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from sagemaker.predictor import RealTimePredictor, json_deserializer | |
import sagemaker | |
from sagemaker.pytorch import PyTorch, PyTorchModel | |
from sagemaker.sklearn import SKLearn | |
role = sagemaker.get_execution_role() | |
## Class to accept output in JSON format | |
class Predictor(RealTimePredictor): | |
def __init__(self, endpoint_name, sagemaker_session): | |
super().__init__(endpoint_name, sagemaker_session=sagemaker_session, serializer=None, | |
deserializer=json_deserializer, content_type='application/json') | |
model = PyTorch(entry_point='serve.py', | |
name="twitter-fake-true-torch", | |
role=role, | |
framework_version='1.7', | |
py_version='py36', | |
source_dir='mysrc', | |
instance_count=1, | |
instance_type='ml.m5.4xlarge', | |
predictor_cls=Predictor) |
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