Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from fastapi import FastAPI
|
| 2 |
+
from train import train_model
|
| 3 |
+
from predict import predict_labels
|
| 4 |
+
from test import test_model
|
| 5 |
+
from validate import validate_files
|
| 6 |
+
from schemas import TransactionData
|
| 7 |
+
|
| 8 |
+
app = FastAPI(title="LogReg Multi-Output Classifier API")
|
| 9 |
+
|
| 10 |
+
@app.post("/train")
|
| 11 |
+
def train():
|
| 12 |
+
result = train_model()
|
| 13 |
+
return {"message": "Model trained and saved successfully", "accuracy": result}
|
| 14 |
+
|
| 15 |
+
@app.post("/predict")
|
| 16 |
+
def predict(input_data: TransactionData):
|
| 17 |
+
prediction = predict_labels(input_data)
|
| 18 |
+
return {"predictions": prediction}
|
| 19 |
+
|
| 20 |
+
@app.post("/test")
|
| 21 |
+
def test():
|
| 22 |
+
return test_model()
|
| 23 |
+
|
| 24 |
+
@app.post("/validate")
|
| 25 |
+
def validate():
|
| 26 |
+
return validate_files()
|