#!/bin/bash # ===================================== # ProDiff 训练完成模型测试脚本 # ===================================== # 配置参数 EXP_NAME="trajectory_a40_turbo_optimized" DEVICE_ID=0 SAMPLING_TYPE="ddim" # 使用DDIM快速采样 TEST_EPOCH=50 # 测试第50个epoch的模型 # 实验目录 EXP_DIR="./Experiments/trajectory_a40_turbo_optimized_TKY_temporal_len32_ddim_20250730-093850" MODEL_PATH="${EXP_DIR}" TIMESTAMP="20250730-093850" # 日志设置 LOG_DIR="./test_logs" mkdir -p ${LOG_DIR} TIMESTAMP_NOW=$(date +%Y%m%d_%H%M%S) LOG_FILE="${LOG_DIR}/test_${EXP_NAME}_epoch${TEST_EPOCH}_${TIMESTAMP_NOW}.log" echo "=====================================" | tee ${LOG_FILE} echo "ProDiff 训练模型测试启动" | tee -a ${LOG_FILE} echo "=====================================" | tee -a ${LOG_FILE} echo "实验名称: ${EXP_NAME}" | tee -a ${LOG_FILE} echo "GPU设备: ${DEVICE_ID}" | tee -a ${LOG_FILE} echo "采样类型: ${SAMPLING_TYPE}" | tee -a ${LOG_FILE} echo "测试Epoch: ${TEST_EPOCH}" | tee -a ${LOG_FILE} echo "模型路径: ${MODEL_PATH}" | tee -a ${LOG_FILE} echo "日志文件: ${LOG_FILE}" | tee -a ${LOG_FILE} echo "启动时间: $(date)" | tee -a ${LOG_FILE} echo "=====================================" | tee -a ${LOG_FILE} # 检查GPU状态 echo "检查GPU状态..." | tee -a ${LOG_FILE} nvidia-smi | tee -a ${LOG_FILE} # 设置环境变量优化 export PYTORCH_CUDA_ALLOC_CONF=max_split_size_mb:512 export OMP_NUM_THREADS=8 echo "开始模型测试..." | tee -a ${LOG_FILE} # 执行测试 python3 -u main.py \ --mode test \ --model_path ${MODEL_PATH} \ --model_epoch ${TEST_EPOCH} \ --sampling_type ${SAMPLING_TYPE} \ --ddim_steps 50 \ --ddim_eta 0.0 \ --device_id ${DEVICE_ID} \ --exp_name ${EXP_NAME}_test \ --debug \ 2>&1 | tee -a ${LOG_FILE} EXIT_CODE=${PIPESTATUS[0]} echo "=====================================" | tee -a ${LOG_FILE} if [ ${EXIT_CODE} -eq 0 ]; then echo "✅ 模型测试成功完成!" | tee -a ${LOG_FILE} else echo "❌ 模型测试失败,退出码: ${EXIT_CODE}" | tee -a ${LOG_FILE} fi echo "完成时间: $(date)" | tee -a ${LOG_FILE} echo "=====================================" | tee -a ${LOG_FILE} # 显示测试结果位置 if [ ${EXIT_CODE} -eq 0 ]; then echo "" | tee -a ${LOG_FILE} echo "📊 测试结果已保存到:" | tee -a ${LOG_FILE} echo " 日志文件: ${LOG_FILE}" | tee -a ${LOG_FILE} echo " 结果目录: ${EXP_DIR}/results/" | tee -a ${LOG_FILE} echo "" | tee -a ${LOG_FILE} echo "📈 查看测试指标:" | tee -a ${LOG_FILE} echo " MTD (平均轨迹距离): 衡量生成轨迹的空间精度" | tee -a ${LOG_FILE} echo " MPPE (平均位置预测误差): 衡量位置预测准确性" | tee -a ${LOG_FILE} echo " TC@X (轨迹覆盖率): 在X米阈值内的预测准确率" | tee -a ${LOG_FILE} echo "" | tee -a ${LOG_FILE} fi exit ${EXIT_CODE}