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Fine Tuning using Spider

Some passing the schema with examples and some, if no longer than 2048 tokens, with sql examples, like: Below are some sample questions and their corresponding SQL queries that might help you answer the user's question:

[QUESTION]What is the number of cars with a greater accelerate than the one with the most horsepower?[/QUESTION]

[SQL]SELECT COUNT(*) FROM CARS_DATA WHERE Accelerate > (SELECT Accelerate FROM CARS_DATA ORDER BY Horsepower DESC LIMIT 1);[/SQL]

#<|ddl|> The query will run on a database with the following schema:

CREATE TABLE car_makers ( "Id" INTEGER, "Maker" TEXT, "FullName" TEXT, "Country" TEXT, PRIMARY KEY ("Id"), FOREIGN KEY("Country") REFERENCES countries ("CountryId") )

/* 2 rows from car_makers table: Id Maker FullName Country 1 amc American Motor Company 1 2 volkswagen Volkswagen 2 */

Max sequence length: 2048

After filtering the dataset, there are 7665 rows remaining

Prompt:

"""# <|system|>
You are a chatbot tasked with responding to questions about an SQLite database.
Your responses must always consist of valid SQL code, and only that.
If you are unable to generate SQL for a question, respond with 'I do not know'.{sql_example}

# <|ddl|>
The query will run on a database with the following schema:
{ddl}

# <|user|>
{question}

# <|assistant|>
[SQL]"""

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