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Sampling raster data and classifying the pixels

I'm working with Sentinel images and want to sample the pixels of raster file only in the places which are represented by the geometry of the truth data which I have it in the form of shapefile. All I want to find is the analogous of the below code in Python.

var training = image.select(bands).sampleRegions({
  collection: points,
  properties: [class],
  scale: 30
});

image.select(bands) - is my raster data,

Collection- is my shapefile