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Version 0.14 |
:::important Trains is now ClearML. :::
Trains Agent 0.14.1
Features and Bug Fixes
- Add
daemon
detached mode (--detached
,-d
) that runs the agent as daemon in the background and returns immediately. - Auto mount
~/.git-credentials
into a Docker container, if the file exists. - Add
TRAINS_AGENT_EXTRA_PYTHON_PATH
environment variable to allow the adding of an additional Python path during experiment execution (helpful when using extra un-tracked modules). - Fix "run as user" feature (using
TRAINS_AGENT_EXEC_USER
environment variable). - Fix PyTorch support to ignore minor versions when looking for package to install / download.
- Fix experiment execution output handling.
Trains Agent 0.14.0
Features and Bug Fixes
- Add support for
trains-agent execute --id <experiment-id> --docker
that allows executing a specific experiment inside a docker container. - Add support for
trains-agent execute --id <template-experiment-id> --clone
that clones the provided experiment and executes the cloned experiment. - Add support for
APIClient.models.delete
to allow programmatically deleting a model (GitHub trains-server Issue #32). - Add daemon support for passing storage-related OS environment variables to experiments executed inside a Docker container (supported by trains>=0.13.3):
- AWS:
AWS_ACCESS_KEY_ID
,AWS_SECRET_ACCESS_KEY
andAWS_DEFAULT_REGION
- Azure:
AZURE_STORAGE_ACCOUNT
andAZURE_STORAGE_KEY
- Google:
GOOGLE_APPLICATION_CREDENTIALS
- AWS:
- Fix Git checkout with submodules (GitHub Issue #112).
- Docker image in command line takes precedence over the Docker image specified in an experiment.