clearml-docs/docs/release_notes/sdk/open_source/ver_0_15.md

title
Version 0.15

:::important Trains is now ClearML. :::

Trains 0.15.1

Features

• Add direct plotly figure reporting (GitHub Issue #136).
• Improve matplotlib integration (GitHub Issue #140).
• Add Task.set_parent (GitHub Issue #144).
• Add Task.wait_for_status (GitHub Issue #145).
• Enhance framework save / load binding callbacks (pytorch/ignite Issue #1056).
• Add TrainsJob.is_failed.
• Add APIClient support using trains.backend_api.session.APIClient.
• Add URL tracking when using StorageManager.get_local_copy (log remote URL instead of local file copy).
• Improve and expand examples.

Bug Fixes

• Fix pytorch_tensorboard.py example (GitHub Issue #148).
• Fix ssh://user@domain@server.com/ in Git repository (GitHub Issue #149).
• Fix do not call make_deterministic on import.
• Fix initialization wizard (allow at most two verification retries, then print error) (GitHub trains-agent Issue #16).
• Fix Google CoLab code / package detection.
• Improve pytorch-ignite integration.
• Fix TensorFlow version 2 and later histogram binding.
• Fix Logger.tensorboard_single_series_per_graph.
• Fix anonymous named models.
• Fix incorrect entry point detection when called from Trains wrapper (e.g. TrainsLogger in PyTorch Ignite / Lightning).

Trains 0.15.0

Features

• Add automation support including hyperparameter optimization (see example here)
• Task.init auto_connect_arg_parser argument can accept a dictionary disabling specific keys from the argparser (Trains Slack channel thread)
• Allow worker_id override using TRAINS_WORKER_NAME environment variable (Trains Slack channel thread)
• Support layout configuration for plotly objects using extra_layout argument in all Logger reporting methods (GitHub Issue #136).
• Add Task.execute_remotely to allow cloning and enqueuing a locally executed task (or stopping and re-enqueuing a remotely executed task) (GitHub Issue #128).
• Add Parquet framework and model type.
• Support recursive model folder packaging.
• Add Task.get_reported_console_output and Task.get_reported_scalars to allow retrieval of reported output and scalar metrics.
• Add Task.add_requirements to force requirement package into "installed packages."
• Improve task reuse responsiveness.
• Add raise_on_error (default False) argument to Model.get_local_copy and Artifact.get_local_copy (GitHub trains-agent Issue #17).
• Support Task.get_task without project name (i.e. all projects)
• Support using the file calling Task.init as the task's script in case sys.argv doesn't point to a git repository
• Support detecting and remotely executing code running from a module (i.e. -m module)
• Add callback for framework save / load binding for better integration with pytorch / ignite (GitHub pytorch/ignite Issue #1056)
• Support new task types provided in Trains Server v0.15.0
• Add automation and distributed examples
• Upgrade default pip version to <20.2

Bug Fixes

• Fix exact_match_regex in case of empty pattern (GitHub Issue #138).
• Address deprecation warning and newer attrs versions in MetricsEventAdapter (GitHub Issue #134).
• Fix issues with plotly support (Trains Slack channel thread and thread).
• Fix default argument behavior to match argparse behavior.
• Fix OutputModel with task=None should use current task, if exists.
• Fix Task.get_task() to raise proper error on incorrect task_id.
• Fix Task.enqueue() to use an exact queue name match.
• Fix NaN, Inf and -Inf values display in reported table (not supported by JSON).
• Limit max requirement size to 0.5 MB.
• Fix issues with repository analysis.
• Fix StorageManager so it should only try to extract .zip files, Model should not auto extract package (GitHub trains-agent Issue #17).