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Interactive tool generating ray configuration for IBM platforms

Project description

Ray VPC allocator / Configuration Generator For IBM VPC

ibm-ray-config is a CLI tool that seamlessly allocates and registers VPC resources (such as: subnets, gateways, ips, ssh keys and security groups rules), to generate Ray configuration files and executables for IBM VPC.

Setup

The tool has been mostly tested with Ubuntu 20.04/22.04 and Fedora 35/37, but should work on most Linux systems.
Requirements: ssh-keygen utility installed:

sudo apt install openssh-client

Install ibm-ray-config from pip repository

pip install ibm-ray-config

Usage

Set up IBM VPC resources and configure a cluster for Ray:

ibm-ray-config [--iam-api-key IAM_API_KEY] [--r REGION] [-o OUTPUT_PATH] [--compute-iam-endpoint IAM_ENDPOINT] [--version] 

Get a short description of the available flags via ibm-ray-config --help


Flags Detailed Description

Key Default Mandatory Additional info
iam-api-key yes IBM Cloud API key. To generate a new API Key, adhere to the following guide
output-path current working directory ($PWD) no A custom location for the program's outputs
version no Returns ibm-ray-config's package version
region no Geographical location for deployment and scope for available resources by the IBM-VPC service. Region are listed here.
compute_iam_endpoint https://iam.cloud.ibm.com no Alternative IAM endpoint url for the cloud provider, e.g. https://iam.test.cloud.ibm.com

Operate the cluster

To interact with the cluster, execute the scripts in <cluster_folder>/scripts/:

  • up.sh, down.sh, stop.sh and submit.sh correspond to Ray's counterpart commands.
  • down-vpc.sh will delete all resources created by Ray and ibm-ray-config
  • connect.sh will open a secure connection to your cluster, while disconnect.sh will terminate it.
  • ray.sh can be used to run all other of Ray's commands.
  • tunnel.sh establish forward additional ports over secure ssh tunnel using, e.g. ray serve ports: tunnel.sh 8000.

Notice - To use Ray commands without the aforementioned scripts, either run them from the cluster's folder, or edit the ssh_private_key field to contain the absolute path to the associated ssh private key.

Using ibm-ray-config Config Tool Programmatically

Disclaimer:

This feature is currently dysfunctional, as it wasn't maintained throughout the previous releases.
We hope to support it in the near future.

Attention: though not all fields are mandatory, unspecified resources will be created automatically on the backend.

Mandatory fields are: iam_api_key and region. Processor architecture: Intel x86.

Unspecified Fields will be replaced with the following values:

  • vpc_id - If available a random one will be chosen. Otherwise (if no VPC exists) a new VPC named:ray-default-vpc- will be created and a random floating-ip will be assigned to the subnet's gateway. The process may create a new floating-ip if no unbound ip exists.
  • ssh_key_filename (path to private ssh-key) - A new one will be created and registered under the specified region.
  • key_id (ssh-key on the IBM-VPC platform) - If ssh_key_filename instead specified the public key will be generated and registered, otherwise, a new key will be created and registered.
  • image_id - The VMs image will be Ubuntu 20.04.
  • profile_name - 'bx2-2x8', which equates to: 2CPUs, 8GiB RAM, 100GB storage.
  • min_workers - 0.
  • max_workers - 0.

Example:

from ibm_ray_config import generate_config

api_key = '<IAM_API_KEY>'
region = 'eu-de'
generate_config(iam_api_key=api_key, region=region, image_id='r010-5a674db7-95aa-45c5-a2f1-a6aa9d7e93ad', key_id='r010-fe6cb103-60e6-46bc-9cb5-14e415990849', ssh_key_filename='/home/kpavel/.ssh/id_rsa', profile_name='bx2-2x8', vpc_id='r010-af1adda4-e4e5-4060-9aa2-7a0c981aff8e', min_workers=1, max_workers=1)

Minimal example using mandatory fields:

from ibm_ray_config import generate_config

api_key = <IAM_API_KEY>
region = 'eu-de'
config_file = generate_config(iam_api_key=api_key, region=region)

Test and Usage

Attention: to run multiple clusters under the same VPC, make sure their cluster names (cluster_name in the config file) are unique.

To deploy a Ray cluster with the configuration created, please use the ibm-vpc-ray-connector . Follow the instructions via the provided link to test your configuration files.

Execution Example

part1 part2

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