Integrate pusht env from diffusion
This commit is contained in:
55
lerobot/common/envs/pusht/pusht_image_env.py
Normal file
55
lerobot/common/envs/pusht/pusht_image_env.py
Normal file
@@ -0,0 +1,55 @@
|
||||
import cv2
|
||||
import numpy as np
|
||||
from gym import spaces
|
||||
|
||||
from lerobot.common.envs.pusht.pusht_env import PushTEnv
|
||||
|
||||
|
||||
class PushTImageEnv(PushTEnv):
|
||||
metadata = {"render.modes": ["rgb_array"], "video.frames_per_second": 10}
|
||||
|
||||
def __init__(self, legacy=False, block_cog=None, damping=None, render_size=96):
|
||||
super().__init__(
|
||||
legacy=legacy, block_cog=block_cog, damping=damping, render_size=render_size, render_action=False
|
||||
)
|
||||
ws = self.window_size
|
||||
self.observation_space = spaces.Dict(
|
||||
{
|
||||
"image": spaces.Box(low=0, high=1, shape=(3, render_size, render_size), dtype=np.float32),
|
||||
"agent_pos": spaces.Box(low=0, high=ws, shape=(2,), dtype=np.float32),
|
||||
}
|
||||
)
|
||||
self.render_cache = None
|
||||
|
||||
def _get_obs(self):
|
||||
img = super()._render_frame(mode="rgb_array")
|
||||
|
||||
agent_pos = np.array(self.agent.position)
|
||||
img_obs = np.moveaxis(img.astype(np.float32) / 255, -1, 0)
|
||||
obs = {"image": img_obs, "agent_pos": agent_pos}
|
||||
|
||||
# draw action
|
||||
if self.latest_action is not None:
|
||||
action = np.array(self.latest_action)
|
||||
coord = (action / 512 * 96).astype(np.int32)
|
||||
marker_size = int(8 / 96 * self.render_size)
|
||||
thickness = int(1 / 96 * self.render_size)
|
||||
cv2.drawMarker(
|
||||
img,
|
||||
coord,
|
||||
color=(255, 0, 0),
|
||||
markerType=cv2.MARKER_CROSS,
|
||||
markerSize=marker_size,
|
||||
thickness=thickness,
|
||||
)
|
||||
self.render_cache = img
|
||||
|
||||
return obs
|
||||
|
||||
def render(self, mode):
|
||||
assert mode == "rgb_array"
|
||||
|
||||
if self.render_cache is None:
|
||||
self._get_obs()
|
||||
|
||||
return self.render_cache
|
||||
Reference in New Issue
Block a user