evaluation_all / code /run_all_groot.sh
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#!/usr/bin/env bash
set -uo pipefail
# ─────────────────────────────────────────────────────────────────────────────
# run_all_groot.sh — evaluate ALL 10 GR00T conflict checkpoints.
#
# One checkpoint per GPU: for each category we start a dedicated GR00T zmq
# inference server (gr00t venv) pinned to one GPU, then run the ManiSkill OOD
# sweep (ms venv) on the SAME GPU for GPU physics+render, then stop the server.
# Up to NUM_GPUS checkpoints run concurrently (processed in waves).
#
# Each checkpoint is evaluated on its OWN conflict experiment (category name).
# Every episode video is saved under
# ${OUT_ROOT}/<category>/experiments/<run_name>/video/ep000{,_wrist}.mp4
#
# Usage:
# bash run_all_groot.sh [seed] [total_episodes]
# Defaults: seed=42 total_episodes=200 (→ 400 runs per checkpoint)
# Override episode count: bash run_all_groot.sh 42 20
# ─────────────────────────────────────────────────────────────────────────────
SEED="${1:-42}"
TOTAL_EPISODES="${2:-200}"
ROOT=/workspace/groot_eval
HARNESS="${ROOT}/harness"
CKPT_ROOT="${ROOT}/checkpoints"
OUT_ROOT="${OUT_ROOT:-${ROOT}/results}"
LOG_DIR="${ROOT}/logs/run_$(date +%Y%m%d_%H%M%S)"
GROOT_VENV_PY="${ROOT}/gr00t_repo/codebase/.venv/bin/python"
GROOT_CODE="${ROOT}/gr00t_repo/codebase"
MS_PY="${ROOT}/.venv_ms/bin/python"
NUM_GPUS="${NUM_GPUS:-8}"
SIM_BACKEND="${SIM_BACKEND:-gpu}"
BASE_PORT="${BASE_PORT:-5600}"
CATEGORIES=(
color_object color_size color_spatial size_object spatial_object
spatial_size verb_color verb_object verb_size verb_spatial
)
mkdir -p "${LOG_DIR}" "${OUT_ROOT}"
echo "seed=${SEED} total_episodes=${TOTAL_EPISODES} sim_backend=${SIM_BACKEND}"
echo "logs: ${LOG_DIR}"
echo "results/videos: ${OUT_ROOT}"
run_one() {
local cat="$1" gpu="$2" port="$3"
local ckpt="${CKPT_ROOT}/${cat}"
local slog="${LOG_DIR}/server_${cat}.log"
local clog="${LOG_DIR}/client_${cat}.log"
local exp_root="${OUT_ROOT}/${cat}/experiments"
local results_txt="${OUT_ROOT}/${cat}/${cat}_ood_seed${SEED}.txt"
mkdir -p "${exp_root}" "$(dirname "${results_txt}")"
echo "[$(date +%H:%M:%S)] START ${cat} gpu=${gpu} port=${port}"
# ── Start GR00T inference server on this GPU ──
( cd "${GROOT_CODE}" && CUDA_VISIBLE_DEVICES="${gpu}" \
HF_HOME="${ROOT}/.hf_cache" HF_TOKEN="$(cat ${ROOT}/.hf_token)" \
NO_ALBUMENTATIONS_UPDATE=1 TOKENIZERS_PARALLELISM=false \
"${GROOT_VENV_PY}" -m gr00t.eval.run_gr00t_server \
--model-path "${ckpt}" \
--embodiment-tag new_embodiment \
--device cuda:0 \
--host 127.0.0.1 \
--port "${port}" ) > "${slog}" 2>&1 &
local server_pid=$!
# ── Wait until the server is listening (model load can take ~1-2 min) ──
local ready=0
for _ in $(seq 1 180); do
if ! kill -0 "${server_pid}" 2>/dev/null; then
echo "[${cat}] SERVER DIED during startup — see ${slog}"
break
fi
if grep -q "Server ready\|Server is ready and listening" "${slog}" 2>/dev/null; then
ready=1; break
fi
sleep 3
done
if [[ "${ready}" -ne 1 ]]; then
echo "[${cat}] server not ready; killing. tail server log:"
tail -n 20 "${slog}" || true
kill "${server_pid}" 2>/dev/null || true
wait "${server_pid}" 2>/dev/null || true
return 1
fi
echo "[$(date +%H:%M:%S)] [${cat}] server ready (pid ${server_pid}), starting sweep"
# ── Run the OOD sweep on the SAME GPU (ManiSkill GPU physics+render) ──
CUDA_VISIBLE_DEVICES="${gpu}" \
HOST=127.0.0.1 PORT="${port}" SIM_BACKEND="${SIM_BACKEND}" \
EXPERIMENT_ROOT="${exp_root}" GROOT_MAIN="${HARNESS}/groot_main.py" MS_PY="${MS_PY}" \
bash "${HARNESS}/run_ood_groot_inference.sh" \
"${cat}" "${SEED}" "${TOTAL_EPISODES}" "${results_txt}" \
> "${clog}" 2>&1
local rc=$?
# ── Stop the server ──
kill "${server_pid}" 2>/dev/null || true
wait "${server_pid}" 2>/dev/null || true
echo "[$(date +%H:%M:%S)] DONE ${cat} rc=${rc} results=${results_txt}"
return ${rc}
}
# ── Process in waves of NUM_GPUS (one checkpoint per GPU) ──
launched=0
pids=()
for idx in "${!CATEGORIES[@]}"; do
cat="${CATEGORIES[$idx]}"
gpu=$(( launched % NUM_GPUS ))
port=$(( BASE_PORT + gpu ))
run_one "${cat}" "${gpu}" "${port}" &
pids+=($!)
launched=$(( launched + 1 ))
if (( launched % NUM_GPUS == 0 )); then
echo "[$(date +%H:%M:%S)] --- waiting for wave to finish ---"
for p in "${pids[@]}"; do wait "${p}" || true; done
pids=()
fi
done
for p in "${pids[@]}"; do wait "${p}" || true; done
echo
echo "================ ALL DONE ================"
for cat in "${CATEGORIES[@]}"; do
rt="${OUT_ROOT}/${cat}/${cat}_ood_seed${SEED}.txt"
if [[ -f "${rt}" ]]; then
echo "### ${cat}"
grep -E "^overall_" "${rt}" 2>/dev/null || echo " (no overall_ line — check logs)"
else
echo "### ${cat}: MISSING ${rt}"
fi
done
echo "Videos under: ${OUT_ROOT}/<category>/experiments/<run_name>/video/"