#!/usr/bin/env bash set -euo pipefail usage() { cat <<'EOF' Usage: scripts/eval_selected_envs.sh --model-path PATH [options] [env ...] Runs evaluation sequentially for the selected environments. If no env is provided, it runs: sokoban frozenlake deepcoder bandit countdown metamathqa Options: --model-path PATH Hugging Face model id or local checkpoint path --gpus LIST GPU list passed to Hydra and CUDA_VISIBLE_DEVICES default: 0 --output-root DIR Root directory for eval outputs and logs default: results/eval_multi --quick Smaller validation batches for smoke tests --override KEY=VALUE Extra Hydra override, can be repeated -h, --help Show this help Examples: scripts/eval_selected_envs.sh \ --model-path Qwen/Qwen2.5-3B-Instruct \ --gpus 0 scripts/eval_selected_envs.sh \ --model-path /path/to/checkpoint \ --gpus 0,1 \ --quick \ frozenlake deepcoder EOF } normalize_env_name() { local raw="${1,,}" raw="${raw//-/_}" case "$raw" in sokoban) echo "sokoban" ;; frozenlake|frozen_lake) echo "frozenlake" ;; deepcoder) echo "deepcoder" ;; bandit) echo "bandit" ;; countdown) echo "countdown" ;; metamathqa|meta_math_qa|meta_mathqa) echo "metamathqa" ;; *) echo "Unknown env: $1" >&2 echo "Available envs: sokoban frozenlake deepcoder bandit countdown metamathqa" >&2 exit 2 ;; esac } declare -A CONFIG_MAP=( [sokoban]="_2_sokoban" [frozenlake]="_3_frozen_lake" [deepcoder]="_10_deepcoder" [bandit]="_1_bandit" [countdown]="_4_countdown" [metamathqa]="_5_metamathqa" ) MODEL_PATH="" GPU_LIST="0" OUTPUT_ROOT="results/eval_multi" QUICK_MODE=0 PYTHON_BIN="${PYTHON_BIN:-python}" declare -a EXTRA_OVERRIDES=() declare -a REQUESTED_ENVS=() while [[ $# -gt 0 ]]; do case "$1" in --model-path) MODEL_PATH="$2" shift 2 ;; --gpus) GPU_LIST="$2" shift 2 ;; --output-root) OUTPUT_ROOT="$2" shift 2 ;; --quick) QUICK_MODE=1 shift ;; --override) EXTRA_OVERRIDES+=("$2") shift 2 ;; -h|--help) usage exit 0 ;; *) REQUESTED_ENVS+=("$(normalize_env_name "$1")") shift ;; esac done if [[ -z "$MODEL_PATH" ]]; then echo "--model-path is required" >&2 usage exit 2 fi if [[ ${#REQUESTED_ENVS[@]} -eq 0 ]]; then REQUESTED_ENVS=(sokoban frozenlake deepcoder bandit countdown metamathqa) fi mkdir -p "$OUTPUT_ROOT/logs" declare -A STATUS_MAP=() declare -a FAILED_ENVS=() for env_name in "${REQUESTED_ENVS[@]}"; do config_name="${CONFIG_MAP[$env_name]}" timestamp="$(date +%Y%m%d_%H%M%S)" log_path="$OUTPUT_ROOT/logs/${timestamp}_${env_name}.log" cmd=( "$PYTHON_BIN" -m ragen.llm_agent.agent_proxy --config-name "$config_name" "model_path=${MODEL_PATH}" "trainer.experiment_name=${env_name}" "trainer.local_log_dir=${OUTPUT_ROOT}" "system.CUDA_VISIBLE_DEVICES='${GPU_LIST}'" ) if [[ "$QUICK_MODE" -eq 1 ]]; then case "$env_name" in bandit) cmd+=( "es_manager.val.env_groups=32" "es_manager.val.group_size=1" "es_manager.val.env_configs.n_groups=[16,16]" ) ;; *) cmd+=( "es_manager.val.env_groups=32" "es_manager.val.group_size=1" "es_manager.val.env_configs.n_groups=[32]" ) ;; esac fi if [[ ${#EXTRA_OVERRIDES[@]} -gt 0 ]]; then cmd+=("${EXTRA_OVERRIDES[@]}") fi echo "============================================================" echo "[$env_name] config=${config_name}" echo "[$env_name] log=${log_path}" printf '[%s] cmd:' "$env_name" printf ' %q' "${cmd[@]}" printf '\n' if CUDA_VISIBLE_DEVICES="$GPU_LIST" "${cmd[@]}" 2>&1 | tee "$log_path"; then STATUS_MAP["$env_name"]="ok" else STATUS_MAP["$env_name"]="failed" FAILED_ENVS+=("$env_name") fi done echo "============================================================" echo "Evaluation summary:" for env_name in "${REQUESTED_ENVS[@]}"; do echo " ${env_name}: ${STATUS_MAP[$env_name]}" done if [[ ${#FAILED_ENVS[@]} -gt 0 ]]; then echo "Failed envs: ${FAILED_ENVS[*]}" >&2 exit 1 fi