Commit
·
1d0bd99
1
Parent(s):
83bc1c0
Upload api.py
Browse files- sentiment_analyzer/api.py +32 -0
sentiment_analyzer/api.py
ADDED
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from typing import Dict
|
2 |
+
|
3 |
+
from fastapi import Depends, FastAPI, HTTPException, Query
|
4 |
+
from pydantic import BaseModel
|
5 |
+
|
6 |
+
from .classifier.model import Model, get_model
|
7 |
+
|
8 |
+
app = FastAPI()
|
9 |
+
|
10 |
+
|
11 |
+
class SentimentResponse(BaseModel):
|
12 |
+
probabilities: Dict[str, float]
|
13 |
+
sentiment: str
|
14 |
+
confidence: float
|
15 |
+
|
16 |
+
|
17 |
+
@app.get("/")
|
18 |
+
def read_root():
|
19 |
+
return {"TrueFoundry": "Internship Project"}
|
20 |
+
|
21 |
+
|
22 |
+
@app.post("/predict", response_model=SentimentResponse)
|
23 |
+
def predict(review:str = Query(None, title="Airline Review", decription="Enter the review for airline"), model: Model = Depends(get_model)):
|
24 |
+
if type(review) != str:
|
25 |
+
raise HTTPException(status_code=404, detail="Bad request")
|
26 |
+
sentiment, confidence, probabilities = model.predict(review)
|
27 |
+
return SentimentResponse(
|
28 |
+
sentiment=sentiment, confidence=confidence, probabilities=probabilities
|
29 |
+
)
|
30 |
+
|
31 |
+
|
32 |
+
|