DAG: multi_interest_ldd

schedule: 00 07 * * *

multi_interest_ldd

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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=8, day=20).astimezone(tz),
    'email': ['tian23.li@tcl.com'],
    'email_on_failure': True,
    'email_on_retry': True,
    'retries': 2,
    'retry_delay': timedelta(minutes=20),
}

_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_ldd',
    description='flow for multi-interest ldd',
    default_args=default_args,
    schedule_interval='00 07 * * *',
)

# 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,
# )


update_ldd_media = BashOperator(
    task_id='update_ldd_media',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/recsys2/bin/python 0_update_ldd_media.py",
    depends_on_past =False,
    dag=dag,
)
update_ldd_media_v2 = BashOperator(
    task_id='update_ldd_media_v2',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/recsys2/bin/python 0_1_update_ldd_media_v2.py",
    depends_on_past =False,
    dag=dag,
)
update_content_embedding_ldd = BashOperator(
    task_id='update_content_embedding_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/script && /data/dev/miniconda/envs/easyrec/bin/python update_content_embedding_ldd.py",
    depends_on_past =False,
    dag=dag,
)
get_pretrained_content_embedding_ldd = BashOperator(
    task_id='get_pretrained_content_embedding_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_content_embedding_ldd.py --dataset ldd",
    depends_on_past =False,
    dag=dag,
)
get_pretrained_image_embedding_minicpm_ldd = BashOperator(
    task_id='get_pretrained_image_embedding_minicpm_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/deepmatch/bin/python get_pretrained_image_embedding_minicpm_ldd.py --dataset ldd",
    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 ldd --text_feat --image_feat",
    depends_on_past =False,
    dag=dag,
)
get_top300_aids = BashOperator(
    task_id='get_top300_aids',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/recsys2/bin/python get_top300_aids.py",
    depends_on_past =False,
    dag=dag,
)

generate_user_click_data_ldd = BashOperator(
    task_id='generate_user_click_data_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/recsys2/bin/python 1_get_user_click_data_ldd.py",
    depends_on_past =False,
    dag=dag,
)

update_user_click_ldd_60days = BashOperator(
    task_id='update_user_click_ldd_60days',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/deepmatch/bin/python 2_1_update_user_click_ldd_60days.py",
    depends_on_past =False,
    dag=dag,
)
generate_diffurec_dataset = BashOperator(
    task_id='generate_diffurec_dataset',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/deepmatch/bin/python 3_generate_diffurec_dataset.py",
    depends_on_past =False,
    dag=dag,
)
# # # train
# train_diffurec_ldd = BashOperator(
#     task_id='train_diffurec_ldd',
#     bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/DiffuRec/src && /data/dev/miniconda/envs/pt1.0/bin/python main_daily.py --dataset ldd --max_len 10",
#     depends_on_past =False,
#     dag=dag,
# )
train_diffurec_ldd = BashOperator(
    task_id='train_diffurec_ldd',
    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 ldd --max_len 10 --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/ldd && /data/dev/miniconda/envs/deepmatch/bin/python 4_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/ldd && /data/dev/miniconda/envs/pt1.0/bin/python 5_generate_diffurec_recall_result.py --text_feat --image_feat",
    depends_on_past =False,
    dag=dag,
)
generate_diffurec_recall_result_234 = BashOperator(
    task_id='generate_diffurec_recall_result_234',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd && /data/dev/miniconda/envs/pt1.0/bin/python 5_1_generate_diffurec_recall_result_234.py --text_feat --image_feat",
    depends_on_past =False,
    dag=dag,
)

## jx lst ldd
"""
generate_diffurec_dataset_jx_ldd = BashOperator(
    task_id='generate_diffurec_dataset_jx_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd/jx_lst_sep && /data/dev/miniconda/envs/deepmatch/bin/python 3_generate_diffurec_dataset_jx_ldd.py",
    depends_on_past =False,
    dag=dag,
)
# # # train
train_diffurec_ldd_sep = BashOperator(
    task_id='train_diffurec_ldd_sep',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/DiffuRec/src && /data/dev/miniconda/envs/pt1.0/bin/python main_daily_sep.py --dataset ldd --max_len 10",
    depends_on_past =False,
    dag=dag,
)
generate_inference_dataset_jx_ldd = BashOperator(
    task_id='generate_inference_dataset_jx_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd/jx_lst_sep && /data/dev/miniconda/envs/deepmatch/bin/python 4_generate_inference_dataset_jx_ldd.py",
    depends_on_past =False,
    dag=dag,
)

generate_diffurec_recall_result_jx_ldd = BashOperator(
    task_id='generate_diffurec_recall_result_jx_ldd',
    bash_command="cd /data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd/jx_lst_sep && /data/dev/miniconda/envs/pt1.0/bin/python 5_generate_diffurec_recall_result_jx_ldd.py",
    depends_on_past =False,
    dag=dag,
)

"""
save_ldd_recall_to_hive = SparkSubmitOperator(
    task_id='save_ldd_recall_to_hive',
    dag=dag,
    **_config,
    application= '/data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd/save_ldd_recall_to_hive.py',
    conn_id = "spark_local",
)
save_ldd_recall_to_hive_jx_lst = SparkSubmitOperator(
    task_id='save_ldd_recall_to_hive_jx_lst',
    dag=dag,
    **_config,
    application= '/data/gangyanyuan/terry/terry-recsys-2024/multi-interest/script/ldd/save_ldd_recall_to_hive_jx_lst.py',
    conn_id = "spark_local",
)


update_ldd_media >> update_ldd_media_v2 >> update_content_embedding_ldd

update_ldd_media >> get_top300_aids >> generate_user_click_data_ldd >> update_user_click_ldd_60days >> generate_diffurec_dataset >> get_pretrained_content_embedding_ldd >> get_pretrained_image_embedding_minicpm_ldd >> pca_text_image >> train_diffurec_ldd >> generate_inference_dataset >> [generate_diffurec_recall_result,generate_diffurec_recall_result_234] 

generate_diffurec_recall_result >> [save_ldd_recall_to_hive, save_ldd_recall_to_hive_jx_lst]

generate_diffurec_recall_result_234 >> [save_ldd_recall_to_hive, save_ldd_recall_to_hive_jx_lst]
# update_user_click_ldd_60days >> generate_diffurec_dataset_jx_ldd >> train_diffurec_ldd_sep >> generate_inference_dataset_jx_ldd >> generate_diffurec_recall_result_jx_ldd >> save_ldd_recall_to_hive_jx_lst