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ea8c728 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 | #!/usr/bin/env bash
#
# Two-phase evolution for all AlphaEvolve problems using Qwen-2.5-7B via vLLM.
#
# Usage:
# ./scripts/run_all_alphaevolve.sh --serve # terminal 1: start vLLM
# ./scripts/run_all_alphaevolve.sh # terminal 2: run benchmark
# ./scripts/run_all_alphaevolve.sh --problem matmul # single problem
# ./scripts/run_all_alphaevolve.sh --resume # skip finished problems
#
set -euo pipefail
# βββ Defaults βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
MODEL="Qwen/Qwen2.5-7B-Instruct"
PORT=8001
P1_ITER=100
P2_ITER=200
RESULTS_DIR="results/alphaevolve_qwen7b_$(date +%Y%m%d_%H%M%S)"
SINGLE="" RESUME=false SERVE=false
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
API_BASE="http://localhost:${PORT}/v1"
# βββ Args βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
while [[ $# -gt 0 ]]; do
case "$1" in
--serve) SERVE=true; shift ;;
--problem) SINGLE="$2"; shift 2 ;;
--resume) RESUME=true; shift ;;
--results-dir) RESULTS_DIR="$2"; shift 2 ;;
--port) PORT="$2"; API_BASE="http://localhost:${PORT}/v1"; shift 2 ;;
--phase1-iter) P1_ITER="$2"; shift 2 ;;
--phase2-iter) P2_ITER="$2"; shift 2 ;;
-h|--help)
sed -n '2,8s/^# //p' "$0"; exit 0 ;;
*) echo "Unknown: $1"; exit 1 ;;
esac
done
# βββ Problem list: id|relative_path ββββββββββββββββββββββββββββββββββββββββββ
PROBLEMS=(
# "matmul|alphaevolve_math_problems/matmul"
# "first_autocorr_ineq|alphaevolve_math_problems/first_autocorr_ineq"
# "second_autocorr_ineq|alphaevolve_math_problems/second_autocorr_ineq"
# "third_autocorr_ineq|alphaevolve_math_problems/third_autocorr_ineq"
# "uncertainty_ineq|alphaevolve_math_problems/uncertainty_ineq"
# "erdos_min_overlap|alphaevolve_math_problems/erdos_min_overlap"
# "sums_diffs_finite_sets|alphaevolve_math_problems/sums_diffs_finite_sets"
# "hexagon_packing_n11|alphaevolve_math_problems/hexagon_packing/11"
# "hexagon_packing_n12|alphaevolve_math_problems/hexagon_packing/12"
# "min_max_dist_d2|alphaevolve_math_problems/minimizing_max_min_dist/2"
# "min_max_dist_d3|alphaevolve_math_problems/minimizing_max_min_dist/3"
# "heilbronn_triangle|alphaevolve_math_problems/heilbronn_triangle"
# "heilbronn_convex_n13|alphaevolve_math_problems/heilbronn_convex/13"
# "heilbronn_convex_n14|alphaevolve_math_problems/heilbronn_convex/14"
# "kissing_number|alphaevolve_math_problems/kissing_number"
# "circle_packing|circle_packing"
# "circle_packing_rect|alphaevolve_math_problems/circle_packing_rect"
)
# βββ vLLM server βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
if $SERVE; then
exec python -m vllm.entrypoints.openai.api_server \
--model "$MODEL" --port "$PORT" \
--gpu-memory-utilization 0.90 --max-model-len 30000 \
--dtype auto --trust-remote-code
fi
# βββ Wait for vLLM βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
for i in $(seq 1 30); do
curl -s "${API_BASE}/models" > /dev/null 2>&1 && break
echo "Waiting for vLLM at ${API_BASE}... (${i}/30)"
sleep 5
[ "$i" -eq 30 ] && { echo "ERROR: vLLM not reachable. Start with: $0 --serve"; exit 1; }
done
# Detect model name as registered by vLLM
SERVED=$(curl -s "${API_BASE}/models" \
| python3 -c "import sys,json; print(json.load(sys.stdin)['data'][0]['id'])" 2>/dev/null \
|| echo "$MODEL")
# βββ Resume support ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
if $RESUME; then
LATEST=$(ls -d results/alphaevolve_qwen7b_* 2>/dev/null | sort | tail -1 || true)
[ -n "$LATEST" ] && RESULTS_DIR="$LATEST" && echo "Resuming: ${RESULTS_DIR}"
fi
mkdir -p "$RESULTS_DIR"
cat > "${RESULTS_DIR}/run_config.json" <<EOF
{"model":"${MODEL}","served_model":"${SERVED}","api_base":"${API_BASE}",
"phase1_iter":${P1_ITER},"phase2_iter":${P2_ITER},"start":"$(date -Iseconds)",
"host":"$(hostname)","gpu":"$(nvidia-smi --query-gpu=name,memory.total --format=csv,noheader 2>/dev/null || echo N/A)"}
EOF
echo ""
echo "=== AlphaEvolve Benchmark: ${SERVED} | ${P1_ITER}+${P2_ITER} iters | ${RESULTS_DIR} ==="
# βββ Run one problem (two-phase) βββββββββββββββββββββββββββββββββββββββββββββ
run_problem() {
local pid="$1" edir="$ROOT/examples/$2" odir="$RESULTS_DIR/$1"
# Resume: skip if summary exists
$RESUME && [ -f "${odir}/summary.json" ] && echo "[SKIP] $pid" && return 0
# Validate
for f in initial_program.py evaluator.py config.yaml; do
[ -f "${edir}/$f" ] || { echo "[ERROR] $pid: missing $f"; return 1; }
done
mkdir -p "$odir"
echo ""
echo "ββ $pid ββ"
# Generate phase configs from the problem's existing config
python3 "$SCRIPT_DIR/gen_phase_configs.py" \
"$edir/config.yaml" "$odir" \
--model "$SERVED" --api-base "$API_BASE" \
--phase1-iter "$P1_ITER" --phase2-iter "$P2_ITER"
# Install deps
[ -f "${edir}/requirements.txt" ] && pip install -q -r "${edir}/requirements.txt" 2>/dev/null || true
local t0 oe_out latest_ckpt
t0=$(date +%s)
oe_out="${odir}/openevolve_output"
# Phase 1
echo "[$pid] Phase 1 (${P1_ITER} iters)..."
python "$ROOT/openevolve-run.py" \
"${edir}/initial_program.py" "${edir}/evaluator.py" \
--config "${odir}/config_phase_1.yaml" --output "$oe_out" \
2>&1 | tee "${odir}/evolution.log"
[ "${PIPESTATUS[0]}" -ne 0 ] && { _write_summary "$pid" "$odir" "$t0" "phase1_failed"; return 1; }
# Find checkpoint
latest_ckpt=$(ls -d "${oe_out}"/checkpoints/checkpoint_* 2>/dev/null | sort -V | tail -1)
[ -z "$latest_ckpt" ] && { _write_summary "$pid" "$odir" "$t0" "no_checkpoint"; return 1; }
# Phase 2
echo "[$pid] Phase 2 (${P2_ITER} iters)..."
python "$ROOT/openevolve-run.py" \
"${latest_ckpt}/best_program.py" "${edir}/evaluator.py" \
--config "${odir}/config_phase_2.yaml" \
--checkpoint "$latest_ckpt" --output "$oe_out" \
2>&1 | tee -a "${odir}/evolution.log"
local status="completed"
[ "${PIPESTATUS[0]}" -ne 0 ] && status="phase2_failed"
# Copy best program out
local final_ckpt
final_ckpt=$(ls -d "${oe_out}"/checkpoints/checkpoint_* 2>/dev/null | sort -V | tail -1)
[ -n "$final_ckpt" ] && cp -f "${final_ckpt}"/best_program*.{py,json} "$odir/" 2>/dev/null || true
_write_summary "$pid" "$odir" "$t0" "$status"
}
_write_summary() {
local pid="$1" odir="$2" t0="$3" status="$4"
local elapsed=$(( $(date +%s) - t0 ))
python3 -c "
import json, os
info_path = os.path.join('$odir', 'best_program_info.json')
metrics = {}
if os.path.exists(info_path):
with open(info_path) as f: metrics = json.load(f).get('metrics', {})
summary = {'problem':'$pid','status':'$status','elapsed_seconds':$elapsed,
'elapsed_human':'${elapsed}s','best_metrics':metrics}
with open(os.path.join('$odir','summary.json'),'w') as f:
json.dump(summary, f, indent=2, default=str)
"
echo "[$pid] $status (${elapsed}s)"
}
# βββ Main βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
cd "$ROOT"
PASSED=0 FAILED=0
if [ -n "$SINGLE" ]; then
# Single problem mode
for entry in "${PROBLEMS[@]}"; do
IFS='|' read -r pid ppath <<< "$entry"
[ "$pid" = "$SINGLE" ] && { run_problem "$pid" "$ppath" && PASSED=1 || FAILED=1; break; }
done
[ $((PASSED+FAILED)) -eq 0 ] && {
echo "Unknown problem: $SINGLE. Available:"
printf ' %s\n' "${PROBLEMS[@]%%|*}"
exit 1
}
else
for i in "${!PROBLEMS[@]}"; do
IFS='|' read -r pid ppath <<< "${PROBLEMS[$i]}"
echo ""
echo "βββ [$((i+1))/${#PROBLEMS[@]}] $pid βββ"
run_problem "$pid" "$ppath" && PASSED=$((PASSED+1)) || FAILED=$((FAILED+1))
done
fi
echo ""
echo "=== Done: ${PASSED} passed, ${FAILED} failed ==="
echo ""
# Final report via analyze.py
python3 "$SCRIPT_DIR/analyze.py" --benchmark "$RESULTS_DIR"
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