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Version 0.12

info

Trains is now ClearML.

Version 0.12.2​

Trains​

Features and Bug Fixes

  • Add default_output_uri feature (GitHub Issue #57).
  • Improve trains-init configuration wizard.
  • Improve argparser binding.
  • Fix artifact support in data pipeline (GitHub Issue #63).
  • Fix threading issue while querying multiple experiments (GitHub Issue #64).
  • Fix uploading large files over slow HTTP connections.
  • Fix support for Git versions < 2.
Breaking Changes

Do not reuse an experiment with artifacts.

Trains Agent​

Features and Bug Fixes

  • Improve configuration wizard.
  • Improve Docker and Kubernetes support.
  • Add docker build command.
  • Add initial Poetry support.
  • Fix Docker CUDA support.

Version 0.12.1​

Trains​

Features and Bug Fixes

  • Add Task.connect_configuration, connect configuration file (or configuration dictionary including nesting support).
  • Add Task.connect_label_enumeration, store model detection classes together with the model and experiment.
  • Edit and override configuration file (or dictionary) content when executing with trains-agent.
  • Task.connect automatically supports nested dictionaries (e.g. param / nested / key), including overriding values when running with trains-agent.
  • Add Artifact.get, download and load an artifact.
  • Add Task.get_tasks, retrieve previous experiments, get metrics, rename, and other uses.
  • Improve Windows support.
  • Improve Minio support.
  • Fix Python2 support.
  • Fix Issue (GitHub Issue #56).

Trains Server​

Minor bug fixes and improvements

  • Add resource monitoring.
  • Fix Web UI compare plots (GitHub Issue #55).
  • Improve server upgrade checks/messages.

Trains Agent​

Features and Bug Fixes

  • Windows support! YES, you can now have Windows machines as part of your cluster (notice --docker is not supported on Windows).
  • Add initial Conda package manager support (still in beta).
  • Add --gpus and --cpu-only for easier GPU control when running multiple trains-agent instances on the same machine.
  • python_binary can now be specified (the default is the same Python binary executing the trains-agent).
  • Fix Issue (GitHub Issue #2).

Version 0.12.0​

Trains​

Features and Bug Fixes

  • TRAINS Agent support (Full DevOps support).
  • Add automation and orchestration (examples/automation). Supports TRAINS-server v0.12 or above.
  • Add Logger x/y/z axis title for: report_surface / report_confusion_matrix / report_scatter3d / report_scatter2d / report_histogram.
  • Add support for TensorFlow 2.0.
  • Embed pyhocon into package.
  • Fix artifacts support on Windows.
  • Fix example code Windows support.

Trains Server​

  • Add full DevOps support.
  • Add job scheduling queue management.
  • Add cluster management (TRAINS Agent workers).
  • Add system wide auto-refresh.

Trains Agent​

TRAINS Agent - Initial Release

  • TRAINS Agent currently supports Linux and Mac.
  • Python packaging system supported: pip.
  • Containers supported: Docker v19.03 and above.
  • Version Control support: git
  • Support for standalone scripts and Jupyter Notebooks.
  • TRAINS-server v0.12 and above.
  • TRAINS v0.11.3 and above.
  • Sample configuration file available here.