clearml-docs/docs/release_notes/ver_1_14.md

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Version 1.14

ClearML SDK 1.14.0

New Features and Improvements

• Add support for decorated pipeline steps ClearML GitHub issue #1154
• Improve torch.distributed behavior and auto-detect Huggingface accelerate distributed execution
• Improve jsonargparse integration: _ignore_ui_overrides_ argument added for enabling/disabling overriding configuration file entries
• Add raise_on_error parameter to Model.update_weights() and Model.update_weights_package()
• Add HPO multi-objective optimization support by specifying multiple optimization objectives to the HyperParameterOptimizer class
• Improve pipelines from functions: libraries used by pipeline steps no longer have to be imported in the step itself and can be imported globally instead
• Support clearing repository details in Task.set_repo()
• Auto-detect tensorflow-intel as tensorflow
• Add support for auto-detecting torch and transformers accelerate distributed execution
• Add tabular data multi-stage pipeline process example

Bug Fixes

• Fix langchain integration ClearML GitHub issues #1124 and ClearML GitHub issue #1126
• Fix using target_project with TaskScheduler.add_task() corrupts project if used with pipelines ClearML GitHub issue #1137
• Fix PipelineController.add_function_step() fails when adding custom decorated step ClearML GitHub issue #1154
• Fix jsonargparse binding does not capture parameters before Task.init() is called ClearML GitHub issue #1164
• Fix invalid jsonargparse arguments should be deleted
• Fix handling of appended parameters to Hydra defaults list
• Fix Task.set_repo() and Task.set_packages() do not wait for automatic asynchronous repository detection
• Fix active GPU filtering in resource monitor to support GPU ID and not just GPU idx
• Fix misleading error raised when using the SDK with no configuration file or an invalid configuration file
• Fix process sometimes hangs issue by improving exit and exception handlers, unregistering signal handling in child processes except for the BackgroundMonitor

ClearML Server 1.14.0

New Features and Improvements

• New UI experiment table comparative view: compare plots and scalars of all selected experiments
• Add UI experiment display of original python requirements along with actual packages used ClearML GitHub issue #793
• Add UI project metric snapshot support for multiple metrics
• Add compressed UI experiment table info panel mode displaying only experiment name and status
• Add "x unified" hover mode to UI plots
• Add experiment hyperparameter UI section dataset IDs link to datasets page
• Make all URLs clickable in UI experiment artifacts
• Redesign WebApp tabs: tabs now appear in UI header
• Add option to force setting original task as clone's parent when cloning a task

Bug Fixes

• Fix CVE-2023-45133 Web App vulnerability
• Fix "select all" in UI dataset archive displays count of all archived and unarchived experiments
• Fix hyperparameter keys with dots in their names displayed incorrectly in UI experiment table and task info
• Fix UI experiment scalar comparison raising error
• Fix "Project" column redundantly appears inside a specific project's model table
• Fix UI models with many labels slowing down web app
• Fix simple UI plots (scatter, bar, etc.) in experiment comparisons not merging by experiment
• Fix UI pipeline details panel does not display information
• Fix UI plot "Show/hide" legend button sometimes disappears
• Fix can't select root project in UI report creation modal when workspace has no projects
• Fix "load more" button displayed unnecessarily in UI object tables
• Fix archive action in UI dataset table archives unselected datasets