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from fastapi import FastAPI | |
from fastapi.middleware.cors import CORSMiddleware | |
from scripts.s3 import download_model_from_s3 | |
from router.disaster import router as disaster_router | |
from router.sentiment import router as sentiment_router | |
from router.image_clf import router as image_router | |
from utils.log import logger | |
app = FastAPI( | |
title="ML API", | |
description="ML API for sentiment analysis and image classification", | |
version="0.0.1", | |
openapi_url="/openapi.json" | |
) | |
app.add_middleware( | |
CORSMiddleware, | |
allow_origins=["*"], | |
allow_credentials=True, | |
allow_methods=["*"], | |
allow_headers=["*"], | |
) | |
sentiment_model_path = "ml-models/tinybert-sentiment-analysis/" | |
disaster_model_path = "ml-models/tinybert-disaster-tweet/" | |
image_model_path = "ml-models/vit-human-pose-classification/" | |
logger.info("Ensuring models are downloaded...") | |
download_model_from_s3(sentiment_model_path, sentiment_model_path) | |
download_model_from_s3(disaster_model_path, disaster_model_path) | |
download_model_from_s3(image_model_path, image_model_path) | |
logger.info("All models are ready.") | |
def read_root(): | |
return {"Status": "Running"} | |
app.include_router(disaster_router, prefix="/api/v1", tags=["Disaster"]) | |
app.include_router(sentiment_router, prefix="/api/v1", tags=["Sentiment"]) | |
app.include_router(image_router, prefix="/api/v1", tags=["Image"]) |