Emulator#
The following functions are contained in the twinlab.Emulator
class.
Constructor#
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A trainable twinLab emulator. |
Setting up#
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Generate an initial design space for an emulator. |
Train#
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Train an emulator on the twinLab cloud. |
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Check the status of a training process on the twinLab cloud. |
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View an emulator that exists on the twinLab cloud. |
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View training data with which the emulator was trained in the twinLab cloud. |
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View test data on which the emulator was tested in the twinLab cloud. |
Explore#
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Get a summary of a trained emulator on the twinLab cloud. |
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Score the performance of a trained emulator. |
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Benchmark the predicted uncertainty of a trained emulator. |
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List all of the processes associated with a given emulator on the twinLab cloud. |
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List the status of all processes associated with a given emulator on the twinLab cloud. |
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Get the results from a process associated with the emulator on the twinLab cloud. |
Predict#
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Make predictions using a trained emulator that exists on the twinLab cloud. |
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Draw samples from a trained emulator that exists on the twinLab cloud. |
Plot#
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Plot the predictions from an emulator across a single dimension with one and two standard deviation bands. |
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Plot a heatmap of the predictions from an emulator across two dimensions. |
Improve#
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Update an emulator with new training data. |
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Draw new recommended data points from a trained emulator that exists on the twinLab cloud. |
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Perform active learning to improve an emulator on the twinLab cloud. |
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Solve an inverse problem using a trained emulator on the twinLab cloud. |
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Finding the maximum the output of a trained emulator that exists on the twinLab cloud. |
Delete#
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Delete emulator from the twinLab cloud. |
Export#
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Export your emulator using a valid file format. |
FMU#
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Export your emulator as a Functional Mock-up Unit (FMU) following the FMI 2.0 standard. |
Lock#
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Lock the emulator to prevent further training. |
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Unlock the emulator to allow further training. |