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Version 1.0

ClearML Serving 1.0.0

:::caution Backwards Compatibility This release is not backwards compatible :::

Breaking Changes

  • preprocess and postprocess class functions get 3 arguments
  • Add support for per-request state storage, passing information between the pre/post-processing functions

Features and Bug Fixes

  • Optimize serving latency while collecting statistics
  • Fix metric statistics collecting auto-refresh issue
  • Fix live update of model preprocessing code
  • Add pandas to the default serving container
  • Add per endpoint/variable statistics collection control
  • Add CLEARML_EXTRA_PYTHON_PACKAGES for easier additional python package support (serving inference container)
  • Upgrade Nvidia Triton base container image to 22.04 (requires Nvidia drivers 510+)
  • Add Kubernetes Helm chart

ClearML 1.0.5

Features

  • Add Click support ClearML GitHub issue #386
  • Add progress bar to SHA2 generation ClearML GitHub issue #396
  • Add prefix to Task reported runtime info: cpu_cores, gpu_driver_version and gpu_driver_cuda_version
  • Add support for Logger.report_text() explicit log-level reporting
  • Add return_full_path argument to StorageManager.list()
  • Support Task.get_tasks() passing multiple project names
  • Add TaskScheduler
  • Add task_filter argument to Objective.get_top_tasks(), allow name as a task_filter field
  • Add --output-uri command-line option to clearml-task
  • Add requirements_file argument to Task.force_requirements_env_freeze() to allow specifying a local requirements file
  • Add support for list type argument in Task.connect_configuration() (previously only dict type was supported)
  • Rename TrainsTuner to ClearmlTuner
  • Update documentation links

Bug Fixes

  • Fix Pandas with multi-index ClearML GitHub issue #399
  • Fix check permissions fail in HTTPDriver ClearML GitHub issue #394
  • Fix Dataset not setting system tag on existing data_processing Tasks
  • Fix disable redundant resource monitoring in pipeline controller
  • Fix ClearMLJob when both project and target_project are specified
  • Fix ClearMLJob docker container info is not cached
  • Fix no print logging after Python logging handlers are cleared
  • Fix PipelineController callback returning False
  • Fix internal logging.Logger can't be pickled (only applicable to Python 3.6 or lower)
  • Wait for reported events to flush to ensure Task.flush() with wait_for_uploads=True awaits background processes

ClearML 1.0.4

Features

Bug Fixes

  • Fix default_output_uri for Dataset creation ClearML GitHub issue 371
  • Fix clearml-task failing without a docker script ClearML GitHub issue 378
  • Fix PyTorch DDP sub-process spawn multi-process
  • Fix Task.execute_remotely() on created Task (not initialized Task)
  • Fix auto scaler custom bash script should be called last before starting agent
  • Fix auto scaler spins too many instances at once then kills the idle ones (spin time is longer than poll time)
  • Fix multi-process spawn context using ProcessFork kills sub-process before parent process ends

ClearML 1.0.3

Features

  • Use default boto credential chain if no keys are provided in the configuration file or environment variables ClearML GitHub PR 342
  • Support DummyModel configuration Slack Channel
  • Add report_matplotlib_figure(..., report_interactive=False) allowing to upload a matplotlib as a non-interactive (high quality png) plot
  • Add Logger.matplotlib_force_report_non_interactive()
  • Remove matplotlib axis range (plotly.js auto-range can adjust it in real-time)
  • Add object-storage support in cleanup-service
  • Add dataset_tags argument to Dataset.create()
  • Expose docker_args and docker_bash_setup_script in clearml-task CLI
  • Add logging for Nvidia driver and Cuda version
  • Add optional ignored packages in script requirements (currently used for pywin32)
  • Update examples
    • Increase channel result to support max of 1K channels for finding slack channel and use cursor in Slack Alerts monitoring service
    • Add csv data sample to data_samples
    • Remove deprecated examples

Bug Fixes

  • Fix Hydra should not store the full resolved OmegaConf ClearML GitHub issue 327
  • Fix direct import of keras save/load model functions ClearML GitHub issue 355
  • Fix run as module ClearML GitHub issue 359
  • Fix Python 2.7 support ClearML GitHub issue 366
  • Fix Task.add_requirements() passing package_version starting with @, ; or #
  • Fix import keras from TF
  • Fix support for Hydra's run_job() change in parameter order by passing config and task_function as keyword arguments
  • Fix background upload retries with Google Storage (gs://)
  • Fix Python 3.8 race condition in Task.close()
  • Fix shutting down a Task immediately after creation might block
  • Fix Task.execute_remotely() from Jupyter notebook
  • Fix Jupyter Notebook inside VSCode
  • Fix support for Dataset.create() argument use_current_task
  • Fix Dataset.finalize() can hang in extreme scenario
  • Protect against wrong file object type when auto-binding models
  • Fix matplotlib date convertor
  • Fix automation controller overrides nodes clone

ClearML Server 1.0.2

Bug Fixes

ClearML Server 1.0.1

Bug Fixes

  • Fix clearing experiment requirements causes "empty" requirements (as opposed to "no requirements")
  • Fix logout fails with endpoint not found error ClearML GitHub issue 349
  • Fix hamburger side menu Manage Queues does nothing and returns console error Slack Channel
  • Fix broken config dir backwards compatibility (/opt/trains/config should also be supported)

ClearML 1.0.2

Bug Fixes

  • Fix in rare scenarios process stuck on exit, again :)

ClearML 1.0.1

Bug Fixes

  • Fix in rare scenarios process stuck on exit

ClearML 1.0.0

:::info Breaking Changes Arguments order changed in Logger.report_line_plot(), Logger.report_plotly() and Logger.report_matplotlib_figure() - please use keywords instead of positional arguments :::

Features

  • Add OS environment variable CLEARML_DEFAULT_OUTPUT_URI to override default output_uri for automatic models upload - ClearML GitHub issue 328
  • Add Task.force_requirements_env_freeze() forcing pip freeze instead of package analysis - ClearML GitHub issue 304
  • Improve pipeline support
    • Add Task parameters override in ClearmlJob - ClearML GitHub issue 214
    • Add PipelineController node skip visualization and pre/post-execution callback
  • Allow enabling/disabling tensorboard auto-connect using Task.init(auto_connect_frameworks={'tensorboard': True/False}) (default: True)
  • Allow to continue running from previous execution iteration
  • Support stopping instead of resetting in Task.execute_remotely() when server supports enqueueing stopped tasks
  • Add Model query interface using Model.query_models()
  • Support storing dict with "." in the keys using Task.connect_configuration
  • Add force argument to Task.mark_failed() to allow setting Task status to failed regardless of Task state
  • Add docker_args and docker_bash_setup_script arguments to Task.create()
  • Change Logger plot iteration argument default to 0 (or None)
  • Add task filtering in Task.get_task() using the allow_archived and task_filter arguments
  • Add Task.get_configuration_objects() for retrieving configuration object as a blob of text in automation use-cases (instead of using Task.connect_configuration())
  • Improved pipeline support
    • Add pipeline step caching
    • Add Pipeline controller caching
    • Improve pipeline plot reporting
    • Add PipelineController into main namespace (use from clearml import PipelineController)
  • Add jupyter notebook preview update time stamp
  • Change default metric report flushing to every 5 seconds
  • Improve Task.artifacts for safer Task multi node use cases
  • Support ClearML server API v2.13
  • Add Python 3.9 to the support table
  • Improve documentation and examples
    • Improve documentation for clearml-data, clearml-task
    • Add multiple_tasks_single_process example script for multiple Tasks created in same code
    • Add using_artifacts_example and execute_remotely_example example scripts
    • Update requirements.txt for KerasTuner example

Bug Fixes

  • Fix \r and \n in debug samples title/series - ClearML GitHub issue 323
  • Fix Google API credentials without storage section raises exception on import - ClearML GitHub issue 331
  • Fix Matplotlib automagic export legend not showing series names - ClearML GitHub issue 337
  • Fix Task.set_comment/name() passing None should be equivalent to ''
  • Fix Task.set_credentials() uses incorrect config file when both trains.conf and clearml.conf are found
  • Fix Task.set_credetnials() should override settings from config file
  • Fix Keras h5 model storage
  • Fix Task.execute_remotely() with sub process
  • Fix Task requirements should conform to strings
  • Fix reporting after task closing
  • Fix remove deprecation warning with matplotlib 3.1
  • Fix dataset create single root plot
  • Fix Model.task should return task ID
  • Fix code hangs when leaving process
  • Fix flushing on CR timeout (default 10sec)
  • Wait for subprocess when terminating
  • Improve flush behaviour on KeyboardInterrupt exception
  • Wait for subprocesses to flush when terminating
  • Fix Task.set_credentials() with store_conf_file=True

ClearML Agent 1.0.0

Features

  • Add conda and pip environment debug prints (using --debug)
  • Add support for PyJWT v2
  • Change the default conda channel order, so it pulls the correct pytorch package
  • Improve k8s glue support
    • Support k8s glue container env vars merging
    • Add number of pods limit to k8s glue using the max_pods_limit argument (use --max-pods switch in the k8s glue example)
    • Add k8s glue default restartPolicy=Never to template to prevent pods from restarting
  • Add --stop switch support for dynamic gpus
  • Verify docker command exists when running in docker mode
  • Add support for terminating dockers on sig_term in dynamic mode
  • Add stopping message on Task process termination
  • Add agent.docker_install_opencv_libs configuration option to enable automatic opencv libs install for faster docker spin-up (default: true, see here)
  • Add support for new container base setup script feature
  • Bump virtualenv dependency version (support v>=16,<21)
  • Add support for dynamic gpus opportunistic scheduling (with min/max gpus per queue)
  • Deprecate venv_update in configuration (replaced by the more robust venvs_cache)
  • Add Python 3.9 to the support table

Bug Fixes

  • Fix agent can return non-zero error code and pods will end up restarting forever - clearml-agent GitHub Issue 56
  • Fix poetry support - clearml-agent GitHub Issue 57
  • Fix cuda version from driver does not return minor version
  • Fix requirements local path replace back when using cache
  • Fix k8s glue
    • Fix broken k8s glue docker args parsing
    • Fix empty env prevents override when merging template
  • Fix venv cache crash on bad symbolic links
  • Fix no docker arguments provided

ClearML Server 1.0.0

Features

  • Add Multi-level project hierarchy - Projects can now contain sub-projects
  • Add markdown editor for project overview
  • Add support for multiple models per experiment
  • Add Context menu batch operations - ClearML GitHub issue 286
  • Add global search regex support - ClearML GitHub issue 81
  • Add support for extended container (docker) configuration and init script
  • Add special character support ("." (dot) and "$") in Hyperparameters
  • Add new context menu icons
  • Add deleting experiments and models through UI - ClearML GitHub issues 53, 61 and 81
  • Improve Project deletion: deletes project's experiments and models.
  • Add experiment description access from info title
  • Improve experiment table columns
    • Add filter by user
    • Add filters time columns
    • Add filters for custom columns (metrics and hyperparameters)
    • Add secondary nested sorting
  • Add worker<->queue clickable reference in workers and queues tables
  • Add presenting all metric debug samples concurrently
  • Add Full project name display in project cards - ClearML GitHub issue 81
  • Add option for continuing aborted tasks

Bug Fixes

  • Fix UI storage credentials input missing for HTML artifacts
  • Fix sorting custom metric columns sort treats empty fields as zeroes
  • Fix UI experiments table redundant rendering on auto refresh
  • Fix missing URL encoding for hyperparameters key names
  • Fix UI experiment section edit opens outside viewable screen
  • Fix UI missing default selection of artifacts in full screen view
  • Fix UI variant name not shown in plots
  • Fix UI missing tooltip for truncated column headers
  • Fix UI custom columns choice does not persist per project - ClearML GitHub issue 314
  • Fix API plot_str not returned for compressed plots
  • Fix UI plots color picker consistency
  • Fix API Tasks.reset marking parent id as 'deleted' in its children
  • Fix UI missing queue selection on queue delete
  • Fix UI debug image history slider not shown when there's only a single iteration
  • Fix UI X-axis labels are being cut in plots - ClearML GitHub issue 264
  • Fix UI scalar color choice dialog toggles between screen positions every time you open it
  • Fix UI hovering on legend clears parallel coordinates graph filters - ClearML GitHub issue 259
  • Fix UI experiment comparison 'hide identical fields' button disable doesn't work
  • Fix UI auto refresh removes model ID in model panel
  • Fix UI debug samples download image opens new tab instead of downloading
  • Fix UI experiment/model tables: Right most column is not fixed to right edge of screen
  • Fix UI 'Add experiment' modal in compare scalar comparison intertwines with comparison display
  • Fix UI experiment configurations showing redundant "General" section