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Update app.py
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app.py
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@@ -79,14 +79,16 @@ def get_schema(db_bytes: bytes) -> str:
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return "\n".join(r[0] for r in rows if r[0])
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def generate_sql(question: str, schema: str) -> str:
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"""Run T5 inference with
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table_match = re.search(r'CREATE TABLE\s+"?(\w+)"?', schema, re.IGNORECASE)
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quoted = f'"{table_name}"'
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col_match = re.findall(r'"(\w+)"', schema)
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col_hint = ", ".join(col_match) if col_match else ""
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prompt = f"Translate English to SQL: {question} | Table: {table_name} | Columns: {col_hint}"
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inputs = tokenizer(prompt, return_tensors="pt", truncation=True, max_length=512).to(DEVICE)
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@@ -96,12 +98,20 @@ def generate_sql(question: str, schema: str) -> str:
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sql = tokenizer.decode(outputs[0], skip_special_tokens=True).strip()
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# FIXES
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#
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sql = re.sub(r'(FROM\s+"?\w+"?)\s+(?!WHERE|LIMIT|ORDER|GROUP|HAVING|JOIN|
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if not re.search(r'\bSELECT\b', sql, re.IGNORECASE):
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sql = f'SELECT * FROM {quoted} LIMIT 10'
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return "\n".join(r[0] for r in rows if r[0])
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def generate_sql(question: str, schema: str) -> str:
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"""Run T5 inference with strict case-sensitivity fixes."""
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# 1. Force lowercase table name detection from schema
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table_match = re.search(r'CREATE TABLE\s+"?(\w+)"?', schema, re.IGNORECASE)
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# We explicitly lowercase this to match the SQLite storage
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table_name = table_match.group(1).lower() if table_match else "city_day"
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quoted = f'"{table_name}"'
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# 2. Build the prompt with explicit lowercase hints
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col_match = re.findall(r'"(\w+)"', schema)
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col_hint = ", ".join(col_match) if col_match else ""
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prompt = f"Translate English to SQL: {question} | Table: {table_name} | Columns: {col_hint}"
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inputs = tokenizer(prompt, return_tensors="pt", truncation=True, max_length=512).to(DEVICE)
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sql = tokenizer.decode(outputs[0], skip_special_tokens=True).strip()
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# --- THE CRITICAL FIXES ---
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# Fix 1: Force the table name to be the lowercase version we found in Step 1
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# This stops the "City_day" vs "city_day" conflict.
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sql = re.sub(r'\bFROM\s+["\w]+', f'FROM {quoted}', sql, flags=re.IGNORECASE)
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sql = re.sub(r'\bJOIN\s+["\w]+', f'JOIN {quoted}', sql, flags=re.IGNORECASE)
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# Fix 2: Remove junk tokens that T5 inserts after the table name
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sql = re.sub(r'(FROM\s+"?\w+"?)\s+(?!WHERE|LIMIT|ORDER|GROUP|HAVING|JOIN|ON|AND|OR|UNION)(\w+)', r'\1', sql, flags=re.IGNORECASE)
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# Fix 3: Standardize common column case issues
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# If the model writes "City", we make sure it matches the schema's "City"
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for col in col_match:
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sql = re.sub(rf'\b{col}\b', f'"{col}"', sql, flags=re.IGNORECASE)
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if not re.search(r'\bSELECT\b', sql, re.IGNORECASE):
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sql = f'SELECT * FROM {quoted} LIMIT 10'
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