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# Multi Inter Node Tactician (M.I.N.T) |
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Tool designed to configure machines for Multi Node distributed training. This involves setting up the |
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host machines for high performance training (HugePages, CPU performance mode, etc...) and managing |
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docker containers in the cluster. |
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## Requirements |
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MINT handles downloading the below packages prior to configuring the machines and containers. |
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`pdsh` is a parallel shell tool that allows running commands on multiple machines using only SSH. |
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`pdsh` is the main method of running MINT across the machines in the cluster |
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* pdsh |
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* [Docker Compose](https://docs.docker.com/compose/) |
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MINT will replicate itself to all machines in the cluster (tools and dockerfiles) for ease of management |
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and training on same file locations. |
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## Configuration |
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Update `config.properties` to coordinate machine updates and desired docker container setup. |
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``` [properties] |
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# Hostfile, nodes to control |
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HOSTFILE="./hostfile" |
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# Directory that stores docker content (dockerfiles, docker-compose, etc...) |
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DOCKER_DIR="~/G2/docker/gpt3" |
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# Base Docker Image used |
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BASE_IMAGE="vault.habana.ai/gaudi-docker/1.9.0/ubuntu20.04/habanalabs/pytorch-installer-1.13.1:latest" |
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DATASET_DIR="/data/preprocessed_c4_spm/" |
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``` |
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Update `hostfile` with the IP addreses of the nodes in the desired cluster. Example |
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``` [hostfile] |
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192.168.132.1 |
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192.168.132.2 |
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``` |
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## Host System Management |
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`configure_system.sh` handles preparing the cluster for distributed training. |
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``` [bash] |
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configure_system.sh -h |
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Usage: ./configure_system.sh [-c command] [-r command] [-p command] [-d command] [-h] |
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-c configure ... Configure Command to setup ssh, ssh_home, hugepages, duplicate_repo, duplicate_datasets, all |
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i.e (./configure_system.sh -c ssh, ssh_home, hugepages, duplicate_repo, duplicate_datasets, all) |
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-r reload ... Reload (driver) |
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i.e (./configure_system.sh -r driver) |
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-p ports ... Control/check Gaudi Network Ports (up, down, status, idc) |
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i.e (./configure_system.sh -p status) |
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-d docker ... Configure Docker Environment (install-compose, pull-base) |
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i.e (./configure_system.sh -d install-compose) |
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-s ............. Secret Commands. Used to run any bash commands |
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-h ............. Optional; show help |
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i.e (./configure_system.sh -h) |
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This wrapper script configures and updates nodes specified in hostfile |
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Requirements: |
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- pdsh |
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``` |
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### Setup Host Machines |
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Run list of below commands to prepare machines for large model distributed training |
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``` [bash] |
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# Setup passwordless ssh, syncs docker files & tools to all machines, and updates Hugepages |
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./configure_system.sh -c all |
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# Bring up Gaudi Network Ports |
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./configure_system.sh -p up |
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# Install Docker Compose |
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./configure_system.sh -d install-compose |
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# Pull Docker Base Image |
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./configure_system.sh -d pull-base |
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``` |
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## Docker Container Management |
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Leveraging Docker Compose to build and run containers across the cluster. |
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`control_containers.sh` handles managing docker containers (build, up, down, etc...) |
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``` [bash] |
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Usage: ./control_containers.sh [-b] [-u] [-d] [-r] [-h] |
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-b ...... Build image based on local Dockerfile |
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-u ...... Bring Containers Up |
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-u ...... Bring Containers Down |
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-r ...... Restart Containers |
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-h ...... Optional; show help |
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This script runs docker compose commands to handle mutli-node configurations. |
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Requirements: |
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- pdsh |
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- docker compose |
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- Dockerfile to build |
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``` |
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Run below commands to build and bring up containers on each machine in the cluster: |
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``` [bash] |
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# Build Images on each machine in the cluster |
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./control_containers.sh -b |
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# Launches Containers on each machine in the cluster |
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./control_containers.sh -u |
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``` |
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