#!/bin/sh set -e set -x # 0 全局变量/参数 savePath=/dw/recommend/model/ros_sample_v2/ model_name=model_ros_v2 today="$(date +%Y%m%d)" today_early_1="$(date -d '1 days ago' +%Y%m%d)" #yesterday="$(date -d '1 days ago' +%Y%m%d)" yesterday=20231227 jar_main=$makedata_04_rosHdfsFromTablev2 HADOOP="/opt/apps/HADOOP-COMMON/hadoop-common-current/bin/hadoop" FM_TRAIN="/root/sunmingze/alphaFM/bin/fm_train" MODEL_PATH="/root/zhangbo/recommend-emr-dataprocess/zhangbo/model/" OSS_PATH="oss://art-recommend.oss-cn-hangzhou.aliyuncs.com/video_str_model" # 1 生产数据 /opt/apps/SPARK2/spark-2.4.8-hadoop3.2-1.0.8/bin/spark-class2 org.apache.spark.deploy.SparkSubmit \ --class com.aliyun.odps.spark.examples.makedata.${jar_main} \ --master yarn --driver-memory 1G --executor-memory 2G --executor-cores 1 --num-executors 16 \ /root/zhangbo/recommend-emr-dataprocess/target/spark-examples-1.0.0-SNAPSHOT-shaded.jar \ tablePart:32 savePath:${savePath} beginStr:${today_early_1} endStr:${today_early_1} if [ $? -eq 1 ]; then echo "Spark任务执行失败" exit 1 fi # 2 加载上次模型 训练本轮数据 保存本轮模型 end_date=${today} loop_date=${yesterday} while [[ "$loop_date" != "$end_date" ]]; do echo -------train ${loop_date}---------- loop_date_model=$(date -d "$loop_date - 1 day" +%Y%m%d) $HADOOP fs -text ${savePath}/dt=${loop_date}/* | ${FM_TRAIN} -m ${MODEL_PATH}/${model_name}_${loop_date}.txt \ -dim 1,1,0 -core 8 -im ${MODEL_PATH}/${model_name}_${loop_date_model}.txt if [ $? -eq 1 ]; then echo "训练失败" exit 1 fi echo -------save ${MODEL_PATH}/${model_name}_${loop_date}.txt---------- loop_date=$(date -d "$loop_date + 1 day" +%Y%m%d) done # 3 本轮模型格式转换 cat ${MODEL_PATH}/${model_name}_${today_early_1}.txt \ | sed '1d' | awk -F " " '{if($2!="0") print $1"\t"$2}' \ > ${MODEL_PATH}/${model_name}_${today_early_1}_change.txt # 4 转换后模型上传oss $HADOOP fs -rm -r oss://art-recommend.oss-cn-hangzhou.aliyuncs.com/video_str_model/${model_name}_change.txt $HADOOP fs -put ${MODEL_PATH}/${model_name}_${today_early_1}_change.txt ${OSS_PATH}/${model_name}_change.txt #nohup sh 05_update_everyday_ros.sh > p.log 2>&1 &