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| Author | SHA1 | Date | |
|---|---|---|---|
| a649865643 | |||
| b6cb5bb6a1 | |||
| 5a1ac694e0 |
+1
-1
@@ -8,7 +8,7 @@ ml/checkpoints/*
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!ml/checkpoints/jackbot_ppo6_149994_steps.zip
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!ml/checkpoints/jackbot_ppo6_199992_steps.zip
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!ml/checkpoints/jackbot_ppo6_499980_steps.zip
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ml/logs/
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#ml/logs/
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# Ignore environment files with private passwords/keys
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.env
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+13
-3
@@ -11,7 +11,7 @@ class ArduinoCommunication(Thread):
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def __init__(self, port=cfg.port, baudrate=cfg.baudrate, timeout=cfg.comm_timeout):
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super().__init__()
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self.daemon = True # Thread schlie�t sich beim Programmende
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self.serial_conn = serial.Serial(port, baudrate, timeout=timeout)
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self.serial_conn = serial.Serial(port, baudrate, timeout=timeout)
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time.sleep(2) # Warten bis Arduino ready
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self.command_queue = Queue()
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@@ -19,6 +19,9 @@ class ArduinoCommunication(Thread):
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self.running = Event()
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self.running.set()
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def send_motion(self, radial_array):
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self.write(radial_array)
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def run(self):
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while self.running.is_set():
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# 1. Befehle senden
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@@ -70,5 +73,12 @@ class ArduinoCommunication(Thread):
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def stop(self):
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self.running.clear()
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self.join()
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self.serial_conn.close()
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try:
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self.join(timeout=0.5)
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except RuntimeError:
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pass
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if self.serial_conn and self.serial_conn.is_open:
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self.serial_conn.close()
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def close(self):
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self.stop()
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+13
-3
@@ -25,10 +25,14 @@ HEADER_FMT = "<B B H I" # ID, Ver, Len, Timestamp
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TLV_FMT = "<B H"
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class ESP32Communication(Thread):
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def __init__(self, host=cfg.esp32_ip, port=cfg.esp32_port):
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def __init__(self, host=None, port=None, ip=None):
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super().__init__(daemon=True)
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if ip is not None:
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host = ip
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host = cfg.esp32_ip if host is None else host
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port = cfg.esp32_port if port is None else port
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self.addr = (host, port)
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# UDP Socket - Zero Lag
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self.sock = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
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@@ -126,4 +130,10 @@ class ESP32Communication(Thread):
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def stop(self):
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self.running.clear()
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self.sock.close()
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try:
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self.sock.close()
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except Exception:
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pass
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def close(self):
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self.stop()
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@@ -59,8 +59,11 @@ class HardwareBackend:
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return [0.0, 0.0, 0.0], [0.0, 0.0, 0.0]
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def cleanup(self) -> None:
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if self.comm_channel and hasattr(self.comm_channel, 'close'):
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self.comm_channel.close()
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if self.comm_channel:
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if hasattr(self.comm_channel, 'stop'):
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self.comm_channel.stop()
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elif hasattr(self.comm_channel, 'close'):
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self.comm_channel.close()
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class PyBulletBackend:
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@@ -123,9 +126,11 @@ class Robot:
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self.backend: RobotBackend = PyBulletBackend(sim_instance)
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elif backend_type == BackendType.ESP32:
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comm = ESP32Communication(ip=cfg.esp32_ip, port=cfg.esp32_port)
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comm.start()
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self.backend = HardwareBackend(comm)
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elif backend_type == BackendType.ARDUINO:
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comm = ArduinoCommunication(port=cfg.port, baudrate=cfg.baudrate)
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comm.start()
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self.backend = HardwareBackend(comm)
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else:
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self.backend = backend_type
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@@ -188,7 +193,11 @@ class Robot:
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self.current_state = STATE_REGISTRY[next_state_key]
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self.current_state.enter(self)
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def tick(self, action: Optional[np.ndarray] = None, physics_substeps: int = 4) -> None:
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def tick(self, action: Optional[np.ndarray] = None) -> None:
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"""
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Unified control loop tick.
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Processes commands through direct RL, residual RL, or State Machine kinematics.
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"""
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vx, vy, omega = self.vector_dirmov
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if self.mode == "direct":
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@@ -200,12 +209,12 @@ class Robot:
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if action is not None:
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self.apply_rl_action_delta(action)
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else: # kinematics mode
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self.step_kinematic_gait(vx, vy, omega)
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else: # "kinematics" / standard State Machine execution
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next_state_key = self.current_state.execute(self)
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if next_state_key:
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self.transition_to(next_state_key)
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# Step PyBullet engine sub-steps to allow physics actuation
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for _ in range(physics_substeps):
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self.step_sim()
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self.step_sim()
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def step_kinematic_gait(self, vx: float, vy: float, omega: float) -> None:
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"""Procedural Tripod Gait solver."""
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@@ -261,17 +270,9 @@ class Robot:
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self.set_joint_angles(target_rad)
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def apply_rl_action(self, action: np.ndarray) -> None:
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"""
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Applies direct RL joint action deltas to the current joint positions.
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"""
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action_flat = np.asarray(action, dtype=np.float32).flatten()
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# Keep internal memory updated in (6, 3) format for Kinematic/IK math
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self.current_rad = dt.RadArray(data=action_flat.reshape(6, 3))
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# Send target positions to the PyBullet backend
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if self.backend:
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self.backend.send_angles(self.current_rad)
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action = np.asarray(action, dtype=np.float32)
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new_rad = dt.RadArray(data=action.reshape(self.current_rad.data.shape))
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self.set_joint_angles(new_rad)
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def apply_rl_action_delta(self, action: np.ndarray) -> None:
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"""Applies action deltas on top of joint state for Residual RL."""
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@@ -38,6 +38,14 @@ class RobotConfig:
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tick_rate_hz: float = 25.0 # Motion loop execution rate [ticks/sec]
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step_duration: float = 0.8 # Time to complete full gait stride [s]
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@property
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def standard_tickpersec(self) -> float:
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return self.tick_rate_hz
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@standard_tickpersec.setter
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def standard_tickpersec(self, value: float) -> None:
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self.tick_rate_hz = value
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@property
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def tick_duration(self) -> float:
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return 1.0 / self.tick_rate_hz
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@@ -400,6 +400,7 @@ class JackBotEnv(gym.Env):
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"ang_vel": float(r_ang_vel),
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"jitter_penalty": float(jitter_penalty),
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"stand_penalty": float(stand_penalty),
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"stillness_penalty": float(stillness_penalty),
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"total": final_reward,
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}
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for k, v in self.last_reward_components.items():
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