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Internal Details
Radu Apsan edited this page Nov 9, 2023
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The framework offers an automation of the infrastructure overhead for measurement-based empirical experiments, as a consequence of its design, produced by the following design drivers:
- User Authority: Give the user full authority over the experiment execution in the Python-based configuration file.
- Focus on Orchestration: Orchestrate the experiment on the basis of events. These events are characterized by their moment of execution in any experiment.
- Focus on Supporting Infrastructure: Offer the user all, potentially necessary, supporting features (e.g. factors and treatment levels).
Experiment Runner consists of the following components:
- Experiment orchestrator: Is in charge of executing the whole experiment according to the experiment configuration provided by the user.
- Event manager: Provides the user with subscribable events, to which callback methods can be set, which are called at the appropriate time by the Experiment Orchestrator.
- Progress manager: Keeps track of the execution of each run of the experiment.
- Config Validator: Provides a validation of a user's configuration file and checks system readiness.
TODO: Add visualization similar to robot-runner overview
When Experiment Runner is passed a user-defined experiment config via command line arguments, it will:
- Validate the config
- Output the config's values as read by Experiment Runner in the console for user validation
- Create the experiment folder
- Create the run table (.csv), and persist it in the experiment folder
- Execute the experiment on a per-variation basis, going over each variation with its specified treatments in the run table.