05_update_everyday_ros.sh 1.9 KB

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  1. #!/bin/sh
  2. set -e
  3. # 0 全局变量/参数
  4. savePath=/dw/recommend/model/ros_sample_v2/
  5. model_name=model_ros_v2
  6. today="$(date +%Y%m%d)"
  7. #yesterday="$(date -d '1 days ago' +%Y%m%d)"
  8. yesterday=20231221
  9. HADOOP="/opt/apps/HADOOP-COMMON/hadoop-common-current/bin/hadoop"
  10. FM_TRAIN="/root/sunmingze/alphaFM/bin/fm_train"
  11. MODEL_PATH="/root/zhangbo/recommend-emr-dataprocess/zhangbo/model/"
  12. OSS_PATH="oss://art-recommend.oss-cn-hangzhou.aliyuncs.com/video_str_model"
  13. # 1 生产数据
  14. /opt/apps/SPARK2/spark-2.4.8-hadoop3.2-1.0.8/bin/spark-class2 org.apache.spark.deploy.SparkSubmit \
  15. --class com.aliyun.odps.spark.examples.makedata.makedata_01_readtable2hdfs \
  16. --master yarn --driver-memory 1G --executor-memory 4G --executor-cores 2 --num-executors 16 \
  17. /root/zhangbo/recommend-emr-dataprocess/target/spark-examples-1.0.0-SNAPSHOT-shaded.jar \
  18. tablePart:32 savePath:${savePath} beginStr:${yesterday} endStr:${yesterday}
  19. # 2 加载上次模型 训练本轮数据 保存本轮模型
  20. end_date=${today}
  21. loop_date=${yesterday}
  22. while [[ "$loop_date" != "$end_date" ]]; do
  23. echo -------train ${loop_date}----------
  24. loop_date_model=$(date -d "$loop_date - 1 day" +%Y%m%d)
  25. $HADOOP fs -text ${savePath}/dt=${loop_date}/* | ${FM_TRAIN} -m ${MODEL_PATH}/${model_name}_${loop_date}.txt \
  26. -dim 1,1,0 -core 8 -im ${MODEL_PATH}/${model_name}_${loop_date_model}.txt
  27. echo -------save ${MODEL_PATH}/${model_name}_${loop_date}.txt----------
  28. loop_date=$(date -d "$loop_date + 1 day" +%Y%m%d)
  29. done
  30. # 3 本轮模型格式转换
  31. cat ${MODEL_PATH}/${model_name}_${yesterday}.txt \
  32. | sed '1d' | awk -F " " '{if($2!="0") print $1"\t"$2}' \
  33. > ${MODEL_PATH}/${model_name}_${yesterday}_change.txt
  34. # 4 转换后模型上传oss
  35. $HADOOP fs -rm -r oss://art-recommend.oss-cn-hangzhou.aliyuncs.com/video_str_model/${model_name}_change.txt
  36. $HADOOP fs -put ${MODEL_PATH}/${model_name}_${yesterday}_change.txt ${OSS_PATH}/${model_name}_change.txt
  37. #nohup sh 05_update_everyday_ros.sh > p.log 2>&1 &