hma / sim /example /genie_robomimic_random.py
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import numpy as np
from sim.main import InteractiveDigitalWorld
from sim.simulator import GenieSimulator, RobomimicSimulator
from sim.policy import RandomJointPositionPolicy
if __name__ == '__main__':
robomimic_simulator = RobomimicSimulator(env_name='lift')
genie_simulator = GenieSimulator(
image_encoder_type="magvit",
image_encoder_ckpt="data/magvit2.ckpt",
quantize=True,
backbone_type="stmaskgit",
backbone_ckpt="data/genie_lang/maskgit256",
prompt_horizon=8,
# image_encoder_type='temporalvae',
# image_encoder_ckpt='stabilityai/stable-video-diffusion-img2vid',
# quantize=False,
# backbone_type="stmar",
# backbone_ckpt="data/genie_lang/mar1024",
# prompt_horizon=11,
action_stride=1,
domain='robomimic',
physics_simulator=robomimic_simulator,
compute_psnr=False,
compute_delta_psnr=False,
)
# use whatever current state is as the initial state
genie_simulator.reset()
random_policy = RandomJointPositionPolicy(
action_bounds=(
np.array([-0.5] * 7),
np.array([0.5] * 7)
)
)
playground = InteractiveDigitalWorld(
simulator=genie_simulator,
policy=random_policy,
offscreen=True,
window_size=(512 * 2, 512) # [genie image | GT image] side-by-side
)
for _ in range(50):
playground.step()
playground.save_video(save_path='test.mp4', as_gif=False)
playground.close()