From fbd7ed6ff73eca76aa6e0691228d26098ad9c19e Mon Sep 17 00:00:00 2001 From: Igor Babuschkin Date: Thu, 2 Jun 2016 13:35:47 +0100 Subject: Add tensor scan op This is the initial implementation a generic scan operation. Based on this, cumsum and cumprod method have been added to TensorBase. --- unsupported/test/cxx11_tensor_scan.cpp | 98 ++++++++++++++++++++++++++++++++++ 1 file changed, 98 insertions(+) create mode 100644 unsupported/test/cxx11_tensor_scan.cpp (limited to 'unsupported/test/cxx11_tensor_scan.cpp') diff --git a/unsupported/test/cxx11_tensor_scan.cpp b/unsupported/test/cxx11_tensor_scan.cpp new file mode 100644 index 000000000..dbd3023d7 --- /dev/null +++ b/unsupported/test/cxx11_tensor_scan.cpp @@ -0,0 +1,98 @@ +// This file is part of Eigen, a lightweight C++ template library +// for linear algebra. +// +// Copyright (C) 2016 Igor Babuschkin +// +// This Source Code Form is subject to the terms of the Mozilla +// Public License v. 2.0. If a copy of the MPL was not distributed +// with this file, You can obtain one at http://mozilla.org/MPL/2.0/. + +#include "main.h" +#include +#include +#include + +using Eigen::Tensor; + +template +static void test_1d_scan() +{ + int size = 50; + Tensor tensor(size); + tensor.setRandom(); + Tensor result = tensor.cumsum(0); + + VERIFY_IS_EQUAL(tensor.dimension(0), result.dimension(0)); + + float accum = 0; + for (int i = 0; i < size; i++) { + accum += tensor(i); + VERIFY_IS_EQUAL(result(i), accum); + } + + accum = 1; + result = tensor.cumprod(0); + for (int i = 0; i < size; i++) { + accum *= tensor(i); + VERIFY_IS_EQUAL(result(i), accum); + } +} + +template +static void test_4d_scan() +{ + int size = 5; + Tensor tensor(size, size, size, size); + tensor.setRandom(); + + Tensor result(size, size, size, size); + + result = tensor.cumsum(0); + float accum = 0; + for (int i = 0; i < size; i++) { + accum += tensor(i, 0, 0, 0); + VERIFY_IS_EQUAL(result(i, 0, 0, 0), accum); + } + result = tensor.cumsum(1); + accum = 0; + for (int i = 0; i < size; i++) { + accum += tensor(0, i, 0, 0); + VERIFY_IS_EQUAL(result(0, i, 0, 0), accum); + } + result = tensor.cumsum(2); + accum = 0; + for (int i = 0; i < size; i++) { + accum += tensor(0, 0, i, 0); + VERIFY_IS_EQUAL(result(0, 0, i, 0), accum); + } + result = tensor.cumsum(3); + accum = 0; + for (int i = 0; i < size; i++) { + accum += tensor(0, 0, 0, i); + VERIFY_IS_EQUAL(result(0, 0, 0, i), accum); + } +} + +template +static void test_tensor_maps() { + int inputs[20]; + TensorMap > tensor_map(inputs, 20); + tensor_map.setRandom(); + + Tensor result = tensor_map.cumsum(0); + + int accum = 0; + for (int i = 0; i < 20; ++i) { + accum += tensor_map(i); + VERIFY_IS_EQUAL(result(i), accum); + } +} + +void test_cxx11_tensor_scan() { + CALL_SUBTEST(test_1d_scan()); + CALL_SUBTEST(test_1d_scan()); + CALL_SUBTEST(test_4d_scan()); + CALL_SUBTEST(test_4d_scan()); + CALL_SUBTEST(test_tensor_maps()); + CALL_SUBTEST(test_tensor_maps()); +} -- cgit v1.2.3