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import sys | |
import os | |
from PIL import Image | |
import numpy as np | |
from fastapi import FastAPI, UploadFile | |
sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "../src"))) | |
from image_tagger.main import tagger | |
app = FastAPI(title="Face Recognition") | |
def display(): | |
return "Welcome to Image Tagger Api" | |
def predict(file: UploadFile): | |
img = Image.open(file.file) | |
img = np.array(img) | |
img = np.transpose(img, (2, 0, 1)).astype(dtype=np.float32) | |
img /= 255.0 | |
boxes, matrixs, keypoints, results = tagger(img) | |
return { | |
"predictions": results, | |
"boxes": boxes.tolist(), | |
"matrixs": [matrix.tolist() for matrix in matrixs], | |
"keypoints": [keypoint.tolist() for keypoint in keypoints], | |
} | |