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import duckdb | |
import gradio as gr | |
con = duckdb.connect(":memory:") | |
def greet(SQL_Query): | |
if "limit" not in SQL_Query.lower(): | |
raise gr.Error("You should use the LIMIT clause or it may take too much time to run your query. For example: ```LIMIT 10000```") | |
return con.sql(SQL_Query).df() | |
examples = [ | |
"SELECT * FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' LIMIT 10;", | |
"SELECT text, language_score FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' WHERE language_score > 0.97 LIMIT 10;", | |
"SELECT text, language_score FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' WHERE language_score < 0.67 LIMIT 10;", | |
"SELECT dump, min(language_score), avg(language_score), max(language_score) FROM\n(SELECT * FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' LIMIT 10000)\nGROUP BY dump;", | |
"SELECT text, language_score FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' WHERE text SIMILAR TO '([A-Z ]){4,}.*' LIMIT 10;", | |
"SELECT dump, min(token_count), avg(token_count), max(token_count) FROM\n(SELECT * FROM 'hf://datasets/HuggingFaceFW/fineweb/sample/10BT/*.parquet' LIMIT 10000)\nGROUP BY dump;", | |
] | |
css = "#component-4{display: block;}" | |
description = "Run SQL queries on the HuggingFaceFW/fineweb dataset" | |
demo = gr.Interface(fn=greet, inputs=gr.Code(language="sql", lines=10), outputs="dataframe", examples=examples, cache_examples=False, description=description, css=css) | |
demo.launch() | |