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Loss.gradient

abstract Loss.gradient(predict, target)[source]

An abstract method for computing the gradient. Inputs are expected in a shape of (N, *). Where N is a number of samples. Gradient is computed for each sample individually.

Parameters:
  • predict (ndarray) -- an array of predicted values using the model.

  • target (ndarray) -- an array of the true values.

Return type:

ndarray

Returns:

An array with gradient values of the shape (N, *). The output shape depends on the loss function.

Raises:

QiskitMachineLearningError -- shapes of predict and target do not match.