Added multichannel PReLU#179
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test_per_channel_behavior seems sus. Mind checking for me?
| // Apply the negative slope to all time steps in this channel | ||
| for (int time_step = 0; time_step < matrix.rows(); time_step++) | ||
| { | ||
| matrix(channel, time_step) = leaky_relu(matrix(channel, time_step), negative_slopes[channel]); |
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Nit: Feels inefficient since there's no vectorized ops being used, but we'll see.
| // Channel 1 (slope = 0.05): | ||
| assert(fabs(data(1, 0) - (-0.10f)) < 1e-6); // -2.0 * 0.05 = -0.10 | ||
| assert(fabs(data(1, 1) - (-0.025f)) < 1e-6); // -0.5 * 0.05 = -0.025 | ||
| assert(fabs(data(1, 2) - 0.0f) < 1e-6); // 0.0 (unchanged) |
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Strange that these would pass if I'm not mistaken...
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Adding a multichannel PReLU to activations. This activation is different from the others because it can have one negative slope for each channel, so it needs to know how many channels the input has. API for activation was extended to include an
apply(MatrixXf matrix)for that case. The basicapply(float* data, long size)call will behave exactly like LeakyReLU and ignore the input shape.Developed with support and sponsorship from TONE3000