Workflow widgets example

This notebook illustrates how we can use ESSreduce’s workflow widgets to generate a graphical interface for running the DREAM GEANT4 workflow.

Initializing the GUI

It is as simple as importing the dream submodule and generating a GUI using workflow_widget (the workflow automatically registers itself to a library of workflows when imported).

# Import dream submodule to register workflow
from ess import dream
from ess.reduce import ui

# Prepare a container for accessing the results computed by the GUI
results = {}

# Initialize the GUI widget
widget = ui.workflow_widget(result_registry=results)
widget

Accessing the results

We can now access the computed result in the results dictionary:

results

{ess.powder.types.IofDspacing[ess.reduce.nexus.types.SampleRun]: <scipp.DataArray>
 Dimensions: Sizes[dspacing:200, ]
 Coordinates:
 * detector                   string        <no unit>  ()  "mantle"
 * dspacing                  float64             [Å]  (dspacing [bin-edge])  [0, 0.011717, ..., 2.33168, 2.3434]
 * gravity                   vector3          [m/s^2]  ()  (0, -9.80665, 0)
   sample_position           vector3             [mm]  ()  (0, 0, 0)
   source_position           vector3             [mm]  ()  (-3.478, 0, -76550)
 Data:
                           DataArrayView        <no unit>  (dspacing)  binned data: dim='event', content=DataArray(
           dims=(event: 1270162),
           data=float64[dimensionless],
           coords={'event_time_zero':datetime64[ns], 'event_time_offset':float64[ns],
                   'dspacing':float64[Å]})
 Masks:
   zero_vanadium                bool        <no unit>  (dspacing)  [True, True, ..., False, False]
 }

The result can be plotted using

(da,) = results.values()
da.hist(dspacing=200).plot()