Upload 2 files
Browse files- main.py +21 -0
- requirements.txt +6 -0
main.py
ADDED
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from fastapi import FastAPI
|
2 |
+
from pydantic import BaseModel
|
3 |
+
from ctransformers import AutoModelForCausalLM # Ensure correct import for your model
|
4 |
+
|
5 |
+
# Model loading
|
6 |
+
llm = AutoModelForCausalLM.from_pretrained("model.safetensors",
|
7 |
+
max_tokens = 512, threads = 3)
|
8 |
+
|
9 |
+
# Pydantic object for request validation
|
10 |
+
class Validation(BaseModel):
|
11 |
+
prompt: str
|
12 |
+
|
13 |
+
# Initialize FastAPI app
|
14 |
+
app = FastAPI()
|
15 |
+
|
16 |
+
# Endpoint for SQL query generation
|
17 |
+
@app.post("/generate_sql")
|
18 |
+
async def generate_sql(item: Validation):
|
19 |
+
# Use the provided prompt directly
|
20 |
+
completion = llm(item.prompt)
|
21 |
+
return completion
|
requirements.txt
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
python-multipart
|
2 |
+
fastapi
|
3 |
+
pydantic
|
4 |
+
uvicorn
|
5 |
+
requests
|
6 |
+
ctransformers
|