File size: 4,345 Bytes
93f12cc | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 | #!/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
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