Spaces:
Sleeping
Sleeping
barathm111
commited on
Commit
•
0d9dd80
1
Parent(s):
3b0a41a
Upload app.py
Browse files
app.py
CHANGED
@@ -1,11 +1,22 @@
|
|
1 |
-
|
|
|
|
|
2 |
from pydantic import BaseModel
|
3 |
from transformers import pipeline
|
4 |
|
|
|
|
|
|
|
|
|
5 |
app = FastAPI()
|
6 |
|
7 |
# Initialize the text generation pipeline
|
8 |
-
|
|
|
|
|
|
|
|
|
|
|
9 |
|
10 |
class QueryRequest(BaseModel):
|
11 |
text: str
|
@@ -15,9 +26,11 @@ def home():
|
|
15 |
return {"message": "SQL Generation Server is running"}
|
16 |
|
17 |
@app.post("/generate")
|
18 |
-
def generate(request: QueryRequest):
|
19 |
try:
|
20 |
text = request.text
|
|
|
|
|
21 |
prompt = f"Generate a valid SQL query for the following request. Only return the SQL query, nothing else:\n\n{text}\n\nSQL query:"
|
22 |
output = pipe(prompt, max_new_tokens=100)
|
23 |
|
@@ -35,16 +48,29 @@ def generate(request: QueryRequest):
|
|
35 |
allowed_keywords = {
|
36 |
'select', 'insert', 'update', 'delete', 'show', 'describe', 'from', 'where', 'and', 'or', 'like', 'limit', 'order by', 'group by', 'join', 'inner join', 'left join', 'right join', 'full join', 'on', 'using', 'union', 'union all', 'distinct', 'having', 'into', 'values', 'set', 'create', 'alter', 'drop', 'table', 'database', 'index', 'view', 'trigger', 'procedure', 'function', 'if', 'exists', 'primary key', 'foreign key', 'references', 'check', 'constraint', 'default', 'auto_increment', 'null', 'not null', 'in', 'is', 'is not', 'between', 'case', 'when', 'then', 'else', 'end', 'asc', 'desc', 'count', 'sum', 'avg', 'min', 'max', 'timestamp', 'date', 'time', 'varchar', 'char', 'int', 'integer', 'smallint', 'bigint', 'decimal', 'numeric', 'float', 'real', 'double', 'boolean', 'enum', 'text', 'blob', 'clob'
|
37 |
}
|
|
|
38 |
# Ensure the query only contains allowed keywords
|
39 |
tokens = sql_query.lower().split()
|
40 |
for token in tokens:
|
41 |
if not any(token.startswith(keyword) for keyword in allowed_keywords):
|
42 |
-
raise ValueError("Generated text contains invalid SQL syntax")
|
43 |
|
|
|
44 |
return {"output": sql_query}
|
|
|
|
|
|
|
45 |
except Exception as e:
|
46 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
47 |
|
48 |
if __name__ == "__main__":
|
49 |
import uvicorn
|
50 |
-
uvicorn.run(app, host="0.0.0.0", port=7860)
|
|
|
1 |
+
import logging
|
2 |
+
from fastapi import FastAPI, HTTPException, Request
|
3 |
+
from fastapi.responses import JSONResponse
|
4 |
from pydantic import BaseModel
|
5 |
from transformers import pipeline
|
6 |
|
7 |
+
# Configure logging
|
8 |
+
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
9 |
+
logger = logging.getLogger(__name__)
|
10 |
+
|
11 |
app = FastAPI()
|
12 |
|
13 |
# Initialize the text generation pipeline
|
14 |
+
try:
|
15 |
+
pipe = pipeline("text-generation", model="defog/sqlcoder-7b-2", pad_token_id=2)
|
16 |
+
logger.info("Model loaded successfully")
|
17 |
+
except Exception as e:
|
18 |
+
logger.error(f"Failed to load the model: {str(e)}")
|
19 |
+
raise
|
20 |
|
21 |
class QueryRequest(BaseModel):
|
22 |
text: str
|
|
|
26 |
return {"message": "SQL Generation Server is running"}
|
27 |
|
28 |
@app.post("/generate")
|
29 |
+
async def generate(request: QueryRequest):
|
30 |
try:
|
31 |
text = request.text
|
32 |
+
logger.info(f"Received request: {text}")
|
33 |
+
|
34 |
prompt = f"Generate a valid SQL query for the following request. Only return the SQL query, nothing else:\n\n{text}\n\nSQL query:"
|
35 |
output = pipe(prompt, max_new_tokens=100)
|
36 |
|
|
|
48 |
allowed_keywords = {
|
49 |
'select', 'insert', 'update', 'delete', 'show', 'describe', 'from', 'where', 'and', 'or', 'like', 'limit', 'order by', 'group by', 'join', 'inner join', 'left join', 'right join', 'full join', 'on', 'using', 'union', 'union all', 'distinct', 'having', 'into', 'values', 'set', 'create', 'alter', 'drop', 'table', 'database', 'index', 'view', 'trigger', 'procedure', 'function', 'if', 'exists', 'primary key', 'foreign key', 'references', 'check', 'constraint', 'default', 'auto_increment', 'null', 'not null', 'in', 'is', 'is not', 'between', 'case', 'when', 'then', 'else', 'end', 'asc', 'desc', 'count', 'sum', 'avg', 'min', 'max', 'timestamp', 'date', 'time', 'varchar', 'char', 'int', 'integer', 'smallint', 'bigint', 'decimal', 'numeric', 'float', 'real', 'double', 'boolean', 'enum', 'text', 'blob', 'clob'
|
50 |
}
|
51 |
+
|
52 |
# Ensure the query only contains allowed keywords
|
53 |
tokens = sql_query.lower().split()
|
54 |
for token in tokens:
|
55 |
if not any(token.startswith(keyword) for keyword in allowed_keywords):
|
56 |
+
raise ValueError(f"Generated text contains invalid SQL syntax: {token}")
|
57 |
|
58 |
+
logger.info(f"Generated SQL query: {sql_query}")
|
59 |
return {"output": sql_query}
|
60 |
+
except ValueError as ve:
|
61 |
+
logger.warning(f"Validation error: {str(ve)}")
|
62 |
+
raise HTTPException(status_code=400, detail=str(ve))
|
63 |
except Exception as e:
|
64 |
+
logger.error(f"Error in generate endpoint: {str(e)}", exc_info=True)
|
65 |
+
raise HTTPException(status_code=500, detail="An error occurred while generating the SQL query")
|
66 |
+
|
67 |
+
@app.exception_handler(HTTPException)
|
68 |
+
async def http_exception_handler(request: Request, exc: HTTPException):
|
69 |
+
return JSONResponse(
|
70 |
+
status_code=exc.status_code,
|
71 |
+
content={"message": exc.detail},
|
72 |
+
)
|
73 |
|
74 |
if __name__ == "__main__":
|
75 |
import uvicorn
|
76 |
+
uvicorn.run(app, host="0.0.0.0", port=7860)
|