#!/usr/bin/env bash # Astra multitask real-robot eval (stack / desk / slot) with rate-limited follow. # # Prerequisites (separate terminals): # 1) rm_driver already running # 2) This script starts: record_state_test → play_action_rm65 → policy_server → robot_client # # Speed limits (match EE teleop max_joint_step_deg=0.4 + first-run scale): # RM65_MAX_JOINT_STEP_DEG=0.4 RM65_SPEED_SCALE=0.3 # # Usage: # scripts/rm65_run_astra_eval.sh # stack: prep(ready+开爪) → 闭环 # TASK_NAME=desk scripts/rm65_run_astra_eval.sh # SKIP_PREP=1 scripts/rm65_run_astra_eval.sh # 跳过就绪位/开爪 # TASK_PROMPT='...' scripts/rm65_run_astra_eval.sh set -euo pipefail CONTAINER="${RM65_CONTAINER:-rm65_dev2}" ROOT="/home/sdznkj/zkx_ws/sendlerobot" VENDOR="${ROOT}/vendor" CKPT="${ASTRA_CKPT:-${ROOT}/smolvla_rm65_stack_30ep_s1000}" FRONT_DEV="${FRONT_DEV:-0}" ASTRA_DEV="${ASTRA_DEV:-2}" FPS="${FPS:-20}" SERVER_ADDR="${SERVER_ADDR:-127.0.0.1:8080}" # Guided RTC: 4 denoise steps in memory, full 24-step chunk, no weighted blend. RTC_ENABLED="${RTC_ENABLED:-1}" RTC_NUM_STEPS="${RTC_NUM_STEPS:-4}" RTC_HORIZON="${RTC_HORIZON:-13}" RTC_DELAY_STEPS="${RTC_DELAY_STEPS:-14}" if [[ "${RTC_ENABLED}" == "1" ]]; then ACTIONS_PER_CHUNK="${ACTIONS_PER_CHUNK:-24}" RTC_FLAG=true else ACTIONS_PER_CHUNK="${ACTIONS_PER_CHUNK:-16}" RTC_FLAG=false fi export RM65_MAX_JOINT_STEP_DEG="${RM65_MAX_JOINT_STEP_DEG:-0.4}" export RM65_SPEED_SCALE="${RM65_SPEED_SCALE:-0.3}" export RM65_POLICY_STATE_DIM="${RM65_POLICY_STATE_DIM:-7}" export RM65_SAFETY="${RM65_SAFETY:-1}" export RM65_WATCHDOG_S="${RM65_WATCHDOG_S:-10}" export RM65_GRIPPER_HYSTERESIS="${RM65_GRIPPER_HYSTERESIS:-1}" export RM65_GRIPPER_DEBOUNCE="${RM65_GRIPPER_DEBOUNCE:-20}" export RM65_GRIPPER_MIN_HOLD_S="${RM65_GRIPPER_MIN_HOLD_S:-2.5}" export HF_HUB_OFFLINE="${HF_HUB_OFFLINE:-1}" export TRANSFORMERS_OFFLINE="${TRANSFORMERS_OFFLINE:-1}" export HF_DATASETS_OFFLINE="${HF_DATASETS_OFFLINE:-1}" TASK_NAME="${TASK_NAME:-stack}" case "${TASK_NAME}" in stack) DEFAULT_TASK="Stack three cylinder blocks. Grasp the left cylinder." ;; desk) DEFAULT_TASK="Clean up the desk." ;; slot) DEFAULT_TASK="Place the object into the slot." ;; *) DEFAULT_TASK="${TASK_NAME}" ;; esac TASK_PROMPT="${TASK_PROMPT:-${DEFAULT_TASK}}" if ! docker ps --format '{{.Names}}' | grep -qx "${CONTAINER}"; then echo "容器 ${CONTAINER} 未运行" >&2 exit 1 fi if [[ ! -d "${CKPT}" ]]; then echo "缺少 checkpoint: ${CKPT}" >&2 exit 1 fi echo "==============================================" echo " Astra eval task=${TASK_NAME}" echo " prompt: ${TASK_PROMPT}" echo " ckpt: ${CKPT}" echo " cams: camera1=${FRONT_DEV} camera2=${ASTRA_DEV}" echo " limit: max_step=${RM65_MAX_JOINT_STEP_DEG}° speed_scale=${RM65_SPEED_SCALE}" echo " fps=${FPS} state_dim=${RM65_POLICY_STATE_DIM}" echo " gripper: hysteresis=${RM65_GRIPPER_HYSTERESIS:-1} debounce=${RM65_GRIPPER_DEBOUNCE:-20} min_hold=${RM65_GRIPPER_MIN_HOLD_S:-2.5}s" echo " 手持急停;Ctrl+C 会自动停掉桥接/server" echo "==============================================" cleanup_eval_stack() { echo ">>> 清理 eval 进程(play/server/record/client)…" # 预览会独占 /dev/video*,不关掉则 OpenCVCamera 报 width=0 / errno 16 pkill -9 -f dabai_web_viewer.py 2>/dev/null || true pkill -9 -f astra_pro_web_viewer.py 2>/dev/null || true pkill -9 -f astra2_web_viewer.py 2>/dev/null || true pkill -9 -f hikvision_web_viewer.py 2>/dev/null || true # 本 shell 的命令行里含有这些文件名。pkill -f 会先杀掉清理进程自己,旧 server 就留在 8080 上。 docker exec "${CONTAINER}" bash -lc ' self=$$ parent=$PPID for pat in robot_client.py policy_server.py play_action_rm65.py record_state_test.py rm65_eval_prep.py; do ps -eo pid=,args= | grep -F "$pat" | grep -v grep | while read -r pid rest; do if [[ "$pid" != "$self" && "$pid" != "$parent" ]]; then echo "kill $pid $rest" kill -9 "$pid" 2>/dev/null || true fi done done sleep 0.5 left="" while read -r pid rest; do if [[ -n "$pid" && "$pid" != "$self" && "$pid" != "$parent" ]]; then left+="$pid $rest"$'\n' fi done < <(ps -eo pid=,args= | grep -E "play_action_rm65[.]py|policy_server[.]py|record_state_test[.]py|robot_client[.]py" | grep -v grep || true) if [[ -n "$left" ]]; then echo "仍有残留:" echo "$left" else echo "cleaned" fi ' || true } # Ctrl+C / 异常退出也必须清栈,避免双 play 抢 movej_canfd 导致狂抖 trap 'cleanup_eval_stack; exit 130' INT TERM trap 'cleanup_eval_stack' EXIT # Cleanup leftover eval processes (not rm_driver) cleanup_eval_stack # Camera permissions (integer index → /dev/videoN) docker exec "${CONTAINER}" bash -lc " for d in /dev/video${FRONT_DEV} /dev/video${ASTRA_DEV} /dev/video0 /dev/video2; do [[ -e \$d ]] && chmod a+rw \$d 2>/dev/null || true done " COMMON_ENV=" source /opt/ros/humble/setup.bash source /home/sdznkj/zkx_ws/ros2_ws/install/setup.bash cd ${ROOT} export PYTHONPATH=${VENDOR}:${ROOT}:${ROOT}/scripts:\${PYTHONPATH:-} export LD_LIBRARY_PATH=${VENDOR}/Robotic_Arm/libs:\${LD_LIBRARY_PATH:-} export HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1 HF_DATASETS_OFFLINE=1 export RM65_MAX_JOINT_STEP_DEG=${RM65_MAX_JOINT_STEP_DEG} export RM65_SPEED_SCALE=${RM65_SPEED_SCALE} export RM65_POLICY_STATE_DIM=${RM65_POLICY_STATE_DIM} export RM65_SAFETY=${RM65_SAFETY} export RM65_WATCHDOG_S=${RM65_WATCHDOG_S:-10} export RM65_INITIAL_GRIPPER_POS=${RM65_INITIAL_GRIPPER_POS:-1.0} export RM65_LOG_GRIPPER=${RM65_LOG_GRIPPER:-1} export RM65_GRIPPER_LOG=${ROOT}/logs/gripper_chunk.log export RM65_GRIPPER_EXEC_LOG=${ROOT}/logs/gripper_exec.log export RM65_GRIPPER_HYSTERESIS=${RM65_GRIPPER_HYSTERESIS:-1} export RM65_GRIPPER_DEBOUNCE=${RM65_GRIPPER_DEBOUNCE:-20} export RM65_GRIPPER_MIN_HOLD_S=${RM65_GRIPPER_MIN_HOLD_S:-2.5} export RM65_SKIP_SIMILAR_OBS=${RM65_SKIP_SIMILAR_OBS:-1} " # 推理起点用堆叠数据第 0 帧均值,不用 9 月 8 日录制就绪位 STACK_START_POSE="${STACK_START_POSE:-${ROOT}/scripts/rm65_stack_start_pose.json}" if [[ "${SKIP_PREP:-0}" != "1" ]]; then echo ">>> [0/4] eval prep: stack start pose + open gripper (norm=1.0)" echo " pose: ${STACK_START_POSE}" docker exec "${CONTAINER}" bash -lc "${COMMON_ENV} python3 ${ROOT}/scripts/rm65_eval_prep.py --speed \${PREP_SPEED:-5} --gripper-norm \${PREP_GRIPPER_NORM:-1.0} --pose ${STACK_START_POSE} " else echo ">>> [0/4] SKIP_PREP=1,跳过就绪位/开爪" fi echo ">>> [1/4] record_state_test (joint feedback + gripper)" docker exec -d "${CONTAINER}" bash -lc "${COMMON_ENV} exec python3 sendrobot/send_robot/record_state_test.py " sleep 2 echo ">>> [2/4] play_action_rm65 (rate-limited movej_canfd)" docker exec -d "${CONTAINER}" bash -lc "${COMMON_ENV} exec python3 sendrobot/send_robot/play_action_rm65.py " sleep 2 echo ">>> [3/4] policy_server" docker exec -d "${CONTAINER}" bash -lc "${COMMON_ENV} exec python3 lerobot/scripts/server/policy_server.py --host=127.0.0.1 --port=8080 --fps=${FPS} " sleep 3 CAMERAS="{ camera1: {type: opencv, index_or_path: ${FRONT_DEV}, width: 640, height: 480, fps: ${FPS}}, camera2: {type: opencv, index_or_path: ${ASTRA_DEV}, width: 640, height: 480, fps: ${FPS}} }" MOTORS="[left_joint_1, left_joint_2, left_joint_3, left_joint_4, left_joint_5, left_joint_6, left_gripper]" echo ">>> [4/4] robot_client (foreground — Ctrl+C to stop)" # shellcheck disable=SC2086 docker exec -it "${CONTAINER}" bash -lc "${COMMON_ENV} exec python3 lerobot/scripts/server/robot_client.py \\ --server_address=${SERVER_ADDR} \\ --robot.type=send_robot \\ --robot.id=rm65_astra \\ --robot.use_gripper=true \\ --robot.motor_names='${MOTORS}' \\ --robot.teleop=false \\ --robot.use_kalman_filter=true \\ --robot.cameras='${CAMERAS}' \\ --task=\"${TASK_PROMPT}\" \\ --fps=${FPS} \\ --policy_type=smolvla \\ --pretrained_name_or_path=${CKPT} \\ --policy_device=cuda \\ --actions_per_chunk=${ACTIONS_PER_CHUNK} \\ --chunk_size_threshold=0.5 \\ --aggregate_fn_name=${AGGREGATE_FN:-latest_only} \\ --rtc_enabled=${RTC_FLAG} \\ --rtc_num_steps=${RTC_NUM_STEPS} \\ --rtc_execution_horizon=${RTC_HORIZON} \\ --rtc_delay_steps=${RTC_DELAY_STEPS} \\ --verify_robot_cameras=true \\ --debug_visualize_queue_size=false " # EXIT trap 会再清一次;这里去掉重复 pkill 以免双 trap 混乱 echo ">>> client 正常退出" trap - INT TERM cleanup_eval_stack trap - EXIT echo "done"