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Users have the following options for submitting their application code as a Trainy workload.
  • (Re)building a docker image for every change and pushing it to a registry for launching a workload.
  • Committing changes to a development branch in git and checking it out in the workload
  • Synchronizing application code through file sync via file_mounts and workdir definitions.
The first option is often slow given the size of deep learning images so we focus on the the latter two here.

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Setup

Full setup for file sync requires cloud storage configuration which can be found here. Konduktor mounts your cloud credentials into the job containers and places them in ~/.aws (S3) or ~/.config/gcloud (GS) at startup. If you plan to use command-line tools like aws s3, gsutil, or gcloud, ensure your image includes those CLIs or install them in your run: block. We check our cloud service account credentials in the Trainy cluster with this: 
$ konduktor check <CLOUD STORAGE ALIAS> # s3, gs, etc.
Afterwards we configure the storage provider by setting ~/.konduktor/config.yaml 
# ~/.konduktor/config.yaml
allowed_clouds:
  - gs # {s3, gs}

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Usage

File Sync Pn When we run konduktor launch two things happen atomically in this order. If any step fails, the workload will fast-fail.
  1. workdir and file_mounts are synchronized to object storage
  2. workload is submitted
  3. workload, once active, will sync down workdir and file_mounts
In our workload definition, we can define the following: 
name: single-file-upload

num_nodes: 1

workdir: .

file_mounts:
  # syntax is <remote_dir>:<local_dir>
  ~/test_dir: ./test_dir
  # syntax is <remote_file>:<local_file>
  ~/static_path.txt: ./static_path.txt

resources:
  cpus: 1
  memory: 1
  image_id: ubuntu
  labels:
    kueue.x-k8s.io/queue-name: user-queue
    maxRunDurationSeconds: "600"

run: |
  ls -lah
  ls -lah ~/

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.konduktorignore

Use a .konduktorignore file to exclude files and directories from being synchronized. It works similarly to .gitignore, and is evaluated relative to the sync root. Patterns in .konduktorignore are matched relative to the location.

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Examples

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Workdir

workdir: ./my_dir
Place .konduktorignore at ./my_dir/.konduktorignore.

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File mounts

file_mounts:
  /remote: ./my_dir
Place .konduktorignore at ./my_dir/.konduktorignore.

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Example .konduktorignore in ./my_dir/:

*.log               # ignores *.log at the sync root (my_dir)
secret.txt          # ignores secret.txt at the sync root (my_dir)
secret-dir1/**      # ignores the entire secret-dir1/ subtree
secret-dir2/*.bin   # ignores .bin files under secret-dir2/

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Cloning private GitHub Repositories

Cloning private repositories is supported via both file sync of ssh keys to your object store or through secrets. This section demonstrates how to file sync an ssh key from our workstation onto the workload and configure SSH for pulling from a private repository. 
name: private-repo-ssh

num_nodes: 1

resources:
  cpus: 1
  memory: 2
  image_id: ubuntu
  labels:
    kueue.x-k8s.io/queue-name: user-queue
    maxRunDurationSeconds: "3200"


file_mounts:
  ~/.ssh/test-ssh-key: ./tests/secrets/test-ssh-key

run: |
  set -eux
  apt-get update && apt-get install -y git openssh-client

  if [[ -f ~/.ssh/test-ssh-key && -s ~/.ssh/test-ssh-key ]]; then
    echo "SSH key mounted and non-empty"
  else
    echo "SSH key missing or empty"
    exit 1
  fi

  chmod 600 ~/.ssh/test-ssh-key
  echo -e "Host github.com\n\tIdentityFile ~/.ssh/test-ssh-key\n\tStrictHostKeyChecking no\n" > ~/.ssh/config

  git clone git@github.com:mygithubaccount/My-App.git