Upload sql_command.py
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sql_command.py
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'''
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'''
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##TODO:
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import sqlite3
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import pandas as pd
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## run the following function to set up a dedicated database using SQLite.
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def construct_db(data_file=None):
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excel_file = "/Users/yunshi/Downloads/360Data/Data Center/Working-On Task/演讲与培训/2023ChatGPT/Coding/Text2SQL/模拟数据.csv" # Replace with your actual file path
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df = pd.read_csv(excel_file)
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print('df:', df.head())
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conn = sqlite3.connect('myexcelDB.db') # Replace 'mydatabase.db' with your desired name
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# Create a cursor object to execute SQL commands
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cursor = conn.cursor()
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##NOTE: Insert data from DataFrame into the table. 注意这里的if_exists选项,考虑是否要覆盖原始内容。这里如果需要指定index,那么就需要指定index_label,且index=False,否则会选择默认的index,这样就会产生duplicate错误。
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df.to_sql('table01', conn, if_exists='replace', index=False, index_label="产品ID")
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return None
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def llm_query(sql_command):
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# Connect to the database (or create it if it doesn't exist)
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conn = sqlite3.connect('./myexcelDB.db') # Replace 'myexcelDB.db' with your desired name
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# Create a cursor object to execute SQL commands
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cursor = conn.cursor()
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## SQL command
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cursor.execute(sql_command)
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query_result = cursor.fetchall() # Fetch all rows as a list of tuples
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# print('query_result:', query_result)
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## 将列名也取出来。
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column_names = [description[0] for description in cursor.description]
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query_df = pd.DataFrame(query_result, columns=column_names)
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# query_df.set_index("产品ID", inplace=True)
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print('query_df:', query_df)
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return query_df
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# llm_query("SELECT * FROM table01 WHERE 宽度 > 300") ## sample function call.
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# construct_db()
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# sql = "SELECT 产品ID FROM table01 WHERE 长度 > 50"
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# res = llm_query(sql)
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# res
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