pcla-bridge-evaluations / sim2sim /sim_bridge_server.py
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"""Bridge-as-a-service: load one PCLA agent in the PCLA env and drive it from an
external simulator that speaks a tiny socket protocol. The simulator (MetaDrive now,
BeamNG later) sends a front camera + ego gps/imu/speed each step; we reply with the
agent's throttle/steer/brake. Keeps the sim in its own Python env (no dependency
clash with the 41 agents).
Protocol (localhost TCP): 4-byte big-endian length + pickle payload.
client -> {"cmd":"route","waypoints":[[lat,lon],...]} -> {"ok":True}
client -> {"cmd":"step","camera":<jpeg bytes>,"gps":[lat,lon,alt],
"imu":[7],"speed":m/s,"dt":s} -> {"throttle","steer","brake"}
client -> {"cmd":"close"} -> (server exits)
"""
import argparse, os, pickle, socket, struct, sys
import numpy as np, cv2
_HERE = os.path.dirname(os.path.abspath(__file__))
_ROOT = os.path.dirname(os.path.dirname(_HERE)) # repo root (…/pcla_bridge/sim2sim -> repo)
sys.path.insert(0, _ROOT)
sys.path.insert(0, os.path.join(_ROOT, "pcla_bridge"))
from pcla_bridge import PCLAAgentBridge # noqa: E402
from bridge_sample import build_sensors # noqa: E402 (front-cam marshalling)
def _recvall(conn, n):
buf = b""
while len(buf) < n:
chunk = conn.recv(n - len(buf))
if not chunk:
return None
buf += chunk
return buf
def recv_msg(conn):
hdr = _recvall(conn, 4)
if not hdr:
return None
(n,) = struct.unpack(">I", hdr)
return pickle.loads(_recvall(conn, n))
def send_msg(conn, obj):
data = pickle.dumps(obj, protocol=4)
conn.sendall(struct.pack(">I", len(data)) + data)
def main():
ap = argparse.ArgumentParser()
ap.add_argument("--agent", default="neat_aim2dsem")
ap.add_argument("--host", default="127.0.0.1")
ap.add_argument("--port", type=int, default=8770)
a = ap.parse_args()
print(f"[server] loading agent '{a.agent}' (this can take a bit) ...", flush=True)
bridge = PCLAAgentBridge(a.agent)
print("[server] agent expects:", sorted(bridge.sensor_layout()), flush=True)
warned = set()
srv = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
srv.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
srv.bind((a.host, a.port))
srv.listen(1)
print(f"[server] READY listening on {a.host}:{a.port}", flush=True)
conn, _ = srv.accept()
print("[server] client connected", flush=True)
n = 0
try:
while True:
msg = recv_msg(conn)
if msg is None or msg.get("cmd") == "close":
break
if msg["cmd"] == "route":
bridge.set_route(msg["waypoints"])
send_msg(conn, {"ok": True, "n": len(msg["waypoints"])})
print(f"[server] route set: {len(msg['waypoints'])} waypoints", flush=True)
continue
if msg["cmd"] == "step":
frame = cv2.imdecode(np.frombuffer(msg["camera"], np.uint8), cv2.IMREAD_COLOR) # BGR
tele = {"gps": msg["gps"], "imu": msg["imu"], "speed": msg["speed"]}
sensors = build_sensors(bridge, frame, tele, warned) # zero-fills any LiDAR
lidar_bytes = msg.get("lidar")
if lidar_bytes: # raw float32 Nx4 bytes
cloud = np.frombuffer(lidar_bytes, np.float32).reshape(-1, 4).copy()
for sid, spec in bridge.sensor_layout().items():
if spec["type"] == "sensor.lidar.ray_cast":
sensors[sid] = cloud # bridge._marshal reshapes to Nx4
if "lidar_wired" not in warned:
print(f"[server] wiring real LiDAR into '{sid}' ({len(cloud)} pts)", flush=True)
warned.add("lidar_wired")
ctrl = bridge.step(sensors, dt=msg.get("dt", 0.1))
send_msg(conn, {"throttle": float(ctrl.throttle),
"steer": float(ctrl.steer),
"brake": float(ctrl.brake)})
n += 1
finally:
conn.close()
srv.close()
print(f"[server] done after {n} steps", flush=True)
if __name__ == "__main__":
main()