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main.py
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main.py
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import json
import base64
from PIL import Image
import io
from model_handler import ModelHandler
def init_context(context):
context.logger.info("Init context... 0%")
model = ModelHandler()
context.user_data.model = model
context.logger.info("Init context...100%")
def handler(context, event):
context.logger.info("Run person-reidentification-retail-0300 model")
data = event.body
buf0 = io.BytesIO(base64.b64decode(data["image0"]))
buf1 = io.BytesIO(base64.b64decode(data["image1"]))
threshold = float(data.get("threshold", 0.5))
max_distance = float(data.get("max_distance", 50))
image0 = Image.open(buf0)
image1 = Image.open(buf1)
boxes0 = data["boxes0"]
boxes1 = data["boxes1"]
results = context.user_data.model.infer(image0, boxes0,
image1, boxes1, threshold, max_distance)
return context.Response(body=json.dumps(results), headers={},
content_type='application/json', status_code=200)