Esempio n. 1
0
            /// <inheritdoc/>
            public override unsafe void Forward(Span <Tensor> inputs, out Tensor z, out Tensor a)
            {
                Descriptor.Set4D(DataType.FLOAT, TensorFormat.CUDNN_TENSOR_NCHW, inputs[0].Entities, inputs[0].Length, 1, 1);
                fixed(Tensor *p = inputs)
                {
                    Tensor.New(p->Entities, p->Length, out z);
                    using (DeviceMemory <float> y_gpu = DnnInstance.Gpu.AllocateDevice(*p))
                    {
                        // Sum the inputs
                        for (int i = 1; i < inputs.Length; i++)
                        {
                            using (DeviceMemory <float> x_gpu = DnnInstance.Gpu.AllocateDevice(p[i]))
                                DnnInstance.AddTensor(1, Descriptor, x_gpu.Ptr, 1, Descriptor, y_gpu.Ptr);
                        }
                        y_gpu.CopyToHost(p[0].Entities, p[0].Length, out z);

                        // Activation
                        DnnInstance.ActivationForward(p[0].Entities, p[0].Length, y_gpu.Ptr, y_gpu.Ptr, ActivationFunctions.Activation);
                        y_gpu.CopyToHost(z.Entities, z.Length, out a);
                    }
                }
            }