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5506729
1
Parent(s):
fa50899
Adding model to my space
Browse files- app.py +36 -0
- requirments.txt +2 -0
app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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# Load model + tokenizer
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model_name = "tscholak/cxmefzzi"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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def text_to_sql(question, schema=""):
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"""
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Convert natural language question into SQL query.
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Schema can be passed as a string (table + column names).
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"""
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# Format input as Spider expects
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if schema:
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prompt = f"{schema} {question}"
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else:
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prompt = question
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inputs = tokenizer(prompt, return_tensors="pt", truncation=True)
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outputs = model.generate(**inputs, max_length=256)
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sql_query = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return sql_query
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# Define API endpoint (no UI)
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iface = gr.Interface(
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fn=text_to_sql,
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inputs=[
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gr.Textbox(label="Question"),
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gr.Textbox(label="Schema (optional)", placeholder="table: columns, ...")
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],
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outputs="text",
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)
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# Launch API (set share=True for external URL)
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iface.launch()
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requirments.txt
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gradio
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transformers
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