File Sync on Launch

file_mounts backed by cloud storage buckets/credentials (the object storage sync flow described below) is deprecated and will be removed in a future version of Konduktor. Prefer building your application code into your image or using workdir/git-based sync instead.

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.

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}

Shared bucket

By default every machine auto-creates its own bucket named konduktor-filemounts-<username>-<user_hash>. For teams this proliferates buckets, so admins can instead point everyone at one shared bucket with jobs.bucket (same key as SkyPilot’s config):

# ~/.konduktor/config.yaml
jobs:
  bucket: gs://konduktor-filemounts # {s3, gs}, an optional prefix is allowed

Each machine’s uploads are namespaced under its own folder so engineers never collide, and each launch gets its own sub-folder:

gs://konduktor-filemounts/
  alice-1a2b3c4d/                 # <username>-<user_hash>, one per machine
    my-training-job-a1b2/         # <task_name>-<run_id>, one per launch
      workdir/
      local-file-mounts/0
      tmp-files/
  bob-9f8e7d6c/
    ...

Notes for admins:

The bucket must exist or be creatable by, and be readable/writable with, every engineer’s cloud credentials (konduktor check gs) — the same minimal permissions as the default flow.
An optional prefix is respected: gs://my-bucket/team-a places machine folders under team-a/.
Konduktor never deletes the shared bucket or its objects; you own its lifecycle. To keep it from growing unboundedly, attach an object TTL, e.g. delete uploads older than 30 days:

$ echo '{"rule": [{"action": {"type": "Delete"}, "condition": {"age": 30}}]}' > ttl.json
$ gcloud storage buckets update gs://konduktor-filemounts --lifecycle-file=ttl.json

With jobs.bucket set, Konduktor stops auto-creating per-machine konduktor-filemounts-* buckets entirely, which keeps your cloud inventory to a single, auditable bucket.

Usage

When we run konduktor launch the following happens in this order. If any step fails, the workload will fast-fail.

cloud storage credentials are preflight-checked (nothing is uploaded if they are invalid)
workdir and file_mounts are synchronized to object storage
workload is submitted
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 ~/

.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.

Examples

Workdir

workdir: ./my_dir

Place .konduktorignore at ./my_dir/.konduktorignore.

File mounts

file_mounts:
  /remote: ./my_dir

Place .konduktorignore at ./my_dir/.konduktorignore.

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/

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

Get Started

CLI

User Guides

Cluster Operators

Setup

Shared bucket

Usage

.konduktorignore

Examples

Workdir

File mounts

Example `.konduktorignore` in `./my_dir/`:

Cloning private GitHub Repositories

​Setup

​Shared bucket

​Usage

​.konduktorignore

​Examples

​Workdir

​File mounts

​Example .konduktorignore in ./my_dir/:

​Cloning private GitHub Repositories

Setup

Shared bucket

Usage

.konduktorignore

Examples

Workdir

File mounts

Example `.konduktorignore` in `./my_dir/`:

Cloning private GitHub Repositories