Removed some no longer used code
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1 changed files with 0 additions and 19 deletions
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@ -74,25 +74,6 @@ impl Layer for FCLayer {
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}
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fn backward_pass(&mut self, output_error: ArrayView1<f64>, learning_rate: f64) -> Array1<f64> {
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//let input_error = output_error.dot(&self.weights.clone().reversed_axes());
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/* let input_error = stack(Axis(0), &vec![output_error; self.num_neurons]).unwrap().dot(&self.weights.clone().reversed_axes());
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// let weights_error = self.input.clone().into_shape((1 as usize, self.num_neurons as usize)).unwrap().dot(&output_error);
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// let weights_error = self.input.clone().reversed_axes().dot(&output_error);
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// let mut weights_error = self.input.clone();
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// weights_error.zip_mut_with(&output_error, |x, y| *x *= y);
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let weights_error = self.input.clone().t().dot(&output_error.broadcast((self.input.len(),)).unwrap());
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self.weights = &self.weights + learning_rate * weights_error;
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self.biases = &self.biases + learning_rate * &output_error;
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let len = input_error.len();
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let a = input_error.into_shape((len, )).unwrap();
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a */
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/* let delta_weights = &self.output.t() * &output_error;
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let delta_biases = output_error.sum_axis(Axis(0));
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self.weights = &self.weights + learning_rate * delta_weights;
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self.biases = &self.biases + learning_rate * delta_biases;
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output_error.dot(&self.weights.t()) */
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let input_error = output_error.dot(&self.weights.t());
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let delta_weights =
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self.input.to_owned().into_shape((self.input.len(), 1usize)).unwrap()
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