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205 | from airflow import DAG
from airflow.operators.bash_operator import BashOperator
from datetime import datetime, timedelta
from airflow.contrib.operators.spark_submit_operator import SparkSubmitOperator
from datetime import timedelta,datetime
import pendulum
import pytz
tz = pytz.timezone('Asia/Shanghai')
default_args = {
'owner': 'Terry',
'depends_on_past': False,
'start_date': pendulum.datetime(year=2024, month=4, day=23).astimezone(tz),
'email': ['tian23.li@tcl.com'],
'email_on_failure': True,
'email_on_retry': True,
'retries': 2,
'retry_delay': timedelta(minutes=5),
}
_config = {
'conf': {
'spark.executor.extraJavaOptions': '-XX:+UseConcMarkSweepGC',
"spark.dynamicAllocation.minExecutors":8,
"spark.dynamicAllocation.maxExecutors":8,
"spark.yarn.executor.memoryOverhead":2648,
"spark.driver.maxResultSize": "4g",
"spark.yarn.maxAppAttempts": 1,
"spark.network.timeout": 1000000,
"spark.executor.heartbeatInterval" : 1000000
},
'executor_cores': 4,
'executor_memory': '6g',
'name': '{{ task_instance.task_id }}',
'driver_memory': '6g',
}
dag = DAG(
dag_id='multi_interest_jx_feed',
description='flow for multi-interest jx feed inference',
default_args=default_args,
schedule_interval='20 05 * * *',
)
# kill_iPython_job = BashOperator(
# task_id='kill_iPython_job',
# bash_command="ps -ef | grep ipykernel | grep -v grep | awk '{print $2}' | xargs kill -9",
# #bash_command="kill $(nvidia-smi -g 0)",
# dag=dag,
# )
get_aid_click_expose_jx_lst_ndays_local = SparkSubmitOperator(
task_id='get_aid_click_expose_jx_feed_ndays_local',
dag=dag,
**_config,
application='/data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/get_aid_click_expose_jx_feed_ndays_local.py',
conn_id = "spark_local",
)
online_monitor_ecpm_by_bucket_may_algo = SparkSubmitOperator(
task_id='online_monitor_ecpm_by_bucket_may_algo',
dag=dag,
**_config,
application= "/data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ecpm_monitor/online_monitor_ecpm_by_bucket_may_algo.py",
conn_id = "spark_local",
)
get_jx_feed_dnum_expose = BashOperator(
task_id='get_jx_feed_dnum_expose',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/recsys2/bin/python 1_get_jx_feed_dnum_expose.py",
depends_on_past =False,
dag=dag,
)
get_jx_feed_dnum_30days = BashOperator(
task_id='get_jx_feed_dnum_30days',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/recsys2/bin/python 2_get_jx_feed_dnum_30days.py",
depends_on_past =False,
dag=dag,
)
update_user_click_jx_feed_60days = BashOperator(
task_id='update_user_click_jx_feed_60days',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/deepmatch/bin/python 3_1_update_user_click_jx_feed_60days.py",
depends_on_past =False,
dag=dag,
)
generate_diffurec_dataset_jx_feed = BashOperator(
task_id='generate_diffurec_dataset_jx_feed',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/deepmatch/bin/python 4_generate_diffurec_dataset_jx_feed.py",
depends_on_past =False,
dag=dag,
)
pca_text_image = BashOperator(
task_id='pca_text_image',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script && /data/dev/miniconda/envs/deepmatch/bin/python pca.py --dataset jx_feed --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
# train
train_diffurec_jx_feed = BashOperator(
task_id='train_diffurec_jx_feed',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/DiffuRec/src_v2 && /data/dev/miniconda/envs/pt1.0/bin/python main_daily.py --dataset jx_feed --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
generate_inference_dataset = BashOperator(
task_id='generate_inference_dataset',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/deepmatch/bin/python 5_generate_inference_dataset.py",
depends_on_past =False,
dag=dag,
)
generate_diffurec_recall_result = BashOperator(
task_id='generate_diffurec_recall_result',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/pt1.0/bin/python 6_generate_diffurec_recall_result.py --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
# sep
get_vip_users = BashOperator(
task_id='get_vip_users',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/movie_tv && /data/dev/miniconda/envs/deepmatch/bin/python 0_get_vip_users.py",
depends_on_past =False,
dag=dag,
)
update_user_click_jx_feed_60days_novip = BashOperator(
task_id='update_user_click_jx_feed_60days_novip',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/deepmatch/bin/python 3_1_update_user_click_jx_feed_60days_novip_v2.py",
depends_on_past =False,
dag=dag,
)
generate_diffurec_dataset_jx_feed_novip = BashOperator(
task_id='generate_diffurec_dataset_jx_feed_novip',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/deepmatch/bin/python 4_generate_diffurec_dataset_jx_feed_novip.py",
depends_on_past =False,
dag=dag,
)
pca_text_image_v2 = BashOperator(
task_id='pca_text_image_v2',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script && /data/dev/miniconda/envs/deepmatch/bin/python pca_v2.py --dataset jx_feed --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
# train
train_diffurec_jx_feed_novip = BashOperator(
task_id='train_diffurec_jx_feed_novip',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/DiffuRec/src_v2 && /data/dev/miniconda/envs/pt1.0/bin/python main_daily_llm_v2.py --dataset jx_feed --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
generate_inference_dataset_novip = BashOperator(
task_id='generate_inference_dataset_novip',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/deepmatch/bin/python 5_generate_inference_dataset_novip.py",
depends_on_past =False,
dag=dag,
)
generate_diffurec_recall_result_novip = BashOperator(
task_id='generate_diffurec_recall_result_novip',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/pt1.0/bin/python 6_generate_diffurec_recall_result_novip.py --text_feat --image_feat",
depends_on_past =False,
dag=dag,
)
save_jx_feed_recall_to_hive_v2 = SparkSubmitOperator(
task_id='save_jx_feed_recall_to_hive_v2',
dag=dag,
**_config,
application= '/data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/save_jx_feed_recall_to_hive_v2.py',
conn_id = "spark_local",
)
get_pretrained_content_embedding_jx_feed = BashOperator(
task_id='get_pretrained_content_embedding_jx_feed',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_content_embedding_jx_feed.py --dataset jx_feed",
depends_on_past =False,
dag=dag,
)
get_pretrained_image_embedding_minicpm_jx_feed = BashOperator(
task_id='get_pretrained_image_embedding_minicpm_jx_feed',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_image_embedding_minicpm_jx_feed.py --dataset jx_feed",
depends_on_past =False,
dag=dag,
)
get_pretrained_content_embedding_jx_feed_sep = BashOperator(
task_id='get_pretrained_content_embedding_jx_feed_sep',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_content_embedding_jx_feed_sep.py --dataset jx_feed",
depends_on_past =False,
dag=dag,
)
get_pretrained_image_embedding_minicpm_sep = BashOperator(
task_id='get_pretrained_image_embedding_minicpm_jx_feed_sep',
bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/jx_feed/novip_sep && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_image_embedding_minicpm_jx_feed_sep.py --dataset jx_feed",
depends_on_past =False,
dag=dag,
)
get_aid_click_expose_jx_lst_ndays_local >> online_monitor_ecpm_by_bucket_may_algo
get_jx_feed_dnum_expose >> get_jx_feed_dnum_30days >> get_vip_users >> update_user_click_jx_feed_60days >> update_user_click_jx_feed_60days_novip >> generate_diffurec_dataset_jx_feed >> get_pretrained_content_embedding_jx_feed >> get_pretrained_image_embedding_minicpm_jx_feed >> pca_text_image>> train_diffurec_jx_feed >> generate_inference_dataset >> generate_diffurec_recall_result >> save_jx_feed_recall_to_hive_v2
update_user_click_jx_feed_60days_novip >> generate_diffurec_dataset_jx_feed_novip >> get_pretrained_content_embedding_jx_feed_sep >> get_pretrained_image_embedding_minicpm_sep >> pca_text_image_v2 >> train_diffurec_jx_feed_novip >> generate_inference_dataset_novip >> generate_diffurec_recall_result_novip >> save_jx_feed_recall_to_hive_v2
|