ADAM

Joseph Redmon

2016-10-26 352ae7e65b6a74bcd768aa88b866a44c713284c8

 src/connected_layer.c

@@ -36,6 +36,10 @@
    l.weights = calloc(outputs*inputs, sizeof(float));
    l.biases = calloc(outputs, sizeof(float));

    l.forward = forward_connected_layer;
    l.backward = backward_connected_layer;
    l.update = update_connected_layer;

    //float scale = 1./sqrt(inputs);
    float scale = sqrt(2./inputs);
    for(i = 0; i < outputs*inputs; ++i){
@@ -66,6 +70,10 @@
    }

#ifdef GPU
    l.forward_gpu = forward_connected_layer_gpu;
    l.backward_gpu = backward_connected_layer_gpu;
    l.update_gpu = update_connected_layer_gpu;

    l.weights_gpu = cuda_make_array(l.weights, outputs*inputs);
    l.biases_gpu = cuda_make_array(l.biases, outputs);

@@ -204,10 +212,12 @@
    if(l.batch_normalize){
        printf("Scales ");
        print_statistics(l.scales, l.outputs);
        /*
        printf("Rolling Mean ");
        print_statistics(l.rolling_mean, l.outputs);
        printf("Rolling Variance ");
        print_statistics(l.rolling_variance, l.outputs);
        */
    }
    printf("Biases ");
    print_statistics(l.biases, l.outputs);