ + rm -rf .eggs *.egg-info ~/.pip/cache ~/.cache/pip + +ENTRYPOINT [ "/bin/bash", "--login" ] + +#################################################################################################### + +FROM devel-builder AS devel + +COPY --from=base /home/torchopt/TorchOpt . diff --git a/LICENSE b/LICENSE new file mode 100644 index 00000000..710ed864 --- /dev/null +++ b/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. 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However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [2022] [MetaOPT Team. 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. diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100644 index 00000000..08cf6257 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,7 @@ +recursive-include torchopt *.pyi +include LICENSE + +# Include source files in sdist +include CMakeLists.txt +recursive-include src * +recursive-include include * diff --git a/Makefile b/Makefile new file mode 100644 index 00000000..f6de2a06 --- /dev/null +++ b/Makefile @@ -0,0 +1,166 @@ +print-% : ; @echo $* = $($*) +PROJECT_NAME = torchopt +COPYRIGHT = "MetaOPT Team. All Rights Reserved." +PROJECT_PATH = $(PROJECT_NAME) +SHELL = /bin/bash +SOURCE_FOLDERS = $(PROJECT_PATH) examples include src tests docs +PYTHON_FILES = $(shell find $(SOURCE_FOLDERS) -type f -name "*.py" -o -name "*.pyi") +CXX_FILES = $(shell find $(SOURCE_FOLDERS) -type f -name "*.h" -o -name "*.cpp" -o -name "*.cuh" -o -name "*.cu") +COMMIT_HASH = $(shell git log -1 --format=%h) +PATH := $(HOME)/go/bin:$(PATH) +PYTHON ?= $(shell command -v python3 || command -v python) + +.PHONY: default +default: install + +install: + $(PYTHON) -m pip install . + +build: + $(PYTHON) -m pip install --upgrade pip + $(PYTHON) -m pip install --upgrade setuptools wheel build + $(PYTHON) -m build + +# Tools Installation + +check_pip_install = $(PYTHON) -m pip show $(1) &>/dev/null || (cd && $(PYTHON) -m pip install $(1) --upgrade) +check_pip_install_extra = $(PYTHON) -m pip show $(1) &>/dev/null || (cd && $(PYTHON) -m pip install $(2) --upgrade) + +pylint-install: + $(call check_pip_install,pylint) + +flake8-install: + $(call check_pip_install,flake8) + $(call check_pip_install_extra,bugbear,flake8_bugbear) + +py-format-install: + $(call check_pip_install,isort) + $(call check_pip_install,black) + +mypy-install: + $(call check_pip_install,mypy) + +pre-commit-install: + $(call check_pip_install,pre-commit) + $(PYTHON) -m pre_commit install --install-hooks + +docs-install: + $(call check_pip_install,pydocstyle) + $(call check_pip_install,doc8) + $(call check_pip_install,sphinx) + $(call check_pip_install,sphinx-rtd-theme) + $(call check_pip_install,sphinx-autoapi) + $(call check_pip_install,sphinx-autobuild) + $(call check_pip_install,sphinx-copybutton) + $(call check_pip_install,sphinxcontrib-katex) + $(call check_pip_install,sphinxcontrib-bibtex) + $(call check_pip_install,sphinx-autodoc-typehints) + $(call check_pip_install,myst_nb) + $(call check_pip_install_extra,sphinxcontrib.spelling,sphinxcontrib.spelling pyenchant) + +pytest-install: + $(call check_pip_install,pytest) + $(call check_pip_install,pytest_cov) + $(call check_pip_install,pytest_xdist) + +cpplint-install: + $(call check_pip_install,cpplint) + +clang-format-install: + command -v clang-format || sudo apt-get install -y clang-format + +clang-tidy-install: + command -v clang-tidy || sudo apt-get install -y clang-tidy + +go-install: + # requires go >= 1.16 + command -v go || (sudo apt-get install -y golang-1.16 && sudo ln -sf /usr/lib/go-1.16/bin/go /usr/bin/go) + +addlicense-install: go-install + command -v addlicense || go install github.com/google/addlicense@latest + +# Tests + +pytest: pytest-install + cd tests && $(PYTHON) -m pytest unit --cov $(PROJECT_PATH) --durations 0 -v --cov-report term-missing --color=yes + +test: pytest + +# Python linters + +pylint: pylint-install + $(PYTHON) -m pylint $(PROJECT_PATH) + +flake8: flake8-install + $(PYTHON) -m flake8 $(PYTHON_FILES) --count --select=E9,F63,F7,F82,E225,E251 --show-source --statistics + +py-format: py-format-install + $(PYTHON) -m isort --project torchopt --check $(PYTHON_FILES) && \ + $(PYTHON) -m black --safe -l 100 -t py37 -S --check $(PYTHON_FILES) + +mypy: mypy-install + $(PYTHON) -m mypy $(PROJECT_PATH) + +pre-commit: pre-commit-install + $(PYTHON) -m pre_commit run --all-files + +# C++ linters + +cpplint: cpplint-install + $(PYTHON) -m cpplint $(CXX_FILES) + +clang-format: clang-format-install + clang-format --style=file -i $(CXX_FILES) -n --Werror + +# Documentation + +addlicense: addlicense-install + addlicense -c $(COPYRIGHT) -l apache -y 2022 -check $(SOURCE_FOLDERS) + +docstyle: docs-install + $(PYTHON) -m pydocstyle $(PROJECT_PATH) && doc8 docs && make -C docs html SPHINXOPTS="-W" + +docs: docs-install + $(PYTHON) -m sphinx_autobuild --watch $(PROJECT_PATH) --open-browser docs/source docs/build + +spelling: docs-install + make -C docs spelling SPHINXOPTS="-W" + +clean-docs: + make -C docs clean + +# Utility functions + +lint: flake8 py-format mypy clang-format cpplint docstyle spelling + +format: py-format-install clang-format-install addlicense-install + $(PYTHON) -m isort --project torchopt $(PYTHON_FILES) + $(PYTHON) -m black --safe -l 100 -t py37 -S $(PYTHON_FILES) + clang-format -style=file -i $(CXX_FILES) + addlicense -c $(COPYRIGHT) -l apache -y 2022 $(SOURCE_FOLDERS) + +clean-py: + find . -type f -name '*.py[co]' -delete + find . -depth -type d -name ".mypy_cache" -exec rm -r "{}" + + find . -depth -type d -name ".pytest_cache" -exec rm -r "{}" + + +clean-build: + rm -rf build/ dist/ + rm -rf *.egg-info .eggs + +clean: clean-py clean-build clean-docs + +# Build docker images + +docker-base: + docker build --target base --tag $(PROJECT_NAME):$(COMMIT_HASH) --file Dockerfile . + @echo Successfully build docker image with tag $(PROJECT_NAME):$(COMMIT_HASH) + +docker-devel: + docker build --target devel --tag $(PROJECT_NAME)-devel:$(COMMIT_HASH) --file Dockerfile . + @echo Successfully build docker image with tag $(PROJECT_NAME)-devel:$(COMMIT_HASH) + +docker: docker-base docker-devel + +docker-run-devel: docker-devel + docker run --network=host --gpus=all -v /:/host -h ubuntu -it $(PROJECT_NAME)-devel:$(COMMIT_HASH) diff --git a/README.md b/README.md new file mode 100644 index 00000000..9db7e70a --- /dev/null +++ b/README.md @@ -0,0 +1,264 @@ + + + +
+ +
+ +**TorchOpt** is a high-performance optimizer library built upon [PyTorch](https://pytorch.org/) for easy implementation of functional optimization and gradient-based meta-learning. It consists of two main features: + +- TorchOpt provides functional optimizer which enables [JAX-like](https://github.com/google/jax) composable functional optimizer for PyTorch. With TorchOpt, one can easily conduct neural network optimization in PyTorch with functional style optimizer, similar to [Optax](https://github.com/deepmind/optax) in JAX. +- With the design of functional programing, TorchOpt provides efficient, flexible, and easy-to-implement differentiable optimizer for gradient-based meta-learning research. It largely reduces the efforts required to implement sophisticated meta-learning algorithms. + +-------------------------------------------------------------------------------- + +The README is organized as follows: + +- [TorchOpt as Functional Optimizer](#torchopt-as-functional-optimizer) + - [Optax-Like API](#optax-like-api) + - [PyTorch-Like API](#pytorch-like-api) + - [Differentiable](#differentiable) +- [TorchOpt as Differentiable Optimizer for Meta-Learning](#torchopt-as-differentiable-optimizer-for-meta-learning) + - [Meta-Learning API](#meta-learning-api) +- [Examples](#examples) +- [High-Performance](#high-performance) +- [Visualization](#visualization) +- [Installation](#installation) +- [Future Plan](#future-plan) +- [The Team](#the-team) +- [Citing TorchOpt](#citing-torchopt) + +-------------------------------------------------------------------------------- + +## TorchOpt as Functional Optimizer + +The design of TorchOpt follows the philosophy of functional programming. Aligned with [`functorch`](https://github.com/pytorch/functorch), users can conduct functional style programing with models, optimizers and training in PyTorch. We use the Adam optimizer as an example in the following illustration. You can also check out the tutorial notebook [Functional Optimizer](tutorials/1_Functional_Optimizer.ipynb) for more details. + +### Optax-Like API + +For those users who prefer fully functional programing, we offer Optax-Like API by passing gradients and optimizers states to the optimizer function. We design base class `torchopt.Optimizer` that has the same interface as `torch.optim.Optimizer`. Here is an example coupled with `functorch`: + +```python +import functorch +import torch +import torch.nn as nn +import torch.nn.functional as F +from torch.utils.data import DataLoader + +import torchopt + +class Net(nn.Module): ... + +class Loader(DataLoader): ... + +net = Net() # init +loader = Loader() +optimizer = torchopt.adam() + +model, params = functorch.make_functional(net) # use functorch extract network parameters +opt_state = optimizer.init(params) # init optimizer + +xs, ys = next(loader) # get data +pred = model(params, xs) # forward +loss = F.cross_entropy(pred, ys) # compute loss + +grads = torch.autograd.grad(loss, params) # compute gradients +updates, opt_state = optimizer.update(grads, opt_state) # get updates +params = torchopt.apply_updates(params, updates) # update network parameters +``` + +### PyTorch-Like API + +We also offer origin PyTorch APIs (e.g. `zero_grad()` or `step()`) by wrapping our Optax-Like API for traditional PyTorch user: + +```python +net = Net() # init +loader = Loader() +optimizer = torchopt.Adam(net.parameters()) + +xs, ys = next(loader) # get data +pred = net(xs) # forward +loss = F.cross_entropy(pred, ys) # compute loss + +optimizer.zero_grad() # zero gradients +loss.backward() # backward +optimizer.step() # step updates +``` + +### Differentiable + +On top of the same optimization function as `torch.optim`, an important benefit of functional optimizer is that one can implement differentiable optimization easily. This is particularly helpful when the algorithm requires to differentiate through optimization update (such as meta learning practices). We take as the inputs the gradients and optimizer states, use non-in-place operators to compute and output the updates. The processes can be automatically implemented, with the only need from users being to pass the argument `inplace=False` to the functions: + +```python +# Get updates +updates, opt_state = optimizer.update(grad, opt_state, inplace=False) +# Update network parameters +params = torchopt.apply_updates(params, updates, inplace=False) +``` + +-------------------------------------------------------------------------------- + +## TorchOpt as Differentiable Optimizer for Meta-Learning + +Meta-Learning has gained enormous attention in both Supervised Learning and Reinforcement Learning. Meta-Learning algorithms often contain a bi-level optimization process with *inner loop* updating the network parameters and *outer loop* updating meta parameters. The figure below illustrates the basic formulation for meta-optimization in Meta-Learning. The main feature is that the gradients of *outer loss* will back-propagate through all `inner.step` operations. + +
+ +
+ +Since network parameters become a node of computation graph, a flexible Meta-Learning library should enable users manually control the gradient graph connection which means that users should have access to the network parameters and optimizer states for manually detaching or connecting the computation graph. In PyTorch designing, the network parameters or optimizer states are members of network (a.k.a. `torch.nn.Module`) or optimizer (a.k.a. `torch.optim.Optimizer`), this design significantly introducing difficulty for user control network parameters or optimizer states. Previous differentiable optimizer Repo [`higher`](https://github.com/facebookresearch/higher), [`learn2learn`](https://github.com/learnables/learn2learn) follows the PyTorch designing which leads to inflexible API. + +In contrast to them, TorchOpt realizes differentiable optimizer with functional programing, where Meta-Learning researchers could control the network parameters or optimizer states as normal variables (a.k.a. `torch.Tensor`). This functional optimizer design of TorchOpt is beneficial for implementing complex gradient flow Meta-Learning algorithms and allow us to improve computational efficiency by using techniques like operator fusion. + +### Meta-Learning API + +- We design a base class `torchopt.MetaOptimizer` for managing network updates in Meta-Learning. The constructor of `MetaOptimizer` takes as input the network rather than network parameters. `MetaOptimizer` exposed interface `step(loss)` takes as input the loss for step the network parameter. Refer to the tutorial notebook [Meta Optimizer](tutorials/2_Meta_Optimizer.ipynb) for more details. +- We offer `torchopt.chain` which can apply a list of chainable update transformations. Combined with `MetaOptimizer`, it can help you conduct gradient transformation such as gradient clip before the Meta optimizer steps. Refer to the tutorial notebook [Meta Optimizer](tutorials/2_Meta_Optimizer.ipynb) for more details. +- We observe that different Meta-Learning algorithms vary in inner-loop parameter recovery. TorchOpt provides basic functions for users to extract or recover network parameters and optimizer states anytime anywhere they want. +- Some algorithms such as MGRL ([arXiv:1805.09801](https://arxiv.org/abs/1805.09801)) initialize the inner-loop parameters inherited from previous inner-loop process when conducting a new bi-level process. TorchOpt also provides a finer function `stop_gradient` for manipulating the gradient graph, which is helpful for this kind of algorithms. Refer to the notebook [Stop Gradient](tutorials/4_Stop_Gradient.ipynb) for more details. + +We give an example of MAML ([arXiv:1703.03400](https://arxiv.org/abs/1703.03400)) with inner-loop Adam optimizer to illustrate TorchOpt APIs: + +```python +net = Net() # init + +# The constructor `MetaOptimizer` takes as input the network +inner_optim = torchopt.MetaAdam(net) +outer_optim = torchopt.Adam(net.parameters()) + +for train_iter in range(train_iters): + outer_loss = 0 + for task in range(tasks): + loader = Loader(tasks) + + # Store states at the initial points + net_state = torchopt.extract_state_dict(net) # extract state + optim_state = torchopt.extract_state_dict(inner_optim) + for inner_iter in range(inner_iters): + # Compute inner loss and perform inner update + xs, ys = next(loader) + pred = net(xs) + inner_loss = F.cross_entropy(pred, ys) + inner_optim.step(inner_loss) + + # Compute outer loss and back-propagate + xs, ys = next(loader) + pred = net(xs) + outer_loss = outer_loss + F.cross_entropy(pred, ys) + + # Recover network and optimizer states at the initial point for the next task + torchopt.recover_state_dict(inner_optim, optim_state) + torchopt.recover_state_dict(net, net_state) + + outer_loss = outer_loss / len(tasks) # task average + outer_optim.zero_grad() + outer_loss.backward() + outer_optim.step() + + # Stop gradient if necessary + torchopt.stop_gradient(net) + torchopt.stop_gradient(inner_optim) +``` + +-------------------------------------------------------------------------------- + +## Examples + +In [`examples`](examples), we offer several examples of functional optimizer and 5 light-weight meta-learning examples with TorchOpt. The meta-learning examples covers 2 Supervised Learning and 3 Reinforcement Learning algorithms. + +- [Model Agnostic Meta Learning (MAML) - Supervised Learning](https://arxiv.org/abs/1703.03400) (ICML2017) +- [Learning to Reweight Examples for Robust Deep Learning](https://arxiv.org/abs/1803.09050) (ICML2018) +- [Model Agnostic Meta Learning (MAML) - Reinforcement Learning](https://arxiv.org/abs/1703.03400) (ICML2017) +- [Meta Gradient Reinforcement Learning (MGRL)](https://arxiv.org/abs/1805.09801) (NeurIPS 2018) +- [Learning through opponent learning process (LOLA)](https://arxiv.org/abs/1709.04326) (AAMAS 2018) + +-------------------------------------------------------------------------------- + +## High-Performance + +One can think of the scale procedures on gradients of optimizer algorithms as a combination of several operations. For example, the implementation of the Adam algorithm often includes addition, multiplication, power and square operations, one can fuse these operations into several compound functions. The operator fusion could greatly simplify the computation graph and reduce the GPU function launching stall. In addition, one can also implement the optimizer backward function and manually reuse some intermediate tensors to improve the backward performance. Users can pass argument `use_accelerated_op=True` to `adam`, `Adam` and `MetaAdam` to enable the fused accelerated operator. The arguments are the same between the two kinds of implementations. + +Here we evaluate the performance using the MAML-Omniglot code with the inner-loop Adam optimizer on GPU. We comparable the run time of the overall algorithm and the meta-optimization (outer-loop optimization) under different network architecture/inner-step numbers. We choose [`higher`](https://github.com/facebookresearch/higher) as our baseline. The figure below illustrate that our accelerated Adam can achieve at least $1/3$ efficiency improvement over the baseline. + +
+ +
+ +Notably, the operator fusion not only increases performance but also help simplify the computation graph, which will be discussed in the next section. + +-------------------------------------------------------------------------------- + +## Visualization + +Complex gradient flow in meta-learning brings in a great challenge for managing the gradient flow and verifying the correctness of it. TorchOpt provides a visualization tool that draw variable (e.g. network parameters or meta parameters) names on the gradient graph for better analyzing. The visualization tool is modified from [`torchviz`](https://github.com/szagoruyko/pytorchviz). We provide an example using the [visualization code](examples/visualize.py). Also refer to the notebook [Visualization](tutorials/3_Visualization.ipynb) for more details. + +The figure below show the visualization result. Compared with [`torchviz`](https://github.com/szagoruyko/pytorchviz), TorchOpt fuses the operations within the `Adam` together (orange) to reduce the complexity and provide simpler visualization. + +
+ +
+ +-------------------------------------------------------------------------------- + +## Installation + +Requirements + +- PyTorch +- JAX +- (Optional) For visualizing computation graphs + - [Graphviz](https://graphviz.org/download/) (for Linux users use `apt/yum install graphviz` or `conda install -c anaconda python-graphviz`) + +```bash +pip3 install torchopt +``` + +You can also build shared libraries from source, use: + +```bash +git clone https://github.com/metaopt/TorchOpt.git +cd TorchOpt +pip3 install . +``` + +We provide a [conda](https://github.com/conda/conda) environment recipe to install the build toolchain such as `cmake`, `g++`, and `nvcc`: + +```bash +git clone https://github.com/metaopt/TorchOpt.git +cd TorchOpt + +# You may need `CONDA_OVERRIDE_CUDA` if conda fails to detect the NVIDIA driver (e.g. in docker or WSL2) +CONDA_OVERRIDE_CUDA=11.7 conda env create --file conda-recipe.yaml + +conda activate torchopt +pip3 install -e . +``` + +-------------------------------------------------------------------------------- + +## Future Plan + +- [ ] Support general implicit differentiation with functional programing. +- [ ] Support more optimizers such as AdamW, RMSProp +- [ ] CPU-accelerated optimizer + +-------------------------------------------------------------------------------- + +## The Team + +TorchOpt is a work by Jie Ren, Xidong Feng, [Bo Liu](https://github.com/Benjamin-eecs/), [Luo Mai](https://luomai.github.io/) and [Yaodong Yang](https://www.yangyaodong.com/). + +## Citing TorchOpt + +If you find TorchOpt useful, please cite it in your publications. + +```bibtex +@software{TorchOpt, + author = {Jie Ren and Xidong Feng and Bo Liu and Luo Mai and Yaodong Yang}, + title = {TorchOpt}, + year = {2022}, + publisher = {GitHub}, + journal = {GitHub repository}, + howpublished = {\url{https://github.com/metaopt/TorchOpt}}, +} +``` diff --git a/conda-recipe.yaml b/conda-recipe.yaml new file mode 100644 index 00000000..f7f0917a --- /dev/null +++ b/conda-recipe.yaml @@ -0,0 +1,83 @@ +# Create virtual environment with command: +# +# $ CONDA_OVERRIDE_CUDA=11.7 conda env create --file conda-recipe.yaml +# + +name: torchopt + +channels: + - pytorch + - defaults + - nvidia/label/cuda-11.6.2 + - nvidia + - conda-forge + +dependencies: + - python = 3.8 + - pip + + # Learning + - pytorch::pytorch = 1.12 + - pytorch::torchvision + - pytorch::pytorch-mutex = *=*cuda* + - pip: + - functorch + - torchviz + - sphinxcontrib-katex # for documentation + - jax + - jaxlib >= 0.3=*cuda* + - optax + - tensorboard + - wandb + + # Device select + - nvidia::cudatoolkit = 11.6 + - cudnn + + # Build toolkit + - cmake >= 3.4 + - make + - cxx-compiler + - gxx = 10 + - nvidia/label/cuda-11.6.2::cuda-nvcc + - nvidia/label/cuda-11.6.2::cuda-cudart-dev + - pybind11 + + # Misc + - typing-extensions + - numpy + - matplotlib-base + - seaborn + - python-graphviz + - pillow + + # Documentation + - sphinx + - sphinx_rtd_theme + - sphinx-autobuild + - sphinx-copybutton + - sphinxcontrib-spelling + - sphinxcontrib-bibtex + - sphinx-autodoc-typehints + - myst-nb + - ipykernel + - pandoc + - docutils + + # Testing + - pytest + - pytest-cov + - pytest-xdist + - isort + - conda-forge::black >= 22.6.0 + - pylint + - mypy + - flake8 + - flake8-bugbear + - doc8 + - pydocstyle + - pyenchant + - clang-format + - clang-tools # clang-tidy + - cpplint + - pre-commit diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 00000000..d0c3cbf1 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/requirements.txt b/docs/requirements.txt new file mode 100644 index 00000000..61b877af --- /dev/null +++ b/docs/requirements.txt @@ -0,0 +1,21 @@ +--extra-index-url https://download.pytorch.org/whl/cu116 +torch == 1.12 +torchvision +functorch + +--requirement ../requirements.txt + +sphinx >= 5.0 +sphinx-autoapi +sphinx-autobuild +sphinx-copybutton +sphinx-rtd-theme +sphinxcontrib-katex +sphinxcontrib-bibtex +sphinx-autodoc-typehints +IPython +ipykernel +pandoc +myst_nb +docutils +matplotlib diff --git a/docs/source/_static/css/style.css b/docs/source/_static/css/style.css new file mode 100644 index 00000000..df73d696 --- /dev/null +++ b/docs/source/_static/css/style.css @@ -0,0 +1,170 @@ +/** + * Copyright 2022 MetaOPT Team. 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. + */ + +body { + font-family: "Lato", "proxima-nova", "Helvetica Neue", Arial, sans-serif; +} + +/* Default header fonts are ugly */ +h1, +h2, +.rst-content .toctree-wrapper p.caption, +h3, +h4, +h5, +h6, +legend, +p.caption { + font-family: "Lato", "proxima-nova", "Helvetica Neue", Arial, sans-serif; +} + +/* Use white for docs background */ +.wy-side-nav-search { + background-color: #fff; +} + 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+===================== + +.. currentmodule:: torchopt + +.. autosummary:: + + adam + sgd + rmsprop + +Functional Adam Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autofunction:: adam + +Functional SGD Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autofunction:: sgd + +Functional RMSProp Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autofunction:: rmsprop + +------ + +Classic Optimizers +================== + +.. currentmodule:: torchopt + +.. autosummary:: + + Adam + SGD + RMSProp + +Classic Adam Optimizer +~~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: Adam + +Classic SGD Optimizer +~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: SGD + +Classic RMSProp Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: RMSProp + +------ + +Differentiable Meta-Optimizers +============================== + +.. currentmodule:: torchopt + +.. autosummary:: + + MetaAdam + MetaSGD + MetaRMSProp + +Differentiable Meta-Adam Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: MetaAdam + +Differentiable Meta-SGD Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: MetaSGD + +Differentiable Meta-RMSProp Optimizer +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. autoclass:: MetaRMSProp + +------ + +Optimizer Hooks +=============== + +.. currentmodule:: torchopt._src.hook + +.. autosummary:: + + register_hook + zero_nan_hook + +Hook +~~~~ + +.. autofunction:: register_hook +.. autofunction:: zero_nan_hook + +Gradient Transformation +======================= + +.. currentmodule:: torchopt._src.clip + +.. autosummary:: + + clip_grad_norm + +Transforms +~~~~~~~~~~ + +.. autofunction:: clip_grad_norm + +Optimizer Schedules +=================== + +.. currentmodule:: torchopt._src.schedule + +.. autosummary:: + + linear_schedule + polynomial_schedule + +Schedules +~~~~~~~~~ + +.. autofunction:: linear_schedule +.. autofunction:: polynomial_schedule + + +Apply Parameter Updates +======================= + +.. currentmodule:: torchopt + +.. autosummary:: + + apply_updates + +Apply Updates +~~~~~~~~~~~~~ + +.. autofunction:: apply_updates + +Combining Optimizers +==================== + +.. currentmodule:: torchopt._src.combine + +.. autosummary:: + + chain + +Chain +~~~~~ + +.. autofunction:: chain + + +General Utilities +================= + +.. currentmodule:: torchopt + +.. autosummary:: + + extract_state_dict + recover_state_dict + stop_gradient + +Extract State Dict +~~~~~~~~~~~~~~~~~~ + +.. autofunction:: extract_state_dict + +Recover State Dict +~~~~~~~~~~~~~~~~~~ + +.. autofunction:: recover_state_dict + +Stop Gradient +~~~~~~~~~~~~~ + +.. autofunction:: stop_gradient + + +Visualizing Gradient Flow +========================= + +.. currentmodule:: torchopt._src.visual + +.. autosummary:: + + make_dot + +Make Dot +~~~~~~~~ + +.. autofunction:: make_dot diff --git a/docs/source/bibtex.json b/docs/source/bibtex.json new file mode 100644 index 00000000..c2aa9165 --- /dev/null +++ b/docs/source/bibtex.json @@ -0,0 +1,7 @@ +{ + "cited": { + "examples/MAML": [ + "MAML", + ] + } +} diff --git a/docs/source/conf.py b/docs/source/conf.py new file mode 100644 index 00000000..da11e3b7 --- /dev/null +++ b/docs/source/conf.py @@ -0,0 +1,210 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +"""Configuration file for the Sphinx documentation builder.""" +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# pylint: disable=all + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +import inspect +import os +import pathlib +import sys + +import sphinxcontrib.katex as katex + +import torchopt + + +HERE = pathlib.Path(__file__).absolute().parent +PROJECT_ROOT = HERE.parent.parent + + +def get_version() -> str: + sys.path.insert(0, str(PROJECT_ROOT / 'torchopt')) + import version # noqa + + return version.__version__ + + +# -- Project information ----------------------------------------------------- + +project = 'TorchOpt' +copyright = '2022 MetaOPT Team' +author = 'TorchOpt Contributors' + +# The full version, including alpha/beta/rc tags +release = get_version() + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx.ext.napoleon', + 'sphinx.ext.autodoc', + 'sphinx.ext.autosummary', + 'sphinx.ext.doctest', + 'sphinx.ext.intersphinx', + 'sphinx.ext.todo', + 'sphinx.ext.coverage', + 'sphinx.ext.mathjax', + 'sphinx.ext.ifconfig', + 'sphinx.ext.viewcode', + 'sphinx.ext.githubpages', + 'sphinx.ext.extlinks', + 'sphinx_copybutton', + 'sphinx_rtd_theme', + 'sphinxcontrib.bibtex', + 'sphinxcontrib.spelling', + 'sphinxcontrib.katex', + 'sphinx_autodoc_typehints', + 'myst_nb', # This is used for the .ipynb notebooks +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = '.rst' + +# The master toctree document. +master_doc = 'index' + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# +# This is also used if you do content translation via gettext catalogs. +# Usually you set "language" from the command line for these cases. +language = 'en' + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +exclude_patterns = ['_build', 'build', 'Thumbs.db', '.DS_Store'] +spelling_exclude_patterns = [''] +spelling_word_list_filename = ['spelling_wordlist.txt'] + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = 'default' + +# -- Options for autodoc ----------------------------------------------------- + +autodoc_default_options = { + 'member-order': 'bysource', + 'undoc-members': True, + 'special-members': True, + 'show-inheritance': True, + 'exclude-members': '__module__, __dict__, __repr__, __str__, __weakref__', +} +autoclass_content = 'both' + +# -- Options for bibtex ----------------------------------------------------- + +bibtex_bibfiles = ['references.bib'] + +# -- Options for myst ------------------------------------------------------- + +nb_execution_mode = 'force' +nb_execution_allow_errors = False + +# -- Options for katex ------------------------------------------------------ + +# See: https://sphinxcontrib-katex.readthedocs.io/en/0.4.1/macros.html +latex_macros = r""" + \def \d #1{\operatorname{#1}} +""" + +# Translate LaTeX macros to KaTeX and add to options for HTML builder +katex_macros = katex.latex_defs_to_katex_macros(latex_macros) +katex_options = 'macros: {' + katex_macros + '}' + +# Add LaTeX macros for LATEX builder +latex_elements = {'preamble': latex_macros} + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'sphinx_rtd_theme' + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# +# html_theme_options = {} + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static'] +html_css_files = ['style.css'] +html_logo = '_static/images/logo.png' + + +def setup(app): + app.add_js_file('https://cdn.jsdelivr.net/npm/vega@5.20.2') + app.add_js_file('https://cdn.jsdelivr.net/npm/vega-lite@5.1.0') + app.add_js_file('https://cdn.jsdelivr.net/npm/vega-embed@6.17.0') + + app.add_css_file('css/style.css') + + +# Custom sidebar templates, must be a dictionary that maps document names +# to template names. +# +# The default sidebars (for documents that don't match any pattern) are +# defined by theme itself. Builtin themes are using these templates by +# default: ``['localtoc.html', 'relations.html', 'sourcelink.html', +# 'searchbox.html']``. +# +# html_sidebars = {} + +# -- Source code links ------------------------------------------------------- + +extlinks = { + 'gitcode': ('https://github.com/metaopt/TorchOpt/blob/HEAD/%s', '%s'), + 'issue': ('https://github.com/metaopt/TorchOpt/issues/%s', 'issue %s'), +} + +# -- Extension configuration ------------------------------------------------- + +# -- Options for napoleon extension ------------------------------------------ + +napoleon_include_init_with_doc = True +napoleon_include_private_with_doc = False +napoleon_include_special_with_doc = True + +# -- Options for intersphinx extension --------------------------------------- + +# Example configuration for intersphinx: refer to the Python standard library. +intersphinx_mapping = {'python': ('https://docs.python.org/3', None)} + +# -- Options for todo extension ---------------------------------------------- + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = True diff --git a/docs/source/developer/contributing.rst b/docs/source/developer/contributing.rst new file mode 100644 index 00000000..656736a3 --- /dev/null +++ b/docs/source/developer/contributing.rst @@ -0,0 +1,72 @@ +Contributing to TorchOpt +======================== + + +Install Develop Version +----------------------- + +To install TorchOpt in an "editable" mode, run + +.. code-block:: bash + + pip install -e . + +in the main directory. This installation is removable by + +.. code-block:: bash + + python setup.py develop --uninstall + + +Lint Check +---------- + +We use several tools to secure code quality, including: + + * PEP8 code style: ``black``, ``isort``, ``pylint``, ``flake8`` + * Type hint check: ``mypy`` + * C++ Google-style: ``cpplint``, ``clang-format`` + * License: ``addlicense`` + * Documentation: ``pydocstyle``, ``doc8`` + +To make things easier, we create several shortcuts as follows. + +To automatically format the code, run: + +.. code-block:: bash + + make format + +To check if everything conforms to the specification, run: + +.. code-block:: bash + + make lint + + +Test Locally +------------ + +This command will run automatic tests in the main directory + +.. code-block:: bash + + $ make test + + +Documentation +------------- + +Documentations are written under the :gitcode:`docs/source` directory as ReStructuredText (``.rst``) files. ``index.rst`` is the main page. A Tutorial on ReStructuredText can be found `here `_. + +API References are automatically generated by `Sphinx `_ according to the outlines under directory :gitcode:`docs/source/api` and should be modified when any code changes. + +To compile documentation into webpage, run + +.. code-block:: bash + + $ make docs + +The generated webpage locates under directory ``docs/build`` and will open the browser after building documentation. + +Detailed documentation is hosted online at https://torchopt.readthedocs.io. diff --git a/docs/source/developer/contributor.rst b/docs/source/developer/contributor.rst new file mode 100644 index 00000000..e47a7c12 --- /dev/null +++ b/docs/source/developer/contributor.rst @@ -0,0 +1,7 @@ +Contributor +=========== + +We always welcome contributions to help make TorchOpt better. Below is an incomplete list of our contributors (find more on `this page `_). + +* Xuehai Pan (`XuehaiPan `_) +* Yao Fu (`future-xy `_) diff --git a/docs/source/examples/MAML.rst b/docs/source/examples/MAML.rst new file mode 100644 index 00000000..9b38feb7 --- /dev/null +++ b/docs/source/examples/MAML.rst @@ -0,0 +1,277 @@ +Model-Agnostic Meta-Learning +============================ + +Meta reinforcement learning has achieved significant successes in various applications. +**Model-Agnostic Meta-Learning** (MAML) :cite:`MAML` is the pioneer one. +In this tutorial, we will show how to train MAML on few-shot Omniglot classification with TorchOpt step by step. +The full script is at :gitcode:`examples/few-shot/maml_omniglot.py`. + +Contrary to existing differentiable optimizer libraries such as `higher `_, which follows the PyTorch designing which leads to inflexible API, TorchOpt provides an easy way of construction through the code-level. + + +Overview +-------- + +There are six steps to finish MAML training pipeline: + +1. Load Dataset: load Omniglot dataset; +2. Build the Network: build the neural network architecture of model; +3. Train: meta-train; +4. Test: meta-test; +5. Plot: plot the results; +6. Pipeline: combine step 3-5 together; + + +In the following sections, we will set up Load Dataset, build the neural network, train-test, and plot to successfully run the MAML training and evaluation pipeline. +Here is the overall procedure: + + +Load Dataset +------------ + +In your Python code, simply import torch and load the dataset, the full script is at :gitcode:`examples/few-shot/support/omniglot_loaders.py`: + +.. code-block:: python + + from .support.omniglot_loaders import OmniglotNShot + import torch + + device = torch.device('cuda:0') + db = OmniglotNShot( + '/tmp/omniglot-data', + batchsz=args.task_num, + n_way=args.n_way, + k_shot=args.k_spt, + k_query=args.k_qry, + imgsz=28, + rng=rng, + device=device, + ) + +The goal is to train a model for few-shot Omniglot classification. + +Build the Network +----------------- + +TorchOpt supports any user-defined PyTorch networks. Here is an example: + +.. code-block:: python + + import torch, numpy as np + from torch import nn + import torch.optim as optim + + net = nn.Sequential( + nn.Conv2d(1, 64, 3), + nn.BatchNorm2d(64, momentum=1., affine=True), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1., affine=True), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1., affine=True), + nn.ReLU(inplace=False), nn.MaxPool2d(2, 2), + nn.Flatten(), + nn.Linear(64, args.n_way), + ).to(device) + + # We will use Adam to (meta-)optimize the initial parameters + # to be adapted. + meta_opt = optim.Adam(net.parameters(), lr=1e-3) + +Train +----- + +Define the ``train`` function: + +.. code-block:: python + + def train(db, net, meta_opt, epoch, log): + net.train() + n_train_iter = db.x_train.shape[0] // db.batchsz + inner_opt = torchopt.MetaSGD(net, lr=1e-1) + + for batch_idx in range(n_train_iter): + start_time = time.time() + # Sample a batch of support and query images and labels. + x_spt, y_spt, x_qry, y_qry = db.next() + + task_num, setsz, c_, h, w = x_spt.size() + querysz = x_qry.size(1) + + # TODO: Maybe pull this out into a separate module so it + # doesn't have to be duplicated between `train` and `test`? + + # Initialize the inner optimizer to adapt the parameters to + # the support set. + n_inner_iter = 5 + + qry_losses = [] + qry_accs = [] + meta_opt.zero_grad() + + net_state_dict = torchopt.extract_state_dict(net) + optim_state_dict = torchopt.extract_state_dict(inner_opt) + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + # higher is able to automatically keep copies of + # your network's parameters as they are being updated. + for _ in range(n_inner_iter): + spt_logits = net(x_spt[i]) + spt_loss = F.cross_entropy(spt_logits, y_spt[i]) + inner_opt.step(spt_loss) + + # The final set of adapted parameters will induce some + # final loss and accuracy on the query dataset. + # These will be used to update the model's meta-parameters. + qry_logits = net(x_qry[i]) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_losses.append(qry_loss.detach()) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).sum().item() / querysz + qry_accs.append(qry_acc) + + # Update the model's meta-parameters to optimize the query + # losses across all of the tasks sampled in this batch. + # This unrolls through the gradient steps. + qry_loss.backward() + + torchopt.recover_state_dict(net, net_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) + + meta_opt.step() + qry_losses = sum(qry_losses) / task_num + qry_accs = 100. * sum(qry_accs) / task_num + i = epoch + float(batch_idx) / n_train_iter + iter_time = time.time() - start_time + + print( + f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' + ) + + log.append( + { + 'epoch': i, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'train', + 'time': time.time(), + } + ) + +Test +---- + +Define the ``test`` function: + +.. code-block:: python + + def test(db, net, epoch, log): + # Crucially in our testing procedure here, we do *not* fine-tune + # the model during testing for simplicity. + # Most research papers using MAML for this task do an extra + # stage of fine-tuning here that should be added if you are + # adapting this code for research. + net.train() + n_test_iter = db.x_test.shape[0] // db.batchsz + inner_opt = torchopt.MetaSGD(net, lr=1e-1) + + qry_losses = [] + qry_accs = [] + + for batch_idx in range(n_test_iter): + x_spt, y_spt, x_qry, y_qry = db.next('test') + + task_num, setsz, c_, h, w = x_spt.size() + querysz = x_qry.size(1) + + # TODO: Maybe pull this out into a separate module so it + # doesn't have to be duplicated between `train` and `test`? + n_inner_iter = 5 + + net_state_dict = torchopt.extract_state_dict(net) + optim_state_dict = torchopt.extract_state_dict(inner_opt) + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + for _ in range(n_inner_iter): + spt_logits = net(x_spt[i]) + spt_loss = F.cross_entropy(spt_logits, y_spt[i]) + inner_opt.step(spt_loss) + + # The query loss and acc induced by these parameters. + qry_logits = net(x_qry[i]).detach() + qry_loss = F.cross_entropy(qry_logits, y_qry[i], reduction='none') + qry_losses.append(qry_loss.detach()) + qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) + + torchopt.recover_state_dict(net, net_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) + + qry_losses = torch.cat(qry_losses).mean().item() + qry_accs = 100. * torch.cat(qry_accs).float().mean().item() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') + log.append( + { + 'epoch': epoch + 1, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'test', + 'time': time.time(), + } + ) + +Plot +---- + +TorchOpt supports any user-defined PyTorch networks and optimizers. Yet, of course, the inputs and outputs must comply with TorchOpt's API. Here is an example: + +.. code-block:: python + + def plot(log): + # Generally you should pull your plotting code out of your training + # script but we are doing it here for brevity. + df = pd.DataFrame(log) + + fig, ax = plt.subplots(figsize=(6, 4)) + train_df = df[df['mode'] == 'train'] + test_df = df[df['mode'] == 'test'] + ax.plot(train_df['epoch'], train_df['acc'], label='Train') + ax.plot(test_df['epoch'], test_df['acc'], label='Test') + ax.set_xlabel('Epoch') + ax.set_ylabel('Accuracy') + ax.set_ylim(70, 100) + fig.legend(ncol=2, loc='lower right') + fig.tight_layout() + fname = 'maml-accs.png' + print(f'--- Plotting accuracy to {fname}') + fig.savefig(fname) + plt.close(fig) + + +Pipeline +-------- + +We can now combine all the components together, and plot the results. + +.. code-block:: python + + log = [] + for epoch in range(10): + train(db, net, meta_opt, epoch, log) + test(db, net, epoch, log) + plot(log) + +.. image:: /_static/images/maml-accs.png + :align: center + :height: 300 + + +.. rubric:: References + +.. bibliography:: /references.bib + :style: unsrtalpha diff --git a/docs/source/index.rst b/docs/source/index.rst new file mode 100644 index 00000000..50ccb0fb --- /dev/null +++ b/docs/source/index.rst @@ -0,0 +1,92 @@ +:github_url: https://github.com/metaopt/TorchOpt/tree/HEAD/docs + +TorchOpt +-------- + +**TorchOpt** is a high-performance optimizer library built upon `PyTorch `_ for easy implementation of functional optimization and gradient-based meta-learning. It consists of two main features: + +* TorchOpt provides functional optimizer which enables `JAX-like `_ composable functional optimizer for PyTorch. With TorchOpt, one can easily conduct neural network optimization in PyTorch with functional style optimizer, similar to `Optax `_ in JAX. +* With the design of functional programming, TorchOpt provides efficient, flexible, and easy-to-implement differentiable optimizer for gradient-based meta-learning research. It largely reduces the efforts required to implement sophisticated meta-learning algorithms. + +Installation +------------ + +Requirements + +(Optional) For visualizing computation graphs +`Graphviz `_ (for Linux users use ``apt/yum install graphviz`` or ``conda install -c anaconda python-graphviz``) + +.. code-block:: bash + + pip install torchopt + +You can also build shared libraries from source, use: + +.. code-block:: bash + + git clone https://github.com/metaopt/TorchOpt.git + cd TorchOpt + pip3 install . + +We provide a `conda `_ environment recipe to install the build toolchain such as `cmake`, `g++`, and `nvcc`: + +.. code-block:: bash + + git clone https://github.com/metaopt/TorchOpt.git + cd TorchOpt + + # You may need `CONDA_OVERRIDE_CUDA` if conda fails to detect the NVIDIA driver (e.g. in docker or WSL2) + CONDA_OVERRIDE_CUDA=11.7 conda env create --file conda-recipe.yaml + + conda activate torchopt + pip3 install -e . + + +.. toctree:: + :caption: Getting Started + :maxdepth: 1 + + torchopt101/torchopt-101.rst + + +.. toctree:: + :caption: Examples + :maxdepth: 1 + + examples/MAML.rst + + +.. toctree:: + :caption: Developer Documentation + :maxdepth: 1 + + developer/contributing.rst + developer/contributor.rst + +.. toctree:: + :caption: API Documentation + :maxdepth: 2 + + api/api.rst + +The Team +-------- + +TorchOpt is a work by + +* Jie Ren (`JieRen98 `_) +* Xidong Feng (`waterhorse1 `_) +* Bo Liu (`Benjamin-eecs `_) +* Luo Mai (`luomai `_) +* Yaodong Yang (`PKU-YYang `_). + +Support +------- + +If you are having issues, please let us know by filing an issue on our +`issue tracker `_. + +License +------- + +TorchOpt is licensed under the Apache 2.0 License. diff --git a/docs/source/references.bib b/docs/source/references.bib new file mode 100644 index 00000000..9e7910f3 --- /dev/null +++ b/docs/source/references.bib @@ -0,0 +1,19 @@ +@inproceedings{MAML, + author = {Chelsea Finn and + Pieter Abbeel and + Sergey Levine}, + editor = {Doina Precup and + Yee Whye Teh}, + title = {Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks}, + booktitle = {Proceedings of the 34th International Conference on Machine Learning, + {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017}, + series = {Proceedings of Machine Learning Research}, + volume = {70}, + pages = {1126--1135}, + publisher = {{PMLR}}, + year = {2017}, + url = {http://proceedings.mlr.press/v70/finn17a.html}, + timestamp = {Thu, 21 Jan 2021 17:37:24 +0100}, + biburl = {https://dblp.org/rec/conf/icml/FinnAL17.bib}, + bibsource = {dblp computer science bibliography, https://dblp.org} +} diff --git a/docs/source/spelling_wordlist.txt b/docs/source/spelling_wordlist.txt new file mode 100644 index 00000000..24ee9124 --- /dev/null +++ b/docs/source/spelling_wordlist.txt @@ -0,0 +1,69 @@ +TorchOpt +torchopt +Kingma +Sutskever +Pieter +Abbeel +Sergey +Doina +Precup +Tieleman +Yee +Whye +Teh +Jie +Ren +Xidong +Feng +Bo +Liu +Luo +Mai +Yaodong +Yang +Xuehai +Pan +Yao +Fu +Jupyter +Colaboratory +Omniglot +differentiable +Dataset +dataset +Optimizers +optimizers +lr +eps +nesterov +et +al +rescaling +rescale +composable +momentums +addlicense +webpage +Omniglot +differentiable +toolchain +init +fn +inplace +impl +params +iterable +nan +param +Graphviz +autograd +attrs +GradientTransformations +args +chainable +adam +Adam +rmsprop +RMSProp +sgd +SGD diff --git a/docs/source/torchopt101/torchopt-101.rst b/docs/source/torchopt101/torchopt-101.rst new file mode 100644 index 00000000..87bffd4c --- /dev/null +++ b/docs/source/torchopt101/torchopt-101.rst @@ -0,0 +1,9 @@ +Get Started with Jupyter Notebook +================================= + +In this tutorial, we will use Google Colaboratory to show you the most basic usages of TorchOpt. + +- 1: `Functional Optimizer `_ +- 2: `Visualization `_ +- 3: `Meta Optimizer `_ +- 4: `Stop Gradient `_ diff --git a/examples/L2R/README.md b/examples/L2R/README.md new file mode 100644 index 00000000..e9317235 --- /dev/null +++ b/examples/L2R/README.md @@ -0,0 +1,26 @@ +# Learning-to-reweight-examples + +Code on MNIST re-weighting example in paper [Learning to Reweight Examples for Robust Deep Learning](https://arxiv.org/abs/1803.09050)] using TorchOpt. The idea of L2R is to use virtual update of inner-loop neural network optimization to meta-learn the re-weighting parameters for robust deep learning. We use `MetaSGD` as the inner-loop optimizer. + +## Usage + +We use traditional supervised training as the baseline. + +```bash +### Run both algorithms and conduct comparison +python3 l2r.py --algo both + +### For baseline +python3 l2r.py --algo baseline + +### For L2R algorithm +python3 l2r.py --algo l2r +``` + +## Results + +The test accuracy comparison between baseline and L2R validate the effectiveness of algorithms. + +
+ +
diff --git a/examples/L2R/helper/argument.py b/examples/L2R/helper/argument.py new file mode 100644 index 00000000..5df9f314 --- /dev/null +++ b/examples/L2R/helper/argument.py @@ -0,0 +1,42 @@ +# Copyright 2022 MetaOPT Team. 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 argparse + + +def parse_args(): + parser = argparse.ArgumentParser([], description='L2R') + + parser.add_argument('--seed', type=int, default=42) + parser.add_argument('--epoch', type=int, default=30, help='Training Epoch') + + parser.add_argument('--lr', type=float, default=1e-3, help='learning rate') + parser.add_argument( + '--pos_ratio', + type=float, + default=0.995, + help='Ratio of positive examples in training', + ) + parser.add_argument('--ntest', type=int, default=500, help='Number of testing examples') + parser.add_argument('--ntrain', type=int, default=5000, help='Number of testing examples') + parser.add_argument('--nval', type=int, default=10, help='Number of valid examples') + parser.add_argument('--batch_size', type=int, default=100, help='Batch size') + + # For baseline + parser.add_argument('--algo', type=str, default='both') + + args = parser.parse_args() + # use the GPU if available + return args diff --git a/examples/L2R/helper/model.py b/examples/L2R/helper/model.py new file mode 100644 index 00000000..80fae8ac --- /dev/null +++ b/examples/L2R/helper/model.py @@ -0,0 +1,83 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/uber-research/learning-to-reweight-examples +# ============================================================================== +# Copyright (c) 2017 - 2019 Uber Technologies, Inc. +# +# Licensed under the Uber Non-Commercial License (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at the root directory of this project. +# +# See the License for the specific language governing permissions and +# limitations under the License. +# +# +# +# Models for MNIST experiments. +# + +import torch +import torch.nn as nn + + +class LeNet5(nn.Module): + def __init__(self, args): + super(LeNet5, self).__init__() + self.model = nn.Sequential( + nn.Conv2d(1, 16, 5), + nn.ReLU(), + nn.MaxPool2d(2), + nn.Conv2d(16, 32, 5), + nn.ReLU(), + nn.MaxPool2d(2), + nn.Flatten(), + nn.Linear(512, 128), + nn.ReLU(), + nn.Linear(128, 1), + nn.Sigmoid(), + ) + self.args = args + self.meta_weights = torch.zeros(self.args.batch_size, requires_grad=True).to( + self.args.device + ) + self.criterion = nn.BCELoss() + + def forward(self, x): + return self.model(x).squeeze(dim=-1) + + def reset_meta(self, size): + self.meta_weights = torch.zeros(size, requires_grad=True).to(self.args.device) + + def normalise(self): + self.meta_weights = self.meta_weights.detach() + weights_sum = torch.sum(self.meta_weights) + weights_sum = weights_sum + 1 if weights_sum == 0 else weights_sum + self.meta_weights /= weights_sum + + def inner_loss(self, train_x, train_y): + result = self.forward(train_x) + + # manually implement bce_loss to make the loss differentiable w.r.t self.meta_weights + loss = -( + train_y * torch.log(result + 1e-10) + (1 - train_y) * torch.log(1 - result + 1e-10) + ) + weighted_loss = torch.sum(self.meta_weights * loss) + return weighted_loss + + def outer_loss(self, valid_x, valid_y): + result = self.forward(valid_x) + loss = self.criterion(result, valid_y) + return loss diff --git a/examples/L2R/helper/utils.py b/examples/L2R/helper/utils.py new file mode 100644 index 00000000..954b27b2 --- /dev/null +++ b/examples/L2R/helper/utils.py @@ -0,0 +1,172 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/uber-research/learning-to-reweight-examples +# ============================================================================== + +import random + +import numpy as np +import torch +from torch.utils.data import TensorDataset + + +def get_imbalance_dataset( + mnist_train, + mnist_test, + pos_ratio=0.9, + ntrain=5000, + nval=10, + ntest=500, + class_0=4, + class_1=9, +): + + ratio = 1 - pos_ratio + ratio_test = 0.5 + + # In training, we have 10% 4 and 90% 9. + # In testing, we have 50% 4 and 50% 9. + x_train = mnist_train.train_data.numpy() / 255.0 + y_train = mnist_train.train_labels.numpy() + x_test = mnist_test.test_data.numpy() / 255.0 + y_test = mnist_test.test_labels.numpy() + x_train_0 = x_train[y_train == class_0] + x_test_0 = x_test[y_test == class_0] + + # First shuffle, negative. + idx = np.arange(x_train_0.shape[0]) + np.random.shuffle(idx) + x_train_0 = x_train_0[idx] + + nval_small_neg = int(np.floor(nval * ratio_test)) + ntrain_small_neg = int(np.floor(ntrain * ratio)) - nval_small_neg + + x_val_0 = x_train_0[:nval_small_neg] # 450 4 in validation. + x_train_0 = x_train_0[nval_small_neg : nval_small_neg + ntrain_small_neg] # 500 4 in training. + + print('Number of train negative classes', ntrain_small_neg) + print('Number of val negative classes', nval_small_neg) + + idx = np.arange(x_test_0.shape[0]) + np.random.shuffle(idx) + x_test_0 = x_test_0[: int(np.floor(ntest * ratio_test))] # 450 4 in testing. + + x_train_1 = x_train[y_train == class_1] + x_test_1 = x_test[y_test == class_1] + + # First shuffle, positive. + idx = np.arange(x_train_1.shape[0]) + np.random.shuffle(idx) + x_train_1 = x_train_1[idx] + + nvalsmall_pos = int(np.floor(nval * (1 - ratio_test))) + ntrainsmall_pos = int(np.floor(ntrain * (1 - ratio))) - nvalsmall_pos + + x_val_1 = x_train_1[:nvalsmall_pos] # 50 9 in validation. + x_train_1 = x_train_1[nvalsmall_pos : nvalsmall_pos + ntrainsmall_pos] # 4500 9 in training. + + idx = np.arange(x_test_1.shape[0]) + np.random.shuffle(idx) + x_test_1 = x_test_1[idx] + x_test_1 = x_test_1[: int(np.floor(ntest * (1 - ratio_test)))] # 500 9 in testing. + + print('Number of train positive classes', ntrainsmall_pos) + print('Number of val positive classes', nvalsmall_pos) + + y_train_subset = np.concatenate([np.zeros([x_train_0.shape[0]]), np.ones([x_train_1.shape[0]])]) + y_val_subset = np.concatenate([np.zeros([x_val_0.shape[0]]), np.ones([x_val_1.shape[0]])]) + y_test_subset = np.concatenate([np.zeros([x_test_0.shape[0]]), np.ones([x_test_1.shape[0]])]) + + y_train_pos_subset = np.ones([x_train_1.shape[0]]) + y_train_neg_subset = np.zeros([x_train_0.shape[0]]) + + x_train_subset = np.concatenate([x_train_0, x_train_1], axis=0)[:, None, :, :] + x_val_subset = np.concatenate([x_val_0, x_val_1], axis=0)[:, None, :, :] + x_test_subset = np.concatenate([x_test_0, x_test_1], axis=0)[:, None, :, :] + + x_train_pos_subset = x_train_1[:, None, :, :] + x_train_neg_subset = x_train_0[:, None, :, :] + + # Final shuffle. + idx = np.arange(x_train_subset.shape[0]) + np.random.shuffle(idx) + x_train_subset = x_train_subset[idx].astype(np.float32) + y_train_subset = y_train_subset[idx].astype(np.float32) + + idx = np.arange(x_val_subset.shape[0]) + np.random.shuffle(idx) + x_val_subset = x_val_subset[idx].astype(np.float32) + y_val_subset = y_val_subset[idx].astype(np.float32) + + idx = np.arange(x_test_subset.shape[0]) + np.random.shuffle(idx) + x_test_subset = x_test_subset[idx].astype(np.float32) + y_test_subset = y_test_subset[idx].astype(np.float32) + + (x_train_subset, y_train_subset, x_val_subset, y_val_subset, x_test_subset, y_test_subset,) = ( + torch.tensor(x_train_subset), + torch.tensor(y_train_subset), + torch.tensor(x_val_subset), + torch.tensor(y_val_subset), + torch.tensor(x_test_subset), + torch.tensor(y_test_subset), + ) + + train_set, val_set, test_set = ( + TensorDataset(x_train_subset, y_train_subset), + TensorDataset(x_val_subset, y_val_subset), + TensorDataset(x_test_subset, y_test_subset), + ) + + return train_set, val_set, test_set + + +def set_seed(seed, cudnn=True): + """ + Seed everything we can! + Note that gym environments might need additional seeding (env.seed(seed)), + and num_workers needs to be set to 1. + """ + + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.random.manual_seed(seed) + torch.cuda.manual_seed(seed) + # note: the below slows down the code but makes it reproducible + # Sets the seed for generating random numbers on all GPUs. It’s safe to + # call this function if CUDA is not available; in that case, it is + # silently ignored. + torch.cuda.manual_seed_all(seed) + if cudnn: + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + + +def plot(baseline, l2r): + import matplotlib.pyplot as plt + import numpy as np + import seaborn as sns + + sns.set(style='darkgrid') + sns.set_theme(style='darkgrid') + plt.plot(baseline, label='baseline') + plt.plot(l2r, label='l2r') + plt.legend() + plt.ylabel('Test acc') + plt.xlabel('Epoch') + plt.title('Comparison between Baseline and L2R') + plt.savefig('./result.png') diff --git a/examples/L2R/l2r.py b/examples/L2R/l2r.py new file mode 100644 index 00000000..9262c0c2 --- /dev/null +++ b/examples/L2R/l2r.py @@ -0,0 +1,265 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/uber-research/learning-to-reweight-examples +# ============================================================================== +# Copyright (c) 2017 - 2019 Uber Technologies, Inc. +# +# Licensed under the Uber Non-Commercial License (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at the root directory of this project. +# +# See the License for the specific language governing permissions and +# limitations under the License. +# +# +# + +import json + +import numpy as np +import torch +from torch.utils.data import DataLoader +from torch.utils.tensorboard import SummaryWriter +from torchvision.datasets import MNIST + +import torchopt + +from .helper.argument import parse_args +from .helper.model import LeNet5 +from .helper.utils import get_imbalance_dataset, plot, set_seed + + +def run_baseline(args, mnist_train, mnist_test): + print('Run Baseline') + set_seed(args.seed) + + pos_ratio = args.pos_ratio + ntrain = args.ntrain + nval = args.nval + ntest = args.ntest + epoch = args.epoch + + folder = './result/baseline/' + writer = SummaryWriter('./result/baseline') + with open('./result/baseline/config.json', 'w') as f: + json.dump(args.__dict__, f) + + args.device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu') + + train_set, val_set, test_set = get_imbalance_dataset( + mnist_train, + mnist_test, + pos_ratio=pos_ratio, + ntrain=ntrain, + nval=nval, + ntest=ntest, + ) + train_loader = DataLoader(train_set, batch_size=args.batch_size, shuffle=True, num_workers=4) + valid_loader = DataLoader(val_set, batch_size=args.batch_size, shuffle=True, num_workers=1) + test_loader = DataLoader(test_set, batch_size=args.batch_size, shuffle=True, num_workers=1) + model = LeNet5(args).to(args.device) + + model_optimiser = torch.optim.Adam(model.parameters(), lr=args.lr) + + step = 0 + running_train_loss = [] + test_acc_result = [] + for _epoch in range(epoch): + model.train() + for idx, (train_x, train_label) in enumerate(train_loader): + train_x, train_label = train_x.to(args.device), train_label.to(args.device) + outer_loss = model.outer_loss(train_x, train_label) + + model_optimiser.zero_grad() + outer_loss.backward() + model_optimiser.step() + + running_train_loss.append(outer_loss.item()) + writer.add_scalar('train_loss', outer_loss.item(), step) + + if step % 10 == 0 and step > 0: + running_train_mean = np.mean(np.array(running_train_loss)) + print('EPOCH: {}, BATCH: {}, LOSS: {}'.format(_epoch, idx, running_train_mean)) + writer.add_scalar('running_train_loss', running_train_mean, step) + running_train_loss = [] + + step += 1 + + print('Beginning to Test') + model.eval() + train_acc = evaluate(train_loader, model, args) + test_acc = evaluate(test_loader, model, args) + model.train() + + writer.add_scalar('train_acc', train_acc, _epoch) + writer.add_scalar('test_acc', test_acc, _epoch) + test_acc_result.append(test_acc) + print('EPOCH: {}, TRAIN_ACC: {}, TEST_ACC: {}'.format(_epoch, train_acc, test_acc)) + return test_acc_result + + +def run_L2R(args, mnist_train, mnist_test): + print('Run L2R') + set_seed(args.seed) + + pos_ratio = args.pos_ratio + ntrain = args.ntrain + nval = args.nval + ntest = args.ntest + epoch = args.epoch + + folder = './result/l2r/' + writer = SummaryWriter('./result/l2r/log') + with open('./result/l2r/config.json', 'w') as f: + json.dump(args.__dict__, f) + + args.device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu') + + train_set, val_set, test_set = get_imbalance_dataset( + mnist_train, + mnist_test, + pos_ratio=pos_ratio, + ntrain=ntrain, + nval=nval, + ntest=ntest, + ) + train_loader = DataLoader(train_set, batch_size=args.batch_size, shuffle=True, num_workers=2) + valid_loader = DataLoader(val_set, batch_size=args.batch_size, shuffle=True, num_workers=1) + test_loader = DataLoader(test_set, batch_size=args.batch_size, shuffle=True, num_workers=1) + model = LeNet5(args).to(args.device) + model_optimiser = torchopt.MetaSGD(model, lr=args.lr) + real_model_optimiser = torch.optim.Adam(model.parameters(), lr=args.lr) + + step = 0 + time_bp = 0 + running_valid_loss = [] + valid = iter(valid_loader) + running_train_loss = [] + test_acc_result = [] + for _epoch in range(epoch): + model.train() + for idx, (train_x, train_label) in enumerate(train_loader): + try: + valid_x, valid_label = valid.next() + except BaseException: + valid = iter(valid_loader) + valid_x, valid_label = valid.next() + train_x, train_label, valid_x, valid_label = ( + train_x.to(args.device), + train_label.to(args.device), + valid_x.to(args.device), + valid_label.to(args.device), + ) + + # reset meta-parameter weights + model.reset_meta(size=train_x.size(0)) + + net_state_dict = torchopt.extract_state_dict(model) + optim_state_dict = torchopt.extract_state_dict(model_optimiser) + + for _ in range(1): + inner_loss = model.inner_loss(train_x, train_label) + model_optimiser.step(inner_loss) + + # caclulate outer_loss, deirve meta-gradient and normalise + outer_loss = model.outer_loss(valid_x, valid_label) + model.meta_weights = -torch.autograd.grad(outer_loss, model.meta_weights)[0] + model.meta_weights = torch.nn.ReLU()(model.meta_weights) + model.normalise() + + # log loss + running_valid_loss.append(outer_loss.item()) + writer.add_scalar('validation_loss', outer_loss.item(), step) + + # reset the model and model optimiser + torchopt.recover_state_dict(model, net_state_dict) + torchopt.recover_state_dict(model_optimiser, optim_state_dict) + + # reuse inner_adapt to conduct real update based on learned meta weights + inner_loss = model.inner_loss(train_x, train_label) + for _ in range(1): + inner_loss = model.inner_loss(train_x, train_label) + real_model_optimiser.zero_grad() + inner_loss.backward() + real_model_optimiser.step() + + running_train_loss.append(inner_loss.item()) + writer.add_scalar('weighted_train_loss', inner_loss.item(), step) + + if step % 10 == 0 and step > 0: + running_valid_mean = np.mean(np.array(running_valid_loss)) + running_train_mean = np.mean(np.array(running_train_loss)) + print( + 'EPOCH: {}, BATCH: {}, WEIGHTED_TRAIN_LOSS: {}, VALID_LOSS: {}'.format( + _epoch, idx, running_train_mean, running_valid_mean + ) + ) + running_valid_loss = [] + running_train_loss = [] + writer.add_scalar('running_valid_loss', running_valid_mean, step) + writer.add_scalar('running_train_loss', running_train_mean, step) + + step += 1 + + print('Beginning to Test') + model.eval() + train_acc = evaluate(train_loader, model, args) + test_acc = evaluate(test_loader, model, args) + model.train() + + writer.add_scalar('train_acc', train_acc, _epoch) + writer.add_scalar('test_acc', test_acc, _epoch) + test_acc_result.append(test_acc) + print('EPOCH: {}, TRAIN_ACC: {}, TEST_ACC: {}'.format(_epoch, train_acc, test_acc)) + return test_acc_result + + +def evaluate(data_loader, model, args): + running_accuracy = 0 + total = 0 + with torch.no_grad(): + for data in data_loader: + inputs, outputs = data + inputs, outputs = inputs.to(args.device), outputs.to(args.device) + predicted = model(inputs) + predicted[predicted >= 0.5] = 1.0 + predicted[predicted < 0.5] = 0.0 + total += outputs.size(0) + running_accuracy += (predicted == outputs).sum().item() + + accuracy = running_accuracy / total + return accuracy + + +def main(): + mnist_train = MNIST(root='./helper/mnist_data', download=True, train=True) + mnist_test = MNIST(root='./helper/mnist_data', download=True, train=False) + args = parse_args() + + assert args.algo in ['baseline', 'l2r', 'both'] + if args.algo == 'baseline': + run_baseline(args, mnist_train, mnist_test) + elif args.algo == 'l2r': + run_L2R(args, mnist_train, mnist_test) + else: + baseline_test_acc = run_baseline(args, mnist_train, mnist_test) + args = parse_args() + l2r_test_acc = run_L2R(args, mnist_train, mnist_test) + plot(baseline_test_acc, l2r_test_acc) + + +if __name__ == '__main__': + main() diff --git a/examples/L2R/result.png b/examples/L2R/result.png new file mode 100644 index 0000000000000000000000000000000000000000..6419764523a2a537fa58f5b0d01b8bef9a78ce48 GIT binary patch literal 34716 zcmd?RbyQVd^ftN=dFT+4ZUhw&kdQufBS=U}cS)Dh3P^{vfFK~!DIE&ZAkqTTAt4RY 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-0,0 +1,21 @@ +# LOLA-examples + +Code on LOLA a in paper [Learning with Opponent-Learning Awareness](https://arxiv.org/abs/1709.04326)] using TorchOpt. The LOLA learning rule includes a term that accounts for the impact of one agent's policy on the anticipated parameter update of the other agents. We use `MetaSGD` as the inner-loop optimizer. + +## Usage + +```bash +### Run LOLA +python3 lola_dice.py + +### After get the result.npy, run visualization code +python3 visualize.py +``` + +## Results + +The figure illustrate the experimental result. + +
+ +
diff --git a/examples/LOLA/helper/agent.py b/examples/LOLA/helper/agent.py new file mode 100644 index 00000000..8b30a983 --- /dev/null +++ b/examples/LOLA/helper/agent.py @@ -0,0 +1,52 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/alexis-jacq/LOLA_DiCE +# ============================================================================== + +import torch +import torch.nn as nn + +import torchopt + + +class theta_model(nn.Module): + def __init__(self, theta): + super().__init__() + self.theta = nn.Parameter(torch.tensor(theta.detach(), requires_grad=True)) + + +class Agent: + def __init__(self, args): + + self.args = args + # init theta and its optimizer + self.theta = nn.Parameter(torch.zeros(5, requires_grad=True)) + self.theta_optimizer = torch.optim.Adam((self.theta,), lr=args.lr_out) + + # init values and its optimizer + self.values = nn.Parameter(torch.zeros(5, requires_grad=True)) + self.value_optimizer = torch.optim.Adam((self.values,), lr=args.lr_v) + + self.set_virtual() + + def set_virtual(self): + self.virtual_theta = theta_model(self.theta) + self.virtual_optimiser = torchopt.MetaSGD(self.virtual_theta, lr=self.args.lr_in) + + def value_update(self, loss): + self.value_optimizer.zero_grad() + loss.backward() + self.value_optimizer.step() diff --git a/examples/LOLA/helper/argument.py b/examples/LOLA/helper/argument.py new file mode 100644 index 00000000..39618134 --- /dev/null +++ b/examples/LOLA/helper/argument.py @@ -0,0 +1,35 @@ +# Copyright 2022 MetaOPT Team. 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 argparse + + +def parse_args(): + parser = argparse.ArgumentParser([], description='LOLA') + + parser.add_argument('--seed', type=int, default=6666) + parser.add_argument('--lr_in', type=float, default=0.3, help='Inner Learning rate') + + parser.add_argument('--lr_out', type=float, default=0.2, help='Outer learning rate') + parser.add_argument('--lr_v', type=float, default=0.1, help='Learning rate of value function') + parser.add_argument('--gamma', type=float, default=0.96, help='Discount factor') + parser.add_argument('--n_update', type=int, default=100, help='Number of updates') + parser.add_argument('--n_lookaheads', type=int, default=1, help='Number of updates') + parser.add_argument('--len_rollout', type=int, default=150, help='Length of IPD') + parser.add_argument('--batch_size', type=int, default=1024, help='Natch size') + parser.add_argument('--use_baseline', action='store_false', default=True) + + args = parser.parse_args() + return args diff --git a/examples/LOLA/helper/env.py b/examples/LOLA/helper/env.py new file mode 100644 index 00000000..f1ef6e6f --- /dev/null +++ b/examples/LOLA/helper/env.py @@ -0,0 +1,98 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/alexis-jacq/LOLA_DiCE +# ============================================================================== + +import gym +import numpy as np +from gym.spaces import Discrete, Tuple + + +class OneHot(gym.Space): + """ + One-hot space. Used as the observation space. + """ + + def __init__(self, n): + self.n = n + + def sample(self): + return np.random.multinomial(1, [1.0 / self.n] * self.n) + + def contains(self, x): + return ( + isinstance(x, np.ndarray) + and x.shape == (self.n,) + and np.all(np.logical_or(x == 0, x == 1)) + and np.sum(x) == 1 + ) + + @property + def shape(self): + return (self.n,) + + def __repr__(self): + return 'OneHot(%d)' % self.n + + def __eq__(self, other): + return self.n == other.n + + +class IPD(gym.Env): + """ + A two-agent vectorized environment. + Possible actions for each agent are (C)ooperate and (D)efect. + """ + + # Possible actions + NUM_AGENTS = 2 + NUM_ACTIONS = 2 + NUM_STATES = 5 + + def __init__(self, max_steps, batch_size=1): + self.max_steps = max_steps + self.batch_size = batch_size + self.payout_mat = np.array([[-2, 0], [-3, -1]]) + self.states = np.array([[1, 2], [3, 4]]) + + self.action_space = Tuple([Discrete(self.NUM_ACTIONS) for _ in range(self.NUM_AGENTS)]) + self.observation_space = Tuple([OneHot(self.NUM_STATES) for _ in range(self.NUM_AGENTS)]) + self.available_actions = [ + np.ones((batch_size, self.NUM_ACTIONS), dtype=int) for _ in range(self.NUM_AGENTS) + ] + + self.step_count = None + + def reset(self): + self.step_count = 0 + init_state = np.zeros(self.batch_size) + observation = [init_state, init_state] + info = [{'available_actions': aa} for aa in self.available_actions] + return observation, info + + def step(self, action): + ac0, ac1 = action + self.step_count += 1 + + r0 = self.payout_mat[ac0, ac1] + r1 = self.payout_mat[ac1, ac0] + s0 = self.states[ac0, ac1] + s1 = self.states[ac1, ac0] + observation = [s0, s1] + reward = [r0, r1] + done = self.step_count == self.max_steps + info = [{'available_actions': aa} for aa in self.available_actions] + return observation, reward, done, info diff --git a/examples/LOLA/helper/utils.py b/examples/LOLA/helper/utils.py new file mode 100644 index 00000000..afa9e609 --- /dev/null +++ b/examples/LOLA/helper/utils.py @@ -0,0 +1,118 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/alexis-jacq/LOLA_DiCE +# ============================================================================== + +import numpy as np +import torch +from torch.distributions import Bernoulli + + +# evaluate the policy +def step(ipd, theta1, theta2, values1, values2, args): + # just to evaluate progress: + (s1, s2), _ = ipd.reset() + score1 = 0 + score2 = 0 + for t in range(args.len_rollout): + a1, lp1, v1 = act(s1, theta1, values1) + a2, lp2, v2 = act(s2, theta2, values2) + (s1, s2), (r1, r2), _, _ = ipd.step((a1, a2)) + # cumulate scores + score1 += np.mean(r1) / float(args.len_rollout) + score2 += np.mean(r2) / float(args.len_rollout) + return (score1, score2) + + +# dice operator +def magic_box(x): + return torch.exp(x - x.detach()) + + +# replay buffer +class Memory: + def __init__(self, args): + self.self_logprobs = [] + self.other_logprobs = [] + self.values = [] + self.rewards = [] + self.args = args + + def add(self, lp, other_lp, v, r): + self.self_logprobs.append(lp) + self.other_logprobs.append(other_lp) + self.values.append(v) + self.rewards.append(r) + + def dice_objective(self, use_baseline=True): + self_logprobs = torch.stack(self.self_logprobs, dim=1) + other_logprobs = torch.stack(self.other_logprobs, dim=1) + values = torch.stack(self.values, dim=1) + rewards = torch.stack(self.rewards, dim=1) + + # apply discount: + cum_discount = ( + torch.cumprod(self.args.gamma * torch.ones(*rewards.size()), dim=1) / self.args.gamma + ) + discounted_rewards = rewards * cum_discount + discounted_values = values * cum_discount + + # stochastics nodes involved in rewards dependencies: + dependencies = torch.cumsum(self_logprobs + other_logprobs, dim=1) + + # logprob of each stochastic nodes: + stochastic_nodes = self_logprobs + other_logprobs + + # dice objective: + dice_objective = torch.mean(torch.sum(magic_box(dependencies) * discounted_rewards, dim=1)) + + if use_baseline: + # variance_reduction: + baseline_term = torch.mean( + torch.sum((1 - magic_box(stochastic_nodes)) * discounted_values, dim=1) + ) + dice_objective = dice_objective + baseline_term + + return -dice_objective # want to minimize -objective + + def value_loss(self): + values = torch.stack(self.values, dim=1) + rewards = torch.stack(self.rewards, dim=1) + return torch.mean((rewards - values) ** 2) + + +def act(batch_states, theta, values): + batch_states = torch.from_numpy(batch_states).long() + probs = torch.sigmoid(theta)[batch_states] + m = Bernoulli(1 - probs) + actions = m.sample() + log_probs_actions = m.log_prob(actions) + return actions.numpy().astype(int), log_probs_actions, values[batch_states] + + +def sample(ipd, policy, value, args): + theta1, theta2 = policy + value1, value2 = value + (s1, s2), _ = ipd.reset() + memory_agent1 = Memory(args) + memory_agent2 = Memory(args) + for t in range(args.len_rollout): + a1, lp1, v1 = act(s1, theta1, value1) + a2, lp2, v2 = act(s2, theta2, value2) + (s1, s2), (r1, r2), _, _ = ipd.step((a1, a2)) + memory_agent1.add(lp1, lp2, v1, torch.from_numpy(r1).float()) + memory_agent2.add(lp2, lp1, v2, torch.from_numpy(r2).float()) + return memory_agent1, memory_agent2 diff --git a/examples/LOLA/lola_dice.py b/examples/LOLA/lola_dice.py new file mode 100644 index 00000000..7384244b --- /dev/null +++ b/examples/LOLA/lola_dice.py @@ -0,0 +1,121 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/alexis-jacq/LOLA_DiCE +# ============================================================================== + +import numpy as np +import torch + +from .helper.agent import Agent +from .helper.argument import parse_args +from .helper.env import IPD +from .helper.utils import sample, step + + +def main(args): + ipd = IPD(args.len_rollout, args.batch_size) + agent1, agent2 = Agent(args), Agent(args) + agent1_copy, agent2_copy = Agent(args), Agent(args) + n_lookaheads = args.n_lookaheads + joint_scores = [] + print('start iterations with', n_lookaheads, 'lookaheads:') + + for update in range(args.n_update): + # reset virtual update + agent1.set_virtual() + agent2.set_virtual() + + # agent 2 assumes that agent 1 conducts n-step lookahead + for _ in range(n_lookaheads): + memory1, memory2 = sample( + ipd, + [agent1.virtual_theta.theta, agent2.theta], + [agent1.values, agent2.values], + args, + ) + inner_loss = memory1.dice_objective(use_baseline=args.use_baseline) + agent1.virtual_optimiser.step(inner_loss) + + # agent 1 assumes that agent 2 conducts n-step lookahead + for _ in range(n_lookaheads): + memory1, memory2 = sample( + ipd, + [agent1.theta, agent2.virtual_theta.theta], + [agent1.values, agent2.values], + args, + ) + inner_loss = memory2.dice_objective(use_baseline=args.use_baseline) + agent2.virtual_optimiser.step(inner_loss) + + # update agent 1 + memory1, memory2 = sample( + ipd, + [agent1.theta, agent2.virtual_theta.theta], + [agent1.values, agent2.values], + args, + ) + outer_loss = memory1.dice_objective(use_baseline=args.use_baseline) + agent1.theta_optimizer.zero_grad() + outer_loss.backward(retain_graph=True) + agent1.theta_optimizer.step() + + # update agent 1 value function + v_loss = memory1.value_loss() + agent1.value_update(v_loss) + + # update agent 2 + memory1, memory2 = sample( + ipd, + [agent1.virtual_theta.theta, agent2.theta], + [agent1.values, agent2.values], + args, + ) + outer_loss = memory2.dice_objective(use_baseline=args.use_baseline) + agent2.theta_optimizer.zero_grad() + outer_loss.backward(retain_graph=True) + agent2.theta_optimizer.step() + + # update agent 2 value function + v_loss = memory2.value_loss() + agent2.value_update(v_loss) + + # evaluate progress: + score = step(ipd, agent1.theta, agent2.theta, agent1.values, agent2.values, args) + joint_scores.append(0.5 * (score[0] + score[1])) + + # print + if update % 10 == 0: + p1 = [p.item() for p in torch.sigmoid(agent1.theta)] + p2 = [p.item() for p in torch.sigmoid(agent2.theta)] + print( + 'update', + update, + 'score (%.3f,%.3f)' % (score[0], score[1]), + 'policy (agent1) = {%.3f, %.3f, %.3f, %.3f, %.3f}' + % (p1[0], p1[1], p1[2], p1[3], p1[4]), + ' (agent2) = {%.3f, %.3f, %.3f, %.3f, %.3f}' % (p2[0], p2[1], p2[2], p2[3], p2[4]), + ) + + return joint_scores + + +if __name__ == '__main__': + args = parse_args() + joint_score = dict() + for nla in range(3): + args.n_lookaheads = nla + joint_score[nla] = main(args) + np.save('result.npy', joint_score) diff --git a/examples/LOLA/result.png b/examples/LOLA/result.png new file mode 100644 index 0000000000000000000000000000000000000000..cf446ed9db33ece9d9f7b4677bf59ceba9fb2591 GIT binary patch literal 41346 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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. +# ============================================================================== +# This file is modified from: +# https://github.com/tristandeleu/pytorch-maml-rl + +import gym +import numpy as np +from gym import spaces +from gym.utils import seeding +from gym.wrappers.time_limit import TimeLimit + + +class TabularMDPEnv(gym.Env): + """Tabular MDP problems, as described in [1]. + + At each time step, the agent chooses one of `num_actions` actions, say `i`, + receives a reward sampled from a Normal distribution with mean `m_i` and + variance 1 (fixed across all tasks), and reaches a new state following the + dynamics of the Markov Decision Process (MDP). The tabular MDP tasks are + generated by sampling the mean rewards from a Normal distribution with mean + 1 and variance 1, and sampling the transition probabilities from a uniform + Dirichlet distribution (ie. with parameter 1). + + [1] Yan Duan, John Schulman, Xi Chen, Peter L. Bartlett, Ilya Sutskever, + Pieter Abbeel, "RL2: Fast Reinforcement Learning via Slow Reinforcement + Learning", 2016 (https://arxiv.org/abs/1611.02779) + """ + + def __init__(self, num_states, num_actions, max_episode_steps, seed, task={}): + super(TabularMDPEnv, self).__init__() + self.max_episode_steps = max_episode_steps + self.num_states = num_states + self.num_actions = num_actions + + self.action_space = spaces.Discrete(num_actions) + self.observation_space = spaces.Box( + low=0.0, high=1.0, shape=(num_states,), dtype=np.float32 + ) + + self._task = task + self._transitions = task.get( + 'transitions', + np.full((num_states, num_actions, num_states), 1.0 / num_states, dtype=np.float32), + ) + self._rewards_mean = task.get( + 'rewards_mean', np.zeros((num_states, num_actions), dtype=np.float32) + ) + self._state = 0 + self._elapsed_steps = None + + self.seed(seed) + + def seed(self, seed=None): + self.np_random, seed = seeding.np_random(seed) + return [seed] + + def sample_tasks(self, num_tasks): + transitions = self.np_random.dirichlet( + np.ones(self.num_states), size=(num_tasks, self.num_states, self.num_actions) + ) + rewards_mean = self.np_random.normal( + 1.0, 1.0, size=(num_tasks, self.num_states, self.num_actions) + ) + tasks = [ + {'transitions': transition, 'rewards_mean': reward_mean} + for (transition, reward_mean) in zip(transitions, rewards_mean) + ] + return tasks + + def reset_task(self, task): + self._task = task + self._transitions = task['transitions'] + self._rewards_mean = task['rewards_mean'] + + def reset(self): + # From [1]: "an episode always starts on the first state" + self._state = 0 + observation = np.zeros(self.num_states, dtype=np.float32) + observation[self._state] = 1.0 + self._elapsed_steps = 0 + + return observation + + def step(self, action): + assert self.action_space.contains(action) + mean = self._rewards_mean[self._state, action] + reward = self.np_random.normal(mean, 1.0) + + self._state = self.np_random.choice( + self.num_states, p=self._transitions[self._state, action] + ) + observation = np.zeros(self.num_states, dtype=np.float32) + observation[self._state] = 1.0 + self._elapsed_steps += 1 + if self._elapsed_steps >= self.max_episode_steps: + done = True + else: + done = False + return observation, reward, done, {'task': self._task} diff --git a/examples/MAML-RL/helpers/__init__.py b/examples/MAML-RL/helpers/__init__.py new file mode 100644 index 00000000..46e24f1d --- /dev/null +++ b/examples/MAML-RL/helpers/__init__.py @@ -0,0 +1,24 @@ +# Copyright 2022 MetaOPT Team. 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. + +# This file is modified from: +# https://github.com/tristandeleu/pytorch-maml-rl +from gym.envs.registration import register + + +register( + 'TabularMDP-v0', + entry_point='helpers.Tabular_mdp:TabularMDPEnv', + kwargs={'num_states': 10, 'num_actions': 5, 'max_episode_steps': 10, 'seed': 1}, +) diff --git a/examples/MAML-RL/helpers/policy.py b/examples/MAML-RL/helpers/policy.py new file mode 100644 index 00000000..ab02a908 --- /dev/null +++ b/examples/MAML-RL/helpers/policy.py @@ -0,0 +1,99 @@ +# Copyright 2022 MetaOPT Team. 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. + +# This file is modified from: +# https://github.com/tristandeleu/pytorch-maml-rl + +import torch +import torch.nn as nn +from torch.distributions import Categorical +from torchrl.modules import ( + ActorValueOperator, + OneHotCategorical, + ProbabilisticActor, + TDModule, + ValueOperator, +) + + +class Backbone(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super(Backbone, self).__init__() + self.torso = nn.Sequential( + nn.Linear(input_size, 32), + nn.ReLU(), + nn.Linear(32, 32), + nn.ReLU(), + ) + + def forward(self, inputs, params=None): + embedding = self.torso(inputs) + return embedding + + +class CategoricalSubNet(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super().__init__() + self.policy_head = nn.Linear(32, output_size) + + def forward(self, embedding, params=None): + logits = self.policy_head(embedding) + return logits + + +class ValueSubNet(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super().__init__() + self.value_head = nn.Linear(32, 1) + + def forward(self, embedding, params=None): + value = self.value_head(embedding) + return value + + +class ActorCritic(ActorValueOperator): + def __init__(self, input_size, output_size): + super().__init__( + TDModule( + spec=None, + module=Backbone(input_size, output_size), + in_keys=['observation'], + out_keys=['hidden'], + ), + ProbabilisticActor( + spec=None, + module=CategoricalSubNet(input_size, output_size), + distribution_class=OneHotCategorical, + return_log_prob=False, + in_keys=['hidden'], + out_keys=['action'], + default_interaction_mode='random', + ), + ValueOperator( + module=ValueSubNet(input_size, output_size), + in_keys=['hidden'], + ), + ) diff --git a/examples/MAML-RL/helpers/policy_old.py b/examples/MAML-RL/helpers/policy_old.py new file mode 100644 index 00000000..bc8ef1ab --- /dev/null +++ b/examples/MAML-RL/helpers/policy_old.py @@ -0,0 +1,48 @@ +# Copyright 2022 MetaOPT Team. 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. + +# This file is modified from: +# https://github.com/tristandeleu/pytorch-maml-rl + +import torch +import torch.nn as nn +from torch.distributions import Categorical + + +class CategoricalMLPPolicy(nn.Module): + """Policy network based on a multi-layer perceptron (MLP), with a + `Categorical` distribution output. This policy network can be used on tasks + with discrete action spaces (eg. `TabularMDPEnv`). + """ + + def __init__( + self, + input_size, + output_size, + ): + super(CategoricalMLPPolicy, self).__init__() + self.torso = nn.Sequential( + nn.Linear(input_size, 32), + nn.ReLU(), + nn.Linear(32, 32), + nn.ReLU(), + ) + self.policy_head = nn.Linear(32, output_size) + self.value_head = nn.Linear(32, 1) + + def forward(self, inputs, params=None): + embedding = self.torso(inputs) + logits = self.policy_head(embedding) + values = self.value_head(embedding) + return Categorical(logits=logits), values diff --git a/examples/MAML-RL/maml.png b/examples/MAML-RL/maml.png new file mode 100644 index 0000000000000000000000000000000000000000..8aaad571011b668bfed90e354471368613e6e10a GIT binary patch literal 52677 zcmY&<18`(rv~EX}j-5>GOl;e>F|ln;oOCp?ZO+8DZOz1XCbpB;|GlqX)!S9O`c$9B z>D}wBwLa`fWko3@cszIj0DvSTEv^axKxBa@0`Lp?8I%vY4)6nyn}oKTnxloAr?HDU zK*89}$LQiOK%|y@1it#gd6GWLF#fA#hI8 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zqP3zSTb!#Lr`U}oKa*en?2y(PMGD_$hzS$tyzh4jIb!h{7DZgZC4{Y`L$>%i@R*== z-K!>ZhC45|OiD6Np?3zYBlQiA$DUigEEqjd9aAM>26FU0Bd}1yhHR*D7O?O)xcNKI za%b6VfKfY9Q!YdJLMuQsfl-8;)Tfk+Qe-CtD~@C|~@oCN#+&*a_TDc@mW5*hp{F8jYV@i^06@nyfs`hWWV^Z(WT1*dxh>&LdZ zA15#y9!Lk3S>@#x-dB0zJo@BoxvIpi6VF}f@(@49D-4}Gs#d%V761>j+}FGVjkIsm%n=DpOv|+bB5+oVl2tLg^F~jU0DUW5$_S}2RfU$_YFO= zk1y#xb|U#$L|EOauv>9l5vvNvKd*Nnp*O?auK4gD4wrMMxMFVf$teqmhbO7s3Uhaf zII7_x(8v1S_X1zGda;{{Ms6|+y-<;pn4VKG@2dXPnEhZ{*qN+qZ$-&QK<%KjAEFNA z1Gm7i6Ny|qaqS(a+}jcq9?3do9lW^f|2z&k0vrVGnaJ5X^E7i9NwtG_6he?`o}V2( z)#u#i%CbWDXyXbsy1jNJ6W}0dj9L(?4ssrZ!*FiuIP2}5+m)3p5daOi2*83VE3*@6^uHxi%VFjk^ux1(CsKJYCOBp5kfZeJG23q zpP#AIUMlGP(G_`SNcsVOMEXWBseXwexXAD6B;UuOG>Pt7nJ%8a<|f?L^Z z%iYnFb$fKMMX>&C;M&EPxGYA(o@3-gtz9#f zi=JnCp|{H*mlGGr2TgVxqzZHK@QrY1d)Xw)XtD|Q zl-&CkziM48G6Z0eL4pvq?vc=1O%4Zf_t8+qJcI(k?Y2;2MLC|Xu|g}X<_toos@p?H z)x6t%>8Om0rE{!S8P7=Gl%P#?OBp%~%Pl7|t?<#6A?7+FK;uMO-srp)|5&$>gH z=gc|tb@+I$7WO0`f43PH?LwgBp3z`dBKPFJ~0-g%NUG6dA~F;F{M&M?SeD z1tAE31Umh#U9AJl+3f`arZj@7dozgo8ob#b4>>W;egj>40ei7C2Z@ErewS>&y0$+l usXE0ip7qj)O8zq5ZVf%r-t#`3nW + +#include + +#include "include/common.h" + +namespace torchopt { +TensorArray<3> adamForwardInplace(const torch::Tensor& updates, + const torch::Tensor& mu, + const torch::Tensor& nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count); + +torch::Tensor adamForwardMu(const torch::Tensor& updates, + const torch::Tensor& mu, const float b1); + +torch::Tensor adamForwardNu(const torch::Tensor& updates, + const torch::Tensor& nu, const float b2); + +torch::Tensor adamForwardUpdates(const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count); + +TensorArray<2> adamBackwardMu(const torch::Tensor& dmu, + const torch::Tensor& updates, + const torch::Tensor& mu, const float b1); + +TensorArray<2> adamBackwardNu(const torch::Tensor& dnu, + const torch::Tensor& updates, + const torch::Tensor& nu, const float b2); + +TensorArray<2> adamBackwardUpdates(const torch::Tensor& dupdates, + const torch::Tensor& updates, + const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const int count); +} // namespace torchopt diff --git a/include/adam_op/adam_op_impl.cuh b/include/adam_op/adam_op_impl.cuh new file mode 100644 index 00000000..c9dcba85 --- /dev/null +++ b/include/adam_op/adam_op_impl.cuh @@ -0,0 +1,56 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#pragma once +#include + +#include + +#include "include/common.h" + +namespace torchopt { +TensorArray<3> adamForwardInplaceCUDA(const torch::Tensor &updates, + const torch::Tensor &mu, + const torch::Tensor &nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count); + +torch::Tensor adamForwardMuCUDA(const torch::Tensor &updates, + const torch::Tensor &mu, const float b1); + +torch::Tensor adamForwardNuCUDA(const torch::Tensor &updates, + const torch::Tensor &nu, const float b2); + +torch::Tensor adamForwardUpdatesCUDA(const torch::Tensor &new_mu, + const torch::Tensor &new_nu, + const float b1, const float b2, + const float eps, const float eps_root, + const int count); + +TensorArray<2> adamBackwardMuCUDA(const torch::Tensor &dmu, + const torch::Tensor &updates, + const torch::Tensor &mu, const float b1); + +TensorArray<2> adamBackwardNuCUDA(const torch::Tensor &dnu, + const torch::Tensor &updates, + const torch::Tensor &nu, const float b2); + +TensorArray<2> adamBackwardUpdatesCUDA(const torch::Tensor &dupdates, + const torch::Tensor &updates, + const torch::Tensor &new_mu, + const torch::Tensor &new_nu, + const float b1, const float b2, + const int count); +} // namespace torchopt diff --git a/include/adam_op/adam_op_impl.h b/include/adam_op/adam_op_impl.h new file mode 100644 index 00000000..87562fb1 --- /dev/null +++ b/include/adam_op/adam_op_impl.h @@ -0,0 +1,55 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#pragma once +#include + +#include + +#include "include/common.h" + +namespace torchopt { +TensorArray<3> adamForwardInplaceCPU(const torch::Tensor& updates, + const torch::Tensor& mu, + const torch::Tensor& nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count); + +torch::Tensor adamForwardMuCPU(const torch::Tensor& updates, + const torch::Tensor& mu, const float b1); + +torch::Tensor adamForwardNuCPU(const torch::Tensor& updates, + const torch::Tensor& nu, const float b2); + +torch::Tensor adamForwardUpdatesCPU(const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count); + +TensorArray<2> adamBackwardMuCPU(const torch::Tensor& dmu, + const torch::Tensor& updates, + const torch::Tensor& mu, const float b1); + +TensorArray<2> adamBackwardNuCPU(const torch::Tensor& dnu, + const torch::Tensor& updates, + const torch::Tensor& nu, const float b2); + +TensorArray<2> adamBackwardUpdatesCPU(const torch::Tensor& dupdates, + const torch::Tensor& updates, + const torch::Tensor& new_mu, + const torch::Tensor& new_nu, + const float b1, const float b2, + const int count); +} // namespace torchopt diff --git a/include/common.h b/include/common.h new file mode 100644 index 00000000..e4362013 --- /dev/null +++ b/include/common.h @@ -0,0 +1,24 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#pragma once +#include + +#include + +namespace torchopt { +template +using TensorArray = std::array; +} diff --git a/include/utils.h b/include/utils.h new file mode 100644 index 00000000..92f9bad0 --- /dev/null +++ b/include/utils.h @@ -0,0 +1,34 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#pragma once +#include + +#include + +#ifndef __forceinline__ +#define __forceinline__ __inline__ __attribute__((always_inline)) +#endif + +namespace torchopt { +__forceinline__ size_t getTensorPlainSize(const torch::Tensor& tensor) { + const auto dim = tensor.dim(); + size_t n = 1; + for (std::decay_t i = 0; i < dim; ++i) { + n *= tensor.size(i); + } + return n; +} +} // namespace torchopt diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 00000000..21fb120c --- /dev/null +++ b/requirements.txt @@ -0,0 +1,5 @@ +torch == 1.12 +jax[cpu] >= 0.3 +numpy +graphviz +typing-extensions diff --git a/setup.cfg b/setup.cfg new file mode 100644 index 00000000..c3438afe --- /dev/null +++ b/setup.cfg @@ -0,0 +1,42 @@ +[black] +line-length = 100 +skip-string-normalization = True +target_version = ["py37"] + +[flake8] +exclude = + .git +indent_size = 4 + +[pydocstyle] +convention = google + +[isort] +profile = black +py_version=37 +indent = 4 +line_length = 100 +lines_after_imports = 2 +multi_line_output = 3 + +[mypy] +allow_redefinition = True +check_untyped_defs = True +disallow_incomplete_defs = False +disallow_untyped_defs = False +ignore_missing_imports = True +no_implicit_optional = True +pretty = True +show_error_codes = True +show_error_context = True +show_traceback = True +strict_equality = True +strict_optional = True +warn_no_return = True +warn_redundant_casts = True +warn_unreachable = True +warn_unused_configs = True +warn_unused_ignores = True + +[doc8] +max-line-length = 1000 diff --git a/setup.py b/setup.py new file mode 100644 index 00000000..f399e14d --- /dev/null +++ b/setup.py @@ -0,0 +1,130 @@ +import os +import pathlib +import shutil +import sys + +from setuptools import find_packages, setup + + +try: + from pybind11.setup_helpers import Pybind11Extension as Extension + from pybind11.setup_helpers import build_ext +except ImportError: + from setuptools import Extension + from setuptools.command.build_ext import build_ext + +HERE = pathlib.Path(__file__).absolute().parent + +sys.path.insert(0, str(HERE / 'torchopt')) +import version # noqa + + +class CMakeExtension(Extension): + def __init__(self, name, source_dir='.', **kwargs): + super().__init__(name, sources=[], **kwargs) + self.source_dir = os.path.abspath(source_dir) + + +class cmake_build_ext(build_ext): + def build_extension(self, ext): + if not isinstance(ext, CMakeExtension): + super().build_extension(ext) + return + + import pybind11 + from torch.utils import cpp_extension + + cmake = shutil.which('cmake') + if cmake is None: + raise RuntimeError('Cannot find CMake executable.') + + build_temp = pathlib.Path(self.build_temp) + build_temp.mkdir(parents=True, exist_ok=True) + + config = 'Debug' if self.debug else 'Release' + + extdir = os.path.abspath(os.path.dirname(self.get_ext_fullpath(ext.name))) + print(self.get_ext_fullpath(ext.name)) + + PYTHON_INCLUDE_DIR = ';'.join(self.include_dirs) + TORCH_INCLUDE_PATH = ';'.join(cpp_extension.include_paths()) + TORCH_LIBRARY_PATH = ';'.join(cpp_extension.library_paths()) + + cmake_args = [ + f'-DCMAKE_BUILD_TYPE={config}', + f'-DCMAKE_LIBRARY_OUTPUT_DIRECTORY_{config.upper()}={extdir}', + f'-DCMAKE_ARCHIVE_OUTPUT_DIRECTORY_{config.upper()}={self.build_temp}', + f'-DPYTHON_EXECUTABLE={sys.executable}', + f'-DPYBIND11_CMAKE_DIR={pybind11.get_cmake_dir()}', + f'-DPYTHON_INCLUDE_DIR={PYTHON_INCLUDE_DIR}', + f'-DTORCH_INCLUDE_PATH={TORCH_INCLUDE_PATH}', + f'-DTORCH_LIBRARY_PATH={TORCH_LIBRARY_PATH}', + ] + + build_args = ['--config', config] + + if ( + 'CMAKE_BUILD_PARALLEL_LEVEL' not in os.environ + and hasattr(self, 'parallel') + and self.parallel + ): + build_args.append(f'-j{self.parallel}') + + try: + os.chdir(build_temp) + self.spawn(['cmake', ext.source_dir] + cmake_args) + if not self.dry_run: + self.spawn(['cmake', '--build', '.'] + build_args) + finally: + os.chdir(HERE) + + +setup( + name='torchopt', + version=version.__version__, + author='TorchOpt Contributors', + author_email='jieren9806@gmail.com, xidong.feng.20@ucl.ac.uk, benjaminliu.eecs@gmail.com', + description='A Jax-style optimizer for PyTorch.', + long_description=open('README.md', encoding='utf8').read(), + long_description_content_type='text/markdown', + license='Apache License Version 2.0', + keywords='Meta-Learning, PyTorch, Optimizer', + url='https://github.com/metaopt/TorchOpt', + packages=find_packages(include=['torchopt', 'torchopt.*']), + package_data={'sharedlib': ['_lib/*.so']}, + include_package_data=True, + cmdclass={'build_ext': cmake_build_ext}, + ext_modules=[CMakeExtension('torchopt._lib.adam_op', source_dir=HERE)], + setup_requires=[ # for `torch.utils.cpp_extension` + 'torch == 1.12', + 'numpy', + 'pybind11', + ], + install_requires=[ + 'torch == 1.12', + 'jax[cpu] >= 0.3', + 'numpy', + 'graphviz', + 'typing-extensions', + ], + python_requires='>= 3.7', + classifiers=[ + # How mature is this project? Common values are + # 3 - Alpha + # 4 - Beta + # 5 - Production/Stable + 'Development Status :: 4 - Beta', + # Indicate who your project is intended for + 'Intended Audience :: Science/Research', + 'Intended Audience :: Developers', + 'Topic :: Scientific/Engineering :: Artificial Intelligence', + # Pick your license as you wish (should match "license" above) + 'License :: OSI Approved :: Apache Software License', + # Specify the Python versions you support here. In particular, ensure + # that you indicate whether you support Python 2, Python 3 or both. + 'Programming Language :: Python :: 3.7', + 'Programming Language :: Python :: 3.8', + 'Programming Language :: Python :: 3.9', + 'Programming Language :: Python :: 3.10', + ], +) diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt new file mode 100644 index 00000000..3b42934e --- /dev/null +++ b/src/CMakeLists.txt @@ -0,0 +1,16 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== + +add_subdirectory(adam_op) diff --git a/src/adam_op/CMakeLists.txt b/src/adam_op/CMakeLists.txt new file mode 100644 index 00000000..cea0371b --- /dev/null +++ b/src/adam_op/CMakeLists.txt @@ -0,0 +1,50 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== + +# add_library( +# adam_op_CUDA SHARED +# adam_op_impl.cu +# ) + +# target_link_libraries( +# adam_op_CUDA +# ${TORCH_LIBRARIES} +# ) + +# add_library( +# adam_op_CPU SHARED +# adam_op_impl.cpp +# ) + +# target_link_libraries( +# adam_op_CPU +# ${TORCH_LIBRARIES} +# ) + +# pybind11_add_module(adam_op adam_op.cpp) + +# target_link_libraries( +# adam_op PRIVATE +# adam_op_CPU +# adam_op_CUDA +# ${TORCH_LIBRARIES} +# ) + +pybind11_add_module(adam_op adam_op.cpp adam_op_impl.cpp adam_op_impl.cu) + +target_link_libraries( + adam_op PRIVATE + ${TORCH_LIBRARIES} +) diff --git a/src/adam_op/adam_op.cpp b/src/adam_op/adam_op.cpp new file mode 100644 index 00000000..a11c0116 --- /dev/null +++ b/src/adam_op/adam_op.cpp @@ -0,0 +1,123 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#include "include/adam_op/adam_op.h" + +#include +#include + +#include "include/adam_op/adam_op_impl.cuh" +#include "include/adam_op/adam_op_impl.h" + +namespace torchopt { +TensorArray<3> adamForwardInplace(const torch::Tensor& updates, + const torch::Tensor& mu, + const torch::Tensor& nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count) { + if (updates.device().is_cuda()) { + return adamForwardInplaceCUDA(updates, mu, nu, b1, b2, eps, eps_root, + count); + } else if (updates.device().is_cpu()) { + return adamForwardInplaceCPU(updates, mu, nu, b1, b2, eps, eps_root, count); + } else { + throw std::runtime_error("Not implemented"); + } +} +torch::Tensor adamForwardMu(const torch::Tensor& updates, + const torch::Tensor& mu, const float b1) { + if (updates.device().is_cuda()) { + return adamForwardMuCUDA(updates, mu, b1); + } else if (updates.device().is_cpu()) { + return adamForwardMuCPU(updates, mu, b1); + } else { + throw std::runtime_error("Not implemented"); + } +} + +torch::Tensor adamForwardNu(const torch::Tensor& updates, + const torch::Tensor& nu, const float b2) { + if (updates.device().is_cuda()) { + return adamForwardNuCUDA(updates, nu, b2); + } else if (updates.device().is_cpu()) { + return adamForwardNuCPU(updates, nu, b2); + } else { + throw std::runtime_error("Not implemented"); + } +} + +torch::Tensor adamForwardUpdates(const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count) { + if (new_mu.device().is_cuda()) { + return adamForwardUpdatesCUDA(new_mu, new_nu, b1, b2, eps, eps_root, count); + } else if (new_mu.device().is_cpu()) { + return adamForwardUpdatesCPU(new_mu, new_nu, b1, b2, eps, eps_root, count); + } else { + throw std::runtime_error("Not implemented"); + } +} + +TensorArray<2> adamBackwardMu(const torch::Tensor& dmu, + const torch::Tensor& updates, + const torch::Tensor& mu, const float b1) { + if (dmu.device().is_cuda()) { + return adamBackwardMuCUDA(dmu, updates, mu, b1); + } else if (dmu.device().is_cpu()) { + return adamBackwardMuCPU(dmu, updates, mu, b1); + } else { + throw std::runtime_error("Not implemented"); + } +} + +TensorArray<2> adamBackwardNu(const torch::Tensor& dnu, + const torch::Tensor& updates, + const torch::Tensor& nu, const float b2) { + if (dnu.device().is_cuda()) { + return adamBackwardNuCUDA(dnu, updates, nu, b2); + } else if (dnu.device().is_cpu()) { + return adamBackwardNuCPU(dnu, updates, nu, b2); + } else { + throw std::runtime_error("Not implemented"); + } +} + +TensorArray<2> adamBackwardUpdates(const torch::Tensor& dupdates, + const torch::Tensor& updates, + const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const int count) { + if (dupdates.device().is_cuda()) { + return adamBackwardUpdatesCUDA(dupdates, updates, new_mu, new_nu, b1, b2, + count); + } else if (dupdates.device().is_cpu()) { + return adamBackwardUpdatesCPU(dupdates, updates, new_mu, new_nu, b1, b2, + count); + } else { + throw std::runtime_error("Not implemented"); + } +} +} // namespace torchopt + +PYBIND11_MODULE(adam_op, m) { + m.def("forward_", &torchopt::adamForwardInplace); + m.def("forwardMu", &torchopt::adamForwardMu); + m.def("forwardNu", &torchopt::adamForwardNu); + m.def("forwardUpdates", &torchopt::adamForwardUpdates); + m.def("backwardMu", &torchopt::adamBackwardMu); + m.def("backwardNu", &torchopt::adamBackwardNu); + m.def("backwardUpdates", &torchopt::adamBackwardUpdates); +} diff --git a/src/adam_op/adam_op_impl.cpp b/src/adam_op/adam_op_impl.cpp new file mode 100644 index 00000000..16be5251 --- /dev/null +++ b/src/adam_op/adam_op_impl.cpp @@ -0,0 +1,310 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#include "include/adam_op/adam_op_impl.h" + +#include +#include + +#include + +#include "include/utils.h" + +namespace torchopt { +using std::size_t; +namespace { +template +void adamForwardInplaceCPUKernel( + const other_t b1, const other_t inv_one_minus_pow_b1, const other_t b2, + const other_t inv_one_minus_pow_b2, const other_t eps, + const other_t eps_root, const size_t n, scalar_t* __restrict__ updates_ptr, + scalar_t* __restrict__ mu_ptr, scalar_t* __restrict__ nu_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t updates = updates_ptr[tid]; + const scalar_t mu = mu_ptr[tid]; + const scalar_t nu = nu_ptr[tid]; + + const scalar_t mu_out = b1 * mu + (1 - b1) * updates; + const scalar_t nu_out = b2 * nu + (1 - b2) * updates * updates; + const scalar_t updates_out = + mu_out * inv_one_minus_pow_b1 / + (sqrt(nu_out * inv_one_minus_pow_b2 + eps_root) + eps); + + mu_ptr[tid] = mu_out; + nu_ptr[tid] = nu_out; + updates_ptr[tid] = updates_out; + } +} +} // namespace + +TensorArray<3> adamForwardInplaceCPU(const torch::Tensor& updates, + const torch::Tensor& mu, + const torch::Tensor& nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count) { + using other_t = float; + const float inv_one_minus_pow_b1 = 1 / (1 - std::pow(b1, count)); + const float inv_one_minus_pow_b2 = 1 / (1 - std::pow(b2, count)); + + const size_t n = getTensorPlainSize(updates); + AT_DISPATCH_FLOATING_TYPES( + updates.scalar_type(), "adamForwardInplaceCPU", ([&] { + adamForwardInplaceCPUKernel( + b1, inv_one_minus_pow_b1, b2, inv_one_minus_pow_b2, eps, eps_root, + n, updates.data_ptr(), mu.data_ptr(), + nu.data_ptr()); + })); + return TensorArray<3>{updates, mu, nu}; +} + +namespace { +template +void adamForwardMuCPUKernel(const scalar_t* __restrict__ updates_ptr, + const scalar_t* __restrict__ mu_ptr, + const other_t b1, const size_t n, + scalar_t* __restrict__ mu_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t updates = updates_ptr[tid]; + const scalar_t mu = mu_ptr[tid]; + const scalar_t mu_out = b1 * mu + (1 - b1) * updates; + mu_out_ptr[tid] = mu_out; + } +} +} // namespace + +torch::Tensor adamForwardMuCPU(const torch::Tensor& updates, + const torch::Tensor& mu, const float b1) { + using other_t = float; + + auto mu_out = torch::empty_like(mu); + + const size_t n = getTensorPlainSize(updates); + AT_DISPATCH_FLOATING_TYPES(updates.scalar_type(), "adamForwardMuCPU", ([&] { + adamForwardMuCPUKernel( + updates.data_ptr(), + mu.data_ptr(), b1, n, + mu_out.data_ptr()); + })); + return mu_out; +} + +namespace { +template +void adamForwardNuCPUKernel(const scalar_t* __restrict__ updates_ptr, + const scalar_t* __restrict__ nu_ptr, + const other_t b2, const size_t n, + scalar_t* __restrict__ nu_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t updates = updates_ptr[tid]; + const scalar_t nu = nu_ptr[tid]; + + const scalar_t nu_out = b2 * nu + (1 - b2) * pow(updates, 2); + nu_out_ptr[tid] = nu_out; + } +} +} // namespace + +torch::Tensor adamForwardNuCPU(const torch::Tensor& updates, + const torch::Tensor& nu, const float b2) { + using other_t = float; + + auto nu_out = torch::empty_like(nu); + + const size_t n = getTensorPlainSize(updates); + AT_DISPATCH_FLOATING_TYPES(updates.scalar_type(), "adamForwardNuCPU", ([&] { + adamForwardNuCPUKernel( + updates.data_ptr(), + nu.data_ptr(), b2, n, + nu_out.data_ptr()); + })); + return nu_out; +} + +namespace { +template +void adamForwardUpdatesCPUKernel(const scalar_t* __restrict__ new_mu_ptr, + const scalar_t* __restrict__ new_nu_ptr, + const other_t inv_one_minus_pow_b1, + const other_t inv_one_minus_pow_b2, + const other_t eps, const other_t eps_root, + const size_t n, + scalar_t* __restrict__ updates_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t new_mu = new_mu_ptr[tid]; + const scalar_t new_nu = new_nu_ptr[tid]; + const scalar_t mu_hat = new_mu * inv_one_minus_pow_b1; + const scalar_t nu_hat = new_nu * inv_one_minus_pow_b2; + updates_out_ptr[tid] = mu_hat / (sqrt(nu_hat + eps_root) + eps); + } +} +} // namespace + +torch::Tensor adamForwardUpdatesCPU(const torch::Tensor& new_mu, + const torch::Tensor& new_nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count) { + using other_t = float; + + auto updates_out = torch::empty_like(new_mu); + + const other_t one_minus_pow_b1 = 1 - std::pow(b1, count); + const other_t inv_one_minus_pow_b1 = 1 / one_minus_pow_b1; + const other_t one_minus_pow_b2 = 1 - std::pow(b2, count); + const other_t inv_one_minus_pow_b2 = 1 / one_minus_pow_b2; + + const size_t n = getTensorPlainSize(new_mu); + AT_DISPATCH_FLOATING_TYPES( + new_mu.scalar_type(), "adamForwardUpdatesCPU", ([&] { + adamForwardUpdatesCPUKernel( + new_mu.data_ptr(), new_nu.data_ptr(), + inv_one_minus_pow_b1, inv_one_minus_pow_b2, eps, eps_root, n, + updates_out.data_ptr()); + })); + return updates_out; +} + +namespace { +template +void adamBackwardMuCPUKernel(const scalar_t* __restrict__ dmu_ptr, + const other_t b1, const size_t n, + scalar_t* __restrict__ dupdates_out_ptr, + scalar_t* __restrict__ dmu_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t dmu = dmu_ptr[tid]; + + dupdates_out_ptr[tid] = (1 - b1) * dmu; + dmu_out_ptr[tid] = b1 * dmu; + } +} +} // namespace + +TensorArray<2> adamBackwardMuCPU(const torch::Tensor& dmu, + const torch::Tensor& updates, + const torch::Tensor& mu, const float b1) { + using other_t = float; + + auto dupdates_out = torch::empty_like(updates); + auto dmu_out = torch::empty_like(mu); + + const size_t n = getTensorPlainSize(dmu); + AT_DISPATCH_FLOATING_TYPES(dmu.scalar_type(), "adamBackwardMuCPU", ([&] { + adamBackwardMuCPUKernel( + dmu.data_ptr(), b1, n, + dupdates_out.data_ptr(), + dmu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dupdates_out), std::move(dmu_out)}; +} + +namespace { +template +void adamBackwardNuCPUKernel(const scalar_t* __restrict__ dnu_ptr, + const scalar_t* __restrict__ updates_ptr, + const other_t b2, const size_t n, + scalar_t* __restrict__ dupdates_out_ptr, + scalar_t* __restrict__ dnu_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t dnu = dnu_ptr[tid]; + const scalar_t updates = updates_ptr[tid]; + + dupdates_out_ptr[tid] = 2 * (1 - b2) * updates * dnu; + dnu_out_ptr[tid] = b2 * dnu; + } +} +} // namespace + +TensorArray<2> adamBackwardNuCPU(const torch::Tensor& dnu, + const torch::Tensor& updates, + const torch::Tensor& nu, const float b2) { + using other_t = float; + + auto dupdates_out = torch::empty_like(updates); + auto dnu_out = torch::empty_like(nu); + + const size_t n = getTensorPlainSize(dnu); + AT_DISPATCH_FLOATING_TYPES( + dnu.scalar_type(), "adamForwardNuCPU", ([&] { + adamBackwardNuCPUKernel( + dnu.data_ptr(), updates.data_ptr(), b2, n, + dupdates_out.data_ptr(), dnu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dupdates_out), std::move(dnu_out)}; +} + +namespace { +template +void adamBackwardUpdatesCPUKernel(const scalar_t* __restrict__ dupdates_ptr, + const scalar_t* __restrict__ updates_ptr, + const scalar_t* __restrict__ new_mu_ptr, + const other_t one_minus_pow_b1, + const other_t inv_one_minus_pow_b2, + const size_t n, + scalar_t* __restrict__ dnew_mu_out_ptr, + scalar_t* __restrict__ dnew_nu_out_ptr) { +#pragma omp parallel for num_threads(32) + for (size_t tid = 0; tid < n; ++tid) { + const scalar_t dupdates = dupdates_ptr[tid]; + const scalar_t updates = updates_ptr[tid]; + const scalar_t new_mu = new_mu_ptr[tid]; + + if (new_mu == 0) { + dnew_mu_out_ptr[tid] = 0; + dnew_nu_out_ptr[tid] = 0; + continue; + } + + const scalar_t updates_div_new_mu = updates / new_mu; + + const scalar_t denominator = updates_div_new_mu * one_minus_pow_b1; + + dnew_mu_out_ptr[tid] = dupdates * updates_div_new_mu; + dnew_nu_out_ptr[tid] = -dupdates * updates * denominator * 0.5 * + inv_one_minus_pow_b2 * denominator; + } +} +} // namespace + +TensorArray<2> adamBackwardUpdatesCPU(const torch::Tensor& dupdates, + const torch::Tensor& updates, + const torch::Tensor& new_mu, + const torch::Tensor& new_nu, + const float b1, const float b2, + const int count) { + using other_t = float; + + auto dmu_out = torch::empty_like(new_mu); + auto dnu_out = torch::empty_like(new_nu); + + const other_t one_minus_pow_b1 = 1 - std::pow(b1, count); + const other_t one_minus_pow_b2 = 1 - std::pow(b2, count); + const other_t inv_one_minus_pow_b2 = 1 / one_minus_pow_b2; + + const size_t n = getTensorPlainSize(dupdates); + AT_DISPATCH_FLOATING_TYPES( + dupdates.scalar_type(), "adamBackwardUpdatesCPU", ([&] { + adamBackwardUpdatesCPUKernel( + dupdates.data_ptr(), updates.data_ptr(), + new_mu.data_ptr(), one_minus_pow_b1, inv_one_minus_pow_b2, + n, dmu_out.data_ptr(), dnu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dmu_out), std::move(dnu_out)}; +} +} // namespace torchopt diff --git a/src/adam_op/adam_op_impl.cu b/src/adam_op/adam_op_impl.cu new file mode 100644 index 00000000..b10942eb --- /dev/null +++ b/src/adam_op/adam_op_impl.cu @@ -0,0 +1,333 @@ +// Copyright 2022 MetaOPT Team. 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. +// ============================================================================== + +#include + +#include + +#include "include/adam_op/adam_op_impl.cuh" +#include "include/utils.h" + +namespace torchopt { + +namespace { +template +__global__ void adamForwardInplaceCUDAKernel( + const other_t b1, const other_t inv_one_minus_pow_b1, const other_t b2, + const other_t inv_one_minus_pow_b2, const other_t eps, + const other_t eps_root, const size_t n, scalar_t *__restrict__ updates_ptr, + scalar_t *__restrict__ mu_ptr, scalar_t *__restrict__ nu_ptr) { + unsigned tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + const scalar_t updates = updates_ptr[tid]; + const scalar_t mu = mu_ptr[tid]; + const scalar_t nu = nu_ptr[tid]; + + const scalar_t mu_out = b1 * mu + (1 - b1) * updates; + const scalar_t nu_out = b2 * nu + (1 - b2) * updates * updates; + const scalar_t updates_out = + mu_out * inv_one_minus_pow_b1 / + (sqrt(nu_out * inv_one_minus_pow_b2 + eps_root) + eps); + + mu_ptr[tid] = mu_out; + nu_ptr[tid] = nu_out; + updates_ptr[tid] = updates_out; +} +} // namespace + +TensorArray<3> adamForwardInplaceCUDA(const torch::Tensor &updates, + const torch::Tensor &mu, + const torch::Tensor &nu, const float b1, + const float b2, const float eps, + const float eps_root, const int count) { + using other_t = float; + const float inv_one_minus_pow_b1 = 1 / (1 - std::pow(b1, count)); + const float inv_one_minus_pow_b2 = 1 / (1 - std::pow(b2, count)); + + const size_t n = getTensorPlainSize(updates); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + updates.scalar_type(), "adamForwardInplaceCUDA", ([&] { + adamForwardInplaceCUDAKernel<<>>( + b1, inv_one_minus_pow_b1, b2, inv_one_minus_pow_b2, eps, eps_root, + n, updates.data_ptr(), mu.data_ptr(), + nu.data_ptr()); + })); + return TensorArray<3>{updates, mu, nu}; +} +namespace { +template +__global__ void adamForwardMuCUDAKernel( + const scalar_t *__restrict__ updates_ptr, + const scalar_t *__restrict__ mu_ptr, const other_t b1, const size_t n, + scalar_t *__restrict__ mu_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t updates = updates_ptr[tid]; + const scalar_t mu = mu_ptr[tid]; + const scalar_t mu_out = b1 * mu + (1 - b1) * updates; + mu_out_ptr[tid] = mu_out; +} +} // namespace + +torch::Tensor adamForwardMuCUDA(const torch::Tensor &updates, + const torch::Tensor &mu, const float b1) { + using other_t = float; + + auto mu_out = torch::empty_like(mu); + + const size_t n = getTensorPlainSize(updates); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + updates.scalar_type(), "adamForwardMuCUDA", ([&] { + adamForwardMuCUDAKernel<<>>( + updates.data_ptr(), mu.data_ptr(), b1, n, + mu_out.data_ptr()); + })); + return mu_out; +} + +namespace { +template +__global__ void adamForwardNuCUDAKernel( + const scalar_t *__restrict__ updates_ptr, + const scalar_t *__restrict__ nu_ptr, const other_t b2, const size_t n, + scalar_t *__restrict__ nu_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t updates = updates_ptr[tid]; + const scalar_t nu = nu_ptr[tid]; + + const scalar_t nu_out = b2 * nu + (1 - b2) * pow(updates, 2); + nu_out_ptr[tid] = nu_out; +} +} // namespace + +torch::Tensor adamForwardNuCUDA(const torch::Tensor &updates, + const torch::Tensor &nu, const float b2) { + using other_t = float; + + auto nu_out = torch::empty_like(nu); + + const size_t n = getTensorPlainSize(updates); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + updates.scalar_type(), "adamForwardNuCUDA", ([&] { + adamForwardNuCUDAKernel<<>>( + updates.data_ptr(), nu.data_ptr(), b2, n, + nu_out.data_ptr()); + })); + return nu_out; +} + +namespace { +template +__global__ void adamForwardUpdatesCUDAKernel( + const scalar_t *__restrict__ new_mu_ptr, + const scalar_t *__restrict__ new_nu_ptr, const other_t inv_one_minus_pow_b1, + const other_t inv_one_minus_pow_b2, const other_t eps, + const other_t eps_root, const size_t n, + scalar_t *__restrict__ updates_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t new_mu = new_mu_ptr[tid]; + const scalar_t new_nu = new_nu_ptr[tid]; + const scalar_t mu_hat = new_mu * inv_one_minus_pow_b1; + const scalar_t nu_hat = new_nu * inv_one_minus_pow_b2; + updates_out_ptr[tid] = mu_hat / (sqrt(nu_hat + eps_root) + eps); +} +} // namespace + +torch::Tensor adamForwardUpdatesCUDA(const torch::Tensor &new_mu, + const torch::Tensor &new_nu, + const float b1, const float b2, + const float eps, const float eps_root, + const int count) { + using other_t = float; + + auto updates_out = torch::empty_like(new_mu); + + const other_t one_minus_pow_b1 = 1 - std::pow(b1, count); + const other_t inv_one_minus_pow_b1 = 1 / one_minus_pow_b1; + const other_t one_minus_pow_b2 = 1 - std::pow(b2, count); + const other_t inv_one_minus_pow_b2 = 1 / one_minus_pow_b2; + + const size_t n = getTensorPlainSize(new_mu); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + new_mu.scalar_type(), "adamForwardUpdatesCUDA", ([&] { + adamForwardUpdatesCUDAKernel<<>>( + new_mu.data_ptr(), new_nu.data_ptr(), + inv_one_minus_pow_b1, inv_one_minus_pow_b2, eps, eps_root, n, + updates_out.data_ptr()); + })); + return updates_out; +} + +namespace { +template +__global__ void adamBackwardMuCUDAKernel( + const scalar_t *__restrict__ dmu_ptr, const other_t b1, const size_t n, + scalar_t *__restrict__ dupdates_out_ptr, + scalar_t *__restrict__ dmu_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t dmu = dmu_ptr[tid]; + + dupdates_out_ptr[tid] = (1 - b1) * dmu; + dmu_out_ptr[tid] = b1 * dmu; +} +} // namespace + +TensorArray<2> adamBackwardMuCUDA(const torch::Tensor &dmu, + const torch::Tensor &updates, + const torch::Tensor &mu, const float b1) { + using other_t = float; + + auto dupdates_out = torch::empty_like(updates); + auto dmu_out = torch::empty_like(mu); + + const size_t n = getTensorPlainSize(dmu); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + dmu.scalar_type(), "adamBackwardMuCUDA", ([&] { + adamBackwardMuCUDAKernel<<>>( + dmu.data_ptr(), b1, n, dupdates_out.data_ptr(), + dmu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dupdates_out), std::move(dmu_out)}; +} + +namespace { +template +__global__ void adamBackwardNuCUDAKernel( + const scalar_t *__restrict__ dnu_ptr, + const scalar_t *__restrict__ updates_ptr, const other_t b2, const size_t n, + scalar_t *__restrict__ dupdates_out_ptr, + scalar_t *__restrict__ dnu_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t dnu = dnu_ptr[tid]; + const scalar_t updates = updates_ptr[tid]; + + dupdates_out_ptr[tid] = 2 * (1 - b2) * updates * dnu; + dnu_out_ptr[tid] = b2 * dnu; +} +} // namespace + +TensorArray<2> adamBackwardNuCUDA(const torch::Tensor &dnu, + const torch::Tensor &updates, + const torch::Tensor &nu, const float b2) { + using other_t = float; + + auto dupdates_out = torch::empty_like(updates); + auto dnu_out = torch::empty_like(nu); + + const size_t n = getTensorPlainSize(dnu); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + dnu.scalar_type(), "adamForwardNuCUDA", ([&] { + adamBackwardNuCUDAKernel<<>>( + dnu.data_ptr(), updates.data_ptr(), b2, n, + dupdates_out.data_ptr(), dnu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dupdates_out), std::move(dnu_out)}; +} + +namespace { +template +__global__ void adamBackwardUpdatesCUDAKernel( + const scalar_t *__restrict__ dupdates_ptr, + const scalar_t *__restrict__ updates_ptr, + const scalar_t *__restrict__ new_mu_ptr, const other_t one_minus_pow_b1, + const other_t inv_one_minus_pow_b2, const size_t n, + scalar_t *__restrict__ dnew_mu_out_ptr, + scalar_t *__restrict__ dnew_nu_out_ptr) { + size_t tid = threadIdx.x + blockIdx.x * blockDim.x; + if (tid >= n) { + return; + } + + const scalar_t dupdates = dupdates_ptr[tid]; + const scalar_t updates = updates_ptr[tid]; + const scalar_t new_mu = new_mu_ptr[tid]; + + if (new_mu == 0) { + dnew_mu_out_ptr[tid] = 0; + dnew_nu_out_ptr[tid] = 0; + return; + } + + const scalar_t updates_div_new_mu = updates / new_mu; + + const scalar_t denominator = updates_div_new_mu * one_minus_pow_b1; + + dnew_mu_out_ptr[tid] = dupdates * updates_div_new_mu; + dnew_nu_out_ptr[tid] = -dupdates * updates * denominator * 0.5 * + inv_one_minus_pow_b2 * denominator; +} +} // namespace + +TensorArray<2> adamBackwardUpdatesCUDA(const torch::Tensor &dupdates, + const torch::Tensor &updates, + const torch::Tensor &new_mu, + const torch::Tensor &new_nu, + const float b1, const float b2, + const int count) { + using other_t = float; + + auto dmu_out = torch::empty_like(new_mu); + auto dnu_out = torch::empty_like(new_nu); + + const other_t one_minus_pow_b1 = 1 - std::pow(b1, count); + const other_t one_minus_pow_b2 = 1 - std::pow(b2, count); + const other_t inv_one_minus_pow_b2 = 1 / one_minus_pow_b2; + + const size_t n = getTensorPlainSize(dupdates); + const dim3 block(std::min(n, size_t(256))); + const dim3 grid((n - 1) / block.x + 1); + AT_DISPATCH_FLOATING_TYPES( + dupdates.scalar_type(), "adamBackwardUpdatesCUDA", ([&] { + adamBackwardUpdatesCUDAKernel<<>>( + dupdates.data_ptr(), updates.data_ptr(), + new_mu.data_ptr(), one_minus_pow_b1, inv_one_minus_pow_b2, + n, dmu_out.data_ptr(), dnu_out.data_ptr()); + })); + return TensorArray<2>{std::move(dmu_out), std::move(dnu_out)}; +} +} // namespace torchopt diff --git a/tests/requirements.txt b/tests/requirements.txt new file mode 100644 index 00000000..6cf7a2a1 --- /dev/null +++ b/tests/requirements.txt @@ -0,0 +1,21 @@ +--extra-index-url https://download.pytorch.org/whl/cu116 +torch == 1.12 +torchvision +functorch + +--requirement ../requirements.txt + +pytest +pytest-cov +pytest-xdist +isort +black >= 22.6.0 +pylint +mypy +flake8 +flake8-bugbear +doc8 +pydocstyle +pyenchant +cpplint +pre-commit diff --git a/tests/unit/high_level/test_high_level_inplace.py b/tests/unit/high_level/test_high_level_inplace.py new file mode 100644 index 00000000..03e206d9 --- /dev/null +++ b/tests/unit/high_level/test_high_level_inplace.py @@ -0,0 +1,187 @@ +# Copyright 2022 MetaOPT Team. 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 copy +import unittest + +import pytest +import torch +import torch.nn.functional as F +from torch.utils import data +from torchvision import models + +import torchopt + + +class HighLevelInplace(unittest.TestCase): + @classmethod + def setUpClass(cls): + torch.manual_seed(0) + cls.model = models.resnet18() + cls.model_ref = copy.deepcopy(cls.model) + cls.model_backup = copy.deepcopy(cls.model) + + cls.batch_size = 2 + cls.dataset = data.TensorDataset(torch.randn(2, 3, 224, 224), torch.randint(0, 1000, (2,))) + cls.loader = data.DataLoader(cls.dataset, cls.batch_size, False) + + cls.lr = 1e-3 + + def setUp(self) -> None: + torch.manual_seed(0) + self.model = copy.deepcopy(self.model_backup) + self.model_ref = copy.deepcopy(self.model_backup) + + def test_sgd(self) -> None: + optim = torchopt.SGD(self.model.parameters(), self.lr) + optim_ref = torch.optim.SGD(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_adam(self) -> None: + optim = torchopt.Adam(self.model.parameters(), self.lr) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_accelerated_adam_cpu(self) -> None: + self.model + self.model_ref + optim = torchopt.Adam(self.model.parameters(), self.lr, use_accelerated_op=True) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + xs = xs + ys = ys + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + @pytest.mark.skipif(not torch.cuda.is_available(), reason='No CUDA device available.') + def test_accelerated_adam_cuda(self) -> None: + self.model.cuda() + self.model_ref.cuda() + optim = torchopt.Adam(self.model.parameters(), self.lr, use_accelerated_op=True) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + xs = xs.cuda() + ys = ys.cuda() + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_rmsprop(self) -> None: + optim = torchopt.RMSProp( + self.model.parameters(), self.lr, decay=0.99 + ) # pytorch uses 0.99 as the default value + optim_ref = torch.optim.RMSprop(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual( + float(mse), 0, delta=1e-4 + ) # Optax and pytorch have different implementation + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/unit/low_level/test_low_level_inplace.py b/tests/unit/low_level/test_low_level_inplace.py new file mode 100644 index 00000000..09f39ec9 --- /dev/null +++ b/tests/unit/low_level/test_low_level_inplace.py @@ -0,0 +1,203 @@ +# Copyright 2022 MetaOPT Team. 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 copy +import unittest + +import functorch +import pytest +import torch +import torch.nn.functional as F +from torch.utils import data +from torchvision import models + +import torchopt + + +class LowLevelInplace(unittest.TestCase): + @classmethod + def setUpClass(cls): + torch.manual_seed(0) + cls.model = models.resnet18() + cls.model_ref = copy.deepcopy(cls.model) + cls.model_backup = copy.deepcopy(cls.model) + + cls.batch_size = 2 + cls.dataset = data.TensorDataset(torch.randn(2, 3, 224, 224), torch.randint(0, 1000, (2,))) + cls.loader = data.DataLoader(cls.dataset, cls.batch_size, False) + + cls.lr = 1e-3 + + def setUp(self) -> None: + torch.manual_seed(0) + self.model = copy.deepcopy(self.model_backup) + self.model_ref = copy.deepcopy(self.model_backup) + + def test_sgd(self) -> None: + fun, params, buffers = functorch.make_functional_with_buffers(self.model) + optim = torchopt.sgd(self.lr) + optim_state = optim.init(params) + optim_ref = torch.optim.SGD(self.model_ref.parameters(), self.lr) + + for xs, ys in self.loader: + pred = fun(params, buffers, xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + + grad = torch.autograd.grad(loss, params) + updates, optim_state = optim.update(grad, optim_state) + params = torchopt.apply_updates(params, updates) + + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(params, self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(buffers, self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_adam(self) -> None: + fun, params, buffers = functorch.make_functional_with_buffers(self.model) + optim = torchopt.adam(self.lr) + optim_state = optim.init(params) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = fun(params, buffers, xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + + grad = torch.autograd.grad(loss, params) + updates, optim_state = optim.update(grad, optim_state) + params = torchopt.apply_updates(params, updates) + + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + with torch.no_grad(): + for p, p_ref in zip(params, self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(buffers, self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_accelerated_adam_cpu(self) -> None: + self.model + self.model_ref + fun, params, buffers = functorch.make_functional_with_buffers(self.model) + optim = torchopt.adam(self.lr, use_accelerated_op=True) + optim_state = optim.init(params) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + xs = xs + ys = ys + pred = fun(params, buffers, xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + + grad = torch.autograd.grad(loss, params) + updates, optim_state = optim.update(grad, optim_state) + params = torchopt.apply_updates(params, updates) + + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + with torch.no_grad(): + for p, p_ref in zip(params, self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(buffers, self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + @pytest.mark.skipif(not torch.cuda.is_available(), reason='No CUDA device available.') + def test_accelerated_adam_cuda(self) -> None: + self.model.cuda() + self.model_ref.cuda() + fun, params, buffers = functorch.make_functional_with_buffers(self.model) + optim = torchopt.adam(self.lr, use_accelerated_op=True) + optim_state = optim.init(params) + optim_ref = torch.optim.Adam(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + xs = xs.cuda() + ys = ys.cuda() + pred = fun(params, buffers, xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + + grad = torch.autograd.grad(loss, params) + updates, optim_state = optim.update(grad, optim_state) + params = torchopt.apply_updates(params, updates) + + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + with torch.no_grad(): + for p, p_ref in zip(params, self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(buffers, self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + def test_rmsprop(self) -> None: + fun, params, buffers = functorch.make_functional_with_buffers(self.model) + optim = torchopt.rmsprop(self.lr, decay=0.99) # pytorch uses 0.99 as the default value + optim_state = optim.init(params) + optim_ref = torch.optim.RMSprop(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = fun(params, buffers, xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + + grad = torch.autograd.grad(loss, params) + updates, optim_state = optim.update(grad, optim_state) + params = torchopt.apply_updates(params, updates) + + optim_ref.zero_grad() + loss_ref.backward() + optim_ref.step() + with torch.no_grad(): + for p, p_ref in zip(params, self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual( + float(mse), 0, delta=1e-4 + ) # Optax and pytorch have different implementation + for b, b_ref in zip(buffers, self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/unit/test_clip.py b/tests/unit/test_clip.py new file mode 100644 index 00000000..7907b9a9 --- /dev/null +++ b/tests/unit/test_clip.py @@ -0,0 +1,80 @@ +# Copyright 2022 MetaOPT Team. 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 copy +import unittest + +import torch +import torch.nn.functional as F +from torch.nn.utils import clip_grad_norm_ +from torch.utils import data +from torchvision import models + +import torchopt + + +class HighLevelInplace(unittest.TestCase): + @classmethod + def setUpClass(cls): + torch.manual_seed(0) + cls.model = models.resnet18() + cls.model_backup = copy.deepcopy(cls.model) + cls.model_ref = copy.deepcopy(cls.model) + + cls.batch_size = 2 + cls.dataset = data.TensorDataset(torch.randn(2, 3, 224, 224), torch.randint(0, 1000, (2,))) + cls.loader = data.DataLoader(cls.dataset, cls.batch_size, False) + + cls.lr = 1e0 + cls.max_norm = 10.0 + + def setUp(self) -> None: + torch.manual_seed(0) + self.model = copy.deepcopy(self.model_backup) + self.model_ref = copy.deepcopy(self.model_backup) + + def test_sgd(self) -> None: + chain = torchopt.combine.chain( + torchopt.clip.clip_grad_norm(max_norm=self.max_norm), + torchopt.sgd(lr=self.lr), + ) + optim = torchopt.Optimizer(self.model.parameters(), chain) + optim_ref = torch.optim.SGD(self.model_ref.parameters(), self.lr) + for xs, ys in self.loader: + pred = self.model(xs) + pred_ref = self.model_ref(xs) + loss = F.cross_entropy(pred, ys) + loss_ref = F.cross_entropy(pred_ref, ys) + optim.zero_grad() + loss.backward() + optim.step() + optim_ref.zero_grad() + loss_ref.backward() + clip_grad_norm_(self.model_ref.parameters(), max_norm=self.max_norm) + optim_ref.step() + + with torch.no_grad(): + for p, p_ref in zip(self.model.parameters(), self.model_ref.parameters()): + mse = F.mse_loss(p, p_ref) + self.assertAlmostEqual(float(mse), 0) + for b, b_ref in zip(self.model.buffers(), self.model_ref.buffers()): + b = b.float() if not b.is_floating_point() else b + b_ref = b_ref.float() if not b_ref.is_floating_point() else b_ref + mse = F.mse_loss(b, b_ref) + self.assertAlmostEqual(float(mse), 0) + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/unit/test_schedule.py b/tests/unit/test_schedule.py new file mode 100644 index 00000000..b1681949 --- /dev/null +++ b/tests/unit/test_schedule.py @@ -0,0 +1,50 @@ +# Copyright 2022 MetaOPT Team. 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 torchopt + + +class TestSchedule(unittest.TestCase): + @classmethod + def setUpClass(cls): + cls.init_value = 1.0 + cls.end_value = 0.0 + cls.gap_value = cls.init_value - cls.end_value + cls.transition_steps = 10 + cls.transition_begin = 1 + + def setUp(self) -> None: + pass + + def test_linear(self) -> None: + schedule = torchopt.schedule.linear_schedule( + init_value=self.init_value, + end_value=self.end_value, + transition_steps=self.transition_steps, + transition_begin=self.transition_begin, + ) + for i in range(self.transition_begin, self.transition_steps): + lr = schedule(i) + lr_gt = ( + self.init_value + - self.gap_value * (i - self.transition_begin) / self.transition_steps + ) + self.assertEqual(lr, lr_gt) + + +if __name__ == '__main__': + unittest.main() diff --git a/torchopt/__init__.py b/torchopt/__init__.py new file mode 100644 index 00000000..3f94afeb --- /dev/null +++ b/torchopt/__init__.py @@ -0,0 +1,48 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +"""TorchOpt: a high-performance optimizer library built upon PyTorch.""" + +from torchopt._src import accelerated_op_available, clip, combine, hook, schedule, visual +from torchopt._src.alias import adam, rmsprop, sgd +from torchopt._src.optimizer import SGD, Adam, Optimizer, RMSProp, meta +from torchopt._src.optimizer.meta import MetaAdam, MetaOptimizer, MetaRMSProp, MetaSGD +from torchopt._src.update import apply_updates +from torchopt._src.utils import extract_state_dict, recover_state_dict, stop_gradient +from torchopt.version import __version__ + + +__all__ = [ + 'accelerated_op_available', + 'clip', + 'combine', + 'hook', + 'schedule', + 'visual', + 'adam', + 'rmsprop', + 'sgd', + 'Optimizer', + 'SGD', + 'Adam', + 'RMSProp', + 'MetaOptimizer', + 'MetaSGD', + 'MetaAdam', + 'MetaRMSProp', + 'apply_updates', + 'extract_state_dict', + 'recover_state_dict', + 'stop_gradient', +] diff --git a/torchopt/_lib/__init__.py b/torchopt/_lib/__init__.py new file mode 100644 index 00000000..4f95afa1 --- /dev/null +++ b/torchopt/_lib/__init__.py @@ -0,0 +1,14 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== diff --git a/torchopt/_lib/adam_op.pyi b/torchopt/_lib/adam_op.pyi new file mode 100644 index 00000000..47f04d2b --- /dev/null +++ b/torchopt/_lib/adam_op.pyi @@ -0,0 +1,57 @@ +# Copyright 2022 MetaOPT Team. 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. +# ==============================================================================\ + +# isort: off + +from typing import Tuple + +import torch + +def forward_( + updates: torch.Tensor, + mu: torch.Tensor, + nu: torch.Tensor, + b1: float, + b2: float, + eps: float, + eps_root: float, + count: int, +) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor]: ... +def forwardMu(updates: torch.Tensor, mu: torch.Tensor, b1: float) -> torch.Tensor: ... +def forwardNu(updates: torch.Tensor, nu: torch.Tensor, b2: float) -> torch.Tensor: ... +def forwardUpdates( + new_mu: torch.Tensor, + new_nu: torch.Tensor, + b1: float, + b2: float, + eps: float, + eps_root: float, + count: int, +) -> torch.Tensor: ... +def backwardMu( + dmu: torch.Tensor, updates: torch.Tensor, mu: torch.Tensor, b1: float +) -> Tuple[torch.Tensor, torch.Tensor]: ... +def backwardNu( + dnu: torch.Tensor, updates: torch.Tensor, nu: torch.Tensor, b2: float +) -> Tuple[torch.Tensor, torch.Tensor]: ... +def backwardUpdates( + dupdates: torch.Tensor, + updates: torch.Tensor, + new_mu: torch.Tensor, + new_nu: torch.Tensor, + b1: float, + b2: float, + count: int, +) -> Tuple[torch.Tensor, torch.Tensor]: ... diff --git a/torchopt/version.py b/torchopt/version.py new file mode 100644 index 00000000..89c0c4c4 --- /dev/null +++ b/torchopt/version.py @@ -0,0 +1,17 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +"""TorchOpt: a high-performance optimizer library built upon PyTorch.""" + +__version__ = '0.4.1' diff --git a/tutorials/1_Functional_Optimizer.ipynb b/tutorials/1_Functional_Optimizer.ipynb new file mode 100644 index 00000000..f4194835 --- /dev/null +++ b/tutorials/1_Functional_Optimizer.ipynb @@ -0,0 +1,517 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TorchOpt as Functional Optimizer" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[](https://colab.research.google.com/drive/1yfi-ETyIptlIM7WFYWF_IFhX4WF3LldP?usp=sharing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, we will introduce how TorchOpt can be treated as functional optimizer to conduct normal optimization with functional programing style. We will also illustrate how to conduct differentiable optimization with functional programing in PyTorch." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic API\n", + "\n", + "In this first part, we will illustrate how TorchOpt can be used as a functional optimizer. We compare it with different API in [JAX](https://github.com/google/jax) and [PyTorch](https://pytorch.org) to help understand the similarity and dissimilarity. We use simple network, Adam optimizer and MSE loss objective." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from collections import OrderedDict\n", + "\n", + "import functorch\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import optax\n", + "import torch\n", + "import torch.autograd\n", + "import torch.nn as nn\n", + "\n", + "import torchopt\n", + "\n", + "\n", + "class Net(nn.Module):\n", + " def __init__(self, dim):\n", + " super().__init__()\n", + " self.fc = nn.Linear(dim, 1, bias=True)\n", + " nn.init.ones_(self.fc.weight)\n", + " nn.init.zeros_(self.fc.bias)\n", + "\n", + " def forward(self, x):\n", + " return self.fc(x)\n", + "\n", + "\n", + "def mse(inputs, targets):\n", + " return ((inputs - targets) ** 2).mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.1 Original JAX implementation\n", + "\n", + "The first example is JAX implementation coupled with [Optax](https://github.com/deepmind/optax), which belongs to functional programing style." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def origin_jax():\n", + " batch_size = 1\n", + " dim = 1\n", + " params = OrderedDict([('weight', jnp.ones((dim, 1))), ('bias', jnp.zeros((1,)))])\n", + "\n", + " def model(params, x):\n", + " return jnp.matmul(x, params['weight']) + params['bias']\n", + "\n", + " # Obtain the `opt_state` that contains statistics for the optimizer\n", + " learning_rate = 1.\n", + " optimizer = optax.adam(learning_rate)\n", + " opt_state = optimizer.init(params)\n", + "\n", + " def compute_loss(params, x, y):\n", + " pred = model(params, x)\n", + " return mse(pred, y)\n", + "\n", + " xs = 2 * jnp.ones((batch_size, dim))\n", + " ys = jnp.ones((batch_size, 1))\n", + "\n", + " grads = jax.grad(compute_loss)(params, xs, ys)\n", + " updates, opt_state = optimizer.update(grads, opt_state)\n", + "\n", + " print('Parameters before update:', params)\n", + " params = optax.apply_updates(params, updates)\n", + " print('Parameters after update:', params)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters before update: {\n", + " 'weight': DeviceArray([[1.]], dtype=float32)),\n", + " 'bias': DeviceArray([0.], dtype=float32)\n", + "}\n", + "Parameters after update: {\n", + " 'weight': DeviceArray([[6.735325e-06]], dtype=float32),\n", + " 'bias': DeviceArray([-0.99999326], dtype=float32)\n", + "}" + ] + } + ], + "source": [ + "origin_jax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.2 `functorch` with TorchOpt\n", + "\n", + "The second example is [`functorch`](https://pytorch.org/functorch) coupled with TorchOpt. It basically follows the same structure with the JAX example." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def interact_with_functorch():\n", + " batch_size = 1\n", + " dim = 1\n", + " net = Net(dim)\n", + " model, params = functorch.make_functional(net) # get the functional version of the model\n", + "\n", + " # Obtain the `opt_state` that contains statistics for the optimizer\n", + " learning_rate = 1.\n", + " optimizer = torchopt.adam(learning_rate)\n", + " opt_state = optimizer.init(params)\n", + "\n", + " xs = 2 * torch.ones((batch_size, dim))\n", + " ys = torch.ones((batch_size, 1))\n", + "\n", + " pred = model(params, xs)\n", + " loss = mse(pred, ys)\n", + "\n", + " grads = torch.autograd.grad(loss, params)\n", + " updates, opt_state = optimizer.update(grads, opt_state)\n", + " \n", + " print('Parameters before update:', params)\n", + " params = torchopt.apply_updates(params, updates)\n", + " print('Parameters after update:', params)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters before update: (\n", + " Parameter containing: tensor([[1.]], requires_grad=True),\n", + " Parameter containing: tensor([0.], requires_grad=True)\n", + ")\n", + "Parameters after update: (\n", + " Parameter containing: tensor([[0.]], requires_grad=True),\n", + " Parameter containing: tensor([-1.], requires_grad=True)\n", + ")" + ] + } + ], + "source": [ + "interact_with_functorch()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3 Full TorchOpt\n", + "\n", + "The third example is to illustrate that TorchOpt can also directly replace `torch.optim` with exactly the same usage. Note the API difference happens between `torchopt.adam()` and `torchopt.Adam()`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def full_torchopt():\n", + " batch_size = 1\n", + " dim = 1\n", + " net = Net(dim)\n", + "\n", + " learning_rate = 1.\n", + " optim = torchopt.Adam(net.parameters(), lr=learning_rate)\n", + "\n", + " xs = 2 * torch.ones((batch_size, dim))\n", + " ys = torch.ones((batch_size, 1))\n", + "\n", + " pred = net(xs)\n", + " loss = mse(pred, ys)\n", + "\n", + " print('Parameters before update:', dict(net.named_parameters()))\n", + " optim.zero_grad()\n", + " loss.backward()\n", + " optim.step()\n", + " print('Parameters after update:', dict(net.named_parameters()))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters before update: {\n", + " 'fc.weight': Parameter containing: tensor([[1.]], requires_grad=True),\n", + " 'fc.bias': Parameter containing: tensor([0.], requires_grad=True)\n", + "}\n", + "Parameters after update: {\n", + " 'fc.weight': Parameter containing: tensor([[0.]], requires_grad=True),\n", + " 'fc.bias': Parameter containing: tensor([-1.], requires_grad=True)\n", + "}" + ] + } + ], + "source": [ + "full_torchopt()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.4 Original PyTorch\n", + "\n", + "The final example is to original PyTorch example with `torch.optim`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def origin_torch():\n", + " batch_size = 1\n", + " dim = 1\n", + " net = Net(dim)\n", + "\n", + " learning_rate = 1.\n", + " optim = torch.optim.Adam(net.parameters(), lr=learning_rate)\n", + "\n", + " xs = 2 * torch.ones((batch_size, dim))\n", + " ys = torch.ones((batch_size, 1))\n", + "\n", + " pred = net(xs)\n", + " loss = mse(pred, ys)\n", + "\n", + " print('Parameters before update:', dict(net.named_parameters()))\n", + " optim.zero_grad()\n", + " loss.backward()\n", + " optim.step()\n", + " print('Parameters after update:', dict(net.named_parameters()))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameters before update: {\n", + " 'fc.weight': Parameter containing: tensor([[1.]], requires_grad=True),\n", + " 'fc.bias': Parameter containing: tensor([0.], requires_grad=True)\n", + "}\n", + "Parameters after update: {\n", + " 'fc.weight': Parameter containing: tensor([[1.1921e-07]], requires_grad=True),\n", + " 'fc.bias': Parameter containing: tensor([-1.0000], requires_grad=True)\n", + "}" + ] + } + ], + "source": [ + "origin_torch()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Differentiable Optimization with Functional Optimizer\n", + "\n", + "Coupled with functional optimizer, you can conduct differentiable optimization by setting the `inplace` flag as `False` in update and `apply_updates` function. (which might be helpful for meta-learning algorithm implementation with functional programing style). \n", + "\n", + "Note that `torchopt.SGD` and `torchopt.Adam` do not support differentiable optimization. Refer to the Meta-Optimizer notebook for PyTorch-like differentiable optimizers." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def differentiable():\n", + " batch_size = 1\n", + " dim = 1\n", + " net = Net(dim)\n", + " model, params = functorch.make_functional(net) # get the functional version of the model\n", + "\n", + " # Meta-parameter\n", + " meta_param = nn.Parameter(torch.ones(1))\n", + "\n", + " # SGD example\n", + " learning_rate = 1.\n", + " optimizer = torchopt.sgd(learning_rate)\n", + " opt_state = optimizer.init(params)\n", + "\n", + " xs = torch.ones((batch_size, dim))\n", + " ys = torch.ones((batch_size, 1))\n", + "\n", + " pred = model(params, xs)\n", + " # Where meta_param is used\n", + " pred = pred + meta_param\n", + " loss = mse(pred, ys)\n", + "\n", + " grads = torch.autograd.grad(loss, params, create_graph=True)\n", + " updates, opt_state = optimizer.update(grads, opt_state, inplace=False)\n", + " params = torchopt.apply_updates(params, updates, inplace=False) # update parameters with single step SGD update\n", + "\n", + " pred = model(params, xs)\n", + " loss = mse(pred, ys)\n", + " loss.backward()\n", + "\n", + " print('Gradient for the meta-parameter:', meta_param.grad)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gradient for the meta-parameter: tensor([32.])\n" + ] + } + ], + "source": [ + "differentiable()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1 Track the Gradient of Momentum\n", + "\n", + "Note that most modern optimizers involve momentum term in the gradient update (basically only SGD with `momentum = 0` does not involve). We provide an option for user to choose whether to also track the meta-gradient through momentum term. The default option is `moment_requires_grad=True`." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "optim = torchopt.adam(lr=1., moment_requires_grad=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "optim = torchopt.adam(lr=1., moment_requires_grad=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "optim = torchopt.sgd(lr=1., momentum=0.8, moment_requires_grad=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Accelerated Optimizer\n", + "\n", + "Users can use accelerated optimizer by setting the `use_accelerated_op` as `True`. Currently we only support the Adam optimizer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check whether the `accelerated_op` is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "torchopt.accelerated_op_available(torch.device('cpu'))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "torchopt.accelerated_op_available(torch.device('cuda'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "net = Net(1).cuda()\n", + "optim = torchopt.Adam(net.parameters(), lr=1., use_accelerated_op=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "optim = torchopt.adam(lr=1., use_accelerated_op=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.13 64-bit", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "2a8cc1ff2cbc47027bf9993941710d9ab9175f14080903d9c7c432ee63d681da" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/2_Visualization.ipynb b/tutorials/2_Visualization.ipynb new file mode 100644 index 00000000..f1af008f --- /dev/null +++ b/tutorials/2_Visualization.ipynb @@ -0,0 +1,212 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization in TorchOpt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[](https://colab.research.google.com/drive/1Uoo2epqZKmJNQOiO0EU8DGd33AVKBlAq?usp=sharing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In [PyTorch](https://pytorch.org), if the attribute `requires_grad` a tensor is `True`, the computation graph will be created if we use the tensor to do any operations. The computation graph is implemented likes link-list -- `Tensor`s are nodes and they are linked by their attribute `gran_fn`. [PyTorchViz](https://github.com/szagoruyko/pytorchviz) is a Python package that uses [Graphviz](https://graphviz.org) as a backend for plotting computation graphs. TorchOpt use PyTorchViz as the blueprint and provide more easy-to-use visualization functions on the premise of supporting all its functions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start with a simple multiplication computation graph. We declared the variable `x` with flag `requires_grad=True` and compute `y = 2 * x`. Then we visualize the computation graph of `y`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139996637621680\n\ny\n ()\n\n\n\n139993377217744\n\nMulBackward0\n\n\n\n139993377217744->139996637621680\n\n\n\n\n\n139993377217840\n\nAccumulateGrad\n\n\n\n139993377217840->139993377217744\n\n\n\n\n\n139996637619360\n\nx\n ()\n\n\n\n139996637619360->139993377217840\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import display\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "import torchopt\n", + "\n", + "\n", + "x = torch.tensor(1., requires_grad=True)\n", + "y = 2 * x\n", + "display(torchopt.visual.make_dot(y, params={'x': x, 'y': y}))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The figure shows `y` is connected by the multiplication edge. The gradient of `y` will flow through the multiplication backward function then accumulated on `x`. Note that we pass a dictionary for adding node labels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then let's plot a neural network. Note that we can pass the generator returned by method `named_parameters` for adding node labels." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139993376880096\n\nloss\n ()\n\n\n\n139996875678480\n\nMseLossBackward0\n\n\n\n139996875678480->139993376880096\n\n\n\n\n\n139996875677952\n\nAddmmBackward0\n\n\n\n139996875677952->139996875678480\n\n\n\n\n\n139996875678336\n\nAccumulateGrad\n\n\n\n139996875678336->139996875677952\n\n\n\n\n\n139993376879696\n\nfc.bias\n (1)\n\n\n\n139993376879696->139996875678336\n\n\n\n\n\n139996875678912\n\nTBackward0\n\n\n\n139996875678912->139996875677952\n\n\n\n\n\n139996875679152\n\nAccumulateGrad\n\n\n\n139996875679152->139996875678912\n\n\n\n\n\n139993376879616\n\nfc.weight\n (1, 5)\n\n\n\n139993376879616->139996875679152\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class Net(nn.Module):\n", + " def __init__(self, dim):\n", + " super().__init__()\n", + " self.fc = nn.Linear(dim, 1, bias=True)\n", + "\n", + " def forward(self, x):\n", + " return self.fc(x)\n", + "\n", + "\n", + "dim = 5\n", + "batch_size = 2\n", + "net = Net(dim)\n", + "xs = torch.ones((batch_size, dim))\n", + "ys = torch.ones((batch_size, 1))\n", + "pred = net(xs)\n", + "loss = F.mse_loss(pred, ys)\n", + "\n", + "display(torchopt.visual.make_dot(loss, params=(net.named_parameters(), {'loss': loss})))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The computation graph of meta learning algorithms will be much more complex. Our visualization tool allows users take as input the extracted network state for better visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139993376892384\n\nloss\n ()\n\n\n\n139993376862752\n\nMseLossBackward0\n\n\n\n139993376862752->139993376892384\n\n\n\n\n\n139993376862800\n\nAddBackward0\n\n\n\n139993376862800->139993376862752\n\n\n\n\n\n139993376862896\n\nAddmmBackward0\n\n\n\n139993376862896->139993376862800\n\n\n\n\n\n139993377217840\n\nAddBackward0\n step1.fc.bias\n (1)\n\n\n\n139993377217840->139993376862896\n\n\n\n\n\n139993376863136\n\nAccumulateGrad\n\n\n\n139993376863136->139993377217840\n\n\n\n\n\n139993376863664\n\nAddmmBackward0\n\n\n\n139993376863136->139993376863664\n\n\n\n\n\n139993376891904\n\nstep0.fc.bias\n (1)\n\n\n\n139993376891904->139993376863136\n\n\n\n\n\n139993376863088\n\nMulBackward0\n\n\n\n139993376863088->139993377217840\n\n\n\n\n\n139993376863184\n\nViewBackward0\n\n\n\n139993376863184->139993376863088\n\n\n\n\n\n139993376863376\n\nSumBackward1\n\n\n\n139993376863376->139993376863184\n\n\n\n\n\n139993376863472\n\nMseLossBackwardBackward0\n\n\n\n139993376863472->139993376863376\n\n\n\n\n\n139993376864000\n\nTBackward0\n\n\n\n139993376863472->139993376864000\n\n\n\n\n\n139993376863568\n\nAddBackward0\n\n\n\n139993376863568->139993376863472\n\n\n\n\n\n139993376863664->139993376863568\n\n\n\n\n\n139993376863760\n\nTBackward0\n\n\n\n139993376863760->139993376863664\n\n\n\n\n\n139993376863856\n\nAccumulateGrad\n\n\n\n139993376863856->139993376863760\n\n\n\n\n\n139993377218464\n\nAddBackward0\n step1.fc.weight\n (1, 5)\n\n\n\n139993376863856->139993377218464\n\n\n\n\n\n139993376891664\n\nstep0.fc.weight\n (1, 5)\n\n\n\n139993376891664->139993376863856\n\n\n\n\n\n139993376862848\n\nAccumulateGrad\n\n\n\n139993376862848->139993376862800\n\n\n\n\n\n139993376862848->139993376863568\n\n\n\n\n\n139996637619600\n\nmeta_param\n ()\n\n\n\n139996637619600->139993376862848\n\n\n\n\n\n139993376863040\n\nTBackward0\n\n\n\n139993376863040->139993376862896\n\n\n\n\n\n139993377218464->139993376863040\n\n\n\n\n\n139993376863424\n\nMulBackward0\n\n\n\n139993376863424->139993377218464\n\n\n\n\n\n139993376863616\n\nTBackward0\n\n\n\n139993376863616->139993376863424\n\n\n\n\n\n139993376863808\n\nTBackward0\n\n\n\n139993376863808->139993376863616\n\n\n\n\n\n139993376863904\n\nMmBackward0\n\n\n\n139993376863904->139993376863808\n\n\n\n\n\n139993376864000->139993376863904\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "class MetaNet(nn.Module):\n", + " def __init__(self, dim):\n", + " super().__init__()\n", + " self.fc = nn.Linear(dim, 1, bias=True)\n", + "\n", + " def forward(self, x, meta_param):\n", + " return self.fc(x) + meta_param\n", + "\n", + "\n", + "dim = 5\n", + "batch_size = 2\n", + "net = MetaNet(dim)\n", + "\n", + "xs = torch.ones((batch_size, dim))\n", + "ys = torch.ones((batch_size, 1))\n", + "\n", + "optimizer = torchopt.MetaSGD(net, lr=1e-3)\n", + "meta_param = torch.tensor(1., requires_grad=True)\n", + "\n", + "# Set enable_visual\n", + "net_state_0 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.')\n", + "\n", + "pred = net(xs, meta_param)\n", + "loss = F.mse_loss(pred, ys)\n", + "optimizer.step(loss)\n", + "\n", + "# Set enable_visual\n", + "net_state_1 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.')\n", + "\n", + "pred = net(xs, meta_param)\n", + "loss = F.mse_loss(pred, torch.ones_like(pred))\n", + "\n", + "# Draw computation graph\n", + "display(torchopt.visual.make_dot(loss, [net_state_0, net_state_1, {'meta_param': meta_param, 'loss': loss}]))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.13 ('torchopt')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "2a8cc1ff2cbc47027bf9993941710d9ab9175f14080903d9c7c432ee63d681da" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/3_Meta_Optimizer.ipynb b/tutorials/3_Meta_Optimizer.ipynb new file mode 100644 index 00000000..aaca9e3f --- /dev/null +++ b/tutorials/3_Meta_Optimizer.ipynb @@ -0,0 +1,577 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TorchOpt as Meta-Optimizer" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[](https://colab.research.google.com/drive/1lo9q2gQz073urYln-4Yub5s8APUoHvQJ?usp=sharing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, we will show how to treat TorchOpt as a differentiable optimizer with traditional PyTorch optimization API. In addition, we also provide many other API for easy meta-learning algorithm implementations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic API for Differentiable Optimizer\n", + "\n", + "`MetaOptimizer` is the main class for our differentiable optimizer. Combined with the functional optimizer `torchopt.sgd` and `torchopt.adam` mentioned in the tutorial 1, we can define our high-level API `torchopt.MetaSGD` and `torchopt.MetaAdam`. We will discuss how this combination happens with `torchopt.chain` in Section 3. Let us consider the problem below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assume a tensor $x$ is a meta parameter and $a$ is a normal parameters (such as network parameters). We have inner loss $\\mathcal{L}^{\\textrm{in}} = a_0 \\cdot x^2$ and we update $a$ use the gradient $\\frac{\\partial \\mathcal{L}^{\\textrm{in}}}{\\partial a_0} = x^2$ and $a_1 = a_0 - \\eta \\, \\frac{\\partial \\mathcal{L}^{\\textrm{in}}}{\\partial a_0} = a_0 - \\eta \\, x^2$. Then we compute the outer loss $\\mathcal{L}^{\\textrm{out}} = a_1 \\cdot x^2$. So the gradient of outer loss to $x$ would be:\n", + "\n", + "$$\n", + "\\begin{split}\n", + " \\frac{\\partial \\mathcal{L}^{\\textrm{out}}}{\\partial x}\n", + " & = \\frac{\\partial (a_1 \\cdot x^2)}{\\partial x} \\\\\n", + " & = \\frac{\\partial a_1}{\\partial x} \\cdot x^2 + a_1 \\cdot \\frac{\\partial (x^2)}{\\partial x} \\\\\n", + " & = \\frac{\\partial (a_0 - \\eta \\, x^2)}{\\partial x} \\cdot x^2 + (a_0 - \\eta \\, x^2) \\cdot 2 x \\\\\n", + " & = (- \\eta \\cdot 2 x) \\cdot x^2 + (a_0 - \\eta \\, x^2) \\cdot 2 x \\\\\n", + " & = - 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x\n", + "\\end{split}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Given the analytical solution above. Let's try to verify it with TorchOpt. Define the net work first." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import display\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "import torchopt\n", + "\n", + "\n", + "class Net(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.a = nn.Parameter(torch.tensor(1.), requires_grad=True)\n", + " \n", + " def forward(self, x):\n", + " return self.a * (x ** 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we declare the network (parameterized by `a`) and the meta parameter `x`. Do not forget to set flag `requires_grad=True` for `x`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "net = Net()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we declare the meta optimizer. The meta optimizer takes as input the network and use method `step` to update the network (parameterized by `a`)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x.grad = tensor(-28.)\n" + ] + } + ], + "source": [ + "optim = torchopt.MetaSGD(net, lr=1.)\n", + "\n", + "inner_loss = net(x)\n", + "optim.step(inner_loss)\n", + "\n", + "outer_loss = net(x)\n", + "outer_loss.backward()\n", + "# x.grad = - 4 * lr * x^3 + 2 * a_0 * x\n", + "# = - 4 * 1 * 2^3 + 2 * 1 * 2\n", + "# = -32 + 4\n", + "# = -28\n", + "print(f'x.grad = {x.grad!r}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.1 Track the Gradient of Momentum\n", + "\n", + "Note that most modern optimizers involve moment term in the gradient update (basically only SGD with `momentum = 0` does not involve). We provide an option for user to choose whether to also track the meta-gradient through moment term. The default option is `moment_requires_grad=True`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- When you do not track the meta-gradient through moment (`moment_requires_grad=False`)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n140393111569088\n\nouter_loss\n ()\n\n\n\n140393111544592\n\nMseLossBackward0\n\n\n\n140393111544592->140393111569088\n\n\n\n\n\n140393111544736\n\nMulBackward0\n\n\n\n140393111544736->140393111544592\n\n\n\n\n\n140396237940576\n\nAddBackward0\n step1.a\n ()\n\n\n\n140396237940576->140393111544736\n\n\n\n\n\n140393111545216\n\nAccumulateGrad\n\n\n\n140393111545216->140396237940576\n\n\n\n\n\n140393111545984\n\nMulBackward0\n\n\n\n140393111545216->140393111545984\n\n\n\n\n\n140393111534464\n\nstep0.a\n ()\n\n\n\n140393111534464->140393111545216\n\n\n\n\n\n140393111544112\n\nMulBackward0\n\n\n\n140393111544112->140396237940576\n\n\n\n\n\n140393111545168\n\nDivBackward0\n\n\n\n140393111545168->140393111544112\n\n\n\n\n\n140393111545408\n\nDivBackward0\n\n\n\n140393111545408->140393111545168\n\n\n\n\n\n140393111545552\n\nAddBackward0\n\n\n\n140393111545552->140393111545408\n\n\n\n\n\n140393111545648\n\nPowBackward0\n\n\n\n140393111545648->140393111545552\n\n\n\n\n\n140393111545744\n\nMulBackward0\n\n\n\n140393111545744->140393111545648\n\n\n\n\n\n140393111546272\n\nPowBackward0\n\n\n\n140393111545744->140393111546272\n\n\n\n\n\n140393111545840\n\nMseLossBackwardBackward0\n\n\n\n140393111545840->140393111545744\n\n\n\n\n\n140393111545984->140393111545840\n\n\n\n\n\n140393111545792\n\nPowBackward0\n\n\n\n140393111545792->140393111545744\n\n\n\n\n\n140393111545792->140393111545984\n\n\n\n\n\n140393111546128\n\nAccumulateGrad\n\n\n\n140393111546128->140393111545792\n\n\n\n\n\n140393111545024\n\nPowBackward0\n\n\n\n140393111546128->140393111545024\n\n\n\n\n\n140393111534624\n\nx\n ()\n\n\n\n140393111534624->140393111546128\n\n\n\n\n\n140393111545360\n\nAddBackward0\n\n\n\n140393111545360->140393111545168\n\n\n\n\n\n140393111545696\n\nSqrtBackward0\n\n\n\n140393111545696->140393111545360\n\n\n\n\n\n140393111545936\n\nAddBackward0\n\n\n\n140393111545936->140393111545696\n\n\n\n\n\n140393111545888\n\nDivBackward0\n\n\n\n140393111545888->140393111545936\n\n\n\n\n\n140393111546176\n\nAddBackward0\n\n\n\n140393111546176->140393111545888\n\n\n\n\n\n140393111546272->140393111546176\n\n\n\n\n\n140393111545024->140393111544736\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "net = Net()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)\n", + "y = torch.tensor(1.)\n", + "\n", + "optim = torchopt.MetaAdam(net, lr=1., moment_requires_grad=False)\n", + "\n", + "net_state_0 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.')\n", + "inner_loss = F.mse_loss(net(x), y)\n", + "optim.step(inner_loss)\n", + "net_state_1 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.')\n", + "\n", + "outer_loss = F.mse_loss(net(x), y)\n", + "display(torchopt.visual.make_dot(outer_loss, params=[net_state_0, net_state_1, {'x': x, 'outer_loss': outer_loss}]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- When you track the meta-gradient through moment (`moment_requires_grad=True`, default for `torchopt.MetaAdam`)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n140393102737552\n\nouter_loss\n ()\n\n\n\n140393111544400\n\nMseLossBackward0\n\n\n\n140393111544400->140393102737552\n\n\n\n\n\n140393111544304\n\nMulBackward0\n\n\n\n140393111544304->140393111544400\n\n\n\n\n\n140396584753232\n\nAddBackward0\n step1.a\n ()\n\n\n\n140396584753232->140393111544304\n\n\n\n\n\n140393111544016\n\nAccumulateGrad\n\n\n\n140393111544016->140396584753232\n\n\n\n\n\n140393111547280\n\nMulBackward0\n\n\n\n140393111544016->140393111547280\n\n\n\n\n\n140393111570848\n\nstep0.a\n ()\n\n\n\n140393111570848->140393111544016\n\n\n\n\n\n140393111544256\n\nMulBackward0\n\n\n\n140393111544256->140396584753232\n\n\n\n\n\n140393111544160\n\nDivBackward0\n\n\n\n140393111544160->140393111544256\n\n\n\n\n\n140393111546512\n\nDivBackward0\n\n\n\n140393111546512->140393111544160\n\n\n\n\n\n140393111544112\n\nAddBackward0\n\n\n\n140393111544112->140393111546512\n\n\n\n\n\n140393111546368\n\nMulBackward0\n\n\n\n140393111546368->140393111544112\n\n\n\n\n\n140393111547040\n\nAccumulateGrad\n\n\n\n140393111547040->140393111546368\n\n\n\n\n\n140393111569408\n\n ()\n\n\n\n140393111569408->140393111547040\n\n\n\n\n\n140393111546272\n\nPowBackward0\n\n\n\n140393111546272->140393111544112\n\n\n\n\n\n140393111547088\n\nMulBackward0\n\n\n\n140393111547088->140393111546272\n\n\n\n\n\n140393111547328\n\nPowBackward0\n\n\n\n140393111547088->140393111547328\n\n\n\n\n\n140393111547184\n\nMseLossBackwardBackward0\n\n\n\n140393111547184->140393111547088\n\n\n\n\n\n140393111547280->140393111547184\n\n\n\n\n\n140393111546944\n\nPowBackward0\n\n\n\n140393111546944->140393111547088\n\n\n\n\n\n140393111546944->140393111547280\n\n\n\n\n\n140393111546320\n\nAccumulateGrad\n\n\n\n140393111546320->140393111546944\n\n\n\n\n\n140393111544208\n\nPowBackward0\n\n\n\n140393111546320->140393111544208\n\n\n\n\n\n140393111571168\n\nx\n ()\n\n\n\n140393111571168->140393111546320\n\n\n\n\n\n140393111546848\n\nAddBackward0\n\n\n\n140393111546848->140393111544160\n\n\n\n\n\n140393111547136\n\nSqrtBackward0\n\n\n\n140393111547136->140393111546848\n\n\n\n\n\n140393111547232\n\nAddBackward0\n\n\n\n140393111547232->140393111547136\n\n\n\n\n\n140393111545360\n\nDivBackward0\n\n\n\n140393111545360->140393111547232\n\n\n\n\n\n140393111547424\n\nAddBackward0\n\n\n\n140393111547424->140393111545360\n\n\n\n\n\n140393111547520\n\nMulBackward0\n\n\n\n140393111547520->140393111547424\n\n\n\n\n\n140393111547616\n\nAccumulateGrad\n\n\n\n140393111547616->140393111547520\n\n\n\n\n\n140393111570288\n\n ()\n\n\n\n140393111570288->140393111547616\n\n\n\n\n\n140393111547328->140393111547424\n\n\n\n\n\n140393111544208->140393111544304\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "net = Net()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)\n", + "y = torch.tensor(1.)\n", + "\n", + "optim = torchopt.MetaAdam(net, lr=1., moment_requires_grad=True)\n", + "\n", + "net_state_0 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.')\n", + "inner_loss = F.mse_loss(net(x), y)\n", + "optim.step(inner_loss)\n", + "net_state_1 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.')\n", + "\n", + "outer_loss = F.mse_loss(net(x), y)\n", + "display(torchopt.visual.make_dot(outer_loss, params=[net_state_0, net_state_1, {'x': x, 'outer_loss': outer_loss}]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the additional moment terms are added into the computational graph when we set `moment_requires_grad = True`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Extract and Recover" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.1 Basic API\n", + "\n", + "We observe that how to reinitialize the inner-loop parameter in a new bi-level process vary in different meta-learning algorithms. For instance, in algorithm like Model-Agnostic Meta-Learning (MAML) ([arXiv:1703.03400](https://arxiv.org/abs/1703.03400)), every time a new task comes, we need to reset the parameters to the initial ones. In other cases such as Meta-Gradient Reinforcement Learning (MGRL) ([arXiv:1805.09801](https://arxiv.org/abs/1805.09801)), the inner-loop network parameter just inherit previous updated parameter to continue the new bi-level process.\n", + "\n", + "We provide the `torchopt.extract_state_dict` and `torchopt.recover_state_dict` functions to extract and restore the state of network and optimizer. By default, the extracted state dictionary is a reference (this design is for accumulating gradient of multi-task batch training, MAML for example). You can also set `copy=True` to extract the copy of state dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a = tensor(-1., grad_fn=)\n", + "a = tensor(-1., grad_fn=)\n" + ] + } + ], + "source": [ + "net = Net()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)\n", + "\n", + "optim = torchopt.MetaAdam(net, lr=1.)\n", + "\n", + "# Get the reference of state dictionary\n", + "init_net_state = torchopt.extract_state_dict(net)\n", + "init_optim_state = torchopt.extract_state_dict(optim)\n", + "\n", + "# Set `copy=True` to get the copy of state dictionary\n", + "init_net_state_copy = torchopt.extract_state_dict(net, copy=True)\n", + "init_optim_state_copy = torchopt.extract_state_dict(optim, copy=True)\n", + "\n", + "# Conduct 2 inner-loop optimization\n", + "for i in range(2):\n", + " inner_loss = net(x)\n", + " optim.step(inner_loss)\n", + "\n", + "print(f'a = {net.a!r}')\n", + "\n", + "# Recover and reconduct 2 inner-loop optimization\n", + "torchopt.recover_state_dict(net, init_net_state)\n", + "torchopt.recover_state_dict(optim, init_optim_state)\n", + "\n", + "for i in range(2):\n", + " inner_loss = net(x)\n", + " optim.step(inner_loss)\n", + "\n", + "print(f'a = {net.a!r}') # the same result" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2.2 Multi-task Example with `extract_state_dict` and `recover_state_dict`\n", + "\n", + "Let's move to another more complex setting. Meta Learning algorithms always fix network on several different tasks and accumulate outer loss of each task to the meta gradient.\n", + "\n", + "Assume $x$ is a meta parameter and $a$ is a normal parameter. We firstly update $a$ use inner loss $\\mathcal{L}_1^{\\textrm{in}} = a_0 \\cdot x^2$ to $a_1$. Then we use $a_1$ to compute the outer loss $\\mathcal{L}_1^{\\textrm{out}} = a_1 \\cdot x^2$ and back-propagate it. Then we use $a_0$ to compute the inner loss $\\mathcal{L}_2^{\\textrm{in}} = a_0 \\cdot x$ and update $a_0$ to $a_2 = a_0 - \\eta \\, \\frac{\\partial \\mathcal{L}_2^{\\textrm{in}}}{\\partial a_0} = a_0 - \\eta \\, x$. Then we compute outer loss $\\mathcal{L}_2^{\\textrm{out}} = a_2 \\cdot x$ and back-propagate it. So the accumulated meta gradient would be:\n", + "\n", + "$$\n", + "\\begin{split}\n", + " \\frac{\\partial \\mathcal{L}_1^{\\textrm{out}}}{\\partial x} + \\frac{\\partial \\mathcal{L}_2^{\\textrm{out}}}{\\partial x}\n", + " & = (- 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x) + \\frac{\\partial (a_2 \\cdot x)}{\\partial x} \\\\\n", + " & = (- 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x) + (\\frac{\\partial a_2}{\\partial x} \\cdot x + a_2) \\\\\n", + " & = (- 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x) + [\\frac{\\partial (a_0 - \\eta \\, x)}{\\partial x} \\cdot x + (a_0 - \\eta \\, x)] \\\\\n", + " & = (- 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x) + [(- \\eta) \\cdot x + (a_0 - \\eta \\, x)] \\\\\n", + " & = (- 4 \\, \\eta \\, x^3 + 2 \\, a_0 \\, x) + (- 2 \\, \\eta \\, x + a_0)\n", + "\\end{split}\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's define the network and variables first." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "class Net2Tasks(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.a = nn.Parameter(torch.tensor(1.), requires_grad=True)\n", + " \n", + " def task1(self, x):\n", + " return self.a * x ** 2\n", + " \n", + " def task2(self, x):\n", + " return self.a * x\n", + "\n", + "\n", + "net = Net2Tasks()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)\n", + "\n", + "optim = torchopt.MetaSGD(net, lr=1.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we call `step` method of `MetaOptimizer`, the parameters of the network would be changed. We should use `torchopt.extract_state_dict` to extract state and use `torchopt.recover_state_dict` to recover the state. Note that if we use optimizers that have momentum buffers, we should also extract and recover them, vanilla SGD does not have momentum buffers so code `init_optim_state = torchopt.extract_state_dict(optim)` and `torchopt.recover_state_dict(optim, init_optim_state)` have no effect." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "init_optim_state = ((EmptyState(), EmptyState()),)\n", + "Task 1: x.grad = tensor(-28.)\n", + "Accumulated: x.grad = tensor(-31.)\n" + ] + } + ], + "source": [ + "# Get the reference of state dictionary\n", + "init_net_state = torchopt.extract_state_dict(net)\n", + "init_optim_state = torchopt.extract_state_dict(optim)\n", + "# The `state_dict` is empty for vanilla SGD optimizer\n", + "print(f'init_optim_state = {init_optim_state!r}')\n", + "\n", + "inner_loss_1 = net.task1(x)\n", + "optim.step(inner_loss_1)\n", + "outer_loss_1 = net.task1(x)\n", + "outer_loss_1.backward()\n", + "print(f'Task 1: x.grad = {x.grad!r}')\n", + "\n", + "torchopt.recover_state_dict(net, init_net_state)\n", + "torchopt.recover_state_dict(optim, init_optim_state)\n", + "inner_loss_2 = net.task2(x)\n", + "optim.step(inner_loss_2)\n", + "outer_loss_2 = net.task2(x)\n", + "outer_loss_2.backward()\n", + "\n", + "# `extract_state_dict`` extracts the reference so gradient accumulates\n", + "# x.grad = (- 4 * lr * x^3 + 2 * a_0 * x) + (- 2 * lr * x + a_0)\n", + "# = (- 4 * 1 * 2^3 + 2 * 1 * 2) + (- 2 * 1 * 2 + 1)\n", + "# = -28 - 3\n", + "# = -31\n", + "print(f'Accumulated: x.grad = {x.grad!r}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Gradient Transformation in `MetaOptimizer`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also use some gradient normalization tricks in our `MetaOptimizer`. In fact `MetaOptimizer` decedents like `MetaSGD` are specializations of `MetaOptimizer`. Specifically, `MetaSGD(net, lr=1.)` is `MetaOptimizer(net, alias.sgd(lr=1., moment_requires_grad=True))`, where flag `moment_requires_grad=True` means the momentums are created with flag `requires_grad=True` so the momentums will also be the part of the computation graph.\n", + "\n", + "In the designing of TorchOpt, we treat these functions as derivations of `combine.chain`. So we can build our own chain like `combine.chain(clip.clip_grad_norm(max_norm=1.), sgd(lr=1., requires_grad=True))` to clip the gradient and update parameters using `sgd`.\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + " \\frac{\\partial \\mathcal{L}^{\\textrm{out}}}{\\partial x}\n", + " & = \\frac{\\partial (a_1 \\cdot x^2)}{\\partial x} \\\\\n", + " & = \\frac{\\partial a_1}{\\partial x} \\cdot x^2 + a_1 \\cdot \\frac{\\partial (x^2)}{\\partial x} \\\\\n", + " & = \\frac{\\partial (a_0 - \\eta \\, g)}{\\partial x} \\cdot x^2 + (a_0 - \\eta \\, g) \\cdot 2 x & \\qquad (g \\propto \\frac{\\partial \\mathcal{L}^{\\textrm{in}}}{\\partial a_0} = x^2, \\ {\\lVert g \\rVert}_2 \\le G_{\\max}) \\\\\n", + " & = \\frac{\\partial (a_0 - \\eta \\, \\beta^{-1} \\, x^2)}{\\partial x} \\cdot x^2 + (a_0 - \\eta \\, \\beta^{-1} \\, x^2) \\cdot 2 x & \\qquad (g = \\beta^{-1} \\, x^2, \\ \\beta > 0, \\ {\\lVert g \\rVert}_2 \\le G_{\\max}) \\\\\n", + " & = (- \\beta^{-1} \\, \\eta \\cdot 2 x) \\cdot x^2 + (a_0 - \\beta^{-1} \\, \\eta \\, x^2) \\cdot 2 x \\\\\n", + " & = - 4 \\, \\beta^{-1} \\, \\eta \\, x^3 + 2 \\, a_0 \\, x\n", + "\\end{aligned}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "x.grad = tensor(-12.0000)\n" + ] + } + ], + "source": [ + "net = Net()\n", + "x = nn.Parameter(torch.tensor(2.), requires_grad=True)\n", + "\n", + "optim_impl = torchopt.combine.chain(torchopt.clip.clip_grad_norm(max_norm=2.), torchopt.sgd(lr=1., moment_requires_grad=True))\n", + "optim = torchopt.MetaOptimizer(net, optim_impl)\n", + "\n", + "inner_loss = net(x)\n", + "optim.step(inner_loss)\n", + "\n", + "outer_loss = net(x)\n", + "outer_loss.backward()\n", + "# Since `max_norm` is 2 and the gradient is x^2, so the scale = x^2 / 2 = 2^2 / 2 = 2\n", + "# x.grad = - 4 * lr * x^3 / scale + 2 * a_0 * x\n", + "# = - 4 * 1 * 2^3 / 2 + 2 * 1 * 2\n", + "# = -16 + 4\n", + "# = -12\n", + "print(f'x.grad = {x.grad!r}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Accelerated Optimizer\n", + "\n", + "Users can use accelerated optimizer by setting the `use_accelerated_op` as `True`. Currently we only support the Adam optimizer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check whether the `accelerated_op` is available:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "torchopt.accelerated_op_available(torch.device('cpu'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "torchopt.accelerated_op_available(torch.device('cuda'))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n140393102828544\n\nouter_loss\n ()\n\n\n\n140393111546128\n\nMseLossBackward0\n\n\n\n140393111546128->140393102828544\n\n\n\n\n\n140393111546032\n\nMulBackward0\n\n\n\n140393111546032->140393111546128\n\n\n\n\n\n140396237940288\n\nAddBackward0\n step1.a\n ()\n\n\n\n140396237940288->140393111546032\n\n\n\n\n\n140393111546464\n\nAccumulateGrad\n\n\n\n140393111546464->140396237940288\n\n\n\n\n\n140393102725760\n\nMulBackward0\n\n\n\n140393111546464->140393102725760\n\n\n\n\n\n140393102827744\n\nstep0.a\n ()\n\n\n\n140393102827744->140393111546464\n\n\n\n\n\n140393102725232\n\nMulBackward0\n\n\n\n140393102725232->140396237940288\n\n\n\n\n\n140393112318976\n\nUpdatesOpBackward\n\n\n\n140393112318976->140393102725232\n\n\n\n\n\n140396647894368\n\nMuOpBackward\n\n\n\n140396647894368->140393112318976\n\n\n\n\n\n140393102725472\n\nMulBackward0\n\n\n\n140393102725472->140396647894368\n\n\n\n\n\n140393112318736\n\nNuOpBackward\n\n\n\n140393102725472->140393112318736\n\n\n\n\n\n140393102725616\n\nMseLossBackwardBackward0\n\n\n\n140393102725616->140393102725472\n\n\n\n\n\n140393102725760->140393102725616\n\n\n\n\n\n140393102725568\n\nPowBackward0\n\n\n\n140393102725568->140393102725472\n\n\n\n\n\n140393102725568->140393102725760\n\n\n\n\n\n140393102725904\n\nAccumulateGrad\n\n\n\n140393102725904->140393102725568\n\n\n\n\n\n140393111543968\n\nPowBackward0\n\n\n\n140393102725904->140393111543968\n\n\n\n\n\n140393111485872\n\nx\n ()\n\n\n\n140393111485872->140393102725904\n\n\n\n\n\n140393102725328\n\nAccumulateGrad\n\n\n\n140393102725328->140396647894368\n\n\n\n\n\n140393111534224\n\n ()\n\n\n\n140393111534224->140396647894368\n\n\n\n\n\n140393111534224->140393102725328\n\n\n\n\n\n140393111531904\n\n ()\n\n\n\n140393111531904->140396647894368\n\n\n\n\n\n140393111531904->140393112318736\n\n\n\n\n\n140393112318736->140393112318976\n\n\n\n\n\n140393102725712\n\nAccumulateGrad\n\n\n\n140393102725712->140393112318736\n\n\n\n\n\n140393102827824\n\n ()\n\n\n\n140393102827824->140393112318736\n\n\n\n\n\n140393102827824->140393102725712\n\n\n\n\n\n140393102828784\n\n ()\n\n\n\n140393102828784->140393112318976\n\n\n\n\n\n140393102828144\n\n ()\n\n\n\n140393102828144->140393112318976\n\n\n\n\n\n140393102828224\n\n ()\n\n\n\n140393102828224->140393112318976\n\n\n\n\n\n140393111543968->140393111546032\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "net = Net().to(device='cuda')\n", + "x = nn.Parameter(torch.tensor(2., device=torch.device('cuda')), requires_grad=True)\n", + "y = torch.tensor(1., device=torch.device('cuda'))\n", + "\n", + "optim = torchopt.MetaAdam(net, lr=1., moment_requires_grad=True, use_accelerated_op=True)\n", + "\n", + "net_state_0 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.')\n", + "inner_loss = F.mse_loss(net(x), y)\n", + "optim.step(inner_loss)\n", + "net_state_1 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.')\n", + "\n", + "outer_loss = F.mse_loss(net(x), y)\n", + "display(torchopt.visual.make_dot(outer_loss, params=[net_state_0, net_state_1, {'x': x, 'outer_loss': outer_loss}]))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.13 ('torchopt')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "2a8cc1ff2cbc47027bf9993941710d9ab9175f14080903d9c7c432ee63d681da" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/4_Stop_Gradient.ipynb b/tutorials/4_Stop_Gradient.ipynb new file mode 100644 index 00000000..604196ca --- /dev/null +++ b/tutorials/4_Stop_Gradient.ipynb @@ -0,0 +1,474 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# `torchopt.stop_gradient` in Meta-Learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[](https://colab.research.google.com/drive/1jp_oPHIG6aaQMYGNxG72FSuWjABk1DHo?usp=sharing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, we will illustrate the usage of `torchopt.stop_gradient` with a meta-learning example. We use `torchopt.visual` to help us visualize what is going on in automatic differentiation. Firstly, we define a simple network and the objective function for inner- and outer- optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from IPython.display import display\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "import torchopt\n", + "\n", + "\n", + "class Net(nn.Module):\n", + " def __init__(self, dim):\n", + " super().__init__()\n", + " self.fc = nn.Linear(dim, 1, bias=True)\n", + " \n", + " def forward(self, x):\n", + " return self.fc(x)\n", + "\n", + "loss_fn = F.mse_loss" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We define the input `x` and output `y`. `y` will be served as the regression target in the following code." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size = 64\n", + "dim = 16\n", + "\n", + "x = torch.randn((batch_size, dim))\n", + "y = torch.zeros((batch_size, 1))\n", + "net = Net(dim)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us define the meta-parameter, we use `MetaSGD` as the inner-loop optimizer and `Adam` as the outer-loop optimizer. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "meta_parameter = nn.Parameter(torch.tensor(1.), requires_grad=True)\n", + "\n", + "optim = torchopt.MetaSGD(net, lr=1e-1)\n", + "meta_optim = torch.optim.Adam([meta_parameter], lr=1e-1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define the inner-loop optimization and visualize the inner-loop forward gradient flow." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "inner loss: 0.5540\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139978828415600\n\ninner_loss\n ()\n\n\n\n139978603488640\n\nMseLossBackward0\n\n\n\n139978603488640->139978828415600\n\n\n\n\n\n139978603489744\n\nAddmmBackward0\n\n\n\n139978603489744->139978603488640\n\n\n\n\n\n139978603490800\n\nAccumulateGrad\n\n\n\n139978603490800->139978603489744\n\n\n\n\n\n139975938634512\n\nstep0.fc.bias\n (1)\n\n\n\n139975938634512->139978603490800\n\n\n\n\n\n139978603490224\n\nTBackward0\n\n\n\n139978603490224->139978603489744\n\n\n\n\n\n139978603490368\n\nAccumulateGrad\n\n\n\n139978603490368->139978603490224\n\n\n\n\n\n139975938634432\n\nstep0.fc.weight\n (1, 16)\n\n\n\n139975938634432->139978603490368\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "init_net_state = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.')\n", + "\n", + "# inner loss\n", + "inner_loss = loss_fn(net(x), y)\n", + "\n", + "print(f'inner loss: {inner_loss:.4f}')\n", + "display(\n", + " torchopt.visual.make_dot(\n", + " inner_loss,\n", + " params=(init_net_state, {'inner_loss': inner_loss})\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conduct inner-loop optimization with `MetaSGD`, here the meta-parameter is served as a factor controlling the scale of inner-loop loss." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# inner-step optimization\n", + "loss = inner_loss * meta_parameter\n", + "optim.step(loss)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We compute the outer loss and draw the full computation graph of the first bi-level process. In this graph, three main parts are included.\n", + "\n", + "- Inner-loop: forward process and inner-loss calculation\n", + "- Inner-loop optimization: `MetaSGD` optimization step given inner-loss\n", + "- Outer-loop: forward process and outer-loss calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "outer loss: 0.2297\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139975938634752\n\nouter_loss\n ()\n\n\n\n139975938188288\n\nMseLossBackward0\n\n\n\n139975938188288->139975938634752\n\n\n\n\n\n139975938188336\n\nAddmmBackward0\n\n\n\n139975938188336->139975938188288\n\n\n\n\n\n139975938188096\n\nAddBackward0\n step1.fc.bias\n (1)\n\n\n\n139975938188096->139975938188336\n\n\n\n\n\n139978603490800\n\nAccumulateGrad\n\n\n\n139978603490800->139975938188096\n\n\n\n\n\n139978603489744\n\nAddmmBackward0\n\n\n\n139978603490800->139978603489744\n\n\n\n\n\n139975938634512\n\nstep0.fc.bias\n (1)\n\n\n\n139975938634512->139978603490800\n\n\n\n\n\n139975938188480\n\nMulBackward0\n\n\n\n139975938188480->139975938188096\n\n\n\n\n\n139975938188144\n\nViewBackward0\n\n\n\n139975938188144->139975938188480\n\n\n\n\n\n139975938187664\n\nSumBackward1\n\n\n\n139975938187664->139975938188144\n\n\n\n\n\n139975938188720\n\nMseLossBackwardBackward0\n\n\n\n139975938188720->139975938187664\n\n\n\n\n\n139975938189200\n\nTBackward0\n\n\n\n139975938188720->139975938189200\n\n\n\n\n\n139975938188816\n\nMulBackward0\n\n\n\n139975938188816->139975938188720\n\n\n\n\n\n139975938188912\n\nAccumulateGrad\n\n\n\n139975938188912->139975938188816\n\n\n\n\n\n139975938635072\n\nmeta_parameter\n ()\n\n\n\n139975938635072->139975938188912\n\n\n\n\n\n139978603489744->139975938188720\n\n\n\n\n\n139978603490224\n\nTBackward0\n\n\n\n139978603490224->139978603489744\n\n\n\n\n\n139978603490368\n\nAccumulateGrad\n\n\n\n139978603490368->139978603490224\n\n\n\n\n\n139975938187808\n\nAddBackward0\n step1.fc.weight\n (1, 16)\n\n\n\n139978603490368->139975938187808\n\n\n\n\n\n139975938634432\n\nstep0.fc.weight\n (1, 16)\n\n\n\n139975938634432->139978603490368\n\n\n\n\n\n139975938188384\n\nTBackward0\n\n\n\n139975938188384->139975938188336\n\n\n\n\n\n139975938187808->139975938188384\n\n\n\n\n\n139975938188672\n\nMulBackward0\n\n\n\n139975938188672->139975938187808\n\n\n\n\n\n139975938189008\n\nTBackward0\n\n\n\n139975938189008->139975938188672\n\n\n\n\n\n139975938189104\n\nTBackward0\n\n\n\n139975938189104->139975938189008\n\n\n\n\n\n139975938188864\n\nMmBackward0\n\n\n\n139975938188864->139975938189104\n\n\n\n\n\n139975938189200->139975938188864\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract `state_dict`` for updated network\n", + "one_step_net_state = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.')\n", + "one_step_optim_state = torchopt.extract_state_dict(optim)\n", + "\n", + "# Calculate outer loss\n", + "outer_loss = loss_fn(net(x), y)\n", + "print(f'outer loss: {outer_loss:.4f}')\n", + "display(\n", + " torchopt.visual.make_dot(\n", + " outer_loss,\n", + " params=(init_net_state, one_step_net_state, {'meta_parameter': meta_parameter, 'outer_loss': outer_loss})\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then we backward the loss to conduct outer-loop meta optimization." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "meta_parameter.grad = tensor(-0.2464)\n", + "meta_parameter = Parameter containing: tensor(1.1000, requires_grad=True)\n" + ] + } + ], + "source": [ + "meta_optim.zero_grad()\n", + "outer_loss.backward()\n", + "print(f'meta_parameter.grad = {meta_parameter.grad!r}')\n", + "meta_optim.step()\n", + "print(f'meta_parameter = {meta_parameter!r}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have already conducted one bi-level optimization and optimize our meta-parameters. When you want to conduct the second bi-level optimization, you need to be careful whether you need to use the `stop_gradient` function. For example, if your new inner-loop parameters directly inherits previous inner-loop parameters (which is a common strategy in many meta-learning algorithms like Meta-Gradient Reinforcement Learning (MGRL) ([arXiv:1805.09801](https://arxiv.org/abs/1805.09801))), you might need `stop_gradient` function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, the back-propagation only frees saved tensors (often used as auxiliary data for computing the gradient) but the computation graph remains. Once the outer iteration is finished, if you want to use any intermediate network parameters produced by the inner loop for the next bi-level iteration, you should detach them from the computation graph.\n", + "\n", + "There are two main reasons:\n", + "\n", + "- The network parameters are still connected to the previous computation graph (`.grad_fn` is not `None`). If later the gradient back-propagate to these parameters, the PyTorch backward engine will try to back-propagate through the previous computation graph. This will raise a `RuntimeError`: Trying to backward through the graph a second time...\n", + "- If we do not detach the computation graph, the computation graph connected to these parameters can not be freed by GC (Garbage Collector) until these parameters are collected by GC." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let us see what will happen if we do not use the `stop_gradient` function before we conduct the second bi-level process." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139978828415600\n\nouter_loss\n ()\n\n\n\n139975938626944\n\nMseLossBackward0\n\n\n\n139975938626944->139978828415600\n\n\n\n\n\n139975938626656\n\nAddmmBackward0\n\n\n\n139975938626656->139975938626944\n\n\n\n\n\n139975938188624\n\nAddBackward0\n\n\n\n139975938188624->139975938626656\n\n\n\n\n\n139975938188096\n\nAddBackward0\n step1.fc.bias\n (1)\n\n\n\n139975938188096->139975938188624\n\n\n\n\n\n139975938188144\n\nAddmmBackward0\n\n\n\n139975938188096->139975938188144\n\n\n\n\n\n139975938187424\n\nAccumulateGrad\n\n\n\n139975938187424->139975938188096\n\n\n\n\n\n139975938188912\n\nAddmmBackward0\n\n\n\n139975938187424->139975938188912\n\n\n\n\n\n139975938634512\n\nstep0.fc.bias\n (1)\n\n\n\n139975938634512->139975938187424\n\n\n\n\n\n139975938187856\n\nMulBackward0\n\n\n\n139975938187856->139975938188096\n\n\n\n\n\n139975938188768\n\nViewBackward0\n\n\n\n139975938188768->139975938187856\n\n\n\n\n\n139975938189200\n\nSumBackward1\n\n\n\n139975938189200->139975938188768\n\n\n\n\n\n139975938189008\n\nMseLossBackwardBackward0\n\n\n\n139975938189008->139975938189200\n\n\n\n\n\n139975938189728\n\nTBackward0\n\n\n\n139975938189008->139975938189728\n\n\n\n\n\n139975938188864\n\nMulBackward0\n\n\n\n139975938188864->139975938189008\n\n\n\n\n\n139975938187952\n\nAccumulateGrad\n\n\n\n139975938187952->139975938188864\n\n\n\n\n\n139975938187712\n\nMulBackward0\n\n\n\n139975938187952->139975938187712\n\n\n\n\n\n139975938635072\n\nmeta_parameter\n ()\n\n\n\n139975938635072->139975938187952\n\n\n\n\n\n139975938188912->139975938189008\n\n\n\n\n\n139975938188480\n\nTBackward0\n\n\n\n139975938188480->139975938188912\n\n\n\n\n\n139975938188384\n\nAccumulateGrad\n\n\n\n139975938188384->139975938188480\n\n\n\n\n\n139975938187808\n\nAddBackward0\n step1.fc.weight\n (1, 16)\n\n\n\n139975938188384->139975938187808\n\n\n\n\n\n139975938634432\n\nstep0.fc.weight\n (1, 16)\n\n\n\n139975938634432->139975938188384\n\n\n\n\n\n139975938187520\n\nMulBackward0\n\n\n\n139975938187520->139975938188624\n\n\n\n\n\n139975938189296\n\nViewBackward0\n\n\n\n139975938189296->139975938187520\n\n\n\n\n\n139975938188576\n\nSumBackward1\n\n\n\n139975938188576->139975938189296\n\n\n\n\n\n139975938188720\n\nMseLossBackwardBackward0\n\n\n\n139975938188720->139975938188576\n\n\n\n\n\n139975938189824\n\nTBackward0\n\n\n\n139975938188720->139975938189824\n\n\n\n\n\n139975938187712->139975938188720\n\n\n\n\n\n139975938188144->139975938188720\n\n\n\n\n\n139975938188816\n\nTBackward0\n\n\n\n139975938188816->139975938188144\n\n\n\n\n\n139975938187808->139975938188816\n\n\n\n\n\n139975938189104\n\nAddBackward0\n\n\n\n139975938187808->139975938189104\n\n\n\n\n\n139975938189248\n\nMulBackward0\n\n\n\n139975938189248->139975938187808\n\n\n\n\n\n139975938189344\n\nTBackward0\n\n\n\n139975938189344->139975938189248\n\n\n\n\n\n139975938189536\n\nTBackward0\n\n\n\n139975938189536->139975938189344\n\n\n\n\n\n139975938189440\n\nMmBackward0\n\n\n\n139975938189440->139975938189536\n\n\n\n\n\n139975938189728->139975938189440\n\n\n\n\n\n139975938187904\n\nTBackward0\n\n\n\n139975938187904->139975938626656\n\n\n\n\n\n139975938189104->139975938187904\n\n\n\n\n\n139975938188240\n\nMulBackward0\n\n\n\n139975938188240->139975938189104\n\n\n\n\n\n139975938188048\n\nTBackward0\n\n\n\n139975938188048->139975938188240\n\n\n\n\n\n139975938188528\n\nTBackward0\n\n\n\n139975938188528->139975938188048\n\n\n\n\n\n139975938189584\n\nMmBackward0\n\n\n\n139975938189584->139975938188528\n\n\n\n\n\n139975938189824->139975938189584\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
╭──────────────────────────── Traceback (most recent call last) ────────────────────────────╮\n",
+       " <ipython-input-8-5906690e2182>:17 in <cell line: 17>                                      \n",
+       " /home/TorchOpt/Miniconda3/envs/torchopt/lib/python3.8/site-packages/torch/_tensor.py:396  \n",
+       " in backward                                                                               \n",
+       "                                                                                           \n",
+       "    393 │   │   │   │   retain_graph=retain_graph,                                         \n",
+       "    394 │   │   │   │   create_graph=create_graph,                                         \n",
+       "    395 │   │   │   │   inputs=inputs)                                                     \n",
+       "  396 │   │   torch.autograd.backward(self, gradient, retain_graph, create_graph, inputs \n",
+       "    397 │                                                                                  \n",
+       "    398 │   def register_hook(self, hook):                                                 \n",
+       "    399 │   │   r\"\"\"Registers a backward hook.                                             \n",
+       "                                                                                           \n",
+       " /home/TorchOpt/Miniconda3/envs/torchopt/lib/python3.8/site-packages/torch/autograd/__init \n",
+       " __.py:173 in backward                                                                     \n",
+       "                                                                                           \n",
+       "   170 │   # The reason we repeat same the comment below is that                           \n",
+       "   171 │   # some Python versions print out the first line of a multi-line function        \n",
+       "   172 │   # calls in the traceback and some print out the last line                       \n",
+       " 173 Variable._execution_engine.run_backward(  # Calls into the C++ engine to run th \n",
+       "   174 │   │   tensors, grad_tensors_, retain_graph, create_graph, inputs,                 \n",
+       "   175 │   │   allow_unreachable=True, accumulate_grad=True)  # Calls into the C++ engine  \n",
+       "   176                                                                                     \n",
+       "╰───────────────────────────────────────────────────────────────────────────────────────────╯\n",
+       "RuntimeError: Trying to backward through the graph a second time (or directly access saved \n",
+       "tensors after they have already been freed). Saved intermediate values of the graph are freed\n",
+       "when you call .backward() or autograd.grad(). Specify retain_graph=True if you need to \n",
+       "backward through the graph a second time or if you need to access saved tensors after calling\n",
+       "backward.\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[91m╭─\u001b[0m\u001b[91m─────────────────────────── \u001b[0m\u001b[1;31mTraceback \u001b[0m\u001b[1;2;31m(most recent call last)\u001b[0m\u001b[91m ───────────────────────────\u001b[0m\u001b[91m─╮\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[33m\u001b[0m:\u001b[94m17\u001b[0m in \u001b[92m\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2;33m/home/PanXuehai/Miniconda3/envs/torchopt/lib/python3.8/site-packages/torch/\u001b[0m\u001b[1;33m_tensor.py\u001b[0m:\u001b[94m396\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m in \u001b[92mbackward\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 393 \u001b[0m\u001b[2m│ │ │ │ \u001b[0mretain_graph=retain_graph, \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 394 \u001b[0m\u001b[2m│ │ │ │ \u001b[0mcreate_graph=create_graph, \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 395 \u001b[0m\u001b[2m│ │ │ │ \u001b[0minputs=inputs) \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[31m❱ \u001b[0m 396 \u001b[2m│ │ \u001b[0mtorch.autograd.backward(\u001b[96mself\u001b[0m, gradient, retain_graph, create_graph, inputs \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 397 \u001b[0m\u001b[2m│ \u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 398 \u001b[0m\u001b[2m│ \u001b[0m\u001b[94mdef\u001b[0m \u001b[92mregister_hook\u001b[0m(\u001b[96mself\u001b[0m, hook): \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m 399 \u001b[0m\u001b[2m│ │ \u001b[0m\u001b[33mr\u001b[0m\u001b[33m\"\"\"Registers a backward hook.\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2;33m/home/PanXuehai/Miniconda3/envs/torchopt/lib/python3.8/site-packages/torch/autograd/\u001b[0m\u001b[1;33m__ini\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[1;33mt__.py\u001b[0m:\u001b[94m173\u001b[0m in \u001b[92mbackward\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m170 \u001b[0m\u001b[2m│ \u001b[0m\u001b[2m# The reason we repeat same the comment below is that\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m171 \u001b[0m\u001b[2m│ \u001b[0m\u001b[2m# some Python versions print out the first line of a multi-line function\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m172 \u001b[0m\u001b[2m│ \u001b[0m\u001b[2m# calls in the traceback and some print out the last line\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[31m❱ \u001b[0m173 \u001b[2m│ \u001b[0mVariable._execution_engine.run_backward( \u001b[2m# Calls into the C++ engine to run th\u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m174 \u001b[0m\u001b[2m│ │ \u001b[0mtensors, grad_tensors_, retain_graph, create_graph, inputs, \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m175 \u001b[0m\u001b[2m│ │ \u001b[0mallow_unreachable=\u001b[94mTrue\u001b[0m, accumulate_grad=\u001b[94mTrue\u001b[0m) \u001b[2m# Calls into the C++ engine \u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m│\u001b[0m \u001b[2m176 \u001b[0m \u001b[91m│\u001b[0m\n", + "\u001b[91m╰───────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n", + "\u001b[1;91mRuntimeError: \u001b[0mTrying to backward through the graph a second time \u001b[1m(\u001b[0mor directly access saved \n", + "tensors after they have already been freed\u001b[1m)\u001b[0m. Saved intermediate values of the graph are freed\n", + "when you call \u001b[1;35m.backward\u001b[0m\u001b[1m(\u001b[0m\u001b[1m)\u001b[0m or \u001b[1;35mautograd.grad\u001b[0m\u001b[1m(\u001b[0m\u001b[1m)\u001b[0m. Specify \u001b[33mretain_graph\u001b[0m=\u001b[3;92mTrue\u001b[0m if you need to \n", + "backward through the graph a second time or if you need to access saved tensors after calling\n", + "backward.\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Inner update with attached computation graph\n", + "inner_loss = loss_fn(net(x), y)\n", + "loss = inner_loss * meta_parameter\n", + "optim.step(loss)\n", + "\n", + "# Outer forward process\n", + "outer_loss = loss_fn(net(x), y)\n", + "display(\n", + " torchopt.visual.make_dot(\n", + " outer_loss,\n", + " params=(init_net_state, one_step_net_state, {'meta_parameter': meta_parameter, 'outer_loss': outer_loss})\n", + " )\n", + ")\n", + "\n", + "# Outer update\n", + "meta_optim.zero_grad()\n", + "outer_loss.backward()\n", + "meta_optim.step()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the graph we can see, directly conducting the second bi-level process links the graph of first and second bi-level process together. We should manually stop gradient with `torchopt.stop_gradient`. `torchopt.stop_gradient` will detach the node of gradient graph and make it become a leaf node. It allows the input of network, optimizer, or state dictionary and the gradient operation happens in an in-place manner.\n", + "\n", + "Let's use `recover_state_dict` to come back to one-step updated states." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Reset to previous one-step updated states\n", + "torchopt.recover_state_dict(net, one_step_net_state)\n", + "torchopt.recover_state_dict(optim, one_step_optim_state)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And finally, Let's conduct the stop-gradient operation before the second meta-optimization step. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "meta_parameter.grad = tensor(-0.0914)\n", + "meta_parameter = Parameter containing: tensor(1.1887, requires_grad=True)\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n%3\n\n\n\n139975938621248\n\nouter_loss\n ()\n\n\n\n139975251126352\n\nMseLossBackward0\n\n\n\n139975251126352->139975938621248\n\n\n\n\n\n139975251126592\n\nAddmmBackward0\n\n\n\n139975251126592->139975251126352\n\n\n\n\n\n139975251125920\n\nAddBackward0\n\n\n\n139975251125920->139975251126592\n\n\n\n\n\n139975251126400\n\nAccumulateGrad\n\n\n\n139975251126400->139975251125920\n\n\n\n\n\n139975251127120\n\nAddmmBackward0\n\n\n\n139975251126400->139975251127120\n\n\n\n\n\n139975938636032\n\nstep1.detached.fc.bias\n (1)\n\n\n\n139975938636032->139975251126400\n\n\n\n\n\n139975251126304\n\nMulBackward0\n\n\n\n139975251126304->139975251125920\n\n\n\n\n\n139975251127072\n\nViewBackward0\n\n\n\n139975251127072->139975251126304\n\n\n\n\n\n139975251128080\n\nSumBackward1\n\n\n\n139975251128080->139975251127072\n\n\n\n\n\n139975251126448\n\nMseLossBackwardBackward0\n\n\n\n139975251126448->139975251128080\n\n\n\n\n\n139975251127456\n\nTBackward0\n\n\n\n139975251126448->139975251127456\n\n\n\n\n\n139975251127312\n\nMulBackward0\n\n\n\n139975251127312->139975251126448\n\n\n\n\n\n139975251126016\n\nAccumulateGrad\n\n\n\n139975251126016->139975251127312\n\n\n\n\n\n139975938635072\n\nmeta_parameter\n ()\n\n\n\n139975938635072->139975251126016\n\n\n\n\n\n139975251127120->139975251126448\n\n\n\n\n\n139975251126880\n\nTBackward0\n\n\n\n139975251126880->139975251127120\n\n\n\n\n\n139975251126544\n\nAccumulateGrad\n\n\n\n139975251126544->139975251126880\n\n\n\n\n\n139975251128272\n\nAddBackward0\n\n\n\n139975251126544->139975251128272\n\n\n\n\n\n139975938635552\n\nstep1.detached.fc.weight\n (1, 16)\n\n\n\n139975938635552->139975251126544\n\n\n\n\n\n139975251126256\n\nTBackward0\n\n\n\n139975251126256->139975251126592\n\n\n\n\n\n139975251128272->139975251126256\n\n\n\n\n\n139975251127744\n\nMulBackward0\n\n\n\n139975251127744->139975251128272\n\n\n\n\n\n139975251126112\n\nTBackward0\n\n\n\n139975251126112->139975251127744\n\n\n\n\n\n139975251126640\n\nTBackward0\n\n\n\n139975251126640->139975251126112\n\n\n\n\n\n139975251126976\n\nMmBackward0\n\n\n\n139975251126976->139975251126640\n\n\n\n\n\n139975251127456->139975251126976\n\n\n\n\n\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Stop gradient and make them become the leaf node\n", + "torchopt.stop_gradient(net)\n", + "torchopt.stop_gradient(optim)\n", + "one_step_net_state_detached = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.detached.')\n", + "\n", + "# Inner update\n", + "inner_loss = loss_fn(net(x), y)\n", + "loss = inner_loss * meta_parameter\n", + "optim.step(loss)\n", + "\n", + "# Outer update\n", + "outer_loss = loss_fn(net(x), y)\n", + "meta_optim.zero_grad()\n", + "outer_loss.backward()\n", + "print(f'meta_parameter.grad = {meta_parameter.grad!r}')\n", + "meta_optim.step()\n", + "print(f'meta_parameter = {meta_parameter!r}')\n", + "\n", + "display(\n", + " torchopt.visual.make_dot(\n", + " outer_loss,\n", + " params=(one_step_net_state_detached, {'meta_parameter': meta_parameter, 'outer_loss': outer_loss})\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The gradient graph is the same with the first meta-optimization's gradient graph and we successfully conduct the second bi-level process." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.8.13 ('torchopt')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "vscode": { + "interpreter": { + "hash": "2a8cc1ff2cbc47027bf9993941710d9ab9175f14080903d9c7c432ee63d681da" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorials/requirements.txt b/tutorials/requirements.txt new file mode 100644 index 00000000..00cb5228 --- /dev/null +++ b/tutorials/requirements.txt @@ -0,0 +1,8 @@ +--extra-index-url https://download.pytorch.org/whl/cu116 +torch == 1.12 +torchvision +functorch + +--requirement ../requirements.txt + +ipykernel From 7154b5de5e0adbdd1e0573aedfe3cefdff7d7157 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 20 Jul 2022 18:51:18 +0800 Subject: [PATCH 17/55] merge: resolve conflicts --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 5deaf2bb..e78d5ef6 100644 --- a/.gitignore +++ b/.gitignore @@ -169,7 +169,7 @@ cython_debug/ .LSOverride # Icon must end with two \r -Icon +Icon # Thumbnails ._* From eeb815a5ba730be72afc52d8ac567cfa11776824 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 20 Jul 2022 19:11:21 +0800 Subject: [PATCH 18/55] merge: update missing files --- torchopt/_src/__init__.py | 16 + torchopt/_src/accelerated_op/__init__.py | 36 ++ .../_src/accelerated_op/adam_op/__init__.py | 16 + .../_src/accelerated_op/adam_op/adam_op.py | 137 +++++ torchopt/_src/alias.py | 214 ++++++++ torchopt/_src/base.py | 146 ++++++ torchopt/_src/clip.py | 86 ++++ torchopt/_src/combine.py | 67 +++ torchopt/_src/hook.py | 46 ++ torchopt/_src/optimizer/__init__.py | 20 + torchopt/_src/optimizer/adam.py | 72 +++ torchopt/_src/optimizer/base.py | 117 +++++ torchopt/_src/optimizer/meta/__init__.py | 19 + torchopt/_src/optimizer/meta/adam.py | 74 +++ torchopt/_src/optimizer/meta/base.py | 93 ++++ torchopt/_src/optimizer/meta/rmsprop.py | 76 +++ torchopt/_src/optimizer/meta/sgd.py | 61 +++ torchopt/_src/optimizer/rmsprop.py | 77 +++ torchopt/_src/optimizer/sgd.py | 55 ++ torchopt/_src/schedule.py | 107 ++++ torchopt/_src/transform.py | 480 ++++++++++++++++++ torchopt/_src/typing.py | 28 + torchopt/_src/update.py | 71 +++ torchopt/_src/utils.py | 197 +++++++ torchopt/_src/visual.py | 241 +++++++++ 25 files changed, 2552 insertions(+) create mode 100644 torchopt/_src/__init__.py create mode 100644 torchopt/_src/accelerated_op/__init__.py create mode 100644 torchopt/_src/accelerated_op/adam_op/__init__.py create mode 100644 torchopt/_src/accelerated_op/adam_op/adam_op.py create mode 100644 torchopt/_src/alias.py create mode 100644 torchopt/_src/base.py create mode 100644 torchopt/_src/clip.py create mode 100644 torchopt/_src/combine.py create mode 100644 torchopt/_src/hook.py create mode 100644 torchopt/_src/optimizer/__init__.py create mode 100644 torchopt/_src/optimizer/adam.py create mode 100644 torchopt/_src/optimizer/base.py create mode 100644 torchopt/_src/optimizer/meta/__init__.py create mode 100644 torchopt/_src/optimizer/meta/adam.py create mode 100644 torchopt/_src/optimizer/meta/base.py create mode 100644 torchopt/_src/optimizer/meta/rmsprop.py create mode 100644 torchopt/_src/optimizer/meta/sgd.py create mode 100644 torchopt/_src/optimizer/rmsprop.py create mode 100644 torchopt/_src/optimizer/sgd.py create mode 100644 torchopt/_src/schedule.py create mode 100644 torchopt/_src/transform.py create mode 100644 torchopt/_src/typing.py create mode 100644 torchopt/_src/update.py create mode 100644 torchopt/_src/utils.py create mode 100644 torchopt/_src/visual.py diff --git a/torchopt/_src/__init__.py b/torchopt/_src/__init__.py new file mode 100644 index 00000000..75b3cf8d --- /dev/null +++ b/torchopt/_src/__init__.py @@ -0,0 +1,16 @@ +# Copyright 2022 MetaOPT Team. 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 torchopt._src.accelerated_op import accelerated_op_available diff --git a/torchopt/_src/accelerated_op/__init__.py b/torchopt/_src/accelerated_op/__init__.py new file mode 100644 index 00000000..3eb1d44f --- /dev/null +++ b/torchopt/_src/accelerated_op/__init__.py @@ -0,0 +1,36 @@ +# Copyright 2022 MetaOPT Team. 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 torch + +from torchopt._src.accelerated_op.adam_op import AdamOp + + +def accelerated_op_available(devices=None): + """Check the availability of accelerated optimizer.""" + op = AdamOp() + + if devices is None: + devices = [torch.device('cuda'), torch.device('cpu')] + elif isinstance(devices, torch.device): + devices = [devices] + + try: + for device in devices: + updates = torch.tensor(1.0, device=device) + op(updates, updates, updates, 1) + return True + except BaseException: # pylint: disable=broad-except + return False diff --git a/torchopt/_src/accelerated_op/adam_op/__init__.py b/torchopt/_src/accelerated_op/adam_op/__init__.py new file mode 100644 index 00000000..d1203e92 --- /dev/null +++ b/torchopt/_src/accelerated_op/adam_op/__init__.py @@ -0,0 +1,16 @@ +# Copyright 2022 MetaOPT Team. 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 torchopt._src.accelerated_op.adam_op.adam_op import AdamOp diff --git a/torchopt/_src/accelerated_op/adam_op/adam_op.py b/torchopt/_src/accelerated_op/adam_op/adam_op.py new file mode 100644 index 00000000..cde05f73 --- /dev/null +++ b/torchopt/_src/accelerated_op/adam_op/adam_op.py @@ -0,0 +1,137 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== + +# pylint: disable=c-extension-no-member,invalid-name + +from typing import Any + +import torch + +from torchopt._lib import adam_op + + +class AdamOp: # pylint: disable=too-few-public-methods + """Fused accelerated Adam operators.""" + + class MuOp(torch.autograd.Function): # pylint: disable=abstract-method + """Bias-corrected first moment estimate.""" + + @staticmethod + def jvp(ctx: Any, *grad_inputs: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with forward mode automatic differentiation.""" + + @staticmethod + def forward(ctx: Any, *args: Any, **kwargs: Any) -> Any: + """Performs the operation.""" + updates, mu, b1 = args + new_mu = adam_op.forwardMu(updates, mu, b1) + ctx.save_for_backward(updates, mu) + ctx.b1 = b1 + return new_mu + + @staticmethod + def backward(ctx: Any, *args: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with backward mode automatic differentiation (alias to the :meth:`vjp` method).""" + dmu = args[0] + updates, mu = ctx.saved_tensors + b1 = ctx.b1 + result = adam_op.backwardMu(dmu, updates, mu, b1) + return result[0], result[1], None + + class NuOp(torch.autograd.Function): # pylint: disable=abstract-method + """Bias-corrected second raw moment estimate.""" + + @staticmethod + def jvp(ctx: Any, *grad_inputs: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with forward mode automatic differentiation.""" + + @staticmethod + def forward(ctx: Any, *args: Any, **kwargs: Any) -> Any: + """Performs the operation.""" + updates, nu, b2 = args + new_nu = adam_op.forwardNu(updates, nu, b2) + ctx.save_for_backward(updates, nu) + ctx.b2 = b2 + return new_nu + + @staticmethod + def backward(ctx: Any, *args: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with backward mode automatic differentiation (alias to the :meth:`vjp` function).""" + dnu = args[0] + updates, nu = ctx.saved_tensors + b2 = ctx.b2 + result = adam_op.backwardNu(dnu, updates, nu, b2) + return result[0], result[1], None + + class UpdatesOp(torch.autograd.Function): # pylint: disable=abstract-method + """Adam updates.""" + + @staticmethod + def jvp(ctx: Any, *grad_inputs: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with forward mode automatic differentiation.""" + + @staticmethod + def forward(ctx: Any, *args: Any, **kwargs: Any) -> Any: + """Performs the operation.""" + new_mu, new_nu, (b1, b2, eps, eps_root, count) = args + new_updates = adam_op.forwardUpdates(new_mu, new_nu, b1, b2, eps, eps_root, count) + ctx.save_for_backward(new_updates, new_mu, new_nu) + ctx.others = (b1, b2, eps, eps_root, count) + return new_updates + + @staticmethod + def backward(ctx: Any, *args: Any) -> Any: + # pylint: disable=line-too-long + """Defines a formula for differentiating the operation with backward mode automatic differentiation (alias to the :meth:`vjp` function).""" + dupdates = args[0] + updates, new_mu, new_nu = ctx.saved_tensors + b1, b2, _, _, count = ctx.others + result = adam_op.backwardUpdates(dupdates, updates, new_mu, new_nu, b1, b2, count) + return result[0], result[1], None + + # pylint: disable=too-many-arguments + def __init__(self, b1=0.9, b2=0.999, eps=1e-8, eps_root=0.0, inplace=True): + """The :meth:`__init__` function.""" + self.b1 = b1 + self.b2 = b2 + self.eps = eps + self.eps_root = eps_root + self.inplace = inplace + + def __call__(self, mu, nu, updates, count): + """The :meth:`__call__` function.""" + if updates is None: + return mu, nu, None + if updates.is_cuda: + current_device = torch.cuda.current_device() + torch.cuda.set_device(updates.device) + if self.inplace: + new_updates, new_mu, new_nu = adam_op.forward_( + updates, mu, nu, self.b1, self.b2, self.eps, self.eps_root, count + ) + else: + new_mu = self.MuOp.apply(updates, mu, self.b1) + new_nu = self.NuOp.apply(updates, nu, self.b2) + new_updates = self.UpdatesOp.apply( + new_mu, new_nu, (self.b1, self.b2, self.eps, self.eps_root, count) + ) + if updates.is_cuda: + torch.cuda.set_device(current_device) + return new_mu, new_nu, new_updates diff --git a/torchopt/_src/alias.py b/torchopt/_src/alias.py new file mode 100644 index 00000000..f27f5c3a --- /dev/null +++ b/torchopt/_src/alias.py @@ -0,0 +1,214 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/alias.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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. +# ============================================================================== + +# pylint: disable=invalid-name + +from typing import Optional + +import jax + +from torchopt._src import base, combine, transform +from torchopt._src.typing import ScalarOrSchedule + + +def _scale_by_lr(lr: ScalarOrSchedule, flip_sign=True): + sign = -1 if flip_sign else 1 + if callable(lr): + + def schedule_wrapper(count): + def f(scaled_lr): + return sign * scaled_lr + + return jax.tree_map(f, lr(count)) # type: ignore + + return transform.scale_by_schedule(schedule_wrapper) + return transform.scale(sign * lr) + + +# pylint: disable=too-many-arguments +def adam( + lr: ScalarOrSchedule, + b1: float = 0.9, + b2: float = 0.999, + eps: float = 1e-8, + eps_root: float = 0.0, + moment_requires_grad: bool = False, + use_accelerated_op: bool = False, +) -> base.GradientTransformation: + """The functional Adam optimizer. + + Adam is an SGD variant with learning rate adaptation. The *learning rate* used for each weight + is computed from estimates of first- and second-order moments of the gradients (using suitable + exponential moving averages). + + References: + - Kingma et al, 2014: https://arxiv.org/abs/1412.6980 + + Args: + lr: This is a fixed global scaling factor. + b1: The exponential decay rate to track the first moment of past gradients. + b2: The exponential decay rate to track the second moment of past gradients. + eps: + A small constant applied to denominator outside of the square root (as in the Adam + paper) to avoid dividing by zero when rescaling. + eps_root: (default: :data:`0.0`) + A small constant applied to denominator inside the square root (as in RMSProp), to avoid + dividing by zero when rescaling. This is needed for example when computing + (meta-)gradients through Adam. + moment_requires_grad: (default: :data:`False`) + If :data:`True` the momentums will be created with flag ``requires_grad=True``, this + flag is often used in Meta Learning algorithms. + use_accelerated_op: (default: :data:`False`) + If :data:`True` use our implemented fused operator. + + Returns: + The corresponding :class:`GradientTransformation` instance. + """ + adam_inst = ( + transform.scale_by_accelerated_adam if use_accelerated_op else transform.scale_by_adam + ) + return combine.chain( + adam_inst( + b1=b1, + b2=b2, + eps=eps, + eps_root=eps_root, + moment_requires_grad=moment_requires_grad, + ), + _scale_by_lr(lr), + ) + + +def sgd( + lr: ScalarOrSchedule, + momentum: Optional[float] = None, + nesterov: bool = False, + moment_requires_grad: bool = False, +) -> base.GradientTransformation: + """The functional version of the canonical Stochastic Gradient Descent optimizer. + + This implements stochastic gradient descent. It also includes support for momentum, and nesterov + acceleration, as these are standard practice when using stochastic gradient descent to train + deep neural networks. + + References: + - Sutskever et al, 2013: http://proceedings.mlr.press/v28/sutskever13.pdf + + Args: + lr: This is a fixed global scaling factor. + momentum: (default: :data:`None`) + The ``decay`` rate used by the momentum term, when it is set to :data:`None`, then + momentum is not used at all. + nesterov: (default: :data:`False`) + Whether the nesterov momentum is used. + moment_requires_grad: (default: :data:`False`) + If :data:`True` the momentums will be created with flag ``requires_grad=True``, this + flag is often used in Meta-Learning algorithms. + + Returns: + A :class:`GradientTransformation` instance. + """ + return combine.chain( + ( + transform.trace( + decay=momentum, + nesterov=nesterov, + moment_requires_grad=moment_requires_grad, + ) + if momentum is not None + else base.identity() + ), + _scale_by_lr(lr), + ) + + +# pylint: disable=too-many-arguments +def rmsprop( + lr: ScalarOrSchedule, + decay: float = 0.9, + eps: float = 1e-8, + initial_scale: float = 0.0, + centered: bool = False, + momentum: Optional[float] = None, + nesterov: bool = False, +) -> base.GradientTransformation: + """The functional version of the RMSProp optimizer. + + RMSProp is an SGD variant with learning rate adaptation. The *learning rate* used for each + weight is scaled by a suitable estimate of the magnitude of the gradients on previous steps. + Several variants of RMSProp can be found in the literature. This alias provides an easy to + configure RMSProp optimizer that can be used to switch between several of these variants. + + References: + - Tieleman and Hinton, 2012: http://www.cs.toronto.edu/~hinton/coursera/lecture6/lec6.pdf + - Graves, 2013: https://arxiv.org/abs/1308.0850 + + Args: + lr: This is a fixed global scaling factor. + decay: The decay used to track the magnitude of previous gradients. + eps: A small numerical constant to avoid dividing by zero when rescaling. + initial_scale: (default: :data:`0.0`) + Initialization of accumulators tracking the magnitude of previous updates. PyTorch uses + :data:`0.0`, TensorFlow 1.x uses :data:`1.0`. When reproducing results from a paper, + verify the value used by the authors. + centered: (default: :data:`False`) + Whether the second moment or the variance of the past gradients is used to rescale the + latest gradients. + momentum: (default: :data:`None`) + The ``decay`` rate used by the momentum term, when it is set to :data:`None`, then + momentum is not used at all. + nesterov: (default: :data:`False`) + Whether the nesterov momentum is used. + + Returns: + The corresponding :class:`GradientTransformation` instance. + """ + if centered: + return combine.chain( + transform.scale_by_stddev(decay=decay, eps=eps, initial_scale=initial_scale), + _scale_by_lr(lr), + ( + transform.trace(decay=momentum, nesterov=nesterov) + if momentum is not None + else base.identity() + ), + ) + + return combine.chain( + transform.scale_by_rms(decay=decay, eps=eps, initial_scale=initial_scale), + _scale_by_lr(lr), + ( + transform.trace(decay=momentum, nesterov=nesterov) + if momentum is not None + else base.identity() + ), + ) diff --git a/torchopt/_src/base.py b/torchopt/_src/base.py new file mode 100644 index 00000000..d725d607 --- /dev/null +++ b/torchopt/_src/base.py @@ -0,0 +1,146 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/base.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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 abc import abstractmethod +from typing import Callable, NamedTuple, Tuple + +from typing_extensions import Protocol + +from torchopt._src.typing import Numeric, TensorTree + + +OptState = TensorTree # States are arbitrary nests of `torch.Tensor`. +# Parameters are arbitrary nests of `torch.Tensor`. +Params = TensorTree +Updates = Params # Gradient updates are of the same type as parameters. + +Schedule = Callable[[Numeric], Numeric] + + +class EmptyState(NamedTuple): + """An empty state for the simplest stateless transformations.""" + + +class TransformInitFn(Protocol): # pylint: disable=too-few-public-methods + """A callable type for the :func:`init` step of a :class:`GradientTransformation`. + + The :func:`init` step takes a tree of ``params`` and uses these to construct an arbitrary + structured initial ``state`` for the gradient transformation. This may hold statistics of the + past updates or any other non static information. + """ + + @abstractmethod + def __call__(self, params: Params) -> OptState: + """The `init` function. + + Args: + params: + The initial value of the parameters. + + Returns: + The initial state of the gradient transformation. + """ + + +class TransformUpdateFn(Protocol): # pylint: disable=too-few-public-methods + """A callable type for the :func:`update` step of a :class:`GradientTransformation`. + + The :func:`update` step takes a tree of candidate parameter ``updates`` (e.g. their gradient + with respect to some loss), an arbitrary structured ``state``, and the current ``params`` of the + model being optimized. The ``params`` argument is optional, it must however be provided when + using transformations that require access to the current values of the parameters. + """ + + @abstractmethod + def __call__( + self, updates: Updates, state: OptState, inplace: bool = True + ) -> Tuple[Updates, OptState]: + """The `update` function. + + Args: + updates: A tree of candidate updates. + state: The state of the gradient transformation. + inplace: (optional) + If :data:`True`, modify updates and state using inplace operations. + + Returns: + The transformed ``updates``, and the updated ``state``. + """ + + +class GradientTransformation(NamedTuple): + """A pair of pure functions implementing a gradient transformation. + + TorchOpt optimizers are all implemented as *gradient transformations* like Optax. A gradient + transformation is defined to be a pair of pure functions, which are combined together in a + :class:`NamedTuple` so that they can be referred to by name. + + Since gradient transformations do not contain any internal state, all stateful optimizer + properties (such as the current step count when using optimizer schedules, or momentum values) + are passed through gradient transformations by using the optimizer *state* ``pytree``. Each time + a gradient transformation is applied, the state is computed and returned, ready to be passed to + the next call to the gradient transformation. + + Attributes: + init: + A pure function which, when called with an example instance of the parameters whose + gradients will be transformed, returns a ``pytree`` containing the initial value for the + optimizer state. + update: + A pure function which takes as input a pytree of updates (with the same tree structure + as the original params ``pytree`` passed to :attr:`init`), the previous optimizer state + (which may have been initialized using the :attr:`init` function), and optionally the + ``inplace`` flag. The :attr:`update` function then returns the computed gradient + updates, and a updates optimizer state. If the ``inplace`` flag is :data:`True`, the + output results are the same instance as the input. + """ + + init: TransformInitFn + update: TransformUpdateFn + + +def identity() -> GradientTransformation: + """Stateless identity transformation that leaves input gradients untouched. + + This function passes through the *gradient updates* unchanged. + + Returns: + An ``(init_fn, update_fn)`` tuple. + """ + + def init_fn(_): + return EmptyState() + + def update_fn(updates, state, inplace=False): # pylint: disable=unused-argument + return updates, state + + return GradientTransformation(init_fn, update_fn) diff --git a/torchopt/_src/clip.py b/torchopt/_src/clip.py new file mode 100644 index 00000000..58500ee7 --- /dev/null +++ b/torchopt/_src/clip.py @@ -0,0 +1,86 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/pytorch/pytorch/blob/master/torch/nn/utils/clip_grad.py +# ============================================================================== + +import jax +import torch +from torch._six import inf + +from torchopt._src import base + + +ClipState = base.EmptyState + + +def clip_grad_norm( + max_norm: float, norm_type: float = 2.0, error_if_nonfinite: bool = False +) -> base.GradientTransformation: + """Clips gradient norm of an iterable of parameters. + + Args: + max_delta: The maximum absolute value for each element in the update. + + Returns: + An ``(init_fn, update_fn)`` tuple. + """ + + def init_fn(params): + del params + return ClipState() + + def update_fn(updates, state, inplace=True): + available_updates = [] + for g in updates: + if g is not None: + available_updates.append(g) + if len(available_updates) == 0: + return torch.tensor(0.0) + device = available_updates[0].device + with torch.no_grad(): + if norm_type == inf: + norms = [p.abs().max().to(device) for p in available_updates] + total_norm = norms[0] if len(norms) == 1 else torch.max(torch.stack(norms)) + else: + total_norm = torch.norm( + torch.stack([torch.norm(p, norm_type).to(device) for p in available_updates]), + norm_type, + ) + if error_if_nonfinite and torch.logical_or(total_norm.isnan(), total_norm.isinf()): + raise RuntimeError( + f'The total norm of order {norm_type} for gradients from `parameters` is ' + f'non-finite, so it cannot be clipped. To disable this error and scale the ' + f'gradients by the non-finite norm anyway, set `error_if_nonfinite=False`' + ) + clip_coef = max_norm / (float(total_norm) + 1e-6) + # Note: multiplying by the clamped coef is redundant when the coef is clamped to 1, but + # doing so avoids a `if clip_coef < 1:` conditional which can require a CPU <=> device + # synchronization when the gradients do not reside in CPU memory. + clip_coef_clamped = min(clip_coef, 1.0) + if inplace: + + def f(g): + return g.mul_(clip_coef_clamped) if g is not None else None + + else: + + def f(g): + return g.mul(clip_coef_clamped) if g is not None else None + + new_updates = jax.tree_map(f, updates) + return new_updates, state + + return base.GradientTransformation(init_fn, update_fn) diff --git a/torchopt/_src/combine.py b/torchopt/_src/combine.py new file mode 100644 index 00000000..c7b4b237 --- /dev/null +++ b/torchopt/_src/combine.py @@ -0,0 +1,67 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/alias.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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 torchopt._src import base + + +def chain(*args: base.GradientTransformation) -> base.GradientTransformation: + """Applies a list of chainable update transformations. + + Given a sequence of chainable transforms, :func:`chain` returns an :func:`init_fn` that + constructs a ``state`` by concatenating the states of the individual transforms, and returns an + :func:`update_fn` which chains the update transformations feeding the appropriate state to each. + + Args: + *args: + A sequence of chainable ``(init_fn, update_fn)`` tuples. + + Returns: + A single ``(init_fn, update_fn)`` tuple. + """ + init_fns, update_fns = zip(*args) + + def init_fn(params): + return tuple(fn(params) for fn in init_fns) + + def update_fn(updates, state, inplace=True): + if len(update_fns) != len(state): + raise ValueError( + 'The number of updates and states has to be the same in chain! Make sure you have ' + 'called init first!' + ) + new_state = [] + for s, fn in zip(state, update_fns): # pylint: disable=invalid-name + updates, new_s = fn(updates, s, inplace) + new_state.append(new_s) + return updates, tuple(new_state) + + return base.GradientTransformation(init_fn, update_fn) diff --git a/torchopt/_src/hook.py b/torchopt/_src/hook.py new file mode 100644 index 00000000..a0081991 --- /dev/null +++ b/torchopt/_src/hook.py @@ -0,0 +1,46 @@ +# Copyright 2022 MetaOPT Team. 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 jax +import torch + +from torchopt._src.base import EmptyState, GradientTransformation + + +def zero_nan_hook(g: torch.Tensor) -> torch.Tensor: + """Registers a zero nan hook to replace nan with zero.""" + return torch.where(torch.isnan(g), torch.zeros_like(g), g) + + +def register_hook(hook) -> GradientTransformation: + """Stateless identity transformation that leaves input gradients untouched. + + This function passes through the *gradient updates* unchanged. + + Returns: + An ``(init_fn, update_fn)`` tuple. + """ + + def init_fn(_): + return EmptyState() + + def update_fn(updates, state, inplace=False): # pylint: disable=unused-argument + def f(g): + return g.register_hook(hook) if g is not None else None + + jax.tree_map(f, updates) + return updates, state + + return GradientTransformation(init_fn, update_fn) diff --git a/torchopt/_src/optimizer/__init__.py b/torchopt/_src/optimizer/__init__.py new file mode 100644 index 00000000..3d07bcdd --- /dev/null +++ b/torchopt/_src/optimizer/__init__.py @@ -0,0 +1,20 @@ +# Copyright 2022 MetaOPT Team. 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 torchopt._src.optimizer import meta +from torchopt._src.optimizer.adam import Adam +from torchopt._src.optimizer.base import Optimizer +from torchopt._src.optimizer.rmsprop import RMSProp +from torchopt._src.optimizer.sgd import SGD diff --git a/torchopt/_src/optimizer/adam.py b/torchopt/_src/optimizer/adam.py new file mode 100644 index 00000000..ff861334 --- /dev/null +++ b/torchopt/_src/optimizer/adam.py @@ -0,0 +1,72 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Iterable + +import torch + +from torchopt._src.alias import adam +from torchopt._src.optimizer.base import Optimizer +from torchopt._src.typing import ScalarOrSchedule + + +class Adam(Optimizer): + """The classic Adam optimizer. + + See Also: + - The functional Adam optimizer: :func:`torchopt.adam`. + - The differentiable meta-Adam optimizer: :class:`torchopt.MetaAdam`. + """ + + # pylint: disable=too-many-arguments + def __init__( + self, + params: Iterable[torch.Tensor], + lr: ScalarOrSchedule, + b1: float = 0.9, + b2: float = 0.999, + eps: float = 1e-8, + eps_root: float = 0.0, + use_accelerated_op: bool = False, + ): + r"""The :meth:`init` function. + + Args: + params (iterable of torch.Tensor): An iterable of :class:`torch.Tensor`\s. Specifies + what tensors should be optimized. + lr: This is a fixed global scaling factor. + b1: The exponential decay rate to track the first moment of past gradients. + b2: The exponential decay rate to track the second moment of past gradients. + eps: A small constant applied to denominator outside of the square root (as in the Adam + paper) to avoid dividing by zero when rescaling. + eps_root: (default: :data:`0.0`) + A small constant applied to denominator inside the square root (as in RMSProp), to + avoid dividing by zero when rescaling. This is needed for example when computing + (meta-)gradients through Adam. + use_accelerated_op: (default: :data:`False`) + If :data:`True` use our implemented fused operator. + """ + super().__init__( + params, + adam( + lr=lr, + b1=b1, + b2=b2, + eps=eps, + eps_root=eps_root, + moment_requires_grad=False, + use_accelerated_op=use_accelerated_op, + ), + ) diff --git a/torchopt/_src/optimizer/base.py b/torchopt/_src/optimizer/base.py new file mode 100644 index 00000000..428ba198 --- /dev/null +++ b/torchopt/_src/optimizer/base.py @@ -0,0 +1,117 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Iterable + +import jax +import torch + +from torchopt._src.base import GradientTransformation +from torchopt._src.update import apply_updates + + +class Optimizer: + """A base class for classic optimizers that similar to :class:`torch.optim.Optimizer`.""" + + def __init__(self, params: Iterable[torch.Tensor], impl: GradientTransformation): + r"""The :meth:`init` function. + + Args: + params (iterable of torch.Tensor): An iterable of :class:`torch.Tensor`\s. Specifies + what tensors should be optimized. + impl (GradientTransformation): A low level optimizer function, it could be a optimizer + function provided by ``alias.py`` or a customized ``chain`` provided by + ``combine.py``. + Note that using ``Optimizer(sgd())`` or ``Optimizer(chain(sgd()))`` is equivalent to + :class:`torchopt.SGD`. + """ + if not isinstance(params, list): + params = list(params) + self.impl = impl + self.param_groups = [] # type: ignore + self.param_tree_groups = [] # type: ignore + self.state_groups = [] # type: ignore + self.add_param_group(params) + + def zero_grad(self, set_to_none: bool = False): + r"""Sets the gradients of all optimized :class:`torch.Tensor`\s to zero. + + The behavior is similar to :meth:`torch.optim.Optimizer.zero_grad`. + + Args: + set_to_none (bool): Instead of setting to zero, set the ``grads`` to :data:`None`. + """ + for group in self.param_groups: + if set_to_none: + + def f(p): + p.grad = None + + else: + + def f(p): + if p.grad is None: + return + if p.grad.grad_fn is not None: + p.grad.detach_() + else: + p.grad.requires_grad_(False) + p.grad.zero_() + + jax.tree_map(f, group) + + def state_dict(self): + """Returns the state of the optimizer.""" + return self.state_groups + + def load_state_dict(self, state_dict): + """Loads the optimizer state. + + Args: + state_dict (dict): Optimizer state. Should be an object returned from a call to + :meth:`state_dict`. + """ + self.state_groups = state_dict + + def step(self, closure=None): + """Performs a single optimization step. + + The behavior is similar to :meth:`torch.optim.Optimizer.step`. + + Args: + closure (callable, optional): A closure that reevaluates the model and returns the loss. + """ + loss = None + if closure is not None: + with torch.enable_grad(): + loss = closure() + + def f(p): + return p.grad + + for param, state in zip(self.param_groups, self.state_groups): + grad = jax.tree_map(f, param) + updates, _ = self.impl.update(grad, state) + apply_updates(param, updates) + + return loss + + def add_param_group(self, params): + """Add a param group to the optimizer's :attr:`param_groups`.""" + params, tree = jax.tree_flatten(params) + params = tuple(params) + self.param_groups.append(params) + self.param_tree_groups.append(tree) + self.state_groups.append(self.impl.init(params)) diff --git a/torchopt/_src/optimizer/meta/__init__.py b/torchopt/_src/optimizer/meta/__init__.py new file mode 100644 index 00000000..86fcb3b3 --- /dev/null +++ b/torchopt/_src/optimizer/meta/__init__.py @@ -0,0 +1,19 @@ +# Copyright 2022 MetaOPT Team. 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 torchopt._src.optimizer.meta.adam import MetaAdam +from torchopt._src.optimizer.meta.base import MetaOptimizer +from torchopt._src.optimizer.meta.rmsprop import MetaRMSProp +from torchopt._src.optimizer.meta.sgd import MetaSGD diff --git a/torchopt/_src/optimizer/meta/adam.py b/torchopt/_src/optimizer/meta/adam.py new file mode 100644 index 00000000..43d5f334 --- /dev/null +++ b/torchopt/_src/optimizer/meta/adam.py @@ -0,0 +1,74 @@ +# Copyright 2022 MetaOPT Team. 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 torch.nn as nn + +from torchopt._src.alias import adam +from torchopt._src.optimizer.meta.base import MetaOptimizer +from torchopt._src.typing import ScalarOrSchedule + + +class MetaAdam(MetaOptimizer): + """The differentiable Adam optimizer. + + See Also: + - The functional Adam optimizer: :func:`torchopt.adam`. + - The classic Adam optimizer: :class:`torchopt.Adam`. + """ + + # pylint: disable=too-many-arguments + def __init__( + self, + net: nn.Module, + lr: ScalarOrSchedule, + b1: float = 0.9, + b2: float = 0.999, + eps: float = 1e-8, + eps_root: float = 0.0, + moment_requires_grad: bool = True, + use_accelerated_op: bool = False, + ): + """The :meth:`init` function. + + Args: + net (nn.Module): A network whose parameters should be optimized. + args: Other arguments see also :func:`torchopt.adam`, + lr: This is a fixed global scaling factor. + b1: The exponential decay rate to track the first moment of past gradients. + b2: The exponential decay rate to track the second moment of past gradients. + eps: A small constant applied to denominator outside of the square root (as in the Adam + paper) to avoid dividing by zero when rescaling. + eps_root: (default: :data:`0.0`) + A small constant applied to denominator inside the square root (as in RMSProp), to + avoid dividing by zero when rescaling. This is needed for example when computing + (meta-)gradients through Adam. + moment_requires_grad: (default: :data:`True`) + Here we set ``moment_requires_grad=True`` to make tensors like momentum be + differentiable. + use_accelerated_op: (default: :data:`False`) + If :data:`True` use our implemented fused operator. + """ + super().__init__( + net, + adam( + lr=lr, + b1=b1, + b2=b2, + eps=eps, + eps_root=eps_root, + moment_requires_grad=moment_requires_grad, + use_accelerated_op=use_accelerated_op, + ), + ) diff --git a/torchopt/_src/optimizer/meta/base.py b/torchopt/_src/optimizer/meta/base.py new file mode 100644 index 00000000..ac54bbf7 --- /dev/null +++ b/torchopt/_src/optimizer/meta/base.py @@ -0,0 +1,93 @@ +# Copyright 2022 MetaOPT Team. 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 jax +import torch +import torch.nn as nn + +from torchopt._src.base import GradientTransformation +from torchopt._src.update import apply_updates + + +class MetaOptimizer: + """The base class for high-level differentiable optimizers.""" + + def __init__(self, net: nn.Module, impl: GradientTransformation): + """The :meth:`init` function. + + Args: + net (torch.nn.Module): A network whose parameters should be optimized. + impl (GradientTransformation): A low level optimizer function, it could be a optimizer + function provided by ``alias.py`` or a customized ``chain`` provided by + ``combine.py``. + Note that using ``MetaOptimizer(sgd(moment_requires_grad=True))`` or + ``MetaOptimizer(chain(sgd(moment_requires_grad=True)))`` is equivalent to + :class:`torchopt.MetaSGD`. + """ + self.impl = impl + self.param_containers_groups = [] # type: ignore + self.state_groups = [] # type: ignore + + self.add_param_group(net) + + def step(self, loss: torch.Tensor): + """Compute the gradients of the loss to the network parameters and update network parameters. + + Graph of the derivative will be constructed, allowing to compute higher order derivative + products. We use the differentiable optimizer (pass argument ``inplace=False``) to scale the + gradients and update the network parameters without modifying tensors in-place. + + Args: + loss (torch.Tensor): The loss that is used to compute the gradients to the network + parameters. + """ # pylint: disable=line-too-long + # step parameter only + for idx, (state, param_containers) in enumerate( + zip(self.state_groups, self.param_containers_groups) + ): + flatten_params, containers_tree = jax.tree_util.tree_flatten(param_containers) + flatten_params = tuple(flatten_params) + grad = torch.autograd.grad(loss, flatten_params, create_graph=True, allow_unused=True) + updates, state = self.impl.update(grad, state, False) + self.state_groups[idx] = state + new_params = apply_updates(flatten_params, updates, inplace=False) + unflatten_new_params = containers_tree.unflatten(new_params) + for container, unflatten_param in zip(param_containers, unflatten_new_params): + container.update(unflatten_param) + + def add_param_group(self, net): + """Add a param group to the optimizer's :attr:`state_groups`.""" + # pylint: disable=import-outside-toplevel,cyclic-import + from torchopt._src.utils import _extract_container + + net_container = _extract_container(net, with_buffer=False) + flatten_param, _ = jax.tree_util.tree_flatten(net_container) + flatten_param = tuple(flatten_param) + optim_state = self.impl.init(flatten_param) + self.state_groups.append(optim_state) + self.param_containers_groups.append(net_container) + + def state_dict(self): + """Extract the references of the optimizer states. + + Note that the states are references, so any in-place operations will change the states + inside :class:`MetaOptimizer` at the same time. + """ + out_groups = tuple(group for group in self.state_groups) + return out_groups + + def load_state_dict(self, state_dict): + """Load the references of the optimizer states.""" + self.state_groups = list(group for group in state_dict) diff --git a/torchopt/_src/optimizer/meta/rmsprop.py b/torchopt/_src/optimizer/meta/rmsprop.py new file mode 100644 index 00000000..313acac1 --- /dev/null +++ b/torchopt/_src/optimizer/meta/rmsprop.py @@ -0,0 +1,76 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Optional + +import torch.nn as nn + +from torchopt._src.alias import rmsprop +from torchopt._src.optimizer.meta.base import MetaOptimizer +from torchopt._src.typing import ScalarOrSchedule + + +class MetaRMSProp(MetaOptimizer): + """The differentiable RMSProp optimizer. + + See Also: + - The functional RMSProp optimizer: :func:`torchopt.rmsprop`. + - The classic RMSProp optimizer: :class:`torchopt.RMSProp`. + """ + + # pylint: disable=too-many-arguments + def __init__( + self, + net: nn.Module, + lr: ScalarOrSchedule, + decay: float = 0.9, + eps: float = 1e-8, + initial_scale: float = 0.0, + centered: bool = False, + momentum: Optional[float] = None, + nesterov: bool = False, + ): + """The :meth:`init` function. + + Args: + net (nn.Module): A network whose parameters should be optimized. + lr: This is a fixed global scaling factor. + decay: The decay used to track the magnitude of previous gradients. + eps: A small numerical constant to avoid dividing by zero when rescaling. + initial_scale: (default: :data:`0.0`) + Initialization of accumulators tracking the magnitude of previous updates. PyTorch + uses :data:`0.0`, TensorFlow 1.x uses :data:`1.0`. When reproducing results from a + paper, verify the value used by the authors. + centered: (default: :data:`False`) + Whether the second moment or the variance of the past gradients is + used to rescale the latest gradients. + momentum: (default: :data:`None`) + Here we set ``moment_requires_grad=True`` to make tensors like momentum be + differentiable. + nesterov: (default: :data:`False`) + Whether the nesterov momentum is used. + """ + super().__init__( + net, + rmsprop( + lr=lr, + decay=decay, + eps=eps, + initial_scale=initial_scale, + centered=centered, + momentum=momentum, + nesterov=nesterov, + ), + ) diff --git a/torchopt/_src/optimizer/meta/sgd.py b/torchopt/_src/optimizer/meta/sgd.py new file mode 100644 index 00000000..f1686fc7 --- /dev/null +++ b/torchopt/_src/optimizer/meta/sgd.py @@ -0,0 +1,61 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Optional + +import torch.nn as nn + +from torchopt._src.alias import sgd +from torchopt._src.optimizer.meta.base import MetaOptimizer +from torchopt._src.typing import ScalarOrSchedule + + +class MetaSGD(MetaOptimizer): + """The differentiable Stochastic Gradient Descent optimizer. + + See Also: + - The functional SGD optimizer: :func:`torchopt.sgd`. + - The classic SGD optimizer: :class:`torchopt.SGD`. + """ + + # pylint: disable=too-many-arguments + def __init__( + self, + net: nn.Module, + lr: ScalarOrSchedule, + momentum: Optional[float] = None, + nesterov: bool = False, + moment_requires_grad: bool = True, + ): + """The :meth:`init` function. + + Args: + net: A network whose parameters should be optimized. + lr: This is a fixed global scaling factor. + momentum: The ``decay`` rate used by the momentum term, when it is set to :data:`None`, + then momentum is not used at all. + nesterov: Whether the nesterov momentum is used. + moment_requires_grad: Here we set ``moment_requires_grad=True`` to make tensors like + momentum be differentiable. + """ + super().__init__( + net, + sgd( + lr=lr, + momentum=momentum, + nesterov=nesterov, + moment_requires_grad=moment_requires_grad, + ), + ) diff --git a/torchopt/_src/optimizer/rmsprop.py b/torchopt/_src/optimizer/rmsprop.py new file mode 100644 index 00000000..c264ab06 --- /dev/null +++ b/torchopt/_src/optimizer/rmsprop.py @@ -0,0 +1,77 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Iterable, Optional + +import torch + +from torchopt._src.alias import rmsprop +from torchopt._src.optimizer.base import Optimizer +from torchopt._src.typing import ScalarOrSchedule + + +class RMSProp(Optimizer): + """The classic RMSProp optimizer. + + See Also: + - The functional RMSProp optimizer: :func:`torchopt.rmsprop`. + - The differentiable meta-RMSProp optimizer: :class:`torchopt.MetaRMSProp`. + """ + + # pylint: disable=too-many-arguments + def __init__( + self, + params: Iterable[torch.Tensor], + lr: ScalarOrSchedule, + decay: float = 0.9, + eps: float = 1e-8, + initial_scale: float = 0.0, + centered: bool = False, + momentum: Optional[float] = None, + nesterov: bool = False, + ): + r"""The `init` function. + + Args: + params (iterable of torch.Tensor): An iterable of :class:`torch.Tensor`\s. Specifies + what Tensors should be optimized. + lr: This is a fixed global scaling factor. + decay: The decay used to track the magnitude of previous gradients. + eps: A small numerical constant to avoid dividing by zero when rescaling. + initial_scale: (default: :data:`0.0`) + Initialization of accumulators tracking the magnitude of previous updates. PyTorch + uses :data:`0.0`, TensorFlow 1.x uses :data:`1.0`. When reproducing results from a + paper, verify the value used by the authors. + centered: (default: :data:`False`) + Whether the second moment or the variance of the past gradients is used to rescale + the latest gradients. + momentum: (default: :data:`None`) + The ``decay`` rate used by the momentum term, when it is set to :data:`None`, then + momentum is not used at all. + nesterov: (default: :data:`False`) + Whether the nesterov momentum is used. + """ + super().__init__( + params, + rmsprop( + lr=lr, + decay=decay, + eps=eps, + initial_scale=initial_scale, + centered=centered, + momentum=momentum, + nesterov=nesterov, + ), + ) diff --git a/torchopt/_src/optimizer/sgd.py b/torchopt/_src/optimizer/sgd.py new file mode 100644 index 00000000..51cc63a6 --- /dev/null +++ b/torchopt/_src/optimizer/sgd.py @@ -0,0 +1,55 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Iterable, Optional + +import torch + +from torchopt._src.alias import sgd +from torchopt._src.optimizer.base import Optimizer +from torchopt._src.typing import ScalarOrSchedule + + +class SGD(Optimizer): + """The classic SGD optimizer. + + See Also: + - The functional SGD optimizer: :func:`torchopt.sgd`. + - The differentiable meta-SGD optimizer: :class:`torchopt.MetaSGD`. + """ + + def __init__( + self, + params: Iterable[torch.Tensor], + lr: ScalarOrSchedule, + momentum: Optional[float] = None, + nesterov: bool = False, + ): + r"""The :meth:`init` function. + + Args: + params (iterable of torch.Tensor): An iterable of :class:`torch.Tensor`\s. Specifies + what tensors should be optimized. + lr: This is a fixed global scaling factor. + momentum: (default: :data:`None`) + The ``decay`` rate used by the momentum term, when it is set to :data:`None`, then + momentum is not used at all. + nesterov: (default: :data:`False`) + Whether the nesterov momentum is used. + """ + super().__init__( + params, + sgd(lr=lr, momentum=momentum, nesterov=nesterov, moment_requires_grad=False), + ) diff --git a/torchopt/_src/schedule.py b/torchopt/_src/schedule.py new file mode 100644 index 00000000..d20eb18e --- /dev/null +++ b/torchopt/_src/schedule.py @@ -0,0 +1,107 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/schedule.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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 jax +import numpy as np +from absl import logging + +from torchopt._src import base +from torchopt._src.typing import Scalar + + +def polynomial_schedule( + init_value: Scalar, + end_value: Scalar, + power: Scalar, + transition_steps: int, + transition_begin: int = 0, +) -> base.Schedule: + """Constructs a schedule with polynomial transition from init to end value. + + Args: + init_value: Initial value for the scalar to be annealed. + end_value: End value of the scalar to be annealed. + power: The power of the polynomial used to transition from ``init`` to ``end``. + transition_steps: + Number of steps over which annealing takes place, the scalar starts changing at + ``transition_begin`` steps and completes the transition by + ``transition_begin + transition_steps`` steps. + If ``transition_steps <= 0``, then the entire annealing process is disabled and the + value is held fixed at ``init_value``. + transition_begin: + Must be *positive*. After how many steps to start annealing (before this many steps the + scalar value is held fixed at ``init_value``). + + Returns: + schedule: + A function that maps step counts to values. + """ + if transition_steps <= 0: + logging.info( + 'A polynomial schedule was set with a non-positive `transition_steps` value; this ' + 'results in a constant schedule with value `init_value`.' + ) + return lambda count: init_value + + if transition_begin < 0: + logging.info( + 'An exponential schedule was set with a negative `transition_begin` value; this will ' + 'result in `transition_begin` falling back to `0`.' + ) + transition_begin = 0 + + def schedule(count): + def impl(count): + count = np.clip(count - transition_begin, 0, transition_steps) + frac = 1 - count / transition_steps + return (init_value - end_value) * (frac**power) + end_value + + return jax.tree_map(impl, count) + + return schedule + + +# Alias polynomial schedule to linear schedule for convenience. +def linear_schedule( + init_value: Scalar, + end_value: Scalar, + transition_steps: int, + transition_begin: int = 0, +) -> base.Schedule: + """Alias polynomial schedule to linear schedule for convenience.""" + return polynomial_schedule( + init_value=init_value, + end_value=end_value, + power=1, + transition_steps=transition_steps, + transition_begin=transition_begin, + ) diff --git a/torchopt/_src/transform.py b/torchopt/_src/transform.py new file mode 100644 index 00000000..a04d49b5 --- /dev/null +++ b/torchopt/_src/transform.py @@ -0,0 +1,480 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/transform.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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. +# ============================================================================== + +# pylint: disable=invalid-name + +from typing import NamedTuple, Tuple + +import jax +import torch + +from torchopt._src import base +from torchopt._src.typing import Schedule + + +ScaleState = base.EmptyState + + +def inc_count(updates, count: Tuple[int]) -> Tuple[int]: + """Increments int counter by one.""" + + def f(c, g): + return c + 1 if g is not None else c + + return jax.tree_map(f, count, updates) + + +def scale(step_size: float) -> base.GradientTransformation: + """Scale updates by some fixed scalar ``step_size``. + + Args: + step_size: A scalar corresponding to a fixed scaling factor for updates. + + Returns: + An ``(init_fn, update_fn)`` tuple. + """ + + def init_fn(params): + del params + return ScaleState() + + def update_fn(updates, state, inplace=True): + if inplace: + + def f(g): + return g.mul_(step_size) if g is not None else None + + else: + + def f(g): + return g.mul(step_size) if g is not None else None + + updates = jax.tree_map(f, updates) + return updates, state + + return base.GradientTransformation(init_fn, update_fn) + + +class ScaleByScheduleState(NamedTuple): + """Maintains count for scale scheduling.""" + + count: Tuple[int, ...] # type: ignore + + +def scale_by_schedule(step_size_fn: Schedule) -> base.GradientTransformation: + """Scale updates using a custom schedule for the ``step_size``. + + Args: + step_size_fn: + A function that takes an update count as input and proposes the ``step_size`` to + multiply the updates by. + + Returns: + An ``(init_fn, update_fn)`` tuple. + """ + + def init_fn(params): + return ScaleByScheduleState(count=tuple(0 for _ in range(len(params)))) + + def update_fn(updates, state, inplace=True): + step_size = step_size_fn(state.count) + if inplace: + updates = jax.tree_map(lambda g, step_size: g.mul_(step_size), updates, step_size) + else: + updates = jax.tree_map(lambda g, step_size: g.mul(step_size), updates, step_size) + return updates, ScaleByScheduleState(count=inc_count(updates, state.count)) + + return base.GradientTransformation(init_fn, update_fn) + + +def _update_moment(updates, moments, decay, order, inplace=True): + """Compute the exponential moving average of the ``order``-th moment.""" + if inplace: + + def f(g, t): + return t.mul_(decay).add_(g**order, alpha=1 - decay) if g is not None else t + + else: + + def f(g, t): + return t.mul(decay).add(g**order, alpha=1 - decay) if g is not None else t + + return jax.tree_map(f, updates, moments) + + +def _update_moment_per_elem_norm(updates, moments, decay, order, inplace=True): + """Compute the EMA of the `order`-th moment of the element-wise norm.""" + if inplace: + + def f(g, t): + return t.mul_(decay).add_(g**order, alpha=1 - decay) if g is not None else t + + else: + + def f(g, t): + return t.mul(decay).add(g**order, alpha=1 - decay) if g is not None else t + + return jax.tree_map(f, updates, moments) + + +class ScaleByAdamState(NamedTuple): + """State for the Adam algorithm.""" + + count: Tuple[int, ...] # type: ignore + mu: base.Updates + nu: base.Updates + + +def _bias_correction(moment, decay, count, inplace=True): + """Perform bias correction. This becomes a no-op as count goes to infinity.""" + if inplace: + + def f(t, c): + return t.div_(1 - decay**c) + + else: + + def f(t, c): + return t.div(1 - decay**c) + + return jax.tree_map(f, moment, count) + + +def scale_by_adam( + b1: float = 0.9, + b2: float = 0.999, + eps: float = 1e-8, + eps_root: float = 0.0, + moment_requires_grad: bool = False, +) -> base.GradientTransformation: + """Rescale updates according to the Adam algorithm. + + References: + [Kingma et al, 2014](https://arxiv.org/abs/1412.6980) + + Args: + b1: + Decay rate for the exponentially weighted average of grads. + b2: + Decay rate for the exponentially weighted average of squared grads. + eps: + Term added to the denominator to improve numerical stability. + eps_root: + Term added to the denominator inside the square-root to improve + numerical stability when back-propagating gradients through the rescaling. + moment_requires_grad: + If true, states will be created with flag `requires_grad = True`. + + Returns: + An (init_fn, update_fn) tuple. + """ + + def init_fn(params): + mu = jax.tree_map( # First moment + lambda t: torch.zeros_like(t, requires_grad=moment_requires_grad), params + ) + nu = jax.tree_map( # Second moment + lambda t: torch.zeros_like(t, requires_grad=moment_requires_grad), params + ) + return ScaleByAdamState(count=tuple(0 for _ in range(len(mu))), mu=tuple(mu), nu=tuple(nu)) + + def update_fn(updates, state, inplace=True): + mu = _update_moment(updates, state.mu, b1, 1, inplace) + nu = _update_moment_per_elem_norm(updates, state.nu, b2, 2, inplace) + count_inc = inc_count(updates, state.count) + mu_hat = _bias_correction(mu, b1, count_inc, False) + nu_hat = _bias_correction(nu, b2, count_inc, False) + if inplace: + + def f(g, m, v): + return m.div_(torch.sqrt_(v.add_(eps_root)).add_(eps)) if g is not None else None + + else: + + def f(g, m, v): + return m.div(torch.sqrt(v.add(eps_root)).add(eps)) if g is not None else None + + updates = jax.tree_map(f, updates, mu_hat, nu_hat) + return updates, ScaleByAdamState(count=count_inc, mu=mu, nu=nu) + + return base.GradientTransformation(init_fn, update_fn) + + +def scale_by_accelerated_adam( + b1: float = 0.9, + b2: float = 0.999, + eps: float = 1e-8, + eps_root: float = 0.0, + moment_requires_grad: bool = False, +) -> base.GradientTransformation: + """Rescale updates according to the Adam algorithm. + + This function is accelerated by using some fused accelerated operators. + + References: + [Kingma et al, 2014](https://arxiv.org/abs/1412.6980) + + Args: + b1: + Decay rate for the exponentially weighted average of grads. + b2: + Decay rate for the exponentially weighted average of squared grads. + eps: + Term added to the denominator to improve numerical stability. + eps_root: + Term added to the denominator inside the square-root to improve + numerical stability when back-propagating gradients through the rescaling. + moment_requires_grad: + If true, states will be created with flag `requires_grad = True`. + + Returns: + An (init_fn, update_fn) tuple. + """ + from torchopt._src.accelerated_op import AdamOp # pylint: disable=import-outside-toplevel + + def init_fn(params): + mu = jax.tree_map( # First moment + lambda t: torch.zeros_like(t, requires_grad=moment_requires_grad), params + ) + nu = jax.tree_map( # Second moment + lambda t: torch.zeros_like(t, requires_grad=moment_requires_grad), params + ) + return ScaleByAdamState(count=tuple(0 for _ in range(len(params))), mu=mu, nu=nu) + + def update_fn(updates, state, inplace=True): + count_inc = inc_count(updates, state.count) + op = AdamOp(b1, b2, eps, eps_root, inplace) + out = jax.tree_map(op, state.mu, state.nu, updates, count_inc) + new_mus, new_nus, new_updates = [], [], [] + for new_mu, new_nu, new_update in out: + new_mus.append(new_mu) + new_nus.append(new_nu) + new_updates.append(new_update) + return tuple(new_updates), ScaleByAdamState( + count=count_inc, mu=tuple(new_mus), nu=tuple(new_nus) + ) + + return base.GradientTransformation(init_fn, update_fn) + + +class TraceState(NamedTuple): + """Holds an aggregation of past updates.""" + + trace: base.Params + + +def trace( + decay: float, + nesterov: bool = False, + moment_requires_grad: bool = False, +) -> base.GradientTransformation: + """Compute a trace of past updates. + + Note: `trace` and `ema` have very similar but distinct updates; + `trace = decay * trace + t`, while `ema = decay * ema + (1-decay) * t`. + Both are frequently found in the optimization literature. + + Args: + decay: + The decay rate for the trace of past updates. + nesterov: + Whether to use Nesterov momentum. + moment_requires_grad: + If true, states will be created with flag `requires_grad = True`. + + Returns: + An (init_fn, update_fn) tuple. + """ + + def init_fn(params): + if decay == 0.0: + return TraceState(trace=()) + + return TraceState( + trace=jax.tree_map( + lambda t: torch.zeros_like(t, requires_grad=moment_requires_grad), + params, + ) + ) + + def update_fn(updates, state, inplace=True): + if nesterov: + if inplace: + + def f1(g, t): + return t.copy_(g.add(t, alpha=decay)) + + def f2(g, t): + return g.add_(t, alpha=decay) + + new_trace = jax.tree_map(f1, updates, state.trace) + updates = jax.tree_map(f2, updates, new_trace) + else: + + def f(g, t): + return g.add(t, alpha=decay) + + new_trace = jax.tree_map(f, updates, state.trace) + updates = jax.tree_map(f, updates, new_trace) + else: + if inplace: + + def f(g, t): + return g.add_(t, alpha=decay) + + updates = jax.tree_map(f, updates, state.trace) + state.trace.copy_(updates) + new_trace = state.trace + else: + + def f(g, t): + return g.add(t, alpha=decay) + + updates = jax.tree_map(f, updates, state.trace) + new_trace = updates + + return updates, TraceState(trace=new_trace) + + return base.GradientTransformation(init_fn, update_fn) + + +class ScaleByRmsState(NamedTuple): + """State for exponential root mean-squared (RMS)-normalized updates.""" + + nu: base.Updates + + +def scale_by_rms( + decay: float = 0.9, eps: float = 1e-8, initial_scale: float = 0.0 +) -> base.GradientTransformation: + """Rescale updates by the root of the exp. moving avg of the square. + + References: + [Hinton](www.cs.toronto.edu/~tijmen/csc321/slides/lecture_slides_lec6.pdf) + + Args: + decay: + Decay rate for the exponentially weighted average of squared grads. + eps: + Term added to the denominator to improve numerical stability. + initial_scale: + Initial value for second moment + + Returns: + An (init_fn, update_fn) tuple. + """ + + def init_fn(params): + nu = jax.tree_map(lambda n: torch.full_like(n, initial_scale), params) # second moment + return ScaleByRmsState(nu=nu) + + def update_fn(updates, state, inplace=True): + nu = _update_moment_per_elem_norm(updates, state.nu, decay, 2, inplace) + if inplace: + + def f(g, n): + return g.mul_(torch.rsqrt(n.add(eps))) + + else: + + def f(g, n): + return g.mul(torch.rsqrt(n.add(eps))) + + # """The followings are pytorch style""" + # + # if inplace: + # def f(g, n): return g.div_(torch.sqrt_(n).add_(eps)) + # else: + # def f(g, n): return g.div(torch.sqrt(n).add(eps)) + # + updates = jax.tree_map(f, updates, nu) + return updates, ScaleByRmsState(nu=nu) + + return base.GradientTransformation(init_fn, update_fn) + + +class ScaleByRStdDevState(NamedTuple): + """State for centered exponential moving average of squares of updates.""" + + mu: base.Updates + nu: base.Updates + + +def scale_by_stddev( + decay: float = 0.9, eps: float = 1e-8, initial_scale: float = 0.0 +) -> base.GradientTransformation: + """Rescale updates by the root of the centered exp. moving average of squares. + + References: + [Hinton](www.cs.toronto.edu/~tijmen/csc321/slides/lecture_slides_lec6.pdf) + + Args: + decay: + Decay rate for the exponentially weighted average of squared grads. + eps: + Term added to the denominator to improve numerical stability. + initial_scale: + Initial value for second moment + + Returns: + An (init_fn, update_fn) tuple. + """ + + def init_fn(params): + mu = jax.tree_map(torch.zeros_like, params) # First moment + nu = jax.tree_map(lambda n: torch.full_like(n, initial_scale), params) # second moment + return ScaleByRStdDevState(mu=mu, nu=nu) + + def update_fn(updates, state, inplace=True): + mu = _update_moment(updates, state.mu, decay, 1, inplace) + nu = _update_moment_per_elem_norm(updates, state.nu, decay, 2, inplace) + if inplace: + + def f(g, m, n): + return g.mul_(torch.rsqrt(n.sub(m**2).add(eps))) + + else: + + def f(g, m, n): + return g.mul(torch.rsqrt(n.sub(m**2).add(eps))) + + # """The followings are pytorch style""" + # + # if inplace: + # def f(g, m, n): return g.div_(torch.sqrt_(n.sub_(m ** 2)).add(eps)) + # else: + # def f(g, m, n): return g.div(torch.sqrt(n.sub(m ** 2)).add(eps)) + # + updates = jax.tree_map(f, updates, mu, nu) + return updates, ScaleByRStdDevState(mu=mu, nu=nu) + + return base.GradientTransformation(init_fn, update_fn) diff --git a/torchopt/_src/typing.py b/torchopt/_src/typing.py new file mode 100644 index 00000000..69096c99 --- /dev/null +++ b/torchopt/_src/typing.py @@ -0,0 +1,28 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Any, Callable, Iterable, Mapping, Union + +from torch import Tensor + + +Scalar = Union[float, int] +Numeric = Union[Tensor, Scalar] + +Schedule = Callable[[Numeric], Numeric] +ScalarOrSchedule = Union[float, Schedule] + +# mypy: ignore-errors +TensorTree = Union[Tensor, Iterable['TensorTree'], Mapping[Any, 'TensorTree']] diff --git a/torchopt/_src/update.py b/torchopt/_src/update.py new file mode 100644 index 00000000..1f05f90c --- /dev/null +++ b/torchopt/_src/update.py @@ -0,0 +1,71 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/deepmind/optax/blob/master/optax/_src/update.py +# ============================================================================== +# Copyright 2019 DeepMind Technologies Limited. 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 jax + +from torchopt._src import base # pylint: disable=unused-import + + +def apply_updates( + params: 'base.Params', updates: 'base.Updates', inplace: bool = True +) -> 'base.Params': + """Applies an update to the corresponding parameters. + + This is a utility functions that applies an update to a set of parameters, and then returns the + updated parameters to the caller. As an example, the update may be a gradient transformed by a + sequence of :class:`GradientTransformations`. This function is exposed for convenience, but it + just adds updates and parameters; you may also apply updates to parameters manually, using + :func:`tree_map` (e.g. if you want to manipulate updates in custom ways before applying them). + + Args: + params: A tree of parameters. + updates: + A tree of updates, the tree structure and the shape of the leaf nodes must match that + of ``params``. + inplace: If :data:`True`, will update params in a inplace manner. + + Returns: + Updated parameters, with same structure, shape and type as ``params``. + """ + if inplace: + + def f(p, u): + if u is not None: + p.data.add_(u) + return p + + else: + + def f(p, u): + return p.add(u) if u is not None else p + + return jax.tree_map(f, params, updates) diff --git a/torchopt/_src/utils.py b/torchopt/_src/utils.py new file mode 100644 index 00000000..5c904e45 --- /dev/null +++ b/torchopt/_src/utils.py @@ -0,0 +1,197 @@ +# Copyright 2022 MetaOPT Team. 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 typing import Dict, List, NamedTuple, Union + +import jax +import torch +import torch.nn as nn + + +class _ModuleState(NamedTuple): + params: List[Dict] + visual_contents: Union[None, Dict] = None + + +# mypy: ignore-errors +def stop_gradient(target): + """Stop the gradient for the input object. + + Since a tensor use :attr:`grad_fn` to connect itself with the previous computation graph, the + back-propagated gradient will flow over the tensor and continue flow to the tensors that is + connected by :attr:`grad_fn`. Some algorithms requires manually detaching tensors from the + computation graph. + + Note that the :func:`stop_gradient` operation is in-place. + + Args: + target: The target that to be detached from the computation graph, it could be a + :class:`nn.Module`, :class:`torchopt.MetaOptimizer`, state of the + :class:`torchopt.MetaOptimizer`, or just a plain list of tensors. + inplace: If :data:`True`, the target will be detached in-place. if :data:`Frue`, this + function will return a detached copy of the target. The in-place operation is fast and + memory efficient but may raise back-propagation error. + """ + # pylint: disable=import-outside-toplevel + from torchopt._src.optimizer.meta.base import MetaOptimizer + + def f(obj): + if isinstance(obj, torch.Tensor): + requires_grad = obj.requires_grad + obj.detach_().requires_grad_(requires_grad) + + if isinstance(target, _ModuleState): + true_target = target.params + elif isinstance(target, nn.Module): + true_target = tuple(target.parameters()) + elif isinstance(target, MetaOptimizer): + true_target, _ = jax.tree_flatten(target.state_dict()) + else: + true_target = target + + jax.tree_map(f, true_target) + + +# pylint: disable=too-many-branches,too-many-locals +def extract_state_dict(mod, copy=False, *, with_buffer=True, enable_visual=False, visual_prefix=''): + """Extract target state. + + Since a tensor use :attr:`grad_fn` to connect itself with the previous computation graph, the + back-propagated gradient will flow over the tensor and continue flow to the tensors that is + connected by :attr:`grad_fn`. Some algorithms requires manually detaching tensors from the + computation graph. + + Note that the extracted state is a reference, which means any in-place operator will affect the + target that the state is extracted from. + + Args: + mod: It could be a :class:`nn.Module` or :class:`torchopt.MetaOptimizer`. + with_buffer: + Extract buffer together with parameters, this argument is only used if the input target + is :class:`nn.Module`. + enable_visual: + Add additional annotations, which could be used in computation graph visualization. + Currently, this flag only has effect on :class:`nn.Module` but we will support + :class:`torchopt.MetaOptimizer` later. + visual_prefix: Prefix for the visualization annotations. + + Returns: + State extracted of the input object. + """ + # pylint: disable=import-outside-toplevel + from torchopt._src.optimizer.meta.base import MetaOptimizer + + if isinstance(mod, nn.Module): # pylint: disable=no-else-return + if enable_visual: + visual_contents = {} + + for k, v in mod.named_parameters(): # pylint: disable=invalid-name + if v.grad_fn is not None: + visual_contents.update({v.grad_fn: (visual_prefix + k, v)}) + else: + visual_contents.update({v: visual_prefix + k}) + else: + visual_contents = None + + params = [] + + def get_v(v): # pylint: disable=invalid-name + if copy: + requires_grad = v.requires_grad + return v.clone().detach_().requires_grad_(requires_grad) + + return v + + def _update(term): + if len(term) != 0: + params.append({k: get_v(v) for k, v in term.items()}) + + # pylint: disable=protected-access + _update(mod._parameters) + if with_buffer: + _update(mod._buffers) + for module in mod.modules(): + if module is mod: + continue + _update(module._parameters) + if with_buffer: + _update(module._buffers) + return _ModuleState(params=tuple(params), visual_contents=visual_contents) + + elif isinstance(mod, MetaOptimizer): + state = mod.state_dict() + if copy: + flatten_state, state_tree = jax.tree_flatten(state) + + def get_v(v): # pylint: disable=invalid-name + if not isinstance(v, torch.Tensor): + return v + requires_grad = v.requires_grad + return v.clone().detach_().requires_grad_(requires_grad) + + flatten_state = jax.tree_map(get_v, flatten_state) + return state_tree.unflatten(flatten_state) + + return state + + raise RuntimeError(f'Unexpected class of {mod}') + + +def _extract_container(mod, with_buffer=True): + if isinstance(mod, nn.Module): + containers = [] + + def _update(term): + if len(term) != 0: + containers.append(term) + + # pylint: disable=protected-access + _update(mod._parameters) + if with_buffer: + _update(mod._buffers) + for module in mod.modules(): + if module is mod: + continue + _update(module._parameters) + if with_buffer: + _update(module._buffers) + return tuple(containers) + + raise RuntimeError(f'Unexpected class of {mod}') + + +def recover_state_dict(mod, state): + """Recover state. + + This function is compatible for the ``extract_state``. + + Note that the recovering process is not in-place, so the tensors of the object will not be + modified. + + Args: + mod: Target that need to recover. + state: The recovering state. + """ + # pylint: disable=import-outside-toplevel + from torchopt._src.optimizer.meta.base import MetaOptimizer + + if isinstance(mod, nn.Module): + target_container = _extract_container(mod) + for target, source in zip(target_container, state.params): + target.update(source) + elif isinstance(mod, MetaOptimizer): + mod.load_state_dict(state) + else: + raise RuntimeError(f'Unexpected class of {mod}') diff --git a/torchopt/_src/visual.py b/torchopt/_src/visual.py new file mode 100644 index 00000000..68d96903 --- /dev/null +++ b/torchopt/_src/visual.py @@ -0,0 +1,241 @@ +# Copyright 2022 MetaOPT Team. 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. +# ============================================================================== +# This file is modified from: +# https://github.com/szagoruyko/pytorchviz/blob/master/torchviz/dot.py +# ============================================================================== + +import warnings +from collections import namedtuple +from typing import Dict, Generator + +import torch +from graphviz import Digraph +from pkg_resources import parse_version + + +Node = namedtuple('Node', ('name', 'inputs', 'attr', 'op')) + +# Saved attrs for grad_fn (incl. saved variables) begin with `._saved_*` +SAVED_PREFIX = '_saved_' + + +def get_fn_name(fn, show_attrs, max_attr_chars): + """Returns function name.""" + name = str(type(fn).__name__) + if not show_attrs: + return name + attrs = {} + for attr in dir(fn): + if not attr.startswith(SAVED_PREFIX): + continue + val = getattr(fn, attr) + attr = attr[len(SAVED_PREFIX) :] + if torch.is_tensor(val): + attrs[attr] = '[saved tensor]' + elif isinstance(val, tuple) and any(torch.is_tensor(t) for t in val): + attrs[attr] = '[saved tensors]' + else: + attrs[attr] = str(val) + if not attrs: + return name + max_attr_chars = max(max_attr_chars, 3) + col1width = max(map(len, attrs)) + col2width = min(max(len(str(v)) for v in attrs.values()), max_attr_chars) + sep = '-' * max(col1width + col2width + 2, len(name)) + attrstr = '%-' + str(col1width) + 's: %' + str(col2width) + 's' + + def truncate(s): # pylint: disable=invalid-name + return s[: col2width - 3] + '...' if len(s) > col2width else s + + params = '\n'.join(attrstr % (k, truncate(str(v))) for (k, v) in attrs.items()) + return name + '\n' + sep + '\n' + params + + +# mypy: ignore-errors +# pylint: disable=too-many-branches,too-many-statements,too-many-locals +def make_dot( + var: torch.Tensor, params=None, show_attrs=False, show_saved=False, max_attr_chars=50 +) -> Digraph: + """Produces Graphviz representation of PyTorch autograd graph. + + If a node represents a backward function, it is gray. Otherwise, the node represents a tensor + and is either blue, orange, or green: + + - **Blue** + Reachable leaf tensors that requires grad (tensors whose :attr:`grad` fields will be + populated during :meth:`backward`). + - **Orange** + Saved tensors of custom autograd functions as well as those saved by built-in backward + nodes. + - **Green** + Tensor passed in as outputs. + - **Dark green** + If any output is a view, we represent its base tensor with a dark green node. + + Args: + var: Output tensor. + params: ([dict of (name, tensor) or state_dict]) + Parameters to add names to node that requires grad. + show_attrs: Whether to display non-tensor attributes of backward nodes + (Requires PyTorch version >= 1.9) + show_saved: Whether to display saved tensor nodes that are not by custom autograd + functions. Saved tensor nodes for custom functions, if present, are always displayed. + (Requires PyTorch version >= 1.9) + max_attr_chars: If ``show_attrs`` is :data:`True`, sets max number of characters to display + for any given attribute. + """ + if parse_version(torch.__version__) < parse_version('1.9') and (show_attrs or show_saved): + warnings.warn( + 'make_dot: showing grad_fn attributes and saved variables ' + 'requires PyTorch version >= 1.9. (This does NOT apply to ' + 'saved tensors saved by custom autograd functions.)' + ) + + param_map = {} + + if params is not None: + from torchopt._src.utils import _ModuleState # pylint: disable=import-outside-toplevel + + if isinstance(params, _ModuleState): + param_map.update(params.visual_contents) + elif isinstance(params, Dict): + param_map.update({v: k for k, v in params.items()}) + elif isinstance(params, Generator): + param_map.update({v: k for k, v in params}) + else: + for param in params: + if isinstance(param, _ModuleState): + param_map.update(param.visual_contents) + elif isinstance(param, Generator): + param_map.update({v: k for k, v in param}) + else: + param_map.update({v: k for k, v in param.items()}) + + node_attr = dict( + style='filled', + shape='box', + align='left', + fontsize='10', + ranksep='0.1', + height='0.2', + fontname='monospace', + ) + dot = Digraph(node_attr=node_attr, graph_attr=dict(size='12,12')) + seen = set() + + def size_to_str(size): + return '(' + (', ').join(map(str, size)) + ')' + + def get_var_name(var, name=None): + if not name: + name = param_map[var] if var in param_map else '' + return f'{name}\n{size_to_str(var.size())}' + + def get_var_name_with_flag(var): + if var in param_map: + return f'{param_map[var][0]}\n{size_to_str(param_map[var][1].size())}' + return None + + def add_nodes(fn): + assert not torch.is_tensor(fn) + if fn in seen: + return + seen.add(fn) + + if show_saved: + for attr in dir(fn): + if not attr.startswith(SAVED_PREFIX): + continue + val = getattr(fn, attr) + seen.add(val) + attr = attr[len(SAVED_PREFIX) :] + if torch.is_tensor(val): + dot.edge(str(id(fn)), str(id(val)), dir='none') + dot.node(str(id(val)), get_var_name(val, attr), fillcolor='orange') + if isinstance(val, tuple): + for i, t in enumerate(val): + if torch.is_tensor(t): + name = f'{attr}[{i}]' + dot.edge(str(id(fn)), str(id(t)), dir='none') + dot.node(str(id(t)), get_var_name(t, name), fillcolor='orange') + + if hasattr(fn, 'variable'): + # if grad_accumulator, add the node for `.variable` + var = fn.variable + seen.add(var) + dot.node(str(id(var)), get_var_name(var), fillcolor='lightblue') + dot.edge(str(id(var)), str(id(fn))) + + fn_name = get_fn_name(fn, show_attrs, max_attr_chars) + fn_fillcolor = None + var_name = get_var_name_with_flag(fn) + if var_name is not None: + fn_name = f'{fn_name}\n{var_name}' + fn_fillcolor = 'lightblue' + + # add the node for this grad_fn + dot.node(str(id(fn)), fn_name, fillcolor=fn_fillcolor) + + # recurse + if hasattr(fn, 'next_functions'): + for u in fn.next_functions: + if u[0] is not None: + dot.edge(str(id(u[0])), str(id(fn))) + add_nodes(u[0]) + + # note: this used to show .saved_tensors in pytorch0.2, but stopped + # working* as it was moved to ATen and Variable-Tensor merged + # also note that this still works for custom autograd functions + if hasattr(fn, 'saved_tensors'): + for t in fn.saved_tensors: + dot.edge(str(id(t)), str(id(fn))) + dot.node(str(id(t)), get_var_name(t), fillcolor='orange') + + def add_base_tensor(var, color='darkolivegreen1'): + if var in seen: + return + seen.add(var) + dot.node(str(id(var)), get_var_name(var), fillcolor=color) + if var.grad_fn: + add_nodes(var.grad_fn) + dot.edge(str(id(var.grad_fn)), str(id(var))) + # pylint: disable=protected-access + if var._is_view(): + add_base_tensor(var._base, color='darkolivegreen3') + dot.edge(str(id(var._base)), str(id(var)), style='dotted') + + # handle multiple outputs + if isinstance(var, tuple): + for v in var: # pylint: disable=invalid-name + add_base_tensor(v) + else: + add_base_tensor(var) + + resize_graph(dot) + + return dot + + +def resize_graph(dot, size_per_element=0.5, min_size=12): + """Resize the graph according to how much content it contains. + + Modify the graph in place. + """ + # Get the approximate number of nodes and edges + num_rows = len(dot.body) + content_size = num_rows * size_per_element + size = max(min_size, content_size) + size_str = str(size) + ',' + str(size) + dot.graph_attr.update(size=size_str) From 71f75cc04d2d5f52c5f534d1d96f94f9c1dae664 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 25 Jul 2022 19:47:08 +0800 Subject: [PATCH 19/55] fix: correct MAML-RL implementation --- examples/MAML-RL/helpers/policy.py | 78 +++------------ examples/MAML-RL/helpers/policy_old.py | 48 --------- examples/MAML-RL/helpers/policy_torchrl.py | 98 +++++++++++++++++++ examples/MAML-RL/{run_MAML.py => maml.py} | 85 ++++++++-------- .../{run_MAML_torchrl.py => maml_torchrl.py} | 37 +++---- examples/MAML-RL/torchrl_script.py | 88 ----------------- 6 files changed, 173 insertions(+), 261 deletions(-) delete mode 100644 examples/MAML-RL/helpers/policy_old.py create mode 100644 examples/MAML-RL/helpers/policy_torchrl.py rename examples/MAML-RL/{run_MAML.py => maml.py} (70%) rename examples/MAML-RL/{run_MAML_torchrl.py => maml_torchrl.py} (87%) delete mode 100644 examples/MAML-RL/torchrl_script.py diff --git a/examples/MAML-RL/helpers/policy.py b/examples/MAML-RL/helpers/policy.py index ab02a908..9b32b8c8 100644 --- a/examples/MAML-RL/helpers/policy.py +++ b/examples/MAML-RL/helpers/policy.py @@ -4,96 +4,46 @@ # 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 +# 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. - +# ============================================================================== # This file is modified from: # https://github.com/tristandeleu/pytorch-maml-rl +# ============================================================================== import torch import torch.nn as nn from torch.distributions import Categorical -from torchrl.modules import ( - ActorValueOperator, - OneHotCategorical, - ProbabilisticActor, - TDModule, - ValueOperator, -) -class Backbone(nn.Module): +class CategoricalMLPPolicy(nn.Module): + """Policy network based on a multi-layer perceptron (MLP), with a + `Categorical` distribution output. This policy network can be used on tasks + with discrete action spaces (eg. `TabularMDPEnv`). + """ + def __init__( self, input_size, output_size, ): - super(Backbone, self).__init__() + super(CategoricalMLPPolicy, self).__init__() self.torso = nn.Sequential( nn.Linear(input_size, 32), nn.ReLU(), nn.Linear(32, 32), nn.ReLU(), ) + self.policy_head = nn.Linear(32, output_size) + self.value_head = nn.Linear(32, 1) def forward(self, inputs, params=None): embedding = self.torso(inputs) - return embedding - - -class CategoricalSubNet(nn.Module): - def __init__( - self, - input_size, - output_size, - ): - super().__init__() - self.policy_head = nn.Linear(32, output_size) - - def forward(self, embedding, params=None): logits = self.policy_head(embedding) - return logits - - -class ValueSubNet(nn.Module): - def __init__( - self, - input_size, - output_size, - ): - super().__init__() - self.value_head = nn.Linear(32, 1) - - def forward(self, embedding, params=None): - value = self.value_head(embedding) - return value - - -class ActorCritic(ActorValueOperator): - def __init__(self, input_size, output_size): - super().__init__( - TDModule( - spec=None, - module=Backbone(input_size, output_size), - in_keys=['observation'], - out_keys=['hidden'], - ), - ProbabilisticActor( - spec=None, - module=CategoricalSubNet(input_size, output_size), - distribution_class=OneHotCategorical, - return_log_prob=False, - in_keys=['hidden'], - out_keys=['action'], - default_interaction_mode='random', - ), - ValueOperator( - module=ValueSubNet(input_size, output_size), - in_keys=['hidden'], - ), - ) + values = self.value_head(embedding) + return Categorical(logits=logits), values diff --git a/examples/MAML-RL/helpers/policy_old.py b/examples/MAML-RL/helpers/policy_old.py deleted file mode 100644 index bc8ef1ab..00000000 --- a/examples/MAML-RL/helpers/policy_old.py +++ /dev/null @@ -1,48 +0,0 @@ -# Copyright 2022 MetaOPT Team. 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. - -# This file is modified from: -# https://github.com/tristandeleu/pytorch-maml-rl - -import torch -import torch.nn as nn -from torch.distributions import Categorical - - -class CategoricalMLPPolicy(nn.Module): - """Policy network based on a multi-layer perceptron (MLP), with a - `Categorical` distribution output. This policy network can be used on tasks - with discrete action spaces (eg. `TabularMDPEnv`). - """ - - def __init__( - self, - input_size, - output_size, - ): - super(CategoricalMLPPolicy, self).__init__() - self.torso = nn.Sequential( - nn.Linear(input_size, 32), - nn.ReLU(), - nn.Linear(32, 32), - nn.ReLU(), - ) - self.policy_head = nn.Linear(32, output_size) - self.value_head = nn.Linear(32, 1) - - def forward(self, inputs, params=None): - embedding = self.torso(inputs) - logits = self.policy_head(embedding) - values = self.value_head(embedding) - return Categorical(logits=logits), values diff --git a/examples/MAML-RL/helpers/policy_torchrl.py b/examples/MAML-RL/helpers/policy_torchrl.py new file mode 100644 index 00000000..20afec5b --- /dev/null +++ b/examples/MAML-RL/helpers/policy_torchrl.py @@ -0,0 +1,98 @@ +# Copyright 2022 MetaOPT Team. 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 torch +import torch.nn as nn +from torch.distributions import Categorical +from torchrl.modules import ( + ActorValueOperator, + OneHotCategorical, + ProbabilisticActor, + TensorDictModule, + ValueOperator, +) + + +class Backbone(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super(Backbone, self).__init__() + self.torso = nn.Sequential( + nn.Linear(input_size, 32), + nn.ReLU(), + nn.Linear(32, 32), + nn.ReLU(), + ) + + def forward(self, inputs, params=None): + embedding = self.torso(inputs) + return embedding + + +class CategoricalSubNet(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super().__init__() + self.policy_head = nn.Linear(32, output_size) + + def forward(self, embedding, params=None): + logits = self.policy_head(embedding) + return logits + + +class ValueSubNet(nn.Module): + def __init__( + self, + input_size, + output_size, + ): + super().__init__() + self.value_head = nn.Linear(32, 1) + + def forward(self, embedding, params=None): + value = self.value_head(embedding) + return value + + +class ActorCritic(ActorValueOperator): + def __init__(self, input_size, output_size): + super().__init__( + TensorDictModule( + spec=None, + module=Backbone(input_size, output_size), + in_keys=['observation'], + out_keys=['hidden'], + ), + ProbabilisticActor( + spec=None, + module=CategoricalSubNet(input_size, output_size), + distribution_class=OneHotCategorical, + return_log_prob=False, + in_keys=['hidden'], + out_keys=['action'], + default_interaction_mode='random', + ), + ValueOperator( + module=ValueSubNet(input_size, output_size), + in_keys=['hidden'], + ), + ) diff --git a/examples/MAML-RL/run_MAML.py b/examples/MAML-RL/maml.py similarity index 70% rename from examples/MAML-RL/run_MAML.py rename to examples/MAML-RL/maml.py index b6aac8c9..ad2c472f 100644 --- a/examples/MAML-RL/run_MAML.py +++ b/examples/MAML-RL/maml.py @@ -20,11 +20,11 @@ import numpy as np import torch import torch.optim as optim -import tqdm -from helpers.policy_old import CategoricalMLPPolicy -from torchrl import timeit -import TorchOpt +import torchopt + + +from helpers.policy import CategoricalMLPPolicy # isort: skip TASK_NUM = 40 @@ -70,9 +70,15 @@ def sample_traj(env, task, policy): next_obs_buf[step][batch] = next_ob acs_buf[step][batch] = ac rews_buf[step][batch] = rew - gammas_buf[step][batch] = done * GAMMA + gammas_buf[step][batch] = (1 - done) * GAMMA ob = next_ob - return Traj(obs=obs_buf, acs=acs_buf, next_obs=next_obs_buf, rews=rews_buf, gammas=gammas_buf) + return Traj( + obs=obs_buf, + acs=acs_buf, + next_obs=next_obs_buf, + rews=rews_buf, + gammas=gammas_buf, + ) def a2c_loss(traj, policy, value_coef): @@ -100,37 +106,36 @@ def a2c_loss(traj, policy, value_coef): def evaluate(env, seed, task_num, policy): pre_reward_ls = [] post_reward_ls = [] - inner_opt = TorchOpt.MetaSGD(policy, lr=0.5) + inner_opt = torchopt.MetaSGD(policy, lr=0.5) env = gym.make( 'TabularMDP-v0', **dict( - num_states=STATE_DIM, num_actions=ACTION_DIM, max_episode_steps=TRAJ_LEN, seed=args.seed + num_states=STATE_DIM, + num_actions=ACTION_DIM, + max_episode_steps=TRAJ_LEN, + seed=args.seed, ), ) tasks = env.sample_tasks(num_tasks=task_num) - policy_state_dict = TorchOpt.extract_state_dict(policy) - optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + policy_state_dict = torchopt.extract_state_dict(policy) + optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(task_num): for _ in range(inner_iters): - with timeit('rollout_eval'): - pre_trajs = sample_traj(env, tasks[idx], policy) - + pre_trajs = sample_traj(env, tasks[idx], policy) inner_loss = a2c_loss(pre_trajs, policy, value_coef=0.5) inner_opt.step(inner_loss) - with timeit('rollout_eval'): - post_trajs = sample_traj(env, tasks[idx], policy) + post_trajs = sample_traj(env, tasks[idx], policy) # Logging pre_reward_ls.append(np.sum(pre_trajs.rews, axis=0).mean()) post_reward_ls.append(np.sum(post_trajs.rews, axis=0).mean()) - TorchOpt.recover_state_dict(policy, policy_state_dict) - TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + torchopt.recover_state_dict(policy, policy_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) return pre_reward_ls, post_reward_ls def main(args): - # init training torch.manual_seed(args.seed) torch.cuda.manual_seed_all(args.seed) @@ -138,41 +143,40 @@ def main(args): env = gym.make( 'TabularMDP-v0', **dict( - num_states=STATE_DIM, num_actions=ACTION_DIM, max_episode_steps=TRAJ_LEN, seed=args.seed + num_states=STATE_DIM, + num_actions=ACTION_DIM, + max_episode_steps=TRAJ_LEN, + seed=args.seed, ), ) # Policy policy = CategoricalMLPPolicy(input_size=STATE_DIM, output_size=ACTION_DIM) - inner_opt = TorchOpt.MetaSGD(policy, lr=0.5) + inner_opt = torchopt.MetaSGD(policy, lr=0.5) outer_opt = optim.Adam(policy.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] test_pre_reward = [] test_post_reward = [] - pbar = tqdm.tqdm(range(outer_iters)) - for i in pbar: + for i in range(outer_iters): tasks = env.sample_tasks(num_tasks=TASK_NUM) train_pre_reward_ls = [] train_post_reward_ls = [] outer_opt.zero_grad() - policy_state_dict = TorchOpt.extract_state_dict(policy) - optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + policy_state_dict = torchopt.extract_state_dict(policy) + optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(TASK_NUM): - for _ in range(inner_iters): - with timeit('rollout'): - pre_trajs = sample_traj(env, tasks[idx], policy) + pre_trajs = sample_traj(env, tasks[idx], policy) inner_loss = a2c_loss(pre_trajs, policy, value_coef=0.5) inner_opt.step(inner_loss) - with timeit('rollout'): - post_trajs = sample_traj(env, tasks[idx], policy) + post_trajs = sample_traj(env, tasks[idx], policy) outer_loss = a2c_loss(post_trajs, policy, value_coef=0.5) outer_loss.backward() - TorchOpt.recover_state_dict(policy, policy_state_dict) - TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + torchopt.recover_state_dict(policy, policy_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) # Logging train_pre_reward_ls.append(np.sum(pre_trajs.rews, axis=0).mean()) train_post_reward_ls.append(np.sum(post_trajs.rews, axis=0).mean()) @@ -185,23 +189,16 @@ def main(args): test_pre_reward.append(sum(test_pre_reward_ls) / TASK_NUM) test_post_reward.append(sum(test_post_reward_ls) / TASK_NUM) - pbar.set_description( - f'train_pre_reward: {sum(train_pre_reward_ls) / TASK_NUM}, ' - f'train_post_reward: {sum(train_post_reward_ls) / TASK_NUM}, ' - f'test_pre_reward: {sum(test_pre_reward_ls) / TASK_NUM}, ' - f'test_post_reward: {sum(test_post_reward_ls) / TASK_NUM}' - ) - timeit.print() - - np.save('train_pre_reward_{}.npy'.format(args.seed), np.array(train_pre_reward)) - np.save('train_post_reward_{}.npy'.format(args.seed), np.array(train_post_reward)) - np.save('test_pre_reward_{}.npy'.format(args.seed), np.array(test_pre_reward)) - np.save('test_post_reward_{}.npy'.format(args.seed), np.array(test_post_reward)) + print('Train_iters', i) + print('train_pre_reward', sum(train_pre_reward_ls) / TASK_NUM) + print('train_post_reward', sum(train_post_reward_ls) / TASK_NUM) + print('test_pre_reward', sum(test_pre_reward_ls) / TASK_NUM) + print('test_post_reward', sum(test_post_reward_ls) / TASK_NUM) if __name__ == '__main__': parser = argparse.ArgumentParser( - description='Reinforcement learning with ' 'Model-Agnostic Meta-Learning (MAML) - Train' + description='Reinforcement learning with Model-Agnostic Meta-Learning (MAML) - Train' ) parser.add_argument('--seed', type=int, default=1, help='random seed (default: 1)') args = parser.parse_args() diff --git a/examples/MAML-RL/run_MAML_torchrl.py b/examples/MAML-RL/maml_torchrl.py similarity index 87% rename from examples/MAML-RL/run_MAML_torchrl.py rename to examples/MAML-RL/maml_torchrl.py index 2c766e0b..e74c8f80 100644 --- a/examples/MAML-RL/run_MAML_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -4,13 +4,14 @@ # 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 +# 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 argparse @@ -18,18 +19,20 @@ import torch import torch.optim as optim import tqdm -from helpers.policy import ActorCritic from torchrl import timeit from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict -from torchrl.modules import OneHotCategorical, ProbabilisticTDModule +from torchrl.modules import OneHotCategorical from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate -import TorchOpt +import torchopt -TASK_NUM = 40 -TRAJ_NUM = 20 +from helpers.policy_torchrl import ActorCritic # isort: skip + + +TASK_NUM = 4 +TRAJ_NUM = 2 TRAJ_LEN = 10 NUM_ENVS = TRAJ_NUM # number of envs to run in parallel @@ -80,12 +83,12 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): post_reward_ls = [] device = next(actor_critic.parameters()).device - inner_opt = TorchOpt.MetaSGD(actor_critic, lr=0.5) + inner_opt = torchopt.MetaSGD(actor_critic, lr=0.5) tasks = dummy_env.sample_tasks(num_tasks=task_num) - policy_state_dict = TorchOpt.extract_state_dict(actor_critic) - optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + policy_state_dict = torchopt.extract_state_dict(actor_critic) + optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(task_num): env.reset_task(tasks[idx]) for _ in range(inner_iters): @@ -100,8 +103,8 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): pre_reward_ls.append(torch.sum(pre_traj_td.get('reward'), dim=1).mean().item()) post_reward_ls.append(torch.sum(post_traj_td.get('reward'), dim=1).mean().item()) - TorchOpt.recover_state_dict(actor_critic, policy_state_dict) - TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + torchopt.recover_state_dict(actor_critic, policy_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) return pre_reward_ls, post_reward_ls @@ -139,7 +142,7 @@ def main(args): policy_module = actor_critic_module.get_policy_operator() value_module = actor_critic_module.get_value_operator() - inner_opt = TorchOpt.MetaSGD(actor_critic_module, lr=0.5) + inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.5) outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] @@ -156,8 +159,8 @@ def main(args): train_post_reward_ls = [] outer_opt.zero_grad() - policy_state_dict = TorchOpt.extract_state_dict(actor_critic_module) - optim_state_dict = TorchOpt.extract_state_dict(inner_opt) + policy_state_dict = torchopt.extract_state_dict(actor_critic_module) + optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(TASK_NUM): # print("idx: ", idx) env.reset_task(tasks[idx]) @@ -174,8 +177,8 @@ def main(args): outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() - TorchOpt.recover_state_dict(actor_critic_module, policy_state_dict) - TorchOpt.recover_state_dict(inner_opt, optim_state_dict) + torchopt.recover_state_dict(actor_critic_module, policy_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) # Logging train_pre_reward_ls.append(torch.sum(pre_traj_td.get('reward'), dim=1).mean().item()) @@ -209,7 +212,7 @@ def main(args): if __name__ == '__main__': parser = argparse.ArgumentParser( - description='Reinforcement learning with ' 'Model-Agnostic Meta-Learning (MAML) - Train' + description='Reinforcement learning with Model-Agnostic Meta-Learning (MAML) - Train' ) parser.add_argument('--seed', type=int, default=1, help='random seed (default: 1)') parser.add_argument('--parallel', action='store_true', help='run envs in parallel') diff --git a/examples/MAML-RL/torchrl_script.py b/examples/MAML-RL/torchrl_script.py deleted file mode 100644 index 66d54a0d..00000000 --- a/examples/MAML-RL/torchrl_script.py +++ /dev/null @@ -1,88 +0,0 @@ -# Copyright 2022 MetaOPT Team. 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 gym -import helpers -from torch import nn -from torchrl.envs import GymEnv, ParallelEnv, SerialEnv -from torchrl.modules import OneHotCategorical, ProbabilisticTDModule - - -class CategoricalMLPPolicy(nn.Module): - """Policy network based on a multi-layer perceptron (MLP), with a - `Categorical` distribution output. This policy network can be used on tasks - with discrete action spaces (eg. `TabularMDPEnv`). - """ - - def __init__( - self, - input_size, - output_size, - ): - super(CategoricalMLPPolicy, self).__init__() - self.torso = nn.Sequential( - nn.Linear(input_size, 32), - nn.ReLU(), - nn.Linear(32, 32), - nn.ReLU(), - ) - self.policy_head = nn.Linear(32, output_size) - self.value_head = nn.Linear(32, 1) - - def forward(self, inputs, params=None): - embedding = self.torso(inputs) - logits = self.policy_head(embedding) - values = self.value_head(embedding) - return logits, values - - -NUM_STATES = 10 -NUM_ACTIONS = 5 -MAX_STEPS = 10 - -NUM_ENV = 4 - -if __name__ == '__main__': - lambda_env = lambda: GymEnv( - 'TabularMDP-v0', num_states=NUM_STATES, num_actions=NUM_ACTIONS, max_episode_steps=MAX_STEPS - ) - env = ParallelEnv(NUM_ENV, lambda_env) - # env = SerialEnv(NUM_ENV, lambda_env) - td = env.reset() - - print(env.action_spec) - print(env.observation_spec) - - print(td.get('observation')) - - dummy_env = lambda_env() - tasks = dummy_env.sample_tasks(3) - - policy_module = CategoricalMLPPolicy(env.observation_spec.shape[-1], env.action_spec.shape[-1]) - policy = ProbabilisticTDModule( - module=policy_module, - spec=env.action_spec, - distribution_class=OneHotCategorical, - return_log_prob=True, - in_keys=['observation'], - out_keys=['action', 'state_value'], - ) - - # gathering rollouts - for task in tasks: - env.reset_task(task) - print('random policy: ', env.rollout(n_steps=10)) - print('structured policy: ', env.rollout(policy=policy, n_steps=10)) - - env.close() From b91821337bbb4e3d7cea066794d47066f6b3c647 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 25 Jul 2022 23:37:19 +0800 Subject: [PATCH 20/55] fix: sync with torchrl newest version --- examples/MAML-RL/README.md | 16 +++++++++++----- examples/MAML-RL/helpers/Tabular_mdp.py | 13 ++++++++----- examples/MAML-RL/helpers/policy_torchrl.py | 11 +++++++---- examples/MAML-RL/maml.py | 4 ++-- examples/MAML-RL/maml_torchrl.py | 20 ++++++++++++++------ examples/MAML-RL/test_post_reward_1.npy | Bin 0 -> 480 bytes examples/MAML-RL/test_pre_reward_1.npy | Bin 0 -> 480 bytes examples/MAML-RL/train_post_reward_1.npy | Bin 0 -> 480 bytes examples/MAML-RL/train_pre_reward_1.npy | Bin 0 -> 480 bytes 9 files changed, 42 insertions(+), 22 deletions(-) create mode 100644 examples/MAML-RL/test_post_reward_1.npy create mode 100644 examples/MAML-RL/test_pre_reward_1.npy create mode 100644 examples/MAML-RL/train_post_reward_1.npy create mode 100644 examples/MAML-RL/train_pre_reward_1.npy diff --git a/examples/MAML-RL/README.md b/examples/MAML-RL/README.md index 6ef11626..1f4df868 100644 --- a/examples/MAML-RL/README.md +++ b/examples/MAML-RL/README.md @@ -1,16 +1,22 @@ # Reinforcement learning with Model-Agnostic Meta-Learning (MAML) -Code on Tabular MDP example in paper *Model-Agnostic Meta-Learning* [[MAML](https://arxiv.org/abs/1703.03400)] using `TorchOpt`. The idea of MAML is to learn the initial parameters of an agent's policy so that the agent can rapidly adapt to new environments with a limited number of policy-gradient updates. We use `MetaSGD` as the inner-loop optimiser. +Code on Tabular MDP example in paper *Model-Agnostic Meta-Learning* [[MAML](https://arxiv.org/abs/1703.03400)] using TorchOpt. The idea of MAML is to learn the initial parameters of an agent's policy so that the agent can rapidly adapt to new environments with a limited number of policy-gradient updates. We use `MetaSGD` as the inner-loop optimizer. + +## Usage -# Usage Specify the seed to train. + ```bash ### Run MAML -python MAML_toy.py --seed 1 +python maml.py --seed 1 +### Run torchrl MAML implementation +python maml_torchrl.py --seed 1 ``` -# Results +## Results + The training curve and testing curve between initial policy and adapted policy validate the effectiveness of algorithms. +
- +
diff --git a/examples/MAML-RL/helpers/Tabular_mdp.py b/examples/MAML-RL/helpers/Tabular_mdp.py index dab30217..9b03e910 100644 --- a/examples/MAML-RL/helpers/Tabular_mdp.py +++ b/examples/MAML-RL/helpers/Tabular_mdp.py @@ -14,17 +14,16 @@ # ============================================================================== # This file is modified from: # https://github.com/tristandeleu/pytorch-maml-rl +# ============================================================================== import gym import numpy as np from gym import spaces from gym.utils import seeding -from gym.wrappers.time_limit import TimeLimit class TabularMDPEnv(gym.Env): """Tabular MDP problems, as described in [1]. - At each time step, the agent chooses one of `num_actions` actions, say `i`, receives a reward sampled from a Normal distribution with mean `m_i` and variance 1 (fixed across all tasks), and reaches a new state following the @@ -32,7 +31,6 @@ class TabularMDPEnv(gym.Env): generated by sampling the mean rewards from a Normal distribution with mean 1 and variance 1, and sampling the transition probabilities from a uniform Dirichlet distribution (ie. with parameter 1). - [1] Yan Duan, John Schulman, Xi Chen, Peter L. Bartlett, Ilya Sutskever, Pieter Abbeel, "RL2: Fast Reinforcement Learning via Slow Reinforcement Learning", 2016 (https://arxiv.org/abs/1611.02779) @@ -52,7 +50,11 @@ def __init__(self, num_states, num_actions, max_episode_steps, seed, task={}): self._task = task self._transitions = task.get( 'transitions', - np.full((num_states, num_actions, num_states), 1.0 / num_states, dtype=np.float32), + np.full( + (num_states, num_actions, num_states), + 1.0 / num_states, + dtype=np.float32, + ), ) self._rewards_mean = task.get( 'rewards_mean', np.zeros((num_states, num_actions), dtype=np.float32) @@ -68,7 +70,8 @@ def seed(self, seed=None): def sample_tasks(self, num_tasks): transitions = self.np_random.dirichlet( - np.ones(self.num_states), size=(num_tasks, self.num_states, self.num_actions) + np.ones(self.num_states), + size=(num_tasks, self.num_states, self.num_actions), ) rewards_mean = self.np_random.normal( 1.0, 1.0, size=(num_tasks, self.num_states, self.num_actions) diff --git a/examples/MAML-RL/helpers/policy_torchrl.py b/examples/MAML-RL/helpers/policy_torchrl.py index 20afec5b..5ac07715 100644 --- a/examples/MAML-RL/helpers/policy_torchrl.py +++ b/examples/MAML-RL/helpers/policy_torchrl.py @@ -84,12 +84,15 @@ def __init__(self, input_size, output_size): ), ProbabilisticActor( spec=None, - module=CategoricalSubNet(input_size, output_size), + module=TensorDictModule( + CategoricalSubNet(input_size, output_size), + in_keys=['hidden'], + out_keys=['logits'], + ), distribution_class=OneHotCategorical, return_log_prob=False, - in_keys=['hidden'], - out_keys=['action'], - default_interaction_mode='random', + dist_param_keys=['logits'], + out_key_sample=['action'], ), ValueOperator( module=ValueSubNet(input_size, output_size), diff --git a/examples/MAML-RL/maml.py b/examples/MAML-RL/maml.py index ad2c472f..73bc4c04 100644 --- a/examples/MAML-RL/maml.py +++ b/examples/MAML-RL/maml.py @@ -106,7 +106,7 @@ def a2c_loss(traj, policy, value_coef): def evaluate(env, seed, task_num, policy): pre_reward_ls = [] post_reward_ls = [] - inner_opt = torchopt.MetaSGD(policy, lr=0.5) + inner_opt = torchopt.MetaSGD(policy, lr=0.2) env = gym.make( 'TabularMDP-v0', **dict( @@ -151,7 +151,7 @@ def main(args): ) # Policy policy = CategoricalMLPPolicy(input_size=STATE_DIM, output_size=ACTION_DIM) - inner_opt = torchopt.MetaSGD(policy, lr=0.5) + inner_opt = torchopt.MetaSGD(policy, lr=0.2) outer_opt = optim.Adam(policy.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index e74c8f80..b79fb23c 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -14,11 +14,15 @@ # ============================================================================== import argparse +import copy import numpy as np import torch import torch.optim as optim import tqdm + + +torch.autograd.set_detect_anomaly(True) from torchrl import timeit from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict @@ -81,9 +85,10 @@ def a2c_loss(traj, policy_module, value_module, value_coef): def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): pre_reward_ls = [] post_reward_ls = [] + env.reset() device = next(actor_critic.parameters()).device - inner_opt = torchopt.MetaSGD(actor_critic, lr=0.5) + inner_opt = torchopt.MetaSGD(actor_critic, lr=0.3) tasks = dummy_env.sample_tasks(num_tasks=task_num) @@ -93,11 +98,11 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): env.reset_task(tasks[idx]) for _ in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(), timeit('rollout_eval'): - pre_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) + pre_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).to(device) inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode('random'), torch.no_grad(), timeit('rollout_eval'): - post_traj_td = env.rollout(policy, n_steps=TRAJ_LEN).to(device) + post_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).to(device) # Logging pre_reward_ls.append(torch.sum(pre_traj_td.get('reward'), dim=1).mean().item()) @@ -140,9 +145,10 @@ def main(args): env.observation_spec[obs_key].shape[-1], env.action_spec.shape[-1] ).to(device) policy_module = actor_critic_module.get_policy_operator() + print(policy_module) value_module = actor_critic_module.get_value_operator() - inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.5) + inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.3) outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] @@ -167,13 +173,15 @@ def main(args): for k in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(), timeit('rollout'): pre_traj_td = env.rollout( - policy=policy_module, n_steps=TRAJ_LEN, 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zu<{1GGe>lz2#8<8Un38qFT64Wt3Pw+7ucQ$6C#vA;tU1P!1_I;Q^4{X8&}JM#5ZVX Mg58z!hh4=10C1~oy#N3J From d4932416e6bdc69c356671d83fbb9a16bb45af82 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 25 Jul 2022 23:41:16 +0800 Subject: [PATCH 22/55] merge: resolve conflicts --- examples/MAML-RL/helpers/__init__.py | 8 +++++--- .../MAML-RL/helpers/{Tabular_mdp.py => tabular_mdp.py} | 0 2 files changed, 5 insertions(+), 3 deletions(-) rename examples/MAML-RL/helpers/{Tabular_mdp.py => tabular_mdp.py} (100%) diff --git a/examples/MAML-RL/helpers/__init__.py b/examples/MAML-RL/helpers/__init__.py index 46e24f1d..9855e0b3 100644 --- a/examples/MAML-RL/helpers/__init__.py +++ b/examples/MAML-RL/helpers/__init__.py @@ -4,21 +4,23 @@ # 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 +# 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. - +# ============================================================================== # This file is modified from: # https://github.com/tristandeleu/pytorch-maml-rl +# ============================================================================== + from gym.envs.registration import register register( 'TabularMDP-v0', - entry_point='helpers.Tabular_mdp:TabularMDPEnv', + entry_point='helpers.tabular_mdp:TabularMDPEnv', kwargs={'num_states': 10, 'num_actions': 5, 'max_episode_steps': 10, 'seed': 1}, ) diff --git a/examples/MAML-RL/helpers/Tabular_mdp.py b/examples/MAML-RL/helpers/tabular_mdp.py similarity index 100% rename from examples/MAML-RL/helpers/Tabular_mdp.py rename to examples/MAML-RL/helpers/tabular_mdp.py From 35fb0b7eef8b43e115a55950e5405a6eea567beb Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 25 Jul 2022 23:43:58 +0800 Subject: [PATCH 23/55] merge: resolve conflicts --- examples/MAML-RL/helpers/tabular_mdp.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/examples/MAML-RL/helpers/tabular_mdp.py b/examples/MAML-RL/helpers/tabular_mdp.py index 9b03e910..5f8dcc17 100644 --- a/examples/MAML-RL/helpers/tabular_mdp.py +++ b/examples/MAML-RL/helpers/tabular_mdp.py @@ -24,6 +24,7 @@ class TabularMDPEnv(gym.Env): """Tabular MDP problems, as described in [1]. + At each time step, the agent chooses one of `num_actions` actions, say `i`, receives a reward sampled from a Normal distribution with mean `m_i` and variance 1 (fixed across all tasks), and reaches a new state following the @@ -31,6 +32,7 @@ class TabularMDPEnv(gym.Env): generated by sampling the mean rewards from a Normal distribution with mean 1 and variance 1, and sampling the transition probabilities from a uniform Dirichlet distribution (ie. with parameter 1). + [1] Yan Duan, John Schulman, Xi Chen, Peter L. Bartlett, Ilya Sutskever, Pieter Abbeel, "RL2: Fast Reinforcement Learning via Slow Reinforcement Learning", 2016 (https://arxiv.org/abs/1611.02779) From 4171196e50380956e248c5feab3eb6c13cce52ad Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 25 Jul 2022 23:53:58 +0800 Subject: [PATCH 24/55] test: add run.sh --- examples/MAML-RL/run.sh | 10 +++++----- examples/MAML-RL/run_torchrl.sh | 19 +++++++++++++++++++ 2 files changed, 24 insertions(+), 5 deletions(-) create mode 100644 examples/MAML-RL/run_torchrl.sh diff --git a/examples/MAML-RL/run.sh b/examples/MAML-RL/run.sh index 479d7905..c8a129df 100644 --- a/examples/MAML-RL/run.sh +++ b/examples/MAML-RL/run.sh @@ -12,8 +12,8 @@ # See the License for the specific language governing permissions and # limitations under the License. -python run_MAML_torchrl.py --parallel --seed 1 -python run_MAML_torchrl.py --parallel --seed 2 -python run_MAML_torchrl.py --parallel --seed 3 -python run_MAML_torchrl.py --parallel --seed 4 -python run_MAML_torchrl.py --parallel --seed 5 +python maml.py --seed 1 +python maml.py --seed 2 +python maml.py --seed 3 +python maml.py --seed 4 +python maml.py --seed 5 diff --git a/examples/MAML-RL/run_torchrl.sh b/examples/MAML-RL/run_torchrl.sh new file mode 100644 index 00000000..323c5f70 --- /dev/null +++ b/examples/MAML-RL/run_torchrl.sh @@ -0,0 +1,19 @@ +# Copyright 2022 MetaOPT Team. 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. + +python maml_torchrl.py --parallel --seed 1 +python maml_torchrl.py --parallel --seed 2 +python maml_torchrl.py --parallel --seed 3 +python maml_torchrl.py --parallel --seed 4 +python maml_torchrl.py --parallel --seed 5 From 1d03e6214931490eccdf927dea2da37ec1f0b01a Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Tue, 26 Jul 2022 00:18:58 +0800 Subject: [PATCH 25/55] fix: correct torchrl env device error, working with GPU --- examples/MAML-RL/maml_torchrl.py | 24 ++++++++++++++++------- examples/MAML-RL/test_post_reward_1.npy | Bin 0 -> 1456 bytes examples/MAML-RL/test_pre_reward_1.npy | Bin 0 -> 1456 bytes examples/MAML-RL/train_post_reward_1.npy | Bin 0 -> 1456 bytes examples/MAML-RL/train_pre_reward_1.npy | Bin 0 -> 1456 bytes 5 files changed, 17 insertions(+), 7 deletions(-) create mode 100644 examples/MAML-RL/test_post_reward_1.npy create mode 100644 examples/MAML-RL/test_pre_reward_1.npy create mode 100644 examples/MAML-RL/train_post_reward_1.npy create mode 100644 examples/MAML-RL/train_pre_reward_1.npy diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index b79fb23c..ffc0bad0 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -131,21 +131,21 @@ def main(args): NUM_ENVS, lambda_env, selected_keys=['observation', 'next_observation', 'reward', 'action', 'done'], - ) + ).to(device) else: env = SerialEnv( NUM_ENVS, lambda_env, selected_keys=['observation', 'next_observation', 'reward', 'action', 'done'], - ) + ).to(device) env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] actor_critic_module = ActorCritic( - env.observation_spec[obs_key].shape[-1], env.action_spec.shape[-1] + env.observation_spec[obs_key].shape[-1], + env.action_spec.shape[-1], ).to(device) policy_module = actor_critic_module.get_policy_operator() - print(policy_module) value_module = actor_critic_module.get_value_operator() inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.3) @@ -173,14 +173,18 @@ def main(args): for k in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(), timeit('rollout'): pre_traj_td = env.rollout( - policy=policy_module, max_steps=TRAJ_LEN, auto_reset=True + policy=policy_module, + max_steps=TRAJ_LEN, + auto_reset=True, ).to(device) inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode('random'), 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examples/MAML-RL/maml.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/examples/MAML-RL/maml.py b/examples/MAML-RL/maml.py index 73bc4c04..1db410f6 100644 --- a/examples/MAML-RL/maml.py +++ b/examples/MAML-RL/maml.py @@ -195,6 +195,11 @@ def main(args): print('test_pre_reward', sum(test_pre_reward_ls) / TASK_NUM) print('test_post_reward', sum(test_post_reward_ls) / TASK_NUM) + np.save('train_pre_reward_{}.npy'.format(args.seed), np.array(train_pre_reward)) + np.save('train_post_reward_{}.npy'.format(args.seed), np.array(train_post_reward)) + np.save('test_pre_reward_{}.npy'.format(args.seed), np.array(test_pre_reward)) + np.save('test_post_reward_{}.npy'.format(args.seed), np.array(test_post_reward)) + if __name__ == '__main__': parser = argparse.ArgumentParser( From 62722cd21e8f321fa751d96bc164c9e7832ccbb0 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 27 Jul 2022 16:32:09 +0800 Subject: [PATCH 28/55] fix: update maml examples inner lr --- examples/MAML-RL/maml.py | 4 ++-- examples/MAML-RL/maml_torchrl.py | 7 ++----- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/examples/MAML-RL/maml.py b/examples/MAML-RL/maml.py index 1db410f6..e19cb253 100644 --- a/examples/MAML-RL/maml.py +++ b/examples/MAML-RL/maml.py @@ -106,7 +106,7 @@ def a2c_loss(traj, policy, value_coef): def evaluate(env, seed, task_num, policy): pre_reward_ls = [] post_reward_ls = [] - inner_opt = torchopt.MetaSGD(policy, lr=0.2) + inner_opt = torchopt.MetaSGD(policy, lr=0.1) env = gym.make( 'TabularMDP-v0', **dict( @@ -151,7 +151,7 @@ def main(args): ) # Policy policy = CategoricalMLPPolicy(input_size=STATE_DIM, output_size=ACTION_DIM) - inner_opt = torchopt.MetaSGD(policy, lr=0.2) + inner_opt = torchopt.MetaSGD(policy, lr=0.1) outer_opt = optim.Adam(policy.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index ffc0bad0..f70b9cbb 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -20,9 +20,6 @@ import torch import torch.optim as optim import tqdm - - -torch.autograd.set_detect_anomaly(True) from torchrl import timeit from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict @@ -35,8 +32,8 @@ from helpers.policy_torchrl import ActorCritic # isort: skip -TASK_NUM = 4 -TRAJ_NUM = 2 +TASK_NUM = 40 +TRAJ_NUM = 20 TRAJ_LEN = 10 NUM_ENVS = TRAJ_NUM # number of envs to run in parallel From 381910f088792238aa0498ef49294967d1e12689 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 3 Aug 2022 20:00:21 +0800 Subject: [PATCH 29/55] merge: resolve conflict --- examples/MAML-RL/maml.png | Bin 52677 -> 184840 bytes examples/MAML-RL/maml.py | 5 ----- 2 files changed, 5 deletions(-) diff --git a/examples/MAML-RL/maml.png b/examples/MAML-RL/maml.png index 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a6f75c22fb3cfe04b638615ec45593ab84e5d3b9 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Sat, 6 Aug 2022 22:31:18 +0800 Subject: [PATCH 34/55] fix(example): add plot.py for debugging --- examples/MAML-RL/plot.py | 108 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 108 insertions(+) create mode 100644 examples/MAML-RL/plot.py diff --git a/examples/MAML-RL/plot.py b/examples/MAML-RL/plot.py new file mode 100644 index 00000000..8fede169 --- /dev/null +++ b/examples/MAML-RL/plot.py @@ -0,0 +1,108 @@ +# Copyright 2022 MetaOPT Team. 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. + +# coding: utf-8 + +# In[3]: + + +import time + +import matplotlib.pyplot as plt +import numpy as np +import seaborn as sns + + +seed_list = [1, 2, 3, 4, 5] + + +for seed in seed_list: + if seed == 1: + train_pre_reward = np.expand_dims(np.load('train_pre_reward_{}.npy'.format(seed)), axis=0) + train_post_reward = np.expand_dims(np.load('train_post_reward_{}.npy'.format(seed)), axis=0) + test_pre_reward = np.expand_dims(np.load('test_pre_reward_{}.npy'.format(seed)), axis=0) + test_post_reward = np.expand_dims(np.load('test_post_reward_{}.npy'.format(seed)), axis=0) + else: + train_pre_reward = np.concatenate( + [ + train_pre_reward, + np.expand_dims(np.load('train_pre_reward_{}.npy'.format(seed)), axis=0), + ], + axis=0, + ) + train_post_reward = np.concatenate( + [ + train_post_reward, + np.expand_dims(np.load('train_post_reward_{}.npy'.format(seed)), axis=0), + ], + axis=0, + ) + test_pre_reward = np.concatenate( + [ + test_pre_reward, + np.expand_dims(np.load('test_pre_reward_{}.npy'.format(seed)), axis=0), + ], + axis=0, + ) + test_post_reward = np.concatenate( + [ + test_post_reward, + np.expand_dims(np.load('test_post_reward_{}.npy'.format(seed)), axis=0), + ], + axis=0, + ) +sns.set(style='darkgrid') +sns.set_theme(style='darkgrid') +fig, (ax1, ax2) = plt.subplots(2, 1) +train_pre_mean = np.mean(train_pre_reward[:], axis=0) +train_pre_std = np.std(train_pre_reward[:], axis=0) +ax1.plot(train_pre_mean, label='Train-Pre') +ax1.fill_between( + np.arange(500), train_pre_mean - train_pre_std, train_pre_mean + train_pre_std, alpha=0.2 +) +train_post_mean = np.mean(train_post_reward[:], axis=0) +train_post_std = np.std(train_post_reward[:], axis=0) +ax1.plot(train_post_mean, label='Train-Post') +ax1.legend() +ax1.set_title('Train') +ax1.fill_between( + np.arange(500), train_post_mean - train_post_std, train_post_mean + train_post_std, alpha=0.2 +) +# ax1.set_xlabel('Itr') +ax1.set_ylabel('Reward') + + +test_pre_mean = np.mean(test_pre_reward[:], axis=0) +test_pre_std = np.std(test_pre_reward[:], axis=0) +ax2.plot(test_pre_mean, label='Test-Pre') +ax2.fill_between( + np.arange(500), test_pre_mean - test_pre_std, test_pre_mean + test_pre_std, alpha=0.2 +) +test_post_mean = np.mean(test_post_reward[:], axis=0) +test_post_std = np.std(test_post_reward[:], axis=0) +ax2.plot(test_post_mean, label='Test-Post') +ax2.fill_between( + np.arange(500), test_post_mean - test_post_std, test_post_mean + test_post_std, alpha=0.2 +) +ax2.set_xlabel('Itrerations') +ax2.set_ylabel('Reward') +ax2.set_title('Test') +ax2.legend() +# +# fig.legend(ncol=2, loc='lower right') + +# fig.savefig('MAML.png') +plt.tight_layout() +plt.savefig('./maml.png', bbox_inches='tight', pad_inches=0.04, dpi=150) +plt.show() From d5cfe6b0d93deaf64532408cb99c3fac364fcbff Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Sat, 6 Aug 2022 18:01:22 +0000 Subject: [PATCH 35/55] independent seed for each env --- examples/MAML-RL/maml_torchrl.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 5fcf2ab2..9cab2bbb 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -49,8 +49,10 @@ def a2c_loss(traj, policy_module, value_module, value_coef): + action0 = traj.get('action') dist, *_ = policy_module.get_dist(traj) action = traj.get('action') + assert action is action0 log_probs = dist.log_prob(action) traj = traj.exclude('state_value') @@ -95,11 +97,11 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): env.reset_task(tasks[idx]) for _ in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(), timeit('rollout_eval'): - pre_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).to(device) + pre_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).contiguous().to(device) inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode('random'), torch.no_grad(), timeit('rollout_eval'): - post_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).to(device) + post_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).contiguous().to(device) # Logging pre_reward_ls.append(torch.sum(pre_traj_td.get('reward'), dim=1).mean().item()) @@ -121,7 +123,7 @@ def main(args): num_states=STATE_DIM, num_actions=ACTION_DIM, max_episode_steps=TRAJ_LEN, - seed=args.seed, + device=device, ) if args.parallel: env = ParallelEnv( @@ -135,6 +137,7 @@ def main(args): lambda_env, selected_keys=['observation', 'next_observation', 'reward', 'action', 'done'], ).to(device) + env.set_seed(args.seed) env.reset() # Policy obs_key = list(env.observation_spec.keys())[0] @@ -173,7 +176,7 @@ def main(args): policy=policy_module, max_steps=TRAJ_LEN, auto_reset=True, - ).to(device) + ).contiguous().to(device) inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) @@ -182,7 +185,7 @@ def main(args): policy=policy_module, max_steps=TRAJ_LEN, auto_reset=True, - ).to(device) + ).contiguous().to(device) outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() From 53ad3d298db674f902234b5c5da5e041e7f56406 Mon Sep 17 00:00:00 2001 From: Vincent Moens Date: Sun, 7 Aug 2022 10:50:37 -0700 Subject: [PATCH 36/55] update seeding --- 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zcyxKW2?{#=t38occ78$7%NdO}p`We~ch}E$wQ8;5yt1;g$Pax%SjJ&8MDylNJg6t0 z0su=)TpWmh0y~28f%g%j1-one{tK_z)ZE-33lJ1`+BV3&X%8lS?zd zl~{`aDWZY9wzBg2Sd)*hZ@88`2Rr+WT;tvzfAIpNj*bo_Bs8?nabG=k7red!=uq!h z*R!7H%$9kmwl#PntpA2#<=o&$l7zCIP=Ovy*)U`)l4JL+$5FOGkpgc_qBsW1py<~0USzT8 zEOqsNH$nQA;c;UMbLZOHw5_B)gm1iPjyO!|KR2H4uCpr(QizQ@emJe*9MPBv*|)tn+V zHFX-Cya~W7$d)wqz|(yzFCV+=Y3+@smXeo07~KpBlDzyEO7VAt%I9+~i|4a7R+}KZ zh>MSh<90OKhxrCz0lWDR8#`Ja@2w&zgyof$@ed9TfH`AzJ^KQp+D=&U#qyGuo<0~< zTLRP4NaZsG`ap(Q2MR#Wdu2VPs*LU@eRTWP4t93b{QRlFYr-rQW{vFRL2` z__Yo|d@%%@j0_BXA1MTEZT;|{y`4tNe{m~z-Rl2|$aU}W@4TLHXR56R1YA;Y Date: Thu, 11 Aug 2022 15:50:38 +0800 Subject: [PATCH 37/55] docs: update contributing.rst --- docs/source/developer/contributing.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/source/developer/contributing.rst b/docs/source/developer/contributing.rst index 302b9fb3..84939875 100644 --- a/docs/source/developer/contributing.rst +++ b/docs/source/developer/contributing.rst @@ -79,7 +79,7 @@ This command will run automatic tests in the main directory: .. code-block:: bash - $ make test + make test Build Wheels @@ -126,7 +126,7 @@ To compile documentation into webpage, run .. code-block:: bash - $ make docs + make docs The generated webpage locates under directory ``docs/build`` and will open the browser after building documentation. From 8f2de3fecdd41955a57325b69a5fc1c715c7f0e4 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 11 Aug 2022 21:14:48 +0800 Subject: [PATCH 38/55] merge: sync with upstream --- examples/MAML-RL/maml_torchrl.py | 28 ++++++++++++++++++---------- 1 file changed, 18 insertions(+), 10 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index d43da3d1..b73dfcdf 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -174,20 +174,28 @@ def main(args): env.reset_task(tasks[idx]) for k in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(): - pre_traj_td = env.rollout( - policy=policy_module, - max_steps=TRAJ_LEN, - auto_reset=True, - ).contiguous().to(device) + pre_traj_td = ( + env.rollout( + policy=policy_module, + max_steps=TRAJ_LEN, + auto_reset=True, + ) + .contiguous() + .to(device) + ) inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode('random'), torch.no_grad(): - post_traj_td = env.rollout( - policy=policy_module, - max_steps=TRAJ_LEN, - auto_reset=True, - ).contiguous().to(device) + post_traj_td = ( + env.rollout( + policy=policy_module, + max_steps=TRAJ_LEN, + auto_reset=True, + ) + .contiguous() + .to(device) + ) outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() From fa1856cf938d4449d7a1f3801122424a29ec268b Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 11 Aug 2022 21:16:40 +0800 Subject: [PATCH 39/55] fix: revert back to original torchrl results --- examples/MAML-RL/maml_torchrl.png | Bin 7149 -> 253542 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.png b/examples/MAML-RL/maml_torchrl.png index f2bb38e9e203d8408e29ac02360938482b87632e..ca232a175c5f083fc58e50828e22983a120b8159 100644 GIT binary patch literal 253542 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zBJ(f2RVo1w#ctV`M{Q{5`F2%#t)%M{w(bF{GDXvjVJ;{UBfO=+>j*l22Y8ypRU?wKAOK(J5#f(E4-bT9dbxoR*|#?l;<6v@gslgH$q-tv%hU0B>E<^bz!_P2I61ZLGjBy7`&oiK$4W$Y!kf8i(!}~GellNk50vSx-3yH{K15Vgz>4R z2+pQwrz5=5Qf?e7=V}*fNg|eI3Cf~G2!`V^O?{}Xx`{^r<4qu6uyxVIct1kFGsHu@ k49W1<4kCoW>>j}0XsB^1<4`{Xul~^saPUws_habbcfe`3W&i*H From b9c79c71b594191b2dd88e2156b1cd8dbc1fdcfd Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Thu, 11 Aug 2022 22:48:44 +0800 Subject: [PATCH 40/55] style: reformat code --- examples/MAML-RL/helpers/policy.py | 9 ++------- examples/MAML-RL/helpers/policy_torchrl.py | 21 ++++----------------- examples/MAML-RL/helpers/tabular_mdp.py | 7 +++++-- examples/MAML-RL/maml_torchrl.py | 2 -- examples/MAML-RL/plot.py | 22 +++++++--------------- examples/MAML-RL/run.sh | 3 ++- examples/MAML-RL/run_torchrl.sh | 3 ++- 7 files changed, 22 insertions(+), 45 deletions(-) diff --git a/examples/MAML-RL/helpers/policy.py b/examples/MAML-RL/helpers/policy.py index 9b32b8c8..0a43a5b1 100644 --- a/examples/MAML-RL/helpers/policy.py +++ b/examples/MAML-RL/helpers/policy.py @@ -16,7 +16,6 @@ # https://github.com/tristandeleu/pytorch-maml-rl # ============================================================================== -import torch import torch.nn as nn from torch.distributions import Categorical @@ -27,12 +26,8 @@ class CategoricalMLPPolicy(nn.Module): with discrete action spaces (eg. `TabularMDPEnv`). """ - def __init__( - self, - input_size, - output_size, - ): - super(CategoricalMLPPolicy, self).__init__() + def __init__(self, input_size, output_size): + super().__init__() self.torso = nn.Sequential( nn.Linear(input_size, 32), nn.ReLU(), diff --git a/examples/MAML-RL/helpers/policy_torchrl.py b/examples/MAML-RL/helpers/policy_torchrl.py index 5ac07715..103a4ec5 100644 --- a/examples/MAML-RL/helpers/policy_torchrl.py +++ b/examples/MAML-RL/helpers/policy_torchrl.py @@ -13,7 +13,6 @@ # limitations under the License. # ============================================================================== - import torch import torch.nn as nn from torch.distributions import Categorical @@ -27,12 +26,8 @@ class Backbone(nn.Module): - def __init__( - self, - input_size, - output_size, - ): - super(Backbone, self).__init__() + def __init__(self, input_size, output_size): + super().__init__() self.torso = nn.Sequential( nn.Linear(input_size, 32), nn.ReLU(), @@ -46,11 +41,7 @@ def forward(self, inputs, params=None): class CategoricalSubNet(nn.Module): - def __init__( - self, - input_size, - output_size, - ): + def __init__(self, input_size, output_size): super().__init__() self.policy_head = nn.Linear(32, output_size) @@ -60,11 +51,7 @@ def forward(self, embedding, params=None): class ValueSubNet(nn.Module): - def __init__( - self, - input_size, - output_size, - ): + def __init__(self, input_size, output_size): super().__init__() self.value_head = nn.Linear(32, 1) diff --git a/examples/MAML-RL/helpers/tabular_mdp.py b/examples/MAML-RL/helpers/tabular_mdp.py index 5f8dcc17..3a6bee60 100644 --- a/examples/MAML-RL/helpers/tabular_mdp.py +++ b/examples/MAML-RL/helpers/tabular_mdp.py @@ -38,8 +38,11 @@ class TabularMDPEnv(gym.Env): Learning", 2016 (https://arxiv.org/abs/1611.02779) """ - def __init__(self, num_states, num_actions, max_episode_steps, seed, task={}): - super(TabularMDPEnv, self).__init__() + def __init__(self, num_states, num_actions, max_episode_steps, seed, task=None): + super().__init__() + + task = task or {} + self.max_episode_steps = max_episode_steps self.num_states = num_states self.num_actions = num_actions diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index b73dfcdf..30e73ad7 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -14,7 +14,6 @@ # ============================================================================== import argparse -import copy import numpy as np import torch @@ -22,7 +21,6 @@ import tqdm from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict -from torchrl.modules import OneHotCategorical from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate import torchopt diff --git a/examples/MAML-RL/plot.py b/examples/MAML-RL/plot.py index 8fede169..b6046b5c 100644 --- a/examples/MAML-RL/plot.py +++ b/examples/MAML-RL/plot.py @@ -4,26 +4,24 @@ # 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 +# 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. - -# coding: utf-8 - -# In[3]: - - -import time +# ============================================================================== import matplotlib.pyplot as plt import numpy as np import seaborn as sns +sns.set(style='darkgrid') +sns.set_theme(style='darkgrid') + + seed_list = [1, 2, 3, 4, 5] @@ -62,8 +60,7 @@ ], axis=0, ) -sns.set(style='darkgrid') -sns.set_theme(style='darkgrid') + fig, (ax1, ax2) = plt.subplots(2, 1) train_pre_mean = np.mean(train_pre_reward[:], axis=0) train_pre_std = np.std(train_pre_reward[:], axis=0) @@ -79,10 +76,8 @@ ax1.fill_between( np.arange(500), train_post_mean - train_post_std, train_post_mean + train_post_std, alpha=0.2 ) -# ax1.set_xlabel('Itr') ax1.set_ylabel('Reward') - test_pre_mean = np.mean(test_pre_reward[:], axis=0) test_pre_std = np.std(test_pre_reward[:], axis=0) ax2.plot(test_pre_mean, label='Test-Pre') @@ -99,10 +94,7 @@ ax2.set_ylabel('Reward') ax2.set_title('Test') ax2.legend() -# -# fig.legend(ncol=2, loc='lower right') -# fig.savefig('MAML.png') plt.tight_layout() plt.savefig('./maml.png', bbox_inches='tight', pad_inches=0.04, dpi=150) plt.show() diff --git a/examples/MAML-RL/run.sh b/examples/MAML-RL/run.sh index c8a129df..dcdb4c55 100644 --- a/examples/MAML-RL/run.sh +++ b/examples/MAML-RL/run.sh @@ -4,13 +4,14 @@ # 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 +# 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. +# ============================================================================== python maml.py --seed 1 python maml.py --seed 2 diff --git a/examples/MAML-RL/run_torchrl.sh b/examples/MAML-RL/run_torchrl.sh index 5bcf47f0..37abb065 100644 --- a/examples/MAML-RL/run_torchrl.sh +++ b/examples/MAML-RL/run_torchrl.sh @@ -4,13 +4,14 @@ # 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 +# 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. +# ============================================================================== python maml_torchrl.py --parallel --device 'cpu' --seed 1 python maml_torchrl.py --parallel --device 'cpu' --seed 2 From d0da29d6d834e373cdbcda8cc26ab724d1f9efbf Mon Sep 17 00:00:00 2001 From: Xuehai Pan Date: Thu, 11 Aug 2022 22:54:38 +0800 Subject: [PATCH 41/55] docs(CHANGELOG): update CHANGELOG.md --- CHANGELOG.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 7e6de847..31b36e74 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -13,19 +13,19 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ### Added -- Add question/help/support issue template [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#43](https://github.com/metaopt/TorchOpt/pull/43). -- Add parallel training on one GPU using functorch.vmap example [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#32](https://github.com/metaopt/TorchOpt/pull/32). - +- Add MAML example with TorchRL integration by [@vmoens](https://github.com/vmoens) and [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#12](https://github.com/metaopt/TorchOpt/pull/12). +- Add parallel training on one GPU using functorch.vmap example by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#32](https://github.com/metaopt/TorchOpt/pull/32). +- Add question/help/support issue template by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#43](https://github.com/metaopt/TorchOpt/pull/43). ### Changed -- Update image link in README to support pypi rendering [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#56](https://github.com/metaopt/TorchOpt/pull/56). +- Update image link in README to support PyPI rendering by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#56](https://github.com/metaopt/TorchOpt/pull/56). ### Fixed - Fix momentum tracing by [@XuehaiPan](https://github.com/XuehaiPan) in [#58](https://github.com/metaopt/TorchOpt/pull/58). -- Fix CUDA build for accelerated OP [@XuehaiPan](https://github.com/XuehaiPan) in [#53](https://github.com/metaopt/TorchOpt/pull/53). -- Fix gamma error in MAML-RL implementation [@Benjamin-eecs](https://github.com/Benjamin-eecs) [#47](https://github.com/metaopt/TorchOpt/pull/47). +- Fix CUDA build for accelerated OP by [@XuehaiPan](https://github.com/XuehaiPan) in [#53](https://github.com/metaopt/TorchOpt/pull/53). +- Fix gamma error in MAML-RL implementation by [@Benjamin-eecs](https://github.com/Benjamin-eecs) [#47](https://github.com/metaopt/TorchOpt/pull/47). ### Removed From b03424b0a37e1769f9f138dd20f1de609a7b3350 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Mon, 29 Aug 2022 22:42:35 +0800 Subject: [PATCH 42/55] fix: update gae --- examples/MAML-RL/maml_torchrl.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 30e73ad7..21393a10 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -21,7 +21,10 @@ import tqdm from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict -from torchrl.objectives.returns.functional import vec_td_lambda_advantage_estimate +from torchrl.objectives.returns.functional import ( + td_lambda_advantage_estimate, + vec_td_lambda_advantage_estimate, +) import torchopt @@ -61,10 +64,9 @@ def a2c_loss(traj, policy_module, value_module, value_coef): next_traj = step_tensordict(traj) next_value = value_module(next_traj).get('state_value').detach() - # Work backwards to compute `G_{T-1}`, ..., `G_0`. # tderror = TDEstimate(GAMMA, value_module, gradient_mode=True) # tderror = TDLambdaEstimate(GAMMA, LAMBDA, value_module, gradient_mode=True) - advantage = vec_td_lambda_advantage_estimate(GAMMA, LAMBDA, value, next_value, reward, done) + advantage = td_lambda_advantage_estimate(GAMMA, LAMBDA, value, next_value, reward, done) action_loss = -(advantage.detach() * log_probs.view_as(advantage)).mean() value_error = advantage value_loss = value_error.pow(2).mean() From 88b98cf5f087843dc906aedd099923de51e95b87 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Tue, 30 Aug 2022 01:26:45 +0800 Subject: [PATCH 43/55] fix: torchrl MAML-RL extract_state_dict --- examples/MAML-RL/maml_torchrl.py | 46 ++++++++++++++--------- examples/MAML-RL/test_post_reward_1.npy | Bin 0 -> 168 bytes examples/MAML-RL/test_pre_reward_1.npy | Bin 0 -> 168 bytes examples/MAML-RL/train_post_reward_1.npy | Bin 0 -> 168 bytes examples/MAML-RL/train_pre_reward_1.npy | Bin 0 -> 168 bytes 5 files changed, 29 insertions(+), 17 deletions(-) create mode 100644 examples/MAML-RL/test_post_reward_1.npy create mode 100644 examples/MAML-RL/test_pre_reward_1.npy create mode 100644 examples/MAML-RL/train_post_reward_1.npy create mode 100644 examples/MAML-RL/train_pre_reward_1.npy diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 21393a10..f4c81810 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -14,6 +14,7 @@ # ============================================================================== import argparse +import time import numpy as np import torch @@ -21,10 +22,7 @@ import tqdm from torchrl.envs import GymEnv, ParallelEnv, SerialEnv from torchrl.envs.utils import set_exploration_mode, step_tensordict -from torchrl.objectives.returns.functional import ( - td_lambda_advantage_estimate, - vec_td_lambda_advantage_estimate, -) +from torchrl.objectives.returns.functional import td_lambda_advantage_estimate import torchopt @@ -80,7 +78,7 @@ def a2c_loss(traj, policy_module, value_module, value_coef): return loss -def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): +def evaluate(env, dummy_env, seed, task_num, actor_critic): pre_reward_ls = [] post_reward_ls = [] env.set_seed(seed) @@ -88,27 +86,44 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): device = next(actor_critic.parameters()).device inner_opt = torchopt.MetaSGD(actor_critic, lr=0.1) - dummy_env.set_seed(seed) tasks = dummy_env.sample_tasks(num_tasks=task_num) - policy_state_dict = torchopt.extract_state_dict(actor_critic) + model_state_dict = torchopt.extract_state_dict(actor_critic) optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(task_num): env.reset_task(tasks[idx]) + policy = actor_critic.get_policy_operator() + value = actor_critic.get_value_operator() for _ in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(): - pre_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).contiguous().to(device) + pre_traj_td = ( + env.rollout( + policy=policy, + max_steps=TRAJ_LEN, + auto_reset=True, + ) + .contiguous() + .to(device) + ) inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) with set_exploration_mode('random'), torch.no_grad(): - post_traj_td = env.rollout(policy=policy, max_steps=TRAJ_LEN).contiguous().to(device) + post_traj_td = ( + env.rollout( + policy=policy, + max_steps=TRAJ_LEN, + auto_reset=True, + ) + .contiguous() + .to(device) + ) # Logging pre_reward_ls.append(torch.sum(pre_traj_td.get('reward'), dim=1).mean().item()) post_reward_ls.append(torch.sum(post_traj_td.get('reward'), dim=1).mean().item()) - torchopt.recover_state_dict(actor_critic, policy_state_dict) + torchopt.recover_state_dict(actor_critic, model_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) return pre_reward_ls, post_reward_ls @@ -146,8 +161,6 @@ def main(args): env.observation_spec[obs_key].shape[-1], env.action_spec.shape[-1], ).to(device) - policy_module = actor_critic_module.get_policy_operator() - value_module = actor_critic_module.get_value_operator() inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.1) outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) @@ -167,11 +180,12 @@ def main(args): train_post_reward_ls = [] outer_opt.zero_grad() - policy_state_dict = torchopt.extract_state_dict(actor_critic_module) + model_state_dict = torchopt.extract_state_dict(actor_critic_module) optim_state_dict = torchopt.extract_state_dict(inner_opt) for idx in range(TASK_NUM): - # print("idx: ", idx) env.reset_task(tasks[idx]) + policy_module = actor_critic_module.get_policy_operator() + value_module = actor_critic_module.get_value_operator() for k in range(inner_iters): with set_exploration_mode('random'), torch.no_grad(): pre_traj_td = ( @@ -199,7 +213,7 @@ def main(args): outer_loss = a2c_loss(post_traj_td, policy_module, value_module, value_coef=0.5) outer_loss.backward() - torchopt.recover_state_dict(actor_critic_module, policy_state_dict) + torchopt.recover_state_dict(actor_critic_module, model_state_dict) torchopt.recover_state_dict(inner_opt, optim_state_dict) # Logging @@ -214,8 +228,6 @@ def main(args): args.seed, TASK_NUM, actor_critic_module, - policy_module, - value_module, ) train_pre_reward.append(sum(train_pre_reward_ls) / TASK_NUM) diff --git a/examples/MAML-RL/test_post_reward_1.npy b/examples/MAML-RL/test_post_reward_1.npy new file mode 100644 index 0000000000000000000000000000000000000000..dbae8d2bc1acbb3c59abcc0d66685e27a247e908 GIT binary patch literal 168 zcmbR27wQ`j$;eQ~P_3SlTAW;@Zl$1ZlV+i=qoAIaUsO_*m=~X4l#&V(cT3DEP6dh= zXCxM+0{I%II+{8PwF(pfu30l@UZ1&H*&!`0?c()y$__xjRQgshJxyshn4W+7pt1u1 DIqfd~ literal 0 HcmV?d00001 diff --git a/examples/MAML-RL/test_pre_reward_1.npy b/examples/MAML-RL/test_pre_reward_1.npy new file mode 100644 index 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insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 21ba8722..376eb831 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -187,7 +187,7 @@ def main(args): policy_module = actor_critic_module.get_policy_operator() value_module = actor_critic_module.get_value_operator() for k in range(inner_iters): - with set_exploration_mode('random'), torch.no_grad(): + with set_exploration_mode('mode'), torch.no_grad(): pre_traj_td = ( env.rollout( policy=policy_module, @@ -200,7 +200,7 @@ def main(args): inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) - with set_exploration_mode('random'), torch.no_grad(): + with set_exploration_mode('mode'), torch.no_grad(): post_traj_td = ( env.rollout( policy=policy_module, From c3e9286741707c42624b2eb587edd342cfddb472 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 31 Aug 2022 16:52:28 +0800 Subject: [PATCH 47/55] revert: exploration mode --- examples/MAML-RL/maml_torchrl.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 376eb831..f1d61b8e 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -82,7 +82,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic): pre_reward_ls = [] post_reward_ls = [] env.set_seed(seed) - env.reset() + env.reset(seed=seed) device = next(actor_critic.parameters()).device inner_opt = torchopt.MetaSGD(actor_critic, lr=0.1) @@ -96,7 +96,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic): policy = actor_critic.get_policy_operator() value = actor_critic.get_value_operator() for _ in range(inner_iters): - with set_exploration_mode('mode'), torch.no_grad(): + with set_exploration_mode('random'), torch.no_grad(): pre_traj_td = ( env.rollout( policy=policy, @@ -108,7 +108,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic): ) inner_loss = a2c_loss(pre_traj_td, policy, value, value_coef=0.5) inner_opt.step(inner_loss) - with set_exploration_mode('mode'), torch.no_grad(): + with set_exploration_mode('random'), torch.no_grad(): post_traj_td = ( env.rollout( policy=policy, @@ -187,7 +187,7 @@ def main(args): policy_module = actor_critic_module.get_policy_operator() value_module = actor_critic_module.get_value_operator() for k in range(inner_iters): - with set_exploration_mode('mode'), torch.no_grad(): + with set_exploration_mode('random'), torch.no_grad(): pre_traj_td = ( env.rollout( policy=policy_module, @@ -200,7 +200,7 @@ def main(args): inner_loss = a2c_loss(pre_traj_td, policy_module, value_module, value_coef=0.5) inner_opt.step(inner_loss) - with set_exploration_mode('mode'), torch.no_grad(): + with set_exploration_mode('random'), torch.no_grad(): post_traj_td = ( env.rollout( policy=policy_module, From 89e8a832a6f817635862bf62ca8ee6eb8d4c1e69 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 31 Aug 2022 16:56:08 +0800 Subject: [PATCH 48/55] fix: update torchrl inner lr --- examples/MAML-RL/maml_torchrl.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index f1d61b8e..397d62e7 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -85,7 +85,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic): env.reset(seed=seed) device = next(actor_critic.parameters()).device - inner_opt = torchopt.MetaSGD(actor_critic, lr=0.1) + inner_opt = torchopt.MetaSGD(actor_critic, lr=0.2) dummy_env.set_seed(seed) tasks = dummy_env.sample_tasks(num_tasks=task_num) @@ -162,7 +162,7 @@ def main(args): env.action_spec.shape[-1], ).to(device) - inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.1) + inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.2) outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] From 6612d2a510f8f8e8a0665435676d1982c4bc54a3 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Wed, 31 Aug 2022 17:24:52 +0800 Subject: [PATCH 49/55] fix: update torchrl inner lr --- examples/MAML-RL/maml_torchrl.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 397d62e7..94cf4be5 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -82,7 +82,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic): pre_reward_ls = [] post_reward_ls = [] env.set_seed(seed) - env.reset(seed=seed) + env.reset() device = next(actor_critic.parameters()).device inner_opt = torchopt.MetaSGD(actor_critic, lr=0.2) From a5924af5652909d15de63fcc2a47806ead893c11 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 1 Sep 2022 16:06:33 +0800 Subject: [PATCH 50/55] fix: update torchrl MAML-RL results --- examples/MAML-RL/maml.png | 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ze6fSpfRr5&YpxyF!uug*iY}=)CaLmH`%nA2B7g>UrJrF^fp(;gpwmPmWK2M4GPl?J zw!O%cN4XjpT|WYh;gdYJcfP5X&2l4Ga}&3ao*r+{Hb^^H4wk`Y<^b{I Date: Thu, 1 Sep 2022 21:18:18 +0800 Subject: [PATCH 52/55] fix: update torchrl MAML-RL results --- CHANGELOG.md | 5 ----- examples/MAML-RL/maml_torchrl.py | 5 ----- 2 files changed, 10 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 38431eaf..4730bd39 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -15,11 +15,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Add MAML example with TorchRL integration by [@vmoens](https://github.com/vmoens) and [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#12](https://github.com/metaopt/TorchOpt/pull/12). -- Add option `maximize` option to optimizers by [@XuehaiPan](https://github.com/XuehaiPan) in [#64](https://github.com/metaopt/TorchOpt/pull/64). -- Refactor tests using `pytest.mark.parametrize` and enabling parallel testing by [@XuehaiPan](https://github.com/XuehaiPan) and [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#55](https://github.com/metaopt/TorchOpt/pull/55). -- Add maml-omniglot few-shot classification example using functorch.vmap by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#39](https://github.com/metaopt/TorchOpt/pull/39). -- Add parallel training on one GPU using functorch.vmap example by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#32](https://github.com/metaopt/TorchOpt/pull/32). -- Add question/help/support issue template by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#43](https://github.com/metaopt/TorchOpt/pull/43). - Add optional argument `params` to update function in gradient transformations by [@XuehaiPan](https://github.com/XuehaiPan) in [#65](https://github.com/metaopt/torchopt/pull/65). - Add option `weight_decay` option to optimizers by [@XuehaiPan](https://github.com/XuehaiPan) in [#65](https://github.com/metaopt/torchopt/pull/65). - Add option `maximize` option to optimizers by [@XuehaiPan](https://github.com/XuehaiPan) in [#64](https://github.com/metaopt/torchopt/pull/64). diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index 94cf4be5..9d1bfe56 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -241,11 +241,6 @@ def main(args): f'test_post_reward: {test_post_reward[-1]: 4.4f}, ' ) - np.save('train_pre_reward_{}.npy'.format(args.seed), np.array(train_pre_reward)) - np.save('train_post_reward_{}.npy'.format(args.seed), np.array(train_post_reward)) - np.save('test_pre_reward_{}.npy'.format(args.seed), np.array(test_pre_reward)) - np.save('test_post_reward_{}.npy'.format(args.seed), np.array(test_post_reward)) - env.close() From c4c2295b26c84758f8677e91b8b55b94ab24dc06 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 1 Sep 2022 21:42:12 +0800 Subject: [PATCH 53/55] fix: pass lint --- examples/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/examples/requirements.txt b/examples/requirements.txt index 9055e15e..66636aad 100644 --- a/examples/requirements.txt +++ b/examples/requirements.txt @@ -10,4 +10,5 @@ matplotlib pandas seaborn torchviz +torchrl pillow From df429bce9684bdfd370ee8c9f4fcb8ee0994041f Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 1 Sep 2022 21:47:08 +0800 Subject: [PATCH 54/55] fix: pass lint --- CHANGELOG.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 4730bd39..0e226acc 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -13,7 +13,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ### Added - - Add MAML example with TorchRL integration by [@vmoens](https://github.com/vmoens) and [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#12](https://github.com/metaopt/TorchOpt/pull/12). - Add optional argument `params` to update function in gradient transformations by [@XuehaiPan](https://github.com/XuehaiPan) in [#65](https://github.com/metaopt/torchopt/pull/65). - Add option `weight_decay` option to optimizers by [@XuehaiPan](https://github.com/XuehaiPan) in [#65](https://github.com/metaopt/torchopt/pull/65). @@ -23,7 +22,6 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Add parallel training on one GPU using functorch.vmap example by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#32](https://github.com/metaopt/torchopt/pull/32). - Add question/help/support issue template by [@Benjamin-eecs](https://github.com/Benjamin-eecs) in [#43](https://github.com/metaopt/torchopt/pull/43). - ### Changed - Align argument names with PyTorch by [@XuehaiPan](https://github.com/XuehaiPan) in [#65](https://github.com/metaopt/torchopt/pull/65). From 64cdaba9b8830e0b8f1d57f6bd63ecc8cc764047 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Thu, 1 Sep 2022 21:54:53 +0800 Subject: [PATCH 55/55] doc: update contributor list --- docs/source/developer/contributor.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/source/developer/contributor.rst b/docs/source/developer/contributor.rst index 2a2fffff..407b53b0 100644 --- a/docs/source/developer/contributor.rst +++ b/docs/source/developer/contributor.rst @@ -4,3 +4,4 @@ Contributor We always welcome contributions to help make TorchOpt better. Below is an incomplete list of our contributors (find more on `this page `_). * Yao Fu (`future-xy `_) +* Vincent Moens (`vmoens `_)

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609df808c6b6e52bbbb7aba0920a76767d838ba2 Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Sat, 6 Aug 2022 18:58:59 +0800 Subject: [PATCH 31/55] fix: update torchrl inner lr to 0.1 --- examples/MAML-RL/maml_torchrl.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index f70b9cbb..b081d89f 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -85,7 +85,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): env.reset() device = next(actor_critic.parameters()).device - inner_opt = torchopt.MetaSGD(actor_critic, lr=0.3) + inner_opt = torchopt.MetaSGD(actor_critic, lr=0.1) tasks = dummy_env.sample_tasks(num_tasks=task_num) @@ -145,7 +145,7 @@ def main(args): policy_module = actor_critic_module.get_policy_operator() value_module = actor_critic_module.get_value_operator() - inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.3) + inner_opt = torchopt.MetaSGD(actor_critic_module, lr=0.1) outer_opt = optim.Adam(actor_critic_module.parameters(), lr=1e-3) train_pre_reward = [] train_post_reward = [] From d25a8a3f1330924e37eade3fd63033a40f28fe9d Mon Sep 17 00:00:00 2001 From: Benjamin-eecs Date: Sat, 6 Aug 2022 19:13:04 +0800 Subject: [PATCH 32/55] fix(examples): add device flag for torchrl MAML-RL example --- examples/MAML-RL/maml_torchrl.py | 3 ++- examples/MAML-RL/run_torchrl.sh | 10 +++++----- 2 files changed, 7 insertions(+), 6 deletions(-) diff --git a/examples/MAML-RL/maml_torchrl.py b/examples/MAML-RL/maml_torchrl.py index b081d89f..5fcf2ab2 100644 --- a/examples/MAML-RL/maml_torchrl.py +++ b/examples/MAML-RL/maml_torchrl.py @@ -111,7 +111,7 @@ def evaluate(env, dummy_env, seed, task_num, actor_critic, policy, value): def main(args): - device = 'cuda:0' if torch.cuda.device_count() else 'cpu' + device = args.device if torch.cuda.device_count() else args.device # init training torch.manual_seed(args.seed) torch.cuda.manual_seed_all(args.seed) @@ -231,5 +231,6 @@ def main(args): ) parser.add_argument('--seed', type=int, default=1, help='random seed (default: 1)') parser.add_argument('--parallel', action='store_true', help='run envs in parallel') + parser.add_argument('--device', type=str, default='cpu', help='training device') args = parser.parse_args() main(args) diff --git a/examples/MAML-RL/run_torchrl.sh b/examples/MAML-RL/run_torchrl.sh index 323c5f70..5bcf47f0 100644 --- a/examples/MAML-RL/run_torchrl.sh +++ b/examples/MAML-RL/run_torchrl.sh @@ -12,8 +12,8 @@ # See the License for the specific language governing permissions and # limitations under the License. -python maml_torchrl.py --parallel --seed 1 -python maml_torchrl.py --parallel --seed 2 -python maml_torchrl.py --parallel --seed 3 -python maml_torchrl.py --parallel --seed 4 -python maml_torchrl.py --parallel --seed 5 +python maml_torchrl.py --parallel --device 'cpu' --seed 1 +python maml_torchrl.py --parallel --device 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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. +# ============================================================================== +# This file is modified from: +# https://github.com/facebookresearch/higher/blob/main/examples/maml-omniglot.py +# ============================================================================== +# Copyright (c) Facebook, Inc. and its affiliates. +# +# 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. +""" +This example shows how to use TorchOpt to do Model Agnostic Meta Learning (MAML) +for few-shot Omniglot classification. +For more details see the original MAML paper: +https://arxiv.org/abs/1703.03400 +This code has been modified from Jackie Loong's PyTorch MAML implementation: +https://github.com/dragen1860/MAML-Pytorch/blob/master/omniglot_train.py +Our MAML++ fork and experiments are available at: +https://github.com/bamos/HowToTrainYourMAMLPytorch +""" + +import argparse +import time + +import matplotlib as mpl +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim + +import torchopt + +from .support.omniglot_loaders import OmniglotNShot + + +mpl.use('Agg') +plt.style.use('bmh') + + +def main(): + argparser = argparse.ArgumentParser() + argparser.add_argument('--n_way', type=int, help='n way', default=5) + argparser.add_argument('--k_spt', type=int, help='k shot for support set', default=5) + argparser.add_argument('--k_qry', type=int, help='k shot for query set', default=15) + argparser.add_argument( + '--task_num', type=int, help='meta batch size, namely task num', default=32 + ) + argparser.add_argument('--seed', type=int, help='random seed', default=1) + args = argparser.parse_args() + + torch.manual_seed(args.seed) + if torch.cuda.is_available(): + torch.cuda.manual_seed_all(args.seed) + np.random.seed(args.seed) + rng = np.random.default_rng(args.seed) + + # Set up the Omniglot loader. + device = torch.device('cuda:0') + db = OmniglotNShot( + '/tmp/omniglot-data', + batchsz=args.task_num, + n_way=args.n_way, + k_shot=args.k_spt, + k_query=args.k_qry, + imgsz=28, + rng=rng, + device=device, + ) + + # Create a vanilla PyTorch neural network that will be + # automatically monkey-patched by higher later. + # Before higher, models could *not* be created like this + # and the parameters needed to be manually updated and copied + # for the updates. + net = nn.Sequential( + nn.Conv2d(1, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Conv2d(64, 64, 3), + nn.BatchNorm2d(64, momentum=1.0, affine=True), + nn.ReLU(inplace=False), + nn.MaxPool2d(2, 2), + nn.Flatten(), + nn.Linear(64, args.n_way), + ).to(device) + + # We will use Adam to (meta-)optimize the initial parameters + # to be adapted. + meta_opt = optim.Adam(net.parameters(), lr=1e-3) + + log = [] + for epoch in range(10): + train(db, net, meta_opt, epoch, log) + test(db, net, epoch, log) + plot(log) + + +def train(db, net, meta_opt, epoch, log): + net.train() + n_train_iter = db.x_train.shape[0] // db.batchsz + inner_opt = torchopt.MetaSGD(net, lr=1e-1) + + for batch_idx in range(n_train_iter): + start_time = time.time() + # Sample a batch of support and query images and labels. + x_spt, y_spt, x_qry, y_qry = db.next() + + task_num, setsz, c_, h, w = x_spt.size() + querysz = x_qry.size(1) + + # TODO: Maybe pull this out into a separate module so it + # doesn't have to be duplicated between `train` and `test`? + + # Initialize the inner optimizer to adapt the parameters to + # the support set. + n_inner_iter = 5 + + qry_losses = [] + qry_accs = [] + meta_opt.zero_grad() + + net_state_dict = torchopt.extract_state_dict(net) + optim_state_dict = torchopt.extract_state_dict(inner_opt) + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + # higher is able to automatically keep copies of + # your network's parameters as they are being updated. + for _ in range(n_inner_iter): + spt_logits = net(x_spt[i]) + spt_loss = F.cross_entropy(spt_logits, y_spt[i]) + inner_opt.step(spt_loss) + + # The final set of adapted parameters will induce some + # final loss and accuracy on the query dataset. + # These will be used to update the model's meta-parameters. + qry_logits = net(x_qry[i]) + qry_loss = F.cross_entropy(qry_logits, y_qry[i]) + qry_losses.append(qry_loss.detach()) + qry_acc = (qry_logits.argmax(dim=1) == y_qry[i]).sum().item() / querysz + qry_accs.append(qry_acc) + + # Update the model's meta-parameters to optimize the query + # losses across all of the tasks sampled in this batch. + # This unrolls through the gradient steps. + qry_loss.backward() + + torchopt.recover_state_dict(net, net_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) + + meta_opt.step() + qry_losses = sum(qry_losses) / task_num + qry_accs = 100.0 * sum(qry_accs) / task_num + i = epoch + float(batch_idx) / n_train_iter + iter_time = time.time() - start_time + + print( + f'[Epoch {i:.2f}] Train Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f} | Time: {iter_time:.2f}' + ) + + log.append( + { + 'epoch': i, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'train', + 'time': time.time(), + } + ) + + +def test(db, net, epoch, log): + # Crucially in our testing procedure here, we do *not* fine-tune + # the model during testing for simplicity. + # Most research papers using MAML for this task do an extra + # stage of fine-tuning here that should be added if you are + # adapting this code for research. + net.train() + n_test_iter = db.x_test.shape[0] // db.batchsz + inner_opt = torchopt.MetaSGD(net, lr=1e-1) + + qry_losses = [] + qry_accs = [] + + for batch_idx in range(n_test_iter): + x_spt, y_spt, x_qry, y_qry = db.next('test') + + task_num, setsz, c_, h, w = x_spt.size() + querysz = x_qry.size(1) + + # TODO: Maybe pull this out into a separate module so it + # doesn't have to be duplicated between `train` and `test`? + n_inner_iter = 5 + + net_state_dict = torchopt.extract_state_dict(net) + optim_state_dict = torchopt.extract_state_dict(inner_opt) + for i in range(task_num): + # Optimize the likelihood of the support set by taking + # gradient steps w.r.t. the model's parameters. + # This adapts the model's meta-parameters to the task. + for _ in range(n_inner_iter): + spt_logits = net(x_spt[i]) + spt_loss = F.cross_entropy(spt_logits, y_spt[i]) + inner_opt.step(spt_loss) + + # The query loss and acc induced by these parameters. + qry_logits = net(x_qry[i]).detach() + qry_loss = F.cross_entropy(qry_logits, y_qry[i], reduction='none') + qry_losses.append(qry_loss.detach()) + qry_accs.append((qry_logits.argmax(dim=1) == y_qry[i]).detach()) + + torchopt.recover_state_dict(net, net_state_dict) + torchopt.recover_state_dict(inner_opt, optim_state_dict) + + qry_losses = torch.cat(qry_losses).mean().item() + qry_accs = 100.0 * torch.cat(qry_accs).float().mean().item() + print(f'[Epoch {epoch+1:.2f}] Test Loss: {qry_losses:.2f} | Acc: {qry_accs:.2f}') + log.append( + { + 'epoch': epoch + 1, + 'loss': qry_losses, + 'acc': qry_accs, + 'mode': 'test', + 'time': time.time(), + } + ) + + +def plot(log): + # Generally you should pull your plotting code out of your training + # script but we are doing it here for brevity. + df = pd.DataFrame(log) + + fig, ax = plt.subplots(figsize=(6, 4)) + train_df = df[df['mode'] == 'train'] + test_df = df[df['mode'] == 'test'] + ax.plot(train_df['epoch'], train_df['acc'], label='Train') + ax.plot(test_df['epoch'], test_df['acc'], label='Test') + ax.set_xlabel('Epoch') + ax.set_ylabel('Accuracy') + ax.set_ylim(70, 100) + fig.legend(ncol=2, loc='lower right') + fig.tight_layout() + fname = 'maml-accs.png' + print(f'--- Plotting accuracy to {fname}') + fig.savefig(fname) + plt.close(fig) + + +if __name__ == '__main__': + main() diff --git a/examples/few-shot/support/omniglot_loaders.py b/examples/few-shot/support/omniglot_loaders.py new file mode 100644 index 00000000..d857d386 --- /dev/null +++ b/examples/few-shot/support/omniglot_loaders.py @@ -0,0 +1,327 @@ +# Copyright (c) Facebook, Inc. and its affiliates. +# +# 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. +# ============================================================================== +# These Omniglot loaders are from Jackie Loong's PyTorch MAML implementation: +# https://github.com/dragen1860/MAML-Pytorch +# https://github.com/dragen1860/MAML-Pytorch/blob/master/omniglot.py +# https://github.com/dragen1860/MAML-Pytorch/blob/master/omniglotNShot.py +# ============================================================================== + +import errno +import os + +import numpy as np +import torch +import torch.utils.data as data +import torchvision.transforms as transforms +from PIL import Image + + +class Omniglot(data.Dataset): + """ + The items are ``(filename, category)``. The index of all the categories can be found in + :attr:`idx_classes`. + + Args: + root: the directory where the dataset will be stored + transform: how to transform the input + target_transform: how to transform the target + download: need to download the dataset + """ + + urls = [ + 'https://github.com/brendenlake/omniglot/raw/master/python/images_background.zip', + 'https://github.com/brendenlake/omniglot/raw/master/python/images_evaluation.zip', + ] + raw_folder = 'raw' + processed_folder = 'processed' + training_file = 'training.pt' + test_file = 'test.pt' + + def __init__(self, root, transform=None, target_transform=None, download=False): + self.root = root + self.transform = transform + self.target_transform = target_transform + + if not self._check_exists(): + if download: + self.download() + else: + raise RuntimeError('Dataset not found. You can use download=True to download it') + + self.all_items = find_classes(os.path.join(self.root, self.processed_folder)) + self.idx_classes = index_classes(self.all_items) + + def __getitem__(self, index): + filename = self.all_items[index][0] + img = str.join('/', [self.all_items[index][2], filename]) + + target = self.idx_classes[self.all_items[index][1]] + if self.transform is not None: + img = self.transform(img) + if self.target_transform is not None: + target = self.target_transform(target) + + return img, target + + def __len__(self): + return len(self.all_items) + + def _check_exists(self): + return os.path.exists( + os.path.join(self.root, self.processed_folder, 'images_evaluation') + ) and os.path.exists(os.path.join(self.root, self.processed_folder, 'images_background')) + + def download(self): + import zipfile + + from six.moves import urllib + + if self._check_exists(): + return + + # download files + try: + os.makedirs(os.path.join(self.root, self.raw_folder)) + os.makedirs(os.path.join(self.root, self.processed_folder)) + except OSError as e: + if e.errno == errno.EEXIST: + pass + else: + raise + + for url in self.urls: + print('== Downloading ' + url) + data = urllib.request.urlopen(url) + filename = url.rpartition('/')[2] + file_path = os.path.join(self.root, self.raw_folder, filename) + with open(file_path, 'wb') as f: + f.write(data.read()) + file_processed = os.path.join(self.root, self.processed_folder) + print('== Unzip from ' + file_path + ' to ' + file_processed) + zip_ref = zipfile.ZipFile(file_path, 'r') + zip_ref.extractall(file_processed) + zip_ref.close() + print('Download finished.') + + +def find_classes(root_dir): + retour = [] + for (root, dirs, files) in os.walk(root_dir): + for f in files: + if f.endswith('png'): + r = root.split('/') + lr = len(r) + retour.append((f, r[lr - 2] + '/' + r[lr - 1], root)) + print('== Found %d items ' % len(retour)) + return retour + + +def index_classes(items): + idx = {} + for i in items: + if i[1] not in idx: + idx[i[1]] = len(idx) + print('== Found %d classes' % len(idx)) + return idx + + +class OmniglotNShot: + def __init__(self, root, batchsz, n_way, k_shot, k_query, imgsz, rng, device=None): + """ + Different from mnistNShot, the + :param root: + :param batchsz: task num + :param n_way: + :param k_shot: + :param k_qry: + :param imgsz: + """ + + self.resize = imgsz + self.rng = rng + self.device = device + if not os.path.isfile(os.path.join(root, 'omniglot.npy')): + # if root/data.npy does not exist, just download it + self.x = Omniglot( + root, + download=True, + transform=transforms.Compose( + [ + lambda x: Image.open(x).convert('L'), + lambda x: x.resize((imgsz, imgsz)), + lambda x: np.reshape(x, (imgsz, imgsz, 1)), + lambda x: np.transpose(x, [2, 0, 1]), + lambda x: x / 255.0, + ] + ), + ) + + # {label: [img1, img2..., img20], label2: [img1, img2, ...], ... 1623 labels in total} + temp = {} + for (img, label) in self.x: + if label in temp.keys(): + temp[label].append(img) + else: + temp[label] = [img] + + self.x = [] + for ( + label, + imgs, + ) in temp.items(): # labels info deserted , each label contains 20imgs + self.x.append(np.array(imgs)) + + # as different class may have different number of imgs + self.x = np.array(self.x).astype(np.float) # [[20 imgs],..., 1623 classes in total] + # each character contains 20 imgs + print('data shape:', self.x.shape) # [1623, 20, 84, 84, 1] + temp = [] # Free memory + # save all dataset into npy file. + np.save(os.path.join(root, 'omniglot.npy'), self.x) + print('write into omniglot.npy.') + else: + # if data.npy exists, just load it. + self.x = np.load(os.path.join(root, 'omniglot.npy')) + print('load from omniglot.npy.') + + # [1623, 20, 84, 84, 1] + # TODO: can not shuffle here, we must keep training and test set distinct! + self.x_train, self.x_test = self.x[:1200], self.x[1200:] + + # self.normalization() + + self.batchsz = batchsz + self.n_cls = self.x.shape[0] # 1623 + self.n_way = n_way # n way + self.k_shot = k_shot # k shot + self.k_query = k_query # k query + assert (k_shot + k_query) <= 20 + + # save pointer of current read batch in total cache + self.indexes = {'train': 0, 'test': 0} + self.datasets = { + 'train': self.x_train, + 'test': self.x_test, + } # original data cached + print('DB: train', self.x_train.shape, 'test', self.x_test.shape) + + self.datasets_cache = { + 'train': self.load_data_cache(self.datasets['train']), # current epoch data cached + 'test': self.load_data_cache(self.datasets['test']), + } + + def normalization(self): + """ + Normalizes our data, to have a mean of 0 and sdt of 1 + """ + self.mean = np.mean(self.x_train) + self.std = np.std(self.x_train) + self.max = np.max(self.x_train) + self.min = np.min(self.x_train) + # print("before norm:", "mean", self.mean, "max", self.max, "min", self.min, "std", self.std) + self.x_train = (self.x_train - self.mean) / self.std + self.x_test = (self.x_test - self.mean) / self.std + + self.mean = np.mean(self.x_train) + self.std = np.std(self.x_train) + self.max = np.max(self.x_train) + self.min = np.min(self.x_train) + + # print("after norm:", "mean", self.mean, "max", self.max, "min", self.min, "std", self.std) + + def load_data_cache(self, data_pack): + """ + Collects several batches data for N-shot learning + :param data_pack: [cls_num, 20, 84, 84, 1] + :return: A list with [support_set_x, support_set_y, target_x, target_y] ready to be fed to our networks + """ + + # take 5 way 1 shot as example: 5 * 1 + setsz = self.k_shot * self.n_way + querysz = self.k_query * self.n_way + data_cache = [] + + # print('preload next 50 caches of batchsz of batch.') + for sample in range(10): # num of episodes + + x_spts, y_spts, x_qrys, y_qrys = [], [], [], [] + for i in range(self.batchsz): # one batch means one set + + x_spt, y_spt, x_qry, y_qry = [], [], [], [] + selected_cls = self.rng.choice(data_pack.shape[0], self.n_way, False) + + for j, cur_class in enumerate(selected_cls): + + selected_img = self.rng.choice(20, self.k_shot + self.k_query, False) + + # meta-training and meta-test + x_spt.append(data_pack[cur_class][selected_img[: self.k_shot]]) + x_qry.append(data_pack[cur_class][selected_img[self.k_shot :]]) + y_spt.append([j for _ in range(self.k_shot)]) + y_qry.append([j for _ in range(self.k_query)]) + + # shuffle inside a batch + perm = self.rng.permutation(self.n_way * self.k_shot) + x_spt = np.array(x_spt).reshape( + self.n_way * self.k_shot, 1, self.resize, self.resize + )[perm] + y_spt = np.array(y_spt).reshape(self.n_way * self.k_shot)[perm] + perm = self.rng.permutation(self.n_way * self.k_query) + x_qry = np.array(x_qry).reshape( + self.n_way * self.k_query, 1, self.resize, self.resize + )[perm] + y_qry = np.array(y_qry).reshape(self.n_way * self.k_query)[perm] + + # append [sptsz, 1, 84, 84] => [b, setsz, 1, 84, 84] + x_spts.append(x_spt) + y_spts.append(y_spt) + x_qrys.append(x_qry) + y_qrys.append(y_qry) + + # [b, setsz, 1, 84, 84] + x_spts = np.array(x_spts, dtype=np.float32).reshape( + self.batchsz, setsz, 1, self.resize, self.resize + ) + y_spts = np.array(y_spts, dtype=np.int).reshape(self.batchsz, setsz) + # [b, qrysz, 1, 84, 84] + x_qrys = np.array(x_qrys, dtype=np.float32).reshape( + self.batchsz, querysz, 1, self.resize, self.resize + ) + y_qrys = np.array(y_qrys, dtype=np.int).reshape(self.batchsz, querysz) + + x_spts, y_spts, x_qrys, y_qrys = [ + torch.from_numpy(z).to(self.device) for z in [x_spts, y_spts, x_qrys, y_qrys] + ] + + data_cache.append([x_spts, y_spts, x_qrys, y_qrys]) + + return data_cache + + def next(self, mode='train'): + """ + Gets next batch from the dataset with name. + :param mode: The name of the splitting (one of "train", "val", "test") + :return: + """ + + # update cache if indexes is larger cached num + if self.indexes[mode] >= len(self.datasets_cache[mode]): + self.indexes[mode] = 0 + self.datasets_cache[mode] = self.load_data_cache(self.datasets[mode]) + + next_batch = self.datasets_cache[mode][self.indexes[mode]] + self.indexes[mode] += 1 + + return next_batch diff --git a/examples/requirements.txt b/examples/requirements.txt new file mode 100644 index 00000000..eaf947df --- /dev/null +++ b/examples/requirements.txt @@ -0,0 +1,13 @@ +--extra-index-url https://download.pytorch.org/whl/cu116 +torch == 1.12 +torchvision +functorch + +--requirement ../requirements.txt + +gym < 1.0.0.a0 +matplotlib +pandas +seaborn +torchviz +pillow diff --git a/examples/visualize.py b/examples/visualize.py new file mode 100644 index 00000000..56de2bd5 --- /dev/null +++ b/examples/visualize.py @@ -0,0 +1,77 @@ +# Copyright 2022 MetaOPT Team. 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 torch +import torch.nn as nn +import torch.nn.functional as F +import torchviz + +import torchopt + + +class Net(nn.Module): + def __init__(self, dim): + super().__init__() + self.fc = nn.Linear(dim, 1) + + def forward(self, x, meta_param): + return self.fc(x) + meta_param + + +def draw_torchviz(): + net = Net(dim).cuda() + optimizer = torchopt.MetaAdam(net, lr=1e-3, use_accelerated_op=False) + meta_param = torch.tensor(1.0, requires_grad=True) + + xs = torch.ones(batch_size, dim).cuda() + + pred = net(xs, meta_param) + loss = F.mse_loss(pred, torch.ones_like(pred)) + optimizer.step(loss) + + pred = net(xs, meta_param) + loss = F.mse_loss(pred, torch.ones_like(pred)) + # draw computation graph + torchviz.make_dot(loss).render('torchviz_graph', format='svg') + + +def draw_torchopt(): + net = Net(dim).cuda() + optimizer = torchopt.MetaAdam(net, lr=1e-3, use_accelerated_op=True) + meta_param = torch.tensor(1.0, requires_grad=True) + + xs = torch.ones(batch_size, dim).cuda() + + pred = net(xs, meta_param) + loss = F.mse_loss(pred, torch.ones_like(pred)) + # set enable_visual + net_state_0 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step0.') + optimizer.step(loss) + # set enable_visual + net_state_1 = torchopt.extract_state_dict(net, enable_visual=True, visual_prefix='step1.') + + 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