import numpy as np HML_JOINT_NAMES = [ 'pelvis', 'left_hip', 'right_hip', 'spine1', 'left_knee', 'right_knee', 'spine2', 'left_ankle', 'right_ankle', 'spine3', 'left_foot', 'right_foot', 'neck', 'left_collar', 'right_collar', 'head', 'left_shoulder', 'right_shoulder', 'left_elbow', 'right_elbow', 'left_wrist', 'right_wrist', ] NUM_HML_JOINTS = len(HML_JOINT_NAMES) # 22 SMPLH body joints HML_LOWER_BODY_JOINTS = [HML_JOINT_NAMES.index(name) for name in ['pelvis', 'left_hip', 'right_hip', 'left_knee', 'right_knee', 'left_ankle', 'right_ankle', 'left_foot', 'right_foot',]] SMPL_UPPER_BODY_JOINTS = [i for i in range(len(HML_JOINT_NAMES)) if i not in HML_LOWER_BODY_JOINTS] # Recover global angle and positions for rotation data # root_rot_velocity (B, seq_len, 1) # root_linear_velocity (B, seq_len, 2) # root_y (B, seq_len, 1) # ric_data (B, seq_len, (joint_num - 1)*3) # rot_data (B, seq_len, (joint_num - 1)*6) # local_velocity (B, seq_len, joint_num*3) # foot contact (B, seq_len, 4) HML_ROOT_BINARY = np.array([True] + [False] * (NUM_HML_JOINTS-1)) HML_ROOT_MASK = np.concatenate(([True]*(1+2+1), HML_ROOT_BINARY[1:].repeat(3), HML_ROOT_BINARY[1:].repeat(6), HML_ROOT_BINARY.repeat(3), [False] * 4)) HML_LOWER_BODY_JOINTS_BINARY = np.array([i in HML_LOWER_BODY_JOINTS for i in range(NUM_HML_JOINTS)]) HML_LOWER_BODY_MASK = np.concatenate(([True]*(1+2+1), HML_LOWER_BODY_JOINTS_BINARY[1:].repeat(3), HML_LOWER_BODY_JOINTS_BINARY[1:].repeat(6), HML_LOWER_BODY_JOINTS_BINARY.repeat(3), [True]*4)) HML_UPPER_BODY_MASK = ~HML_LOWER_BODY_MASK ALL_JOINT_FALSE = np.full(*HML_ROOT_BINARY.shape, False) HML_UPPER_BODY_JOINTS_BINARY = np.array([i in SMPL_UPPER_BODY_JOINTS for i in range(NUM_HML_JOINTS)]) UPPER_JOINT_Y_TRUE = np.array([ALL_JOINT_FALSE[1:], HML_UPPER_BODY_JOINTS_BINARY[1:], ALL_JOINT_FALSE[1:]]) UPPER_JOINT_Y_TRUE = UPPER_JOINT_Y_TRUE.T UPPER_JOINT_Y_TRUE = UPPER_JOINT_Y_TRUE.reshape(ALL_JOINT_FALSE[1:].shape[0]*3) UPPER_JOINT_Y_MASK = np.concatenate(([False]*(1+2+1), UPPER_JOINT_Y_TRUE, ALL_JOINT_FALSE[1:].repeat(6), ALL_JOINT_FALSE.repeat(3), [False] * 4))