sofianhamiti

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Sid": "VPCDeployment",
      "Effect": "Deny",
      "Action": [
        "sagemaker:CreateAutoMLJob",
        "sagemaker:CreateDataQualityJobDefinition",
        "sagemaker:CreateDomain",

sofianhamiti

from sagemaker.workflow.retry import (
    StepRetryPolicy,
    StepExceptionTypeEnum,
    SageMakerJobStepRetryPolicy,
    SageMakerJobExceptionTypeEnum
)

step_retry_policy = StepRetryPolicy(
    exception_types=[
        StepExceptionTypeEnum.SERVICE_FAULT,

sofianhamiti

step_train = TrainingStep(
    name="TrainAbaloneModel",
    estimator=xgb_train,
    inputs={...},
    retry_policies=[
        step_retry_policy,
        job_retry_policy
    ]
)

sofianhamiti

"""Example workflow pipeline script for abalone pipeline.

                                               . -RegisterModel
                                              .
    Process-> Train -> Evaluate -> Condition .
                                              .
                                               . -(stop)

Implements a get_pipeline(**kwargs) method.
"""

sofianhamiti

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'})

sofianhamiti

#!/usr/bin/env bash

# install code-server with Anaconda 
conda install -y -c conda-forge code-server

# run code-server with no auth is for illustrative purposes. 
# Make sure you enable authentication in your environment https://coder.com/docs/code-server/latest
code-server --auth none

sofianhamiti

#!/bin/bash

mkdir -p vscode
cd vscode
sudo su
curl -fsSL https://code-server.dev/install.sh | sh -s -- --version=4.9.1
exit

sofianhamiti

#!/bin/bash

# REPLACE HOST WITH YOUR NOTEBOOK INSTANCE URL BEFORE RUNNING THE COMMAND
docker run \
  -it \
  -p 8080:8080 \
  -v /home/ec2-user/SageMaker/mydata:/label-studio/data \
  heartexlabs/label-studio:latest label-studio \
  --host https://your-notebook-instance-name.notebook.your-region.sagemaker.aws/proxy/8080
  

sofianhamiti

#!/bin/bash

# /home/ec2-user/anaconda3/envs/JupyterSystemEnv/bin/pip install -U keytar jupyter-server-proxy
echo == INSTALLING CODE-SERVER ==
curl -fsSL https://code-server.dev/install.sh | sh -s -- --version=4.12.0

#########################################
### INTEGRATE CODE-SERVER WITH JUPYTER
#########################################
echo == UPDATING THE JUPYTER SERVER CONFIG ==

sofianhamiti

#!/bin/bash
set -e
#################################################
## INSTALL DEPENDENCIES AND PULL CONTAINER IMAGE
#################################################

echo ==INSTALLING DEPENDENCIES==
/home/ec2-user/anaconda3/envs/JupyterSystemEnv/bin/pip install -U jupyter-server-proxy

/usr/bin/docker pull heartexlabs/label-studio:latest