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from typing import Dict, List, Any
from transformers import pipeline
import transformers
from PIL import Image
import base64
from io import BytesIO
from PIL import Image
import requests
from transformers import pipeline
print('IN HANDLER...')
print(transformers.__version__)
class EndpointHandler():
def __init__(self, path=""):
# load pipe
self.pipe = pipeline("mask-generation", device = 0, points_per_batch = 256)
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
base64_image = data.pop("inputs",data)
if base64_image is None:
raise ValueError("No image provided")
if base64_image.startswith('data:image/jpeg;base64,'):
base64_image = base64_image.replace('data:image/jpeg;base64,', '')
image_bytes = base64.b64decode(base64_image)
image = Image.open(BytesIO(image_bytes))
masks = self.pipe(image, points_per_batch = 256)
return depth |