Sofian Hamiti sofianhamiti

sofianhamiti / test.json

Created March 14, 2021 16:00

sofianhamiti / train_random_forest.ipynb

Created February 14, 2021 17:12

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sofianhamiti / predict.py

Last active February 16, 2021 18:05

	import os
	import boto3
	import joblib
	import pandas as pd

	# download model file from S3 into /tmp folder
	s3 = boto3.client('s3')
	bucket = os.environ['BUCKET']
	key = os.environ['KEY']
	s3.download_file(bucket, key, '/tmp/model.pkl')

sofianhamiti / Dockerfile

Created February 14, 2021 16:30

	FROM public.ecr.aws/lambda/python:3.8

	# Install dependencies
	COPY requirements.txt /tmp/
	RUN pip3 install -r /tmp/requirements.txt --no-cache

	# Copy inference code
	COPY predict.py ${LAMBDA_TASK_ROOT}/

	CMD [ "predict.handler" ]

sofianhamiti / app.py

Created February 14, 2021 16:28

	from aws_cdk import core
	from stacks.api_stack import ApiStack
	from stacks.lambda_stack import LambdaStack
	from stacks.state_machine_stack import StateMachineStack


	class InferenceStack(core.Stack):
	def __init__(self, scope: core.Construct, id: str, **kwargs) -> None:
	super().__init__(scope, id, **kwargs)

sofianhamiti / test.json

Last active February 14, 2021 16:14

sofianhamiti / template.yaml

Last active January 25, 2021 20:42

	AWSTemplateFormatVersion: 2010-09-09
	Description: Deploys a scheduled Lambda function to shutdown Studio kernels automatically

	Resources:
	#================================================================================
	# LAMBDA
	#================================================================================
	StudioShutdownFunction:
	Type: AWS::Lambda::Function
	Properties:

sofianhamiti / shutdown_studio_kernel.py

Last active January 25, 2021 20:42

	import json
	import boto3
	import logging
	from botocore.config import Config

	logger = logging.getLogger()
	logger.setLevel(logging.INFO)

	config = Config(retries = {'max_attempts': 10,'mode': 'standard'})
	sagemaker = boto3.client('sagemaker', config=config)

sofianhamiti / test.json

Created January 19, 2021 20:54

sofianhamiti / app.py

Last active February 12, 2021 21:41

	from aws_cdk import (
	aws_lambda,
	aws_iam,
	aws_apigatewayv2,
	core
	)


	class InferenceStack(core.Stack):
	def __init__(self, scope: core.Construct, id: str, **kwargs) -> None: