--- title: Version 1.12 --- ### ClearML 1.12.2 **New Features and Improvements** * Add `always_create_from_code` argument to `PipelineController` (default `True`) to allow remote execution to create the Pipeline DAG at runtime (as opposed to adhering to the existing structure stored on the task when running locally) **Bug Fixes** * Fix using `OutputModel` reporting and other methods fail if `OutputModel.update_weights()` is not called before that ([ClearML GitHub issue #1078](https://github.com/allegroai/clearml/issues/1078)) * Fix hash for Pandas objects artifacts * Fix Hydra/OmegaConf `--overrides` support * Fix Pipeline metrics not forwarded to pipeline controller at the end of a pipeline step ### ClearML 1.12.1 **New Features and Improvements** * Raise error if dataset name is empty ([ClearML GitHub PR #1083](https://github.com/allegroai/clearml/pull/1083)) * Add support for `spawn` start method for Python `multiprocess`. This should help circumvent issues like [this](https://github.com/python/cpython/issues/84559). **Bug Fixes** * Fix S3 uploads fail with `LazyEvalWrapper` type error ([ClearML GitHub issue #1081](https://github.com/allegroai/clearml/issues/1081)) ### ClearML 1.12.0 :::info BREAKING CHANGES As a result of fixing [issue #1051](https://github.com/allegroai/clearml/issues/1051) and similar issues with retrieving task data/models/artifacts/samples stored in GCS, we introduced some breaking changes. To access resources registered to GCS from ClearML SDK versions 1.11.0 to 1.11.1, see the instructions [here](https://github.com/allegroai/clearml/tree/master/docs/errata_breaking_change_gcs_sdk_1_11_x.md). ::: **New Features and Improvements** * Add `include_archive` parameter to `Dataset.list_datasets()`: include archived datasets in list ([ClearML GitHub issue #1067](https://github.com/allegroai/clearml/issues/1067)) * Add support to specify the multipart chunk size and threshold using the `aws.boto3.multipart_chunksize` and `aws.boto3.multipart_threshold` configuration options in the clearml.conf ([ClearML GitHub issue #1058](https://github.com/allegroai/clearml/issues/1058)) * Add `PipelineController.get_pipeline()` for retrieving previously run pipelines. **Bug Fixes** * Fix AWS driver issues ([ClearML GitHub PR #1000](https://github.com/allegroai/clearml/pull/1000)): * Fix credential authentication failure when attempting to use token * Fix instantiation within VPC without AvailabilityZones * Fix `continue_last_task=0` is ignored in pipelines run with `retry_on_failure` ([ClearML GitHub issue #1054](https://github.com/allegroai/clearml/issues/1054)) * Fix `Task.connect_configuration()` doesn't handle dictionaries with special characters * Fix pipeline steps created with `PipelineDecorator` aren't cached * Fix `Task.get_by_name()` doesn't return the most recent task when multiple tasks have same name * Fix Boto3 certificate verification ignores custom self-signed certificates