From 5e914b06560015d6feffb6b7c1c29942782e4bfc Mon Sep 17 00:00:00 2001 From: poet-libai Date: Thu, 16 Mar 2023 20:00:15 +0800 Subject: [PATCH] =?UTF-8?q?hw=5Fsubmission(=E5=90=B4=E6=8C=AF=E9=94=8B):?= =?UTF-8?q?=20add=20hw4=5F20230316?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- chapter4_reward/q1.md | 3 + chapter4_reward/q1.png | Bin 0 -> 194171 bytes chapter4_reward/q1.py | 324 +++++++++++++++++++++++++++++++++++++++ chapter4_reward/q2.py | 36 +++++ chapter4_reward/q2_1.png | Bin 0 -> 190655 bytes chapter4_reward/q2_2.png | Bin 0 -> 86870 bytes 6 files changed, 363 insertions(+) create mode 100644 chapter4_reward/q1.md create mode 100644 chapter4_reward/q1.png create mode 100644 chapter4_reward/q1.py create mode 100644 chapter4_reward/q2.py create mode 100644 chapter4_reward/q2_1.png create mode 100644 chapter4_reward/q2_2.png diff --git a/chapter4_reward/q1.md b/chapter4_reward/q1.md new file mode 100644 index 0000000..a0292d3 --- /dev/null +++ b/chapter4_reward/q1.md @@ -0,0 +1,3 @@ +# RND +模型过小时,容易欠拟合,训练误差更大,而且奖励浮动范围大,但small比little的模型浮动更大,这就有点奇怪。模型过大时,容易过拟合,泛化能力弱,large和very_large模型曲线走势接近,完全拟合了训练数据包括噪声,收敛更慢。 +![q1](q1.png) \ No newline at end of file diff --git a/chapter4_reward/q1.png b/chapter4_reward/q1.png new file mode 100644 index 0000000000000000000000000000000000000000..946199152b256a5a55f13f2f7f99d1d74aa3c553 GIT binary patch literal 194171 zcmeEtcT^Ky_bwJJsMshyVhNImaK6yGiT1(=h@HRXYYMJYiTInprE55BO|+^tR$yH zMt1of8QDeAE0=&@7W;q50;h|vFO~JK0Egcd%TK`deK&bSH(h6IH_z8lD>54=XGbeu z*EdirD<@Z5XSa1;<+dPxw?Mm|G)TuQ8@4J zmbcTiN#GYSOqbr>b=lwh&&>2%pQ`R;s5XBdHz^179-Zd zcKiIzOH*PZ`RP6TC;CN~2VEU#!lLynwMxq>=I;qASpT>;dgC&ya^Ku#OA!Vw7yKKF zVW*|J=ydTp=4pE7m6aENS|s~QvSTLZ(L0=*z1-KEQfNsN)>hN$B>MFYp;N5!(Xzi; z;Kb<2jmrZybA9Jd$MVkKv+d!DAspdx^l1m^fHb;wGx(>;{Ot4pG&mEs%yklf3Cy?tRoGUm@MKqr$%`g=T1XRw;g>xLnoqoI4m_Xx7PVVV7tqRPjfWu9Q{SY z3fah)w;A0v&?(Nf#;HAOMp(H{oS0{GjBh~vb~}XxxQUXBMwI3FlumvhRJb>|7xF!| 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torch.optim as optim +import minigrid +import gymnasium as gym +from torch.optim.lr_scheduler import ExponentialLR, MultiStepLR +from tensorboardX import SummaryWriter +from minigrid.wrappers import FlatObsWrapper + +random.seed(0) +np.random.seed(0) +torch.manual_seed(0) +if torch.cuda.is_available(): + device = torch.device("cuda:0") +else: + device = torch.device("cpu") + +train_config = dict( + train_iter=1024, + train_data_count=128, + test_data_count=4096, +) + +little_RND_net_config = dict( + exp_name="little_rnd_network", + observation_shape=2835, + hidden_size_list=[32, 16], + learning_rate=1e-3, + batch_size=64, + update_per_collect=100, + obs_norm=True, + obs_norm_clamp_min=-1, + obs_norm_clamp_max=1, + reward_mse_ratio=1e5, +) + +small_RND_net_config = dict( + exp_name="small_rnd_network", + observation_shape=2835, + hidden_size_list=[64, 64], + learning_rate=1e-3, + batch_size=64, + update_per_collect=100, + obs_norm=True, + obs_norm_clamp_min=-1, + obs_norm_clamp_max=1, + reward_mse_ratio=1e5, +) + +standard_RND_net_config = dict( + exp_name="standard_rnd_network", + observation_shape=2835, + hidden_size_list=[128, 64], + learning_rate=1e-3, + batch_size=64, + update_per_collect=100, + obs_norm=True, + obs_norm_clamp_min=-1, + obs_norm_clamp_max=1, + reward_mse_ratio=1e5, +) + +large_RND_net_config = dict( + exp_name="large_RND_network", + observation_shape=2835, + hidden_size_list=[256, 256], + learning_rate=1e-3, + batch_size=64, + update_per_collect=100, + obs_norm=True, + obs_norm_clamp_min=-1, + obs_norm_clamp_max=1, + reward_mse_ratio=1e5, +) + +very_large_RND_net_config = dict( + exp_name="very_large_RND_network", + observation_shape=2835, + hidden_size_list=[512, 512], + learning_rate=1e-3, + batch_size=64, + update_per_collect=100, + obs_norm=True, + obs_norm_clamp_min=-1, + obs_norm_clamp_max=1, + reward_mse_ratio=1e5, +) + +class FCEncoder(nn.Module): + def __init__( + self, + obs_shape: int, + hidden_size_list, + activation: Optional[nn.Module] = nn.ReLU(), + ) -> None: + super(FCEncoder, self).__init__() + self.obs_shape = obs_shape + self.act = activation + self.init = nn.Linear(obs_shape, hidden_size_list[0]) + + layers = [] + for i in range(len(hidden_size_list) - 1): + layers.append(nn.Linear(hidden_size_list[i], hidden_size_list[i + 1])) + layers.append(self.act) + self.main = nn.Sequential(*layers) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = self.act(self.init(x)) + x = self.main(x) + return x + +class RndNetwork(nn.Module): + def __init__(self, obs_shape: Union[int, list], hidden_size_list: list) -> None: + super(RndNetwork, self).__init__() + self.target = FCEncoder(obs_shape, hidden_size_list) + self.predictor = FCEncoder(obs_shape, hidden_size_list) + + for param in self.target.parameters(): + param.requires_grad = False + + def forward(self, obs: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]: + predict_feature = self.predictor(obs) + with torch.no_grad(): + target_feature = self.target(obs) + return predict_feature, target_feature + +class RunningMeanStd(object): + def __init__(self, epsilon=1e-4, shape=(), device=torch.device('cpu')): + self._epsilon = epsilon + self._shape = shape + self._device = device + self.reset() + + def update(self, x): + batch_mean = np.mean(x, axis=0) + batch_var = np.var(x, axis=0) + batch_count = x.shape[0] + + new_count = batch_count + self._count + mean_delta = batch_mean - self._mean + new_mean = self._mean + mean_delta * batch_count / new_count + # this method for calculating new variable might be numerically unstable + m_a = self._var * self._count + m_b = batch_var * batch_count + m2 = m_a + m_b + np.square(mean_delta) * self._count * batch_count / new_count + new_var = m2 / new_count + self._mean = new_mean + self._var = new_var + self._count = new_count + + def reset(self): + if len(self._shape) > 0: + self._mean = np.zeros(self._shape, 'float32') + self._var = np.ones(self._shape, 'float32') + else: + self._mean, self._var = 0., 1. + self._count = self._epsilon + + @property + def mean(self) -> np.ndarray: + if np.isscalar(self._mean): + return self._mean + else: + return torch.FloatTensor(self._mean).to(self._device) + + @property + def std(self) -> np.ndarray: + std = np.sqrt(self._var + 1e-8) + if np.isscalar(std): + return std + else: + return torch.FloatTensor(std).to(self._device) + +class RndRewardModel(): + + def __init__(self, config) -> None: # noqa + super(RndRewardModel, self).__init__() + self.cfg = config + + self.tb_logger = SummaryWriter(config["exp_name"]) + self.reward_model = RndNetwork( + obs_shape=config["observation_shape"], hidden_size_list=config["hidden_size_list"] + ).to(device) + + self.opt = optim.Adam(self.reward_model.predictor.parameters(), config["learning_rate"]) + self.scheduler = ExponentialLR(self.opt, gamma=0.997) + + self.estimate_cnt_rnd = 0 + if self.cfg["obs_norm"]: + self._running_mean_std_rnd_obs = RunningMeanStd(epsilon=1e-4, device=device) + + def __del__(self): + self.tb_logger.flush() + self.tb_logger.close() + + def train(self, data) -> None: + for _ in range(self.cfg["update_per_collect"]): + train_data: list = random.sample(data, self.cfg["batch_size"]) + train_data: torch.Tensor = torch.stack(train_data).to(device) + if self.cfg["obs_norm"]: + # Note: observation normalization: transform obs to mean 0, std 1 + self._running_mean_std_rnd_obs.update(train_data.cpu().numpy()) + train_data = (train_data - self._running_mean_std_rnd_obs.mean) / self._running_mean_std_rnd_obs.std + train_data = torch.clamp( + train_data, min=self.cfg["obs_norm_clamp_min"], max=self.cfg["obs_norm_clamp_max"] + ) + + predict_feature, target_feature = self.reward_model(train_data) + loss = F.mse_loss(predict_feature, target_feature.detach()) + self.opt.zero_grad() + loss.backward() + self.opt.step() + self.scheduler.step() + + def estimate(self, data: list) -> List[Dict]: + """ + estimate the rnd intrinsic reward + """ + + obs = torch.stack(data).to(device) + if self.cfg["obs_norm"]: + # Note: observation normalization: transform obs to mean 0, std 1 + obs = (obs - self._running_mean_std_rnd_obs.mean) / self._running_mean_std_rnd_obs.std + obs = torch.clamp(obs, min=self.cfg["obs_norm_clamp_min"], max=self.cfg["obs_norm_clamp_max"]) + + with torch.no_grad(): + self.estimate_cnt_rnd += 1 + predict_feature, target_feature = self.reward_model(obs) + mse = F.mse_loss(predict_feature, target_feature, reduction='none').mean(dim=1) + self.tb_logger.add_scalar('rnd_reward/mse', mse.cpu().numpy().mean(), self.estimate_cnt_rnd) + + # Note: according to the min-max normalization, transform rnd reward to [0,1] + rnd_reward = mse * self.cfg["reward_mse_ratio"] #(mse - mse.min()) / (mse.max() - mse.min() + 1e-11) + + self.tb_logger.add_scalar('rnd_reward/rnd_reward_max', rnd_reward.max(), self.estimate_cnt_rnd) + self.tb_logger.add_scalar('rnd_reward/rnd_reward_mean', rnd_reward.mean(), self.estimate_cnt_rnd) + self.tb_logger.add_scalar('rnd_reward/rnd_reward_min', rnd_reward.min(), self.estimate_cnt_rnd) + + rnd_reward = torch.chunk(rnd_reward, rnd_reward.shape[0], dim=0) + +def training(config, train_data, test_data): + rnd_reward_model = RndRewardModel(config=config) + for i in range(train_config["train_iter"]): + rnd_reward_model.train([torch.Tensor(item["last_observation"]) for item in train_data[i]]) + rnd_reward_model.estimate([torch.Tensor(item["last_observation"]) for item in test_data]) + +def main(): + env = gym.make("MiniGrid-Empty-8x8-v0") + env_obs = FlatObsWrapper(env) + + train_data = [] + test_data = [] + + for i in range(train_config["train_iter"]): + + train_data_per_iter = [] + + while len(train_data_per_iter) < train_config["train_data_count"]: + last_observation, _ = env_obs.reset() + terminated = False + while terminated != True and len(train_data_per_iter) < train_config["train_data_count"]: + action = env_obs.action_space.sample() + observation, reward, terminated, truncated, info = env_obs.step(action) + train_data_per_iter.append( + { + "last_observation": last_observation, + "action": action, + "reward": reward, + "observation": observation + } + ) + last_observation = observation + env_obs.close() + + train_data.append(train_data_per_iter) + + while len(test_data) < train_config["test_data_count"]: + last_observation, _ = env_obs.reset() + terminated = False + while terminated != True and len(train_data_per_iter) < train_config["test_data_count"]: + action = env_obs.action_space.sample() + observation, reward, terminated, truncated, info = env_obs.step(action) + test_data.append( + { + "last_observation": last_observation, + "action": action, + "reward": reward, + "observation": observation + } + ) + last_observation = observation + env_obs.close() + + p0 = Process(target=training, args=(little_RND_net_config, train_data, test_data)) + p0.start() + + p1 = Process(target=training, args=(small_RND_net_config, train_data, test_data)) + p1.start() + + p2 = Process(target=training, args=(standard_RND_net_config, train_data, test_data)) + p2.start() + + p3 = Process(target=training, args=(large_RND_net_config, train_data, test_data)) + p3.start() + + p4 = Process(target=training, args=(very_large_RND_net_config, train_data, test_data)) + p4.start() + + p0.join() + p1.join() + p2.join() + p3.join() + p4.join() + +if __name__ == "__main__": + mp.set_start_method('spawn') + main() diff --git a/chapter4_reward/q2.py b/chapter4_reward/q2.py new file mode 100644 index 0000000..d5a360e --- /dev/null +++ b/chapter4_reward/q2.py @@ -0,0 +1,36 @@ +# Please install latest DI-engine's main branch first +from ding.bonus import PPOF + + +def acrobot(): + # Please install acrobot env first, `pip3 install gym` + # You can refer to the env doc (https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/acrobot_zh.html) for more details + agent = PPOF(env='acrobot', exp_name='./acrobot_demo') + agent.train(step=int(1e5)) + # Classic RL interaction loop and save replay video + agent.deploy(enable_save_replay=True) + + +def metadrive(): + # Please install metadrive env first, `pip install metadrive-simulator` + # You can refer to the env doc (https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/metadrive_zh.html) for more details + agent = PPOF(env='metadrive', exp_name='./metadrive_demo') + agent.train(step=int(1e6), context='spawn') + # Classic RL interaction loop and save replay video + agent.deploy(enable_save_replay=True) + + +def minigrid_fourroom(): + # Please install minigrid env first, `pip install gym-minigrid` + # Note: minigrid env doesn't support Windows platform + # You can refer to the env doc (https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/minigrid_zh.html) for more details + agent = PPOF(env='minigrid_fourroom', exp_name='./minigrid_fourroom_demo') + agent.train(step=int(3e6)) + # Classic RL interaction loop and save replay video + agent.deploy(enable_save_replay=True) + + +if 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