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Amazon-Selection-Data
Commit f7a08785 by chenyuanjie
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ASIN信息库修正索引结构

parent c4a58441
Showing with 175 additions and 10 deletions
Pyspark_job/export_es/es_ai_asin_add.py
......@@ -29,6 +29,7 @@ class EsAiAsinAdd(object):
self.df_ai_asin_detail = self.spark.sql(f"select 1+1;")
self.df_ai_asin_analyze = self.spark.sql(f"select 1+1;")
self.df_profit_rate = self.spark.sql(f"select 1+1;")
self.df_save_pg = self.spark.sql(f"select 1+1;")
self.df_save_es = self.spark.sql(f"select 1+1;")
......@@ -126,7 +127,10 @@ class EsAiAsinAdd(object):
title_word_content,
array_to_string(package_quantity_arr, ',') as package_quantity_arr,
package_quantity_flag,
label_content
label_content,
festival,
multi_color_flag,
multi_color_content
from {self.site_name}_ai_asin_analyze_detail
"""
self.df_ai_asin_analyze = SparkUtil.read_jdbc_query(
......@@ -143,6 +147,16 @@ class EsAiAsinAdd(object):
print("AI分析数据如下：")
self.df_ai_asin_analyze.show(10, True)
# 读取利润率数据
sql3 = f"""
select asin, price, ocean_profit, air_profit
from dim_asin_profit_rate_info
where site_name = '{self.site_name}'
"""
self.df_profit_rate = self.spark.sql(sql3).repartition(40, 'asin').cache()
print("利润率数据如下：")
self.df_profit_rate.show(10, True)
def handle_data(self):
self.df_save_pg = self.df_ai_asin_detail.join(
self.df_ai_asin_analyze, 'asin', 'left_anti'
......@@ -155,17 +169,35 @@ class EsAiAsinAdd(object):
'is_ascending_flag'
)
df_profit = self.df_profit_rate.withColumn(
"profit_rate_extra",
F.when(
F.col("ocean_profit").isNull() & F.col("air_profit").isNull(),
F.lit(None)
).otherwise(
F.struct(
F.col("ocean_profit").alias("ocean_profit"),
F.col("air_profit").alias("air_profit")
)
)
).drop("ocean_profit", "air_profit")
self.df_save_es = self.df_ai_asin_detail.join(
self.df_ai_asin_analyze, 'asin', 'inner'
).withColumn(
'profit_key', F.concat_ws("_", F.col("asin"), F.col("price"))
).join(
df_profit, on=["asin", "price"], how="left"
).select(
'account_addr', 'account_name', 'analyze_id', 'ao_val', 'appearance', 'asin', 'bought_month',
'bought_month_mom', 'bought_month_yoy', 'brand', 'bsr_rank', 'buy_box_seller_type', 'category',
'category_current_id', 'category_id', 'color', 'crowd', 'fb_country_name', 'function', 'img',
'img_num', 'is_ascending_flag', 'is_new_flag', 'label_content', 'launch_time', 'launch_time_type',
'material', 'package_quantity', 'package_quantity_arr', 'package_quantity_flag', 'parent_asin',
'price', 'rating', 'scene_comment', 'scene_title', 'seller_id', 'shape', 'short_desc', 'site_name',
'size', 'theme', 'title', 'title_pic_content', 'title_pic_flag', 'title_word_content',
'title_word_flag', 'total_comments', 'uses', 'variation_flag', 'variation_num', 'weight'
'account_addr', 'account_name', 'analyze_id', 'ao_val', 'appearance', 'asin', 'bought_month',
'bought_month_mom', 'bought_month_yoy', 'brand', 'bsr_rank', 'buy_box_seller_type', 'category',
'category_current_id', 'category_id', 'color', 'crowd', 'fb_country_name', 'festival', 'function',
'img', 'img_num', 'is_ascending_flag', 'is_new_flag', 'label_content', 'launch_time', 'launch_time_type',
'material', 'multi_color_content', 'multi_color_flag', 'package_quantity', 'package_quantity_arr',
'package_quantity_flag', 'parent_asin', 'price', 'profit_key', 'profit_rate_extra', 'rating',
'scene_comment', 'scene_title', 'seller_id', 'shape', 'short_desc', 'site_name', 'size', 'theme',
'title', 'title_pic_content', 'title_pic_flag', 'title_word_content', 'title_word_flag',
'total_comments', 'uses', 'variation_flag', 'variation_num', 'weight'
)
def save_data(self):
......@@ -180,11 +212,12 @@ class EsAiAsinAdd(object):
.save()
CommonUtil.send_wx_msg(['wujicang', 'chenyuanjie'], 'ASIN信息库增量数据导出', f'详情：{self.export_pg_tb} {self.site_name} {self.date_type} {self.date_info}')
except Exception as e:
print("An error occurred while writing to Elasticsearch:", str(e))
print("An error occurred while writing to PostgreSQL:", str(e))
CommonUtil.send_wx_msg(['chenyuanjie'], '\u26A0 ASIN信息库增量数据导出失败', f'详情：{self.export_pg_tb} {self.site_name} {self.date_type} {self.date_info}')
# 将增量asin导出到es
try:
EsUtils.create_index(self.es_index, self.es_client, EsUtils.get_es_ai_body())
self.df_save_es.write.format("org.elasticsearch.spark.sql") \
.options(**self.es_options) \
.mode("append") \
......
Pyspark_job/utils/es_util.py
......@@ -1052,6 +1052,138 @@ class EsUtils(object):
}
}
@staticmethod
def get_es_ai_body():
return {
"settings": {
"number_of_shards": "3",
"number_of_replicas": "1",
"analysis": {
"filter": {
"en_snowball": {
"type": "snowball",
"language": "English"
},
"en_synonym": {
"type": "synonym_graph",
"synonyms_path": "analysis/synonyms_en.txt",
"updateable": "true"
}
},
"analyzer": {
"en_analyzer": {
"type": "custom",
"tokenizer": "standard",
"filter": [
"lowercase",
"en_snowball"
]
},
"en_search_analyzer": {
"tokenizer": "standard",
"filter": [
"lowercase",
"en_synonym",
"en_snowball"
]
}
},
"normalizer": {
"lowercase_normalizer": {
"type": "custom",
"char_filter": [],
"filter": [
"lowercase"
]
}
}
}
},
"mappings": {
"properties": {
"asin": {"type": "keyword"},
"parent_asin": {"type": "keyword"},
"site_name": {"type": "keyword"},
"analyze_id": {"type": "integer"},
"seller_id": {"type": "keyword"},
"title": {
"type": "text",
"analyzer": "en_analyzer",
"search_analyzer": "en_search_analyzer"
},
"img": {"type": "keyword"},
"img_num": {"type": "integer"},
"launch_time": {"type": "keyword"},
"launch_time_type": {"type": "integer"},
"price": {"type": "scaled_float", "scaling_factor": 100},
"rating": {"type": "scaled_float", "scaling_factor": 100},
"total_comments": {"type": "integer"},
"bought_month": {"type": "integer"},
"bought_month_mom": {"type": "scaled_float", "scaling_factor": 100},
"bought_month_yoy": {"type": "scaled_float", "scaling_factor": 100},
"bsr_rank": {"type": "integer"},
"bsr_rank_str": {"type": "keyword"},
"ao_val": {"type": "scaled_float", "scaling_factor": 100},
"variation_flag": {"type": "integer"},
"variation_num": {"type": "integer"},
"is_ascending_flag": {"type": "integer"},
"is_new_flag": {"type": "integer"},
"buy_box_seller_type": {"type": "keyword"},
"category": {"type": "keyword"},
"category_id": {"type": "keyword"},
"category_current_id": {"type": "keyword"},
"festival": {"type": "keyword"},
"fb_country_name": {"type": "keyword"},
"profit_key": {"type": "keyword"},
"multi_color_flag": {"type": "keyword"},
"package_quantity_flag": {"type": "keyword"},
"title_pic_flag": {"type": "keyword"},
"title_word_flag": {"type": "keyword"},
"account_addr": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"account_name": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"appearance": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"brand": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"color": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"crowd": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"function": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"material": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"multi_color_content": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"package_quantity": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"package_quantity_arr": {"type": "integer"},
"scene_comment": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"scene_title": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"shape": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"short_desc": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"size": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"theme": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"title_pic_content": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"title_word_content": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"uses": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"weight": {"type": "keyword", "normalizer": "lowercase_normalizer"},
"label_content": {
"type": "text",
"fields": {
"keyword": {
"type": "keyword",
"normalizer": "lowercase_normalizer"
}
}
},
"profit_rate_extra": {
"type": "object",
"properties": {
"ocean_profit": {
"type": "float"
},
"air_profit": {
"type": "float"
}
}
}
}
}
}
#创建索引
@staticmethod
def create_index(index_name, client, request_body):
......
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