--- title: Version 1.6 --- ### ClearML 1.6.4 **Bug Fix** * Fix `APIClient` fails when calling `get_all` endpoints with API 2.20 (affects CLI tools such as `clearml-session`) ### ClearML 1.6.3 **New Features and Improvements** * Add option to specify an endpoint URL when creating S3 resource service ([ClearML GitHub issue #673](https://github.com/allegroai/clearml/issues/673)) * Add support for providing `ExtraArgs` to boto3 when uploading files using the `sdk.aws.s3.extra_args` configuration option * Add support for Server API 2.20 * Add `Task.get_num_enqueued_tasks()` to get the number of tasks enqueued in a specific queue * Add support for updating model metadata using `Model.set_metadata()`, `Model.get_metadata()`, `Model.get_all_metadata()`, `Model.get_all_metadata_casted()`, and `Model.set_all_metadata()` * Add `Task.get_reported_single_value()` * Add a retry mechanism for models and artifacts upload * Pipelines with empty configuration takes it from code * Add support for running pipeline steps on preemptible instances * Datasets * Add description to Datasets * Add wild-card support in `clearml-data` **Bug Fixes** * Fix dataset download ([ClearML GitHub issue #713](https://github.com/allegroai/clearml/issues/713)) * Fix lock is not released after dataset cache is downloaded ([ClearML GitHub issue #671](https://github.com/allegroai/clearml/issues/671)) * Fix deadlock might occur when using process pool large number processes ([ClearML GitHub issue #674](https://github.com/allegroai/clearml/issues/674)) * Fix 'series' not appearing on UI when using `logger.report_table()` ([ClearML GitHub issue #684](https://github.com/allegroai/clearml/issues/684)) * Fix `Task.init()` docstring to include behavior when executing remotely ([ClearML GitHub PR #737](https://github.com/allegroai/clearml/pull/737)) * Fix `KeyError` when running remotely and no params were passed to click ([ClearML Agent GitHub issue #111](https://github.com/allegroai/clearml-agent/issues/111)) * Fix full path is stored when uploading a single artifact file * Fix passing non-alphanumeric filename in `sdk.development.detect_with_pip_freeze` * Fix Python 3.6 and 3.10 support * Fix mimetype cannot be `None` when uploading to S3 * Pipelines * Fix pipeline DAG * Add support for pipelines with spot instances * Fix pipeline proxy object is always resolved in main pipeline logic * Fix pipeline steps with empty configuration should try and take it from code * Fix wait for jobs based on local/remote pool frequency * Fix `UniformIntegerParameterRange.to_list()` ignores min value * Fix pipeline component returning a list of length 1 * Datasets * Fix `Dataset.get()` does not respect `auto_create` * Fix getting datasets fails with new ClearML Server v1.6 * Fix datasets can't be queried by project/name alone * Fix adding child dataset to older parent dataset without stats * Fix error when connecting an input model * Fix deadlocks, including: * Change thread Event/Lock to a process fork safe threading objects * Use file lock instead of process lock to avoid future deadlocks since python process lock is not process safe (killing a process holding a lock will Not release the lock) * Fix `StorageManager.list()` on a local Windows path * Fix model not created in the current project * Fix `keras_tuner_cifar` example raises DeprecationWarning and ValueError ### ClearML 1.6.2 **Bug Fix** * Fix format string construction sometimes causing delayed evaluation errors ([ClearML GitHub issue #706](https://github.com/allegroai/clearml/issues/706)) ### ClearML 1.6.1 **Bug Fixes** * Fix `Task.get_tasks()` fails when sending `search_hidden=False` * Fix LightGBM example shows UserWarning ### ClearML 1.6.0 **New Features and Improvements** * New Hyperparameter Optimization CLI `clearml-param-search` * Improvements to ClearML Data * Add support for a new ClearML Data UI in the ClearML WebApp * Add `clearml-data` new options set-description and rename * Add random seed control using `Task.set_random_seed()` allowing to set a new random seed for task initialization or to disable it * Improve error messages when failing to download an artifact * Improve error messages when testing for permissions **Bug Fixes** * Fix axis range settings when logging plots * Fix `Task.get_project()` to return more than 500 entries ([ClearML GitHub issue #612](https://github.com/allegroai/clearml/issues/612)) * Fix pipeline progress calculation * Fix `StorageManager.upload_folder()` returns `None` for both successful and unsuccessful uploads * Fix script path capturing stores a relative path and not an absolute path * Fix HTML debug samples are saved incorrectly on S3 * Fix Hydra deprecation warning in examples * Fix missing requirement for TensorBoardX example **Known Issues** * When removing an image from a Dataset, its preview image won't be removed * Moving Datasets between projects still shows the Dataset in the old project