#! /bin/bash
git checkout master
PYTHON_PATH=/srv/envs/esmm/bin/python
MODEL_PATH=/srv/apps/ffm-baseline_git/eda/esmm/Model_pipline
LOCAL_PATH=/home/gmuser/esmm
HDFS_PATH=hdfs://172.16.32.4:8020/strategy/esmm

echo "rm model file"
rm -r ${LOCAL_PATH}/model_ckpt/DeepCvrMTL/20*

echo "train..."
CLASSPATH="$(hadoop classpath --glob)" ${PYTHON_PATH} ${MODEL_PATH}/train.py --ctr_task_wgt=0.5 --learning_rate=0.0001 --deep_layers=512,256,128,64,32 --dropout=0.3,0.3,0.3,0.3,0.3 --optimizer=Adam --num_epochs=1 --embedding_size=16 --batch_size=10000 --field_size=15 --feature_size=600000 --l2_reg=0.005 --log_steps=100 --num_threads=36 --model_dir=${LOCAL_PATH}/model_ckpt/DeepCvrMTL/ --local_dir=${LOCAL_PATH} --task_type=train

echo "infer native..."
CLASSPATH="$(hadoop classpath --glob)" ${PYTHON_PATH} ${MODEL_PATH}/train.py --ctr_task_wgt=0.5 --learning_rate=0.0001 --deep_layers=512,256,128,64,32 --dropout=0.3,0.3,0.3,0.3,0.3 --optimizer=Adam --num_epochs=1 --embedding_size=16 --batch_size=10000 --field_size=15 --feature_size=600000 --l2_reg=0.005 --log_steps=100 --num_threads=36 --model_dir=${LOCAL_PATH}/model_ckpt/DeepCvrMTL/ --local_dir=${LOCAL_PATH}/native --hdfs_dir=${HDFS_PATH}/native --task_type=infer


echo "infer nearby..."
CLASSPATH="$(hadoop classpath --glob)" ${PYTHON_PATH} ${MODEL_PATH}/train.py --ctr_task_wgt=0.5 --learning_rate=0.0001 --deep_layers=512,256,128,64,32 --dropout=0.3,0.3,0.3,0.3,0.3 --optimizer=Adam --num_epochs=1 --embedding_size=16 --batch_size=10000 --field_size=15 --feature_size=600000 --l2_reg=0.005 --log_steps=100 --num_threads=36 --model_dir=${LOCAL_PATH}/model_ckpt/DeepCvrMTL/ --local_dir=${LOCAL_PATH}/nearby --hdfs_dir=${HDFS_PATH}/nearby --task_type=infer

echo "sort and 2sql"
${PYTHON_PATH} ${MODEL_PATH}/to_database.py