Sofian Hamiti sofianhamiti

sofianhamiti / on_start.sh

Last active June 4, 2021 14:31

lifecycle configuration to install Theia

	set -e

	sudo -u ec2-user -i <<'EOP'
	#####################################
	## INSTALL THEIA IDE
	#####################################
	cd ${HOME}

	git clone https://github.com/SofianHamiti/amazon-sagemaker-notebook-instance-lifecycle-config-theia.git lifecycle-config

sofianhamiti / train.R

Last active January 19, 2021 14:36

	library(randomForest)
	library(MASS)

	set.seed(42)

	# Prepare dataset
	cutoff = sample(1:nrow(Boston), nrow(Boston) * 0.7) # 70/30 split between test and train
	train_set <- Boston[cutoff,]
	test_set <- Boston[-cutoff,]

sofianhamiti / predict.R

Last active January 19, 2021 15:50

	library(randomForest)
	library(jsonlite)

	# download model file from S3 into /tmp folder
	system("aws s3 cp ${S3_MODEL_URI} /tmp/model.rds")

	handler <- function(body, ...) {
	data <- fromJSON(txt = body)
	# load model
	model <- readRDS("/tmp/model.rds")

sofianhamiti / Dockefile

Last active January 19, 2021 18:47

	FROM public.ecr.aws/lambda/provided

	ENV R_VERSION=4.0.3
	ENV PATH="${PATH}:/opt/R/${R_VERSION}/bin/"

	# install R
	RUN yum -y install https://dl.fedoraproject.org/pub/epel/epel-release-latest-7.noarch.rpm \
	&& yum -y install https://cdn.rstudio.com/r/centos-7/pkgs/R-${R_VERSION}-1-1.x86_64.rpm \
	openssl-devel \
	libxml2-devel \

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:

sofianhamiti / test.json

Created January 19, 2021 20:54

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 / 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 / test.json

Last active February 14, 2021 16:14

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)