#!/usr/bin/env bash set -uo pipefail # ───────────────────────────────────────────────────────────────────────────── # run_pi0_seed.sh — evaluate ONE pi0 ckpt for ONE seed on ONE GPU, using the # EXACT GR00T conflict definition (200 episodes, always-distractor, dual-axis # color/size or color/spatial success). Reuses GR00T's own job-gen+batch: # run_ood_groot_inference.sh + pi0_pairwise_main.py (= groot_main.py with # the policy boundary swapped to the pi0 openpi websocket server). # # Usage: run_pi0_seed.sh [port] # One (ckpt, seed) per GPU. sim_backend=cpu (pi0 server holds the GPU; pi0 + # ManiSkill-GPU-sim on one card → CUDA illegal access, so physics on CPU). # ───────────────────────────────────────────────────────────────────────────── ROOT=/workspace/groot_eval HARNESS="${ROOT}/harness" SIM_ROOT=/workspace/eval_simulation/simulation CKPT="${1:?ckpt_name}" GPU="${2:?gpu}" SEED="${3:?seed}" PORT="${4:-$((8200 + GPU))}" STEP="${STEP:-17999}" TOTAL_EPISODES="${TOTAL_EPISODES:-200}" SIM_BACKEND="${SIM_BACKEND:-cpu}" MAX_EPISODE_STEPS="${MAX_EPISODE_STEPS:-150}" REPLAN_STEPS="${REPLAN_STEPS:-10}" MODEL_DIR="/workspace/pi0_ckpt/${CKPT}/${STEP}" OUT_DIR="${ROOT}/results_pi0_pairwise/${CKPT}" LOG_DIR="${ROOT}/logs/pi0_pairwise" mkdir -p "${OUT_DIR}" "${LOG_DIR}" slog="${LOG_DIR}/server_${CKPT}_gpu${GPU}_s${SEED}.log" [[ -d "${MODEL_DIR}" ]] || { echo "[${CKPT}] MODEL_DIR not found: ${MODEL_DIR}"; exit 1; } EXPERIMENT="$(python3 - "${CKPT}" <<'PY' import sys name=sys.argv[1] exps=["spatial_object","spatial_size","color_spatial","color_object","color_size", "verb_spatial","verb_object","verb_color","verb_size","size_object"] hit=[e for e in exps if name.startswith(e)] print(max(hit,key=len) if hit else "") PY )" [[ -n "${EXPERIMENT}" ]] || { echo "[${CKPT}] cannot parse experiment"; exit 1; } echo "[$(date +%H:%M:%S)] ${CKPT}: experiment=${EXPERIMENT} gpu=${GPU} seed=${SEED} port=${PORT} (GR00T-def, ${TOTAL_EPISODES}ep, cpu-sim)" # ── start pi0 openpi websocket server (uses the GPU) ── ( cd /workspace/eval_pi0 && CUDA_VISIBLE_DEVICES="${GPU}" \ UV_PROJECT_ENVIRONMENT=/venv/pi0_eval uv run --no-sync scripts/serve_policy.py \ --port "${PORT}" policy:checkpoint \ --policy.config pi0_maniskill --policy.dir "${MODEL_DIR}" ) > "${slog}" 2>&1 & spid=$! ok=0 for _ in $(seq 1 200); do kill -0 "${spid}" 2>/dev/null || { echo "[${CKPT}] SERVER DIED"; break; } grep -qiE "Creating server|websocket_policy_server|server listening" "${slog}" 2>/dev/null && { ok=1; break; } sleep 3 done [[ "${ok}" == "1" ]] || { echo "[${CKPT}] server not ready"; tail -n 25 "${slog}"; kill -9 "${spid}" 2>/dev/null; exit 1; } echo "[$(date +%H:%M:%S)] ${CKPT}: pi0 server ready (pid ${spid})" rt="${OUT_DIR}/pi0_${EXPERIMENT}_${CKPT}_seed${SEED}.txt" HOST=127.0.0.1 PORT="${PORT}" SIM_BACKEND="${SIM_BACKEND}" \ MAX_EPISODE_STEPS="${MAX_EPISODE_STEPS}" REPLAN_STEPS="${REPLAN_STEPS}" \ SEED_BASE=0 \ EXPERIMENT_ROOT="${OUT_DIR}/video_seed${SEED}" \ GROOT_MAIN="${HARNESS}/pi0_pairwise_main.py" \ MS_PY="/venv/pi05_ms/bin/python" \ MANISKILL_CONFLICT_ROOT="${SIM_ROOT}" \ bash "${HARNESS}/run_ood_groot_inference.sh" "${EXPERIMENT}" "${SEED}" "${TOTAL_EPISODES}" "${rt}" \ > "${LOG_DIR}/client_${CKPT}_seed${SEED}.log" 2>&1 rc=$? kill -9 "${spid}" 2>/dev/null; pkill -9 -P "${spid}" 2>/dev/null echo "[$(date +%H:%M:%S)] ${CKPT} seed${SEED}: DONE rc=${rc}" grep -E "^overall_" "${rt}" 2>/dev/null || echo "[${CKPT} s${SEED}] no overall_ (see client log)" exit ${rc}