adding dora node logic
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@ -1,53 +1,55 @@
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import gymnasium as gym
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import numpy as np
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from dora import Node
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import os
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import pyarrow as pa
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IMAGE_WIDTH = int(os.getenv("IMAGE_WIDTH", "640"))
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IMAGE_HEIGHT = int(os.getenv("IMAGE_HEIGHT", "480"))
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FPS = int(os.getenv("FPS", "30"))
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class DoraEnv(gym.Env):
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metadata = {"render_modes": ["rgb_array"], "render_fps": 30}
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metadata = {"render_modes": ["rgb_array"], "render_fps": FPS}
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def __init__(self, model="aloha"):
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...
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# TODO: add code to connect with dora client here
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self.node = Node()
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self.observation = {"pixels": {}, "terminated": False}
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def _update(self) -> dict:
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while True:
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event = self.node.next(timeout=0.001)
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if event is None:
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self.observation["terminated"] = True
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break
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if event["type"] == "INPUT":
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if "cam" in event["id"]:
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self.observation["pixels"][event["id"]] = event["value"].to_numpy().reshape(IMAGE_HEIGHT, IMAGE_WIDTH, 3)
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else:
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self.observation[event["id"]] = event["value"].to_numpy()
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elif event["type"] == "ERROR":
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break
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def reset(self, seed: int | None = None):
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...
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# TODO: same as `step` but doesn't take `actions`
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observation = {
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"pixels": {
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"top": ...,
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"bottom": ...,
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"left": ...,
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"right": ...,
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},
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"agent_pos": ...,
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# "agent_vel": ..., # will be added later
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}
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self._update()
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reward = 0
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terminated = truncated = False
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terminated = truncated = self.observation["terminated"]
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info = {}
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return observation, reward, terminated, truncated, info
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return self.observation, reward, terminated, truncated, info
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def render(self): ...
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def step(self, action: np.ndarray):
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...
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# TODO: this is the important bit: the data to be return by Dora to the policy.
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observation = {
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"pixels": {
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"top": ...,
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"bottom": ...,
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"left": ...,
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"right": ...,
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},
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"agent_pos": ...,
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# "agent_vel": ..., # will be added later
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}
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self._update()
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self.node.send_output("action", pa.array(action))
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reward = 0
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terminated = truncated = False
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terminated = truncated = self.observation["terminated"]
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info = {}
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return observation, reward, terminated, truncated, info
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return self.observation, reward, terminated, truncated, info
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def close(self):
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pass
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# TODO: If code needs to be run when closing the env (e.g. shutting down Dora client),
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# this is the place to do it. Otherwise this can stay as is.
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del self.node
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@ -4,12 +4,13 @@ version = "0.1.0"
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description = ""
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authors = ["Simon Alibert <alibert.sim@gmail.com>"]
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readme = "README.md"
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packages = [{include = "gym_dora"}]
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packages = [{ include = "gym_dora" }]
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[tool.poetry.dependencies]
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python = "^3.10"
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gymnasium = ">=0.29.1"
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dora-rs = ">=0.3.4"
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pyarrow = ">=12.0.0"
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[build-system]
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requires = ["poetry-core"]
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