--- title: Version 1.16 --- ### ClearML SDK 1.16.4 **New Features** * Add custom task binary support to `clearml-task` and `CreateAndPopulate` (allows bash script execution, requires agent version `>=1.9.0`) * Add support for a default extension name when uploading a pandas `dataframe` artifact (see `sdk.development.artifacts.default_pandas_dataframe_extension_name` configuration option) * Add `verify` field support for downloadable URL instead of a file path (see `sdk.aws.s3` configuration section) **Bug Fix** * Fix valid model URL might be overridden by an invalid one in case the upload failed ### ClearML Server 1.16.2 **Bug Fix** * Fix no graphs are shown in Workers and Queues screens ### ClearML SDK 1.16.3 **New Features and Improvements** * Add `--tags` option to `clearml-task` ([ClearML GitHub issue #1284](https://github.com/allegroai/clearml/issues/1284)) * Add `retries` parameter to `StorageManager.upload_folder()` ([ClearML GitHub issue #1305](https://github.com/allegroai/clearml/issues/1305)) * Add `clearml-task` and `CreateAndPopulate` support for bash scripts, ipynb, and python modules (requires `clearml-agent v1.9+`) * Add support for HTTP file upload progress reporting * Add `CLEARML_MULTI_NODE_SINGLE_TASK` (values -1, 0, 1, 2) for easier multi-node single Task workloads * Add `Model.original_task` property to models * Change `Model.task` property to return connected task **Bug Fixes** * Fix Kerastuner framework and examples ([ClearML GitHub issue #1279](https://github.com/allegroai/clearml/issues/1279)) * Fix scalar logging bug with Fire ([ClearML GitHub issue #1300](https://github.com/allegroai/clearml/issues/1300)) * Fix support passing folder to `Task.get_script_info()` to get the git info * Fix `Task.launch_multi_node()` to enforce the parent of sub-tasks to be the master node 0 task * Fix tensorboard numpy 2.0 incompatibility breaks binding * Fix `Task.launch_multi_node()` not supported when used via Pytorch Lightning * Fix Jupyter notebook packages and uncommitted changes are sometimes not fetched * Fix `"can't create new thread at interpreter shutdown"` errors (known issue with Python v3.12.0 and other versions) * Fix injected task import in `Task.populate()` * Fix dataset with external links will not reuse downloaded data from parents * Fix hierarchy for pipeline nodes without args * Fix when abort callback is set, set task status to stopped only if running locally, otherwise leave it for the Agent to set it * Fix `jsonschema` / `referencing` import to include `TypeError` protection * Fix Dataset offline behavior ### ClearML Server 1.16.1 **Bug Fix** * Fix user credentials reset on API server restart ([ClearML Server GitHub issue #250](https://github.com/allegroai/clearml-server/issues/250)) ### ClearML Server 1.16.0 **New Features and Improvements** * New UI "new experiment creation" * ClearML File Server now uses authentication by default. This can be turned off using the `fileserver.auth.enabled: false` configuration setting * Add confirmation pop-up when running experiment is archived **Bug Fixes** * Fix model plots not displayed in UI model plot tab * Fix UI experiment Debug Samples tab freezes when a lot of debug samples are reported in the experiment * Fix UI scalar “Export to CSV” button returns an empty CSV file * Fix large number of tags in UI tables' tag filter causes UI to crash * Fix searching in UI object tables' tag filter causes UI to crash * Fix consistent plot colors not maintained when embedded in UI Reports ([ClearML GitHub issue #1239](https://github.com/allegroai/clearml/issues/1239)) * Fix UI plot legends and tooltips wrapping ([ClearML Server GitHub issue #241](https://github.com/allegroai/clearml-server/issues/241)) * Fix multiple parameters can be selected for plot axes in scatter plot view in UI experiment comparison * Fix image names change in UI task debug sample comparison when a different metric is selected * Fix numeric range filters of UI table columns not working * Fix queue experiment list is not updated in the UI Orchestration's Queues page * Fix My work/Team work persists across UI modules (i.e. projects, datasets, pipelines, etc.) * Fix UI single-scalar plots are not ordered alphabetically by scalar name * Fix limit on file uploads to the fileserver ### ClearML SDK 1.16.2 **New Features and Improvements** * Make dataset preview optional ([ClearML GitHub issue #1227](https://github.com/allegroai/clearml/issues/1227)) * Add `api.public_ip_ping` (default: `8.8.8.8`) and `api.public_ip_service_urls` (default: `["api.ipify.org";, "ident.me";]`) configuration settings to detect public IP and network interface **Bug Fixes** * Fix python-fire integration ([ClearML GitHub issue #1268](https://github.com/allegroai/clearml/issues/1268)) * Fix path substitution for `file://` URIs (ClearML GitHub issues [#1217](https://github.com/allegroai/clearml/issues/1217) and [#1233](https://github.com/allegroai/clearml/issues/1233)) * Fix numpy 2.0 compatibility (`np.NINF` removed) * Fix no need to recreate reporter if forking and reporting in subprocess * Fix forked detection mechanism ### ClearML SDK 1.16.1 **Bug Fixes** * Fix pipeline breaks when `continue_on_abort` is set to `true` * Fix Pycharm Plugin Windows/Linux interoperability ### ClearML SDK 1.16.0 **New Features** * Add additional warning instructing on how to install in case we failed detecting a Jupyter notebook with an import error * Add `Task.get_executed_queue()` to get the name/ID of the queue a task was executed in * Move `Task.set_resource_monitor_iteration_timeout()` to a class method, add `wait_for_first_iteration_to_start_sec` and `max_wait_for_first_iteration_to_start_sec` arguments (also add `sdk.development.worker.wait_for_first_iteration_to_start_sec` and `sdk.development.worker.max_wait_for_first_iteration_to_start_sec` configuration options) * Add support for better pipeline continue behavior including control of children using the `continue_behaviour` argument * Add Python 3.12 support **Bug Fixes** * Fix pytorch-lightning patches ([ClearML GitHub issue #1249](https://github.com/allegroai/clearml/issues/1249)) * Fix parameter overrides are converted to string when using HPO ([ClearML GitHub issue #975](https://github.com/allegroai/clearml/issues/975)) * Fix FastAI performance ([ClearML GitHub issue #1234](https://github.com/allegroai/clearml/issues/1234)) * Fix MIG GPU support * Fix AMD GPU metrics collection * Fix Jupyter password might not be used in some protected JupyterLab instances * Fix URL substitution was not applied to registered uploaded files when reporting an event