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Update app.py
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app.py
CHANGED
@@ -7,7 +7,7 @@ model_name = "defog/sqlcoder-7b-2" # 使用更新的模型以提高性能
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16, device_map="auto") # 降低内存占用
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def generate_sql(user_question,
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prompt = f"""<|begin_of_text|><|start_header_id|>user<|end_header_id|>
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Generate a SQL query to answer this question: `{user_question}`
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@@ -27,16 +27,57 @@ The following SQL query best answers the question `{user_question}`:
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return sql_query
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demo = gr.Interface(
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fn=generate_sql,
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inputs=[
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gr.Markdown("## SQL Query Generator"),
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gr.Textbox(label="User Question", placeholder="请输入您的问题...", value=
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gr.Textbox(label="
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gr.Textbox(label="
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],
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outputs="text",
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)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16, device_map="auto") # 降低内存占用
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def generate_sql(user_question, instructions, create_table_statements):
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prompt = f"""<|begin_of_text|><|start_header_id|>user<|end_header_id|>
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Generate a SQL query to answer this question: `{user_question}`
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return sql_query
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question = f"What are our top 3 products by revenue in the New York region?"
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instructions = f"""- if the question cannot be answered given the database schema, return "I do not know"
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- recall that the current date in YYYY-MM-DD format is 2024-09-15
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"""
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schema = f"""CREATE TABLE products (
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product_id INTEGER PRIMARY KEY, -- Unique ID for each product
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name VARCHAR(50), -- Name of the product
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price DECIMAL(10,2), -- Price of each unit of the product
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quantity INTEGER -- Current quantity in stock
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);
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CREATE TABLE customers (
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customer_id INTEGER PRIMARY KEY, -- Unique ID for each customer
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name VARCHAR(50), -- Name of the customer
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address VARCHAR(100) -- Mailing address of the customer
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);
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CREATE TABLE salespeople (
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salesperson_id INTEGER PRIMARY KEY, -- Unique ID for each salesperson
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name VARCHAR(50), -- Name of the salesperson
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region VARCHAR(50) -- Geographic sales region
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);
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CREATE TABLE sales (
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sale_id INTEGER PRIMARY KEY, -- Unique ID for each sale
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product_id INTEGER, -- ID of product sold
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customer_id INTEGER, -- ID of customer who made purchase
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salesperson_id INTEGER, -- ID of salesperson who made the sale
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sale_date DATE, -- Date the sale occurred
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quantity INTEGER -- Quantity of product sold
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);
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CREATE TABLE product_suppliers (
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supplier_id INTEGER PRIMARY KEY, -- Unique ID for each supplier
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product_id INTEGER, -- Product ID supplied
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supply_price DECIMAL(10,2) -- Unit price charged by supplier
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);
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-- sales.product_id can be joined with products.product_id
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-- sales.customer_id can be joined with customers.customer_id
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-- sales.salesperson_id can be joined with salespeople.salesperson_id
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-- product_suppliers.product_id can be joined with products.product_id
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"""
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demo = gr.Interface(
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fn=generate_sql,
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inputs=[
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gr.Markdown("## SQL Query Generator"),
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gr.Textbox(label="User Question", placeholder="请输入您的问题...", value=question),
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gr.Textbox(label="Instructions (可选)", placeholder="请输入额外说明...", value=instructions),
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gr.Textbox(label="Create Table Statements", placeholder="请输入DDL语句...", value=schema),
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],
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outputs="text",
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)
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