xhguo7 9388fef0ef
feat(eval): loc acc evaluation (#8515)
Co-authored-by: Xingyao Wang <xingyao@all-hands.dev>
Co-authored-by: mamoodi <mamoodiha@gmail.com>
2025-07-11 03:22:35 +08:00

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#!/usr/bin/env bash
set -eo pipefail
source "evaluation/utils/version_control.sh"
# Function to display usage information
usage() {
echo "Usage: $0 [OPTIONS]"
echo "Options:"
echo " --infer-dir DIR Directory containing model inference outputs"
echo " --split SPLIT SWE-Bench dataset split selection"
echo " --dataset DATASET Dataset name"
echo " --max-infer-turn NUM Max number of turns for coding agent"
echo " --align-with-max BOOL Align failed instance indices with max iteration (true/false)"
echo " -h, --help Display this help message"
echo ""
echo "Example:"
echo " $0 --infer-dir ./inference_outputs --split test --align-with-max false"
}
# Check if no arguments were provided
if [ $# -eq 0 ]; then
usage
exit 1
fi
# Parse command line arguments
while [[ $# -gt 0 ]]; do
case $1 in
--infer-dir)
INFER_DIR="$2"
shift 2
;;
--split)
SPLIT="$2"
shift 2
;;
--dataset)
DATASET="$2"
shift 2
;;
--max-infer-turn)
MAX_TURN="$2"
shift 2
;;
--align-with-max)
ALIGN_WITH_MAX="$2"
shift 2
;;
-h|--help)
usage
exit 0
;;
*)
echo "Unknown option: $1"
usage
exit 1
;;
esac
done
# Check for required arguments (only INFER_DIR is required)
if [ -z "$INFER_DIR" ]; then
echo "Error: Missing required arguments (--infer-dir is required)"
usage
exit 1
fi
# Set defaults for optional arguments if not provided
if [ -z "$SPLIT" ]; then
SPLIT="test"
echo "Split not specified, using default: $SPLIT"
fi
if [ -z "$DATASET" ]; then
DATASET="princeton-nlp/SWE-bench_Verified"
echo "Dataset not specified, using default: $DATASET"
fi
if [ -z "$MAX_TURN" ]; then
MAX_TURN=20
echo "Max inference turn not specified, using default: $MAX_TURN"
fi
if [ -z "$ALIGN_WITH_MAX" ]; then
ALIGN_WITH_MAX="true"
echo "Align with max not specified, using default: $ALIGN_WITH_MAX"
fi
# Validate align-with-max value
if [ "$ALIGN_WITH_MAX" != "true" ] && [ "$ALIGN_WITH_MAX" != "false" ]; then
print_error "Invalid value for --align-with-max: $ALIGN_WITH_MAX. Must be 'true' or 'false'"
exit 1
fi
# Color codes for output
RED='\033[0;31m'
GREEN='\033[0;32m'
YELLOW='\033[1;33m'
BLUE='\033[0;34m'
NC='\033[0m' # No Color
# Function to print colored output
print_status() {
echo -e "${GREEN}[INFO]${NC} $1"
}
print_error() {
echo -e "${RED}[ERROR]${NC} $1"
}
print_warning() {
echo -e "${YELLOW}[WARNING]${NC} $1"
}
print_header() {
echo -e "${BLUE}[TASK]${NC} $1"
}
# Check if Python is available
print_header "Checking Python installation..."
if ! command -v python3 &> /dev/null; then
if ! command -v python &> /dev/null; then
print_error "Python is not installed or not in PATH"
exit 1
else
PYTHON_CMD="python"
print_status "Using python command"
fi
else
PYTHON_CMD="python3"
print_status "Using python3 command"
fi
# Check if the Python script exists
SCRIPT_NAME="./evaluation/benchmarks/swe_bench/loc_eval/loc_evaluator.py"
if [ ! -f "$SCRIPT_NAME" ]; then
print_error "Python script '$SCRIPT_NAME' not found in current directory"
print_warning "Make sure the Python script is in the same directory as this bash script"
exit 1
fi
# Check if required directories exist
print_header "Validating directories..."
if [ ! -d "$INFER_DIR" ]; then
print_error "Inference directory not found: $INFER_DIR"
exit 1
fi
# Evaluation outputs
EVAL_DIR="$INFER_DIR/eval_outputs"
# Display configuration
print_header "Starting Localization Evaluation with the following configuration:"
echo " Inference Directory: $INFER_DIR"
if [ -d "$EVAL_DIR" ]; then
echo " Evaluation Directory: $EVAL_DIR"
else
echo " Evaluation Directory: None (evaluation outputs doesn't exist)"
fi
echo " Output Directory: $INFER_DIR/loc_eval"
echo " Split: $SPLIT"
echo " Dataset: $DATASET"
echo " Max Turns: $MAX_TURN"
echo " Align with Max: $ALIGN_WITH_MAX"
echo " Python Command: $PYTHON_CMD"
echo ""
# Check Python dependencies (optional check)
print_header "Checking Python dependencies..."
$PYTHON_CMD -c "
import sys
required_modules = ['pandas', 'json', 'os', 'argparse', 'collections']
missing_modules = []
for module in required_modules:
try:
__import__(module)
except ImportError:
missing_modules.append(module)
if missing_modules:
print(f'Missing required modules: {missing_modules}')
sys.exit(1)
else:
print('All basic dependencies are available')
" || {
print_error "Some Python dependencies are missing"
print_warning "Please install required packages: pip install pandas"
exit 1
}
# Create log directory if doesn't exists
mkdir -p "$INFER_DIR/loc_eval"
# Set up logging
LOG_FILE="$INFER_DIR/loc_eval/loc_evaluation_$(date +%Y%m%d_%H%M%S).log"
print_status "Logging output to: $LOG_FILE"
# Build the command
CMD_ARGS="\"$SCRIPT_NAME\" \
--infer-dir \"$INFER_DIR\" \
--split \"$SPLIT\" \
--dataset \"$DATASET\" \
--max-infer-turn \"$MAX_TURN\" \
--align-with-max \"$ALIGN_WITH_MAX\""
# Run the Python script
print_header "Running localization evaluation..."
eval "$PYTHON_CMD $CMD_ARGS" 2>&1 | tee "$LOG_FILE"
# Check if the script ran successfully
if [ ${PIPESTATUS[0]} -eq 0 ]; then
print_status "Localization evaluation completed successfully!"
print_status "Results saved to: $INFER_DIR/loc_eval"
print_status "Log file: $LOG_FILE"
# Display summary if results exist
if [ -f "$INFER_DIR/loc_eval/loc_eval_results/loc_acc/overall_eval.json" ]; then
print_header "Evaluation Summary:"
cat "$INFER_DIR/loc_eval/loc_eval_results/loc_acc/overall_eval.json"
echo
fi
else
print_error "Localization evaluation failed!"
print_warning "Check the log file for details: $LOG_FILE"
exit 1
fi