Developer documentation

MLDev Base

• Experiments module
• BasicStage
  • BasicStage.prepare()
  • BasicStage.run()
• FilePath
  • FilePath.get_files()
  • FilePath.get_path()
  • FilePath.to_json()
• GenericPipeline
  • GenericPipeline.exec_item()
  • GenericPipeline.exec_runs()
  • GenericPipeline.exec_stages()
  • GenericPipeline.run_services()
• MonitoringService
  • MonitoringService.prepare()
• PythonFunction
• experiment_tag()
• Experiment Tag module
• experiment_tag()
• Expressions module
• Expression
  • Expression.to_json()
• defaultdict_v2
• eval_ctx()
• Main module
• collab()
• init()
• run()
• run_experiment()
• setup_logging()
• urls()
• Python context module
• PythonFunction
• Execution utils module
• check_kill_process()
• exec_command()
• exec_tool_command()
• prepare_experiment_command()
• shell_escape()
• shell_quote()
• Yaml Loader module
• ExpressionEval
• MultiLine
• YamlLoaderWithEnvVars
  • YamlLoaderWithEnvVars.load_config()
• stage_context()

MLDev Config Parser

• Config parser module
• _MLDevSettings
  • _MLDevSettings.ALL_EXTRAS
  • _MLDevSettings.DEFAULT_EXTRAS
  • _MLDevSettings.default_config_path()
  • _MLDevSettings.get_extra()
  • _MLDevSettings.get_extra_base()
  • _MLDevSettings.get_value()
  • _MLDevSettings.is_extra()
  • _MLDevSettings.is_feature()
  • _MLDevSettings.set_feature()
  • _MLDevSettings.set_value()
• _SingletonWrapper
  • _SingletonWrapper.__call__()
  • _SingletonWrapper.__dict__
  • _SingletonWrapper.__init__()
  • _SingletonWrapper.__module__
  • _SingletonWrapper.__weakref__
  • _SingletonWrapper.forget()

MLDev Jupyter integration

• Jupyter integration module
• JupyterStage
  • JupyterStage.prepare()
  • JupyterStage.run()
• NotebookPipeline
  • NotebookPipeline.get_context_from_notebook()
  • NotebookPipeline.run()
• NotebookRunner
  • NotebookRunner.compare_results()
  • NotebookRunner.get_cell_code()
  • NotebookRunner.get_mldev_code_cells()
  • NotebookRunner.get_results()
  • NotebookRunner.run_cell_with_deps()
  • NotebookRunner.run_pipeline()
  • NotebookRunner.save_results()

MLDev DVC integration

• DVC integration module
• Stage
  • Stage.prepare()
  • Stage.run()

MLDev Collab

• Collaboration module
• is_tracked()
• merge_driver()
• precommit()
• track_file()
• Operations module
• CollabOperations
  • CollabOperations.apply_operations()
  • CollabOperations.get_operations_delta()
• YamlPatchCollabOperations
  • YamlPatchCollabOperations.apply_operations()
  • YamlPatchCollabOperations.get_operations_delta()