PyPI v1.10.0 - ClearML

Breaking Changes

• When using MinIO or Azure storage, downloading using StorageManager.download_file() and StorageManager.download_folder() will not create a subfolder with the bucket name in the generated download path (#709)

New Features and Improvements

• Improve the Task.mark_completed, Task.close, and the hyperparameter example (#927, thanks @Make42!)
• Add Task.get_debug_samples() to retrieve task's debug samples (#761)
• Add custom artifact serialization for pipelines using the new artifact_{serialization,deserialization}_function parameters in PipelineController and PipelineDecorator (#689)
• Allow registering offline models (#653)
• Add table layout configuration to Logger.report_table() through extra_data parameter, solving (#796)
• Add support for attaching plots and scalars to models using the new Model.report_* methods
• Add force_download argument to Model.get_local_copy() to force the downloading of a new copy of a model even if already in the cache
• Add PipelineController.connect_configuration() to add configuration dictionaries to a pipeline
• Add Dataset.delete configurable hosted contents deletion support, allowing deletion of both ClearML file server hosted files, and external storage hosted files
• Add PipelineController.is_successful() criteria customization
• Adjust CLEARML_VCS_DIFF environment variable behavior, setting it to an empty string now forces the task to not log uncommitted changes
• Add support for API v2.23
• Add Getting Started Notebooks
• Add the output_uri=True argument in the hook config for the OpenMMLab example
• Add local HPO command line execution with the --local argument
• Add support for python package namespace detection

Bug Fixes

• Fix logging dependencies that use the subdirectory argument when pip installing from a git repo (#947, thanks @jday1!)
• Fix missing comma leading to a SyntaxError (#959, thanks @jday1!)
• Fix auto-logging for multiple models trained by the same framework in the same task (#767)
• Fix wrong overriding of custom server URLs when running clearml-init (clearml-server #181 and #910)
• Fix parallel coordinates plot display of categorical variables (#907)
• Fix task.connect() docstring (ClearML Docs issue #473)
• Fix auto-publishing in Dataset.finalize() raises exception due to backward compatibility issue (#908)
• Fix auto-detection of Jupyter Notebooks in Sagemaker
• Fix Gradio binding being triggered even when gradio is not imported
• Fix reconnection following an offline session. Only allow closed tasks to be reconnected
• Fix python-fire support
• Fix mishandling nested dictionaries in Task.connect() inside PipelineDecorator
• Fix get_or_create_project crashes when run in parallel
• Fix task.get_user_properties(value_only=True), previously raising an exception
• Fix silence_errors parameter not working as expected in StorageManager.get_file_size_bytes()
• Fix setting Dataset metadata name to a string prefixed with data_ breaking Dataset.get
• Fix Pipeline fails when creating tasks from multi-argument functions, due to a parsing error when working with Python comma slices