Version 0.12¶
Important
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 your configuration file (or configuration dictionary including nesting support). See (example.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. See (example.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 bug #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.Add (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.