#!/usr/bin/env bash set -uo pipefail # ───────────────────────────────────────────────────────────────────────────── # run_pi0_one_ckpt.sh — evaluate ONE pi0 checkpoint on the clean pairwise-OOD # grid, ONE dedicated GPU, 3 seeds (42/40/41) averaged. # # • experiment is parsed from the ckpt name (longest matching pair prefix). # • full grid: ALL (i,j) incl. diagonal over the experiment's two factors, # third factor sampled from training_vocab pool (size 3), num_traj=1/cell. # • per-pair env / instruction / dual-axis success + distractor: reused from # the validated GR00T conflict logic (pi0_pairwise_main.py). # • policy = pi0 openpi websocket (serve_policy.py, config pi0_maniskill). # • task_difficulty default 1.3 (harder, per request). # • output ONLY under results_pi0_pairwise// (never touches GR00T/genie). # # Usage: run_pi0_one_ckpt.sh # ───────────────────────────────────────────────────────────────────────────── ROOT=/workspace/groot_eval HARNESS="${ROOT}/harness" SIM_ROOT=/workspace/eval_simulation/simulation CKPT="${1:?ckpt_name (dir under /workspace/pi0_ckpt)}" GPU="${2:?gpu}" PORT="${3:?port}" STEP="${STEP:-17999}" SEEDS=(${SEEDS_OVERRIDE:-42 40 41}) TASK_DIFFICULTY="${TASK_DIFFICULTY:-1.5}" SIM_BACKEND="${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}.log" [[ -d "${MODEL_DIR}" ]] || { echo "[${CKPT}] MODEL_DIR not found: ${MODEL_DIR}"; exit 1; } # ── experiment from ckpt name (longest matching pair prefix) ── EXPERIMENT="$(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 "[${CKPT}] cannot parse experiment from name"; exit 1; } echo "[$(date +%H:%M:%S)] ${CKPT}: experiment=${EXPERIMENT} gpu=${GPU} port=${PORT} difficulty=${TASK_DIFFICULTY}" # ── start pi0 openpi websocket policy server ── ( cd /workspace/eval_pi0 && CUDA_VISIBLE_DEVICES="${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 "[${CKPT}] SERVER DIED during load"; break; } grep -qiE "Creating server|websocket_policy_server|server listening" "${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 ${spid})" export MANISKILL_CONFLICT_ROOT="${SIM_ROOT}" _MS_TORCH_LIB="$(/venv/pi05_ms/bin/python -c 'import torch,os;print(os.path.join(os.path.dirname(torch.__file__),"lib"))' 2>/dev/null || true)" export LD_LIBRARY_PATH="${_MS_TORCH_LIB}:${LD_LIBRARY_PATH:-}" rc_all=0 for sb in "${SEEDS[@]}"; do rt="${OUT_DIR}/pi0_${EXPERIMENT}_${CKPT}_seed${sb}.txt" echo "[$(date +%H:%M:%S)] ${CKPT}: seed${sb} experiment=${EXPERIMENT} → ${rt}" CUDA_VISIBLE_DEVICES="${GPU}" SIM_ROOT="${SIM_ROOT}" \ /venv/pi05_ms/bin/python "${HARNESS}/pi0_grid_eval.py" \ --experiment "${EXPERIMENT}" --host 127.0.0.1 --port "${PORT}" \ --seed "${sb}" --sim-backend "${SIM_BACKEND}" \ --task-difficulty "${TASK_DIFFICULTY}" \ --max-episode-steps "${MAX_EPISODE_STEPS}" --replan-steps "${REPLAN_STEPS}" \ --target-episodes "${TARGET_EPISODES:-200}" \ ${MAX_CELLS:+--max-cells "${MAX_CELLS}"} \ --results-txt "${rt}" \ > "${LOG_DIR}/client_${CKPT}_seed${sb}.log" 2>&1 src=$? [[ "${src}" -ne 0 ]] && rc_all=1 grep -E "^overall_" "${rt}" 2>/dev/null || echo "[${CKPT} seed${sb}] no overall_ line (see client log)" done kill -9 "${spid}" 2>/dev/null; pkill -9 -P "${spid}" 2>/dev/null python3 - "${OUT_DIR}" "${EXPERIMENT}" "${CKPT}" "${SEEDS[@]}" > "${OUT_DIR}/SUMMARY.txt" <<'PY' import re, sys from pathlib import Path out_dir, exp, ckpt, *seeds = sys.argv[1:] acc = {} for sb in seeds: p = Path(out_dir) / f"pi0_{exp}_{ckpt}_seed{sb}.txt" if not p.exists(): print(f"seed{sb}: MISSING"); continue txt = p.read_text() line = [] for m in re.finditer(r"^(overall_\w+)=(\d+)/(\d+) \(([\d.]+)%\)", txt, re.M): k, _s, _n, r = m.group(1), m.group(2), m.group(3), float(m.group(4)) acc.setdefault(k, []).append(r); line.append(f"{k}={r:.1f}%") print(f"seed{sb}: " + " ".join(line) if line else f"seed{sb}: PARSE_FAILED") print(f"\n# {ckpt} experiment={exp} (pi0, pairwise-OOD full grid, task_difficulty harder, {len(seeds)} seeds)") for k, v in acc.items(): print(f"AVG {k} = {sum(v)/len(v):.1f}% (n={len(v)} seeds)") PY echo "[$(date +%H:%M:%S)] ${CKPT}: DONE rc=${rc_all}" cat "${OUT_DIR}/SUMMARY.txt" exit ${rc_all}