From 1e2914e115699b7969b8f0046754c740dc15ef5f Mon Sep 17 00:00:00 2001 From: is2ac2 <162246799+is2ac2@users.noreply.github.com> Date: Wed, 17 Jul 2024 09:44:06 -0700 Subject: [PATCH] Isaac to mujoco loading (#29) * added stompyv2 * stompy_v2 fixes * removing torques values the model doesn't fly away * updated standing position and joint limits * initial params * cleanup * fighting mypy * linting * defeating mypy * fixes * final fixes * more fixes * more fixes * linting * save the walking policy, small issues with knees * linking latest humanoid-gym * setup working for mjcf * saving new modle with inertia, training works * saving model with inertia, training works * latest settings for making legs_only ppo realistic * cleanup / removing comments * add hexmove settings and walking policy * loading isaac gym model to mujoco * Updated third party library Co-authored-by: Allen Wu Co-authored-by: Wesley Maa * linting * cleanup * merge --------- Co-authored-by: nathanjzhao Co-authored-by: Allen Wu Co-authored-by: Wesley Maa --- sim/deploy/config.py | 3 +- sim/deploy/policy.py | 9 +- sim/deploy/run.py | 27 +- sim/deploy/tests/model_400_model_only.pt | Bin 0 -> 2113820 bytes sim/humanoid_gym/envs/__init__.py | 5 + sim/humanoid_gym/envs/getup_env.py | 2 +- sim/humanoid_gym/envs/only_legs_config.py | 269 +++++ sim/humanoid_gym/envs/only_legs_env.py | 549 +++++++++ sim/humanoid_gym/envs/stompy_config.py | 36 +- sim/scripts/create_fixed_torso.py | 12 +- sim/scripts/simulate_urdf.py | 14 +- sim/stompy_legs/__init__.py | 0 sim/stompy_legs/joints.py | 165 +++ sim/stompy_legs/robot_fixed.urdf | 1263 +++++++++++++++++++++ sim/stompy_legs/robot_fixed.xml | 286 +++++ third_party/humanoid-gym | 2 +- 16 files changed, 2600 insertions(+), 42 deletions(-) mode change 100644 => 100755 sim/deploy/config.py mode change 100644 => 100755 sim/deploy/policy.py create mode 100644 sim/deploy/tests/model_400_model_only.pt create mode 100755 sim/humanoid_gym/envs/only_legs_config.py create mode 100755 sim/humanoid_gym/envs/only_legs_env.py create mode 100755 sim/stompy_legs/__init__.py create mode 100644 sim/stompy_legs/joints.py create mode 100644 sim/stompy_legs/robot_fixed.urdf create mode 100644 sim/stompy_legs/robot_fixed.xml diff --git a/sim/deploy/config.py b/sim/deploy/config.py old mode 100644 new mode 100755 index 496e7922..07ee4d87 --- a/sim/deploy/config.py +++ b/sim/deploy/config.py @@ -57,7 +57,8 @@ class RobotConfig: kds: np.ndarray tau_limit: np.ndarray robot_model_path: str - dt: float = 0.001 + # is2ac + dt: float = 0.00002 # 0.001 phase_duration: float = 0.64 duration: float = 10.0 decimation: int = 10 diff --git a/sim/deploy/policy.py b/sim/deploy/policy.py old mode 100644 new mode 100755 index 41c1bcf6..04dc9207 --- a/sim/deploy/policy.py +++ b/sim/deploy/policy.py @@ -35,7 +35,12 @@ def __init__( self.hist_obs = deque() for _ in range(frame_stack): self.hist_obs.append(np.zeros([1, obs_size], dtype=np.double)) - self.model = torch.jit.load(model_path) + # Load the model. + # Changed to load onto same device as other tensors + # TODO: bring back jit when ready + # self.model = torch.jit.load(model_path) + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + self.model = torch.load(model_path, map_location=self.device) self.action = np.zeros((num_actions), dtype=np.double) @abstractmethod @@ -167,7 +172,7 @@ def next_action( for i in range(self.cfg.frame_stack): policy_input[0, i * self.cfg.num_single_obs : (i + 1) * self.cfg.num_single_obs] = self.hist_obs[i][0, :] - self.action[:] = self.model(torch.tensor(policy_input))[0].detach().numpy() + self.action[:] = self.model(torch.tensor(policy_input).to(self.device))[0].detach().cpu().numpy() self.action = np.clip(self.action, -self.cfg.normalization.clip_actions, self.cfg.normalization.clip_actions) return self.action diff --git a/sim/deploy/run.py b/sim/deploy/run.py index 9f5e02fe..f8d2aef7 100755 --- a/sim/deploy/run.py +++ b/sim/deploy/run.py @@ -1,4 +1,5 @@ """Basic sim2sim and sim2real deployment script. + Run example: mjpython sim/deploy/run.py --load_model sim/deploy/tests/walking_policy.pt --world MUJOCO @@ -21,7 +22,7 @@ from sim.deploy.config import RobotConfig from sim.env import stompy_mjcf_path -from sim.stompy.joints import StompyFixed +from sim.new_test.joints import Stompy as StompyFixed class Worlds(Enum): @@ -62,11 +63,19 @@ class MujocoWorld(World): def __init__(self, cfg: RobotConfig): self.cfg = cfg self.model = mujoco.MjModel.from_xml_path(str(self.cfg.robot_model_path)) + self.model.opt.timestep = self.cfg.dt + # First step self.data = mujoco.MjData(self.model) + self.data.qpos = self.model.keyframe("default").qpos + mujoco.mj_step(self.model, self.data) + # Set self.data initial state to the default standing position + # self.data.qpos = StompyFixed.default_standing() + # TODO: This line should produce same results soon + def step( self, tau: np.ndarray = None, @@ -109,19 +118,25 @@ def get_observation(self) -> Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarra return dof_pos, dof_vel, orientation, ang_vel def simulate(self, policy: SimPolicy) -> None: + with mujoco.viewer.launch_passive(self.model, self.data) as viewer: for step in tqdm(range(int(cfg.duration / cfg.dt)), desc="Simulating..."): # Get the world state dof_pos, dof_vel, orientation, ang_vel = self.get_observation() + # Zero action + target_dof_pos = dof_pos + # We update the policy at a lower frequency # The simulation runs at 1000hz, but the policy is updated at 100hz - if step % cfg.decimation == 0: - action = policy.next_action(dof_pos, dof_vel, orientation, ang_vel, step) - target_dof_pos = action * cfg.action_scale + # if step % cfg.decimation == 0: + # action = policy.next_action(dof_pos, dof_vel, orientation, ang_vel, step) + # target_dof_pos = action * cfg.action_scale tau = policy.pd_control(target_dof_pos, dof_pos, cfg.kps, dof_vel, cfg.kds) - + # breakpoint() + # set tau to zero for now + # tau = np.zeros_like(tau) self.step(tau=tau) viewer.sync() @@ -141,7 +156,7 @@ def __init__(self, cfg: RobotConfig): delattr(args, "load_model") # adapt - args.task = "legs_ppo" + args.task = "only_legs_ppo" args.device = "cpu" args.physics_engine = gymapi.SIM_PHYSX args.num_envs = 1 diff --git a/sim/deploy/tests/model_400_model_only.pt b/sim/deploy/tests/model_400_model_only.pt new file mode 100644 index 0000000000000000000000000000000000000000..2b58de6f9966bf00fbd7a19de63247b25fc538a6 GIT binary patch literal 2113820 zcmbTdXH*nT*Y8aR$zURzkR&2OMCjV1s2D&+lA@?c20>s5CPWF6qeMXk1QQ^VLFw9K z#sDfJVn8vASujUDqjInNI?wf-5AQo`&A@c+-d+1w|LU%=XNirlh=72EguuUE>H?wy z>w-MJ0$isW8oK`dFDNiz(-cp)FgJr>|A4u(1O-+^33-GCg?RWH1O^)LZNdY*LJd5E z0>j+=0=+^c9lW^VUV&kLZUK^90o`b>U?f*a$NBfg!b12Ket|w*;Y4RC{&&}4w-C2= zUSVD#pKhc~AIg>e<6X{K?*A(PTPFXfOu>27?=rtoSMTtEfdBgV zZNpVu>@54c)H^8TkK?~54*zrF2xpal6}fKk3-fjTT?wC1?#Mr8qny?LZRQrR!EIBh ztA`t(lP7odA44T)#eW+9HwNWD#VXDk|7-F8bxGAfrfSX#zfD8K+`_zEJ^A2=V5t8o 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