Query for week on week calculation is not even close to the expected output

#15
by rusum - opened

After fine tuning on custom dataset, the model is not generating the expected output for the exact same query which in my training dataset.

Below query is part of my custom dataset

CREATE TABLE APPTABLE (
DATETIME DATE,
DURATION FLOAT,
RESPONSETIME VARCHAR() -- Using valid SQLite, answer the following questions for the tables provided above. -- sum of call duration week on week ?
)

My query which I have given the training dataset is
SELECT
TO_VARIANT(DATE_TRUNC('MONTH', DATE_TRUNC('WEEK', datetime)))::STRING AS month_start_date,
TO_VARIANT(EXTRACT(WEEK FROM datetime))::STRING AS week_number,
SUM(DURATION) AS monthly_weekly_call_duration
FROM
AppTable
GROUP BY
month_start_date,
week_number
ORDER BY
month_start_date, week_number

Now when I do the inference its giving me the following answer:

text = """
CREATE TABLE APPTABLE (
DATETIME DATE,
DURATION FLOAT,
RESPONSETIME VARCHAR
) -- Using valid SQL, answer the following questions for the tables provided above. -- sum of call duration week on week ?

"""

model_input = tokenizer(text, return_tensors="pt").to("cuda")

generated_ids = model.generate(**model_input, max_new_tokens=100)
print(tokenizer.decode(generated_ids[0], skip_special_tokens=True))

CREATE TABLE APPTABLE (
DATETIME DATE,
DURATION FLOAT,
RESPONSETIME VARCHAR
) -- Using valid SQL, answer the following questions for the tables provided above. -- sum of call duration week on week ?

SELECT SUM(DURATION) FROM APPTABLE;

Output Generated is incorrect. Can you please share some inputs to get a better output as mentioned in my training dataset used for fine tuning.

rusum changed discussion title from Query for week on week calculation is not getting generated to Query for week on week calculation is not even close to the expected output

Attaching the csv screenshot for the record I want the model to predict the exact answer that I need:

@senwu -- Any inputs on this will be of great help.

Custom_dataset.png

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