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Plano is a city in Kendall County, Illinois, United States near Aurora, Illinois, with a population of 5,633 at the 2000 census. The city is rapidly growing with new subdivisions such as Lakewood Springs completed and several other developments under construction or in the planning stages. Former Speaker of the House of Representatives Dennis Hastert lives at a farm north of Plano. According to the Beacon News, a local newspaper in nearby Aurora, Warner Bros. decided to use Plano during 2011 for filming the new movie, 'Superman: Man of Steel,' scheduled for release in 2013.
Plano is the birthplace of the Reaper. In July, 1831, Cyrus Hall McCormick invented the mechanical reaper, known as the Plano Harvester. This harvester combined all the steps included in earlier harvesting machines, and McCormick's time-saving invention allowed farmers to more than double their crop size and spurred innovations in farm machinery.
Plano was the one-time headquarters for the Reorganized Church of Jesus Christ of Latter Day Saints (now known as Community of Christ). Joseph Smith III, son of slain LDS movement founder Joseph Smith, Jr., moved to Plano in 1866 and ran the church's printing operation from there.
SimpleNamespace provides a basic implementation of namespaces for demonstrationpurposes. In a production environment, experiments would be managed througha central data storage system. For further details, see the Namespacebase class.
Similar to how you create experiments with the SimpleExperiment class, new namespaces are created through subclassing. SimpleNamespace requires that developers implement two methods:
setup(): sets the namespace’s name, the primary unit, and number of segments. The primary unit is the input unit that gets mapped to segments, which are allocated to experiments.setup_experiments(): allocates and deallocates experiments.
In the example above, the name of the namespace is my_demo. This gets used, in addition to the experiment name and variable names, to hash units to experimental conditions. The number of segments is the granularity of the experimental groups.
Allocating and deallocating segments to experiments
When you extend SimpleNamespace class, you implement the setup_experiments method. This specifies a series of allocations and deallocations of segments to experiments.
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For example, the following setup method:
would allocate ‘first experiment’ as the name of your experiment, 100 of 1000 segments, selected at random to be allocated to the MyFirstExperiment class. In this example (see demo/demo_namespace.py), MyFirstExperiment is a subclass of SimpleExperiment.
Adding additional experiments would just involve appending additional lines to the method. For example, you might run a larger follow-up experiment with the same design:
Or you might run a new experiment with a different design:
When an experiment is complete and you wish to make its segments available to new experiments, append a call to remove_experiment:
Note: In modifying this method, you should only add lines after all previous lines. Inserting calls to add_experiment or remove_experiment will likely move segments from one experiment to another – not what you want! This is because there is no stored allocation state (e.g., in a database), so the current allocation is dependent on the full history.
Using the namespace
You use namespace objects just as you would use an experiment object.For example, you might call:
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See the namespace demo on Github.