faeaf045a9
* Moved FrameworkNode to nGraph * Moved graph comparator to ngraph test util * Fixed build * Try to fix centos * Fix export target * Moved engine utils to separate library * Removed ONNX util from common library * Fixed build * Fixed code style
1614 lines
130 KiB
C++
1614 lines
130 KiB
C++
// Copyright (C) 2018-2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include "engines_util/execute_tools.hpp"
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#include "engines_util/test_case.hpp"
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#include "engines_util/test_engines.hpp"
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#include "gtest/gtest.h"
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#include "ngraph/ngraph.hpp"
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#include "ngraph/runtime/tensor.hpp"
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#include "ngraph/type/bfloat16.hpp"
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#include "ngraph/type/float16.hpp"
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#include "runtime/backend.hpp"
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#include "util/all_close.hpp"
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#include "util/all_close_f.hpp"
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#include "util/ndarray.hpp"
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#include "util/test_control.hpp"
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using namespace std;
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using namespace ngraph;
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static string s_manifest = "${MANIFEST}";
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using TestEngine = test::ENGINE_CLASS_NAME(${BACKEND_NAME});
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static std::vector<float16> from_float_vector(const std::vector<float>& v_f32) {
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if (v_f32.empty()) {
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return std::vector<float16>();
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}
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size_t num_of_elems = v_f32.size();
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std::vector<float16> v_f16(num_of_elems);
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for (size_t i = 0; i < num_of_elems; ++i) {
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v_f16[i] = float16(v_f32[i]);
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}
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return v_f16;
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}
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static std::vector<float> to_float_vector(const std::vector<float16>& v_f16) {
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if (v_f16.empty()) {
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return std::vector<float>();
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}
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size_t num_of_elems = v_f16.size();
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std::vector<float> v_f32(num_of_elems);
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for (size_t i = 0; i < num_of_elems; ++i) {
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v_f32[i] = float(v_f16[i]);
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}
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return v_f32;
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}
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static const std::vector<float> input_data = {
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0.85943836, 0.009941814, 0.004292889, 0.54598427, 0.8270831, 0.49770153, 0.9035636, 0.19274887,
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0.8589833, 0.88759327, 0.72343576, 0.057539318, 0.915801, 0.63455844, 0.25069925, 0.045601673,
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0.29793364, 0.8492151, 0.6885839, 0.57419384, 0.009737609, 0.68192583, 0.7614807, 0.37603703,
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0.51804876, 0.033039097, 0.63702065, 0.78960556, 0.5007368, 0.7248742, 0.2040932, 0.1211606,
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0.76035476, 0.44004318, 0.95635134, 0.82913375, 0.225465, 0.009166263, 0.05445403, 0.5885675,
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0.87822133, 0.14324947, 0.68606305, 0.3274419, 0.9169595, 0.732179, 0.04614906, 0.03505424,
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0.84526163, 0.9972937, 0.89781004, 0.9987864, 0.24641308, 0.34678686, 0.22731997, 0.95805293,
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0.595993, 0.8537836, 0.9174756, 0.17441267, 0.86681056, 0.15913424, 0.6638066, 0.522398,
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0.51548326, 0.024979044, 0.1731268, 0.068090245, 0.6125645, 0.4865482, 0.2873719, 0.35936728,
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0.64452374, 0.27963468, 0.59981745, 0.6309508, 0.507604, 0.23389837, 0.77500635, 0.4462004,
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0.53165394, 0.6535075, 0.4306448, 0.21468966, 0.6925882, 0.11183031, 0.25347117, 0.2209481,
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0.8060583, 0.34712377, 0.78980505, 0.16110454, 0.6376819, 0.78736854, 0.909368, 0.6915289,
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0.24747796, 0.32442623, 0.22714981, 0.23976989, 0.25199527, 0.28412706, 0.32461873, 0.51917267,
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0.8394496, 0.6324911, 0.28498915, 0.8887276, 0.90213394, 0.16050571, 0.32190812, 0.67677563,
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0.8594967, 0.28917953, 0.1931407, 0.8282108, 0.14881423, 0.18073067, 0.8490643, 0.2356146,
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0.86200285, 0.57409924, 0.94718546, 0.092213534, 0.34502912, 0.4719212, 0.60031396, 0.22602181,
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0.3067876, 0.49529344, 0.11133887, 0.47633907, 0.13236542, 0.69677263, 0.8490109, 0.6685073,
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0.24199674, 0.7983137, 0.37593383, 0.74520975, 0.16743147, 0.84144354, 0.93073046, 0.55940866,
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0.67484015, 0.077098235, 0.69045097, 0.06949082, 0.6804774, 0.79804176, 0.49027568, 0.8843709,
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0.5665486, 0.91798306, 0.47884017, 0.94707423, 0.98279756, 0.62054926, 0.8134105, 0.01336217,
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0.78324115, 0.9938295, 0.99227554, 0.66681916, 0.38842493, 0.3835454, 0.120395586, 0.5478275,
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0.13309076, 0.9468553, 0.24595714, 0.0057277656, 0.14570542, 0.31220108, 0.41687667, 0.679465,
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0.5731583, 0.7383743, 0.013198466, 0.34619793, 0.9278514, 0.48510832, 0.46039802, 0.8171329,
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0.5041023, 0.37600085, 0.124404594, 0.4201713, 0.7470036, 0.7340853, 0.8449047, 0.137517,
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0.14771219, 0.99655616, 0.2178388, 0.4121613, 0.8655656, 0.32849622, 0.7574791, 0.95230037,
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0.5806251, 0.9598742, 0.7183528, 0.042957753, 0.2926446, 0.5882527, 0.05208914, 0.3216481,
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0.5205192, 0.5095992, 0.011508227, 0.5209922, 0.78207654, 0.34570032, 0.7968098, 0.4619513,
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0.0047925604, 0.029039407, 0.7673424, 0.571703, 0.44400942, 0.82529145, 0.29335254, 0.34418115,
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0.48119327, 0.38321403, 0.31083322, 0.7179562, 0.41055596, 0.06207573, 0.8747831, 0.6018095,
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0.4483476, 0.16189687, 0.8611539, 0.79723805, 0.42178747, 0.95597315, 0.5534858, 0.33466807,
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0.36827618, 0.60728735, 0.6582703, 0.6790265, 0.870856, 0.8868432, 0.43860948, 0.32468447,
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0.77624434, 0.3403061, 0.14144918, 0.23022941, 0.07176102, 0.06941459, 0.37346482, 0.9120822,
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0.65890974, 0.77746564, 0.4515671, 0.45455948, 0.15909587, 0.8017096, 0.6259673, 0.6117355,
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0.77020043, 0.08495594, 0.30376136, 0.55266386, 0.8497134, 0.91790336, 0.86088765, 0.88179666,
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0.9009849, 0.97200614, 0.94119, 0.77911216, 0.8057816, 0.14040896, 0.66522235, 0.6649202,
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0.048396785, 0.75035393, 0.4520953, 0.9877601, 0.46115568, 0.2167145, 0.9271302, 0.39395386,
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0.68578094, 0.576275, 0.20754486, 0.5408786, 0.46040633, 0.18199016, 0.66303253, 0.6288556,
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0.14313427, 0.91675115, 0.36198065, 0.51337945, 0.84241706, 0.22333568, 0.38011634, 0.024615016,
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0.19370414, 0.23593484, 0.32207185, 0.47971123, 0.6202779, 0.6944977, 0.43612957, 0.07961436,
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0.57468814, 0.100025274, 0.42476946, 0.95338464, 0.666547, 0.8683905, 0.52689695, 0.6284723,
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0.85813546, 0.4865953, 0.8269112, 0.08833949, 0.69269264, 0.41784903, 0.5969149, 0.07599888,
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0.14184453, 0.49042618, 0.44027725, 0.6256328, 0.2716237, 0.0999099, 0.09831784, 0.92469853,
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0.24196884, 0.9073526, 0.7523511, 0.7761173, 0.28489882, 0.96349007, 0.5884645, 0.74933976,
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0.06400105, 0.4376275, 0.34752035, 0.6006149, 0.034923803, 0.066874385, 0.9790322, 0.5558188,
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0.97579825, 0.025802653, 0.537738, 0.24921915, 0.111012295, 0.85987717, 0.781183, 0.69588315,
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0.94621634, 0.74946797, 0.6949375, 0.009165181, 0.91075164, 0.72913235, 0.25934777, 0.19463088,
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0.5283304, 0.9241759, 0.0563183, 0.74323857, 0.43722472, 0.2958358, 0.85980684, 0.029655656,
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0.362904, 0.19682994, 0.37778872, 0.09406928, 0.23010127, 0.44393733, 0.420214, 0.39723217,
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0.13777487, 0.06385251, 0.9535715, 0.89861375, 0.2463547, 0.673834, 0.8008994, 0.0861585,
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0.6613363, 0.79498637, 0.79322547, 0.083214305, 0.577025, 0.58655965, 0.119723536, 0.0012204717};
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static const std::vector<float> expected_dft1d_results = {
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6.329814, 4.2950764, -0.8105316, -0.7187835, -0.059136264, 0.2709784, 0.82793635, 0.57937646,
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0.5997731, -1.3291739, 1.188664, 1.462941, -0.01811248, -1.8314927, 0.16004556, -2.219835,
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1.0620322, -1.0679832, -0.68610185, 0.658314, 4.627743, 4.5935497, -0.78950775, -0.32600924,
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-1.4706655, -1.1615934, 0.708719, 1.4568751, -1.0970218, -0.39268675, -0.5990571, -0.81545514,
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-0.39174145, -0.420258, 0.55279106, 2.339339, -0.59915966, 1.3964193, -0.8447231, 0.14907542,
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6.2576666, 5.5670385, 0.25636938, -1.7026355, 1.161571, 0.12042561, 0.19768336, -1.3421875,
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-0.90698814, 1.4111948, 0.70803046, 0.5795436, 1.2021728, -0.5199567, -2.558736, -0.80762154,
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1.1657354, -0.8685272, 1.2987087, -1.0047817, 5.6461143, 3.2111988, 0.2361581, 0.3099669,
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0.6179653, 0.099535145, 1.0438079, -0.016701937, -0.88529384, -0.12907594, 0.64785606, -0.8428119,
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-0.058392793, -1.0488291, -0.4019828, 0.20333555, 0.45051938, 0.45967662, 1.3713523, -0.6549525,
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5.5258985, 3.7522945, -1.8860855, -0.2230255, 0.8160669, -0.46607828, 0.123957604, 0.61024696,
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0.26978388, 0.9723815, 0.3050212, 0.69621503, 0.27244493, -1.0805726, 0.20593566, 1.5653824,
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-0.27690098, 0.8950307, -0.039584313, -0.18680441, 4.975611, 4.6955333, 0.19031112, -0.8860659,
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0.91665065, -0.5264673, -0.4547393, 1.1623507, -1.4774656, 1.671129, 1.028168, -1.6014669,
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-1.2178835, -0.13447604, -0.14712845, -0.6739672, -0.3273949, -0.9012072, -0.9661755, 0.03590688,
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4.771964, 5.244689, -0.03415192, -0.37281254, -0.49070793, -0.65789306, 0.8143984, -0.8913989,
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-0.19890547, 0.17876014, -0.9956009, 0.82810897, 0.55270624, -0.023768127, 1.5358362, 0.6981953,
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0.23165298, 0.51040155, 2.4328363, 0.2267083, 6.4758024, 5.72882, -0.8707881, -1.110683,
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0.12478554, 1.3484334, 0.3689712, 0.29180524, -0.8149491, -0.0922713, -0.33161288, 0.78140867,
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-0.9623072, 0.8999919, -2.1120539, 0.84492886, -1.5347936, 0.7440938, 1.3312622, -1.0220959,
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3.8123238, 5.62084, 1.3551373, 0.6460793, -0.21639234, -1.2077228, 1.1639122, -0.05263084,
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0.48105645, -0.5892652, 0.2349168, 1.128768, 0.42568994, 0.36398163, -1.2250046, 2.3513904,
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0.64331245, 0.8099514, 1.1574583, 0.8668997, 5.59726, 5.659527, 0.48095328, 0.59446967,
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1.1849049, 1.4709316, -1.2589264, -0.11577609, 0.6299068, -1.4621243, 0.7872094, 0.18096408,
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0.5553762, -2.0060503, -0.4373122, 0.9938256, 0.89633095, -0.5491595, 0.8428093, 0.084472984,
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4.52676, 4.351716, 0.73079205, 0.8098516, 0.27877963, -0.0073297992, 0.36545974, 0.6745955,
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-2.3818088, 1.5816333, -0.16544427, 0.51321346, -0.23699868, -0.13254744, 1.551896, 0.62098134,
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0.7739359, 1.6108581, 0.36288044, -0.42423314, 5.0995026, 5.1843014, -1.1968713, 1.1790991,
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-0.018864498, -0.7500831, 0.0879575, 0.22010106, 1.1136081, 2.2893274, -0.6877146, -0.40740123,
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0.046427906, 0.8681825, -0.50678635, 0.23051873, 0.35328788, -0.45622703, 0.1495475, -0.104907334,
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4.8094087, 5.2818966, 0.49697292, 0.29568392, -0.4144543, -0.64546454, 0.31737912, -0.8962374,
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-1.0404948, 0.91764164, 0.6826862, 0.08073502, 0.33942595, 0.053232975, -1.1867946, 0.51120156,
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-1.1452568, -1.4197243, 0.82389224, 1.8939058, 6.882805, 6.4072084, -1.3024135, -0.22483894,
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-0.22082287, 1.0370905, -0.7639439, 0.6950346, -0.731326, 0.16821115, 0.0887468, -0.5732441,
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-0.40715322, -0.96244293, -0.89126545, 1.3140129, -0.42358512, 1.7674587, -0.6400819, -1.6113993,
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4.4106574, 5.706909, -1.1110737, 0.10560027, -1.1108764, 0.34190884, 2.1167603, -0.067495525,
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-0.16237324, 0.2604496, -0.8129095, -0.42274237, -1.1412699, -0.0011268258, -0.63462454, -0.15172139,
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-0.7164279, 0.14801888, -0.3538928, 1.583736, 4.9876184, 4.2879796, -0.8491325, 0.5345522,
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-0.60507995, -0.9020085, 1.0447598, 0.21135187, -0.4787205, -0.3230412, 0.8076494, -0.04361339,
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0.62797767, 0.15487206, -0.23772183, 0.69546384, 1.8609382, -1.7030516, 1.2658813, -0.6791475,
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4.921037, 4.8929176, -0.0124401, -0.6873918, -0.21879943, -0.48610657, 0.36776963, 0.12423802,
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-0.7854952, 0.48838156, -0.5085067, -0.08865434, 1.1653454, 0.81965554, -0.6399579, -1.0967884,
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1.4099771, -0.15370974, 2.8824244, 1.0534087, 4.7045717, 5.2045445, -0.6350576, 2.5321684,
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0.6987691, -0.53839976, -0.09889791, 0.5662097, 0.4088725, 0.635128, -1.763303, -0.49720347,
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-1.0772469, 1.2422445, -0.3619956, -1.311133, 1.5846866, 1.0530244, -0.61141044, 0.74831486,
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5.433625, 3.9661994, 2.006918, -0.8703619, -0.7658511, 0.0811044, 0.83877516, -0.63553256,
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-0.67563355, 1.7368636, 0.9372277, 1.8246815, 0.8615329, -0.18161502, 0.62479717, 0.2028623,
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0.159001, 1.860977, 0.04177074, -0.49050322, 4.9402246, 4.0296063, -0.74729615, -0.27802998,
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-0.8077982, -0.5414143, 0.467114, 0.9016136, 2.1971147, -1.466963, -1.2350414, 1.0967304,
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-0.95607626, 0.51462483, 0.28838068, 1.0117096, -0.21846394, 0.114624545, -1.627146, -0.9431294};
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static const std::vector<float> expected_dft2d_results = {
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54.020195, 48.368538, -1.8721353, -3.7894967, 2.5850394, -0.7094516, 3.5357249, 1.6819549,
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-3.4001002, 0.23887074, 2.9735894, 2.3982158, 0.3599546, -5.801426, -4.427606, 5.2949734,
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1.7113355, 1.428697, 5.8978443, -0.8472582, -3.288164, -0.099487126, -0.33851182, 2.614974,
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-2.766882, 0.18681616, 0.34976268, -0.2601711, 4.998401, -2.9831958, -1.6652081, 0.53361464,
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-0.9001389, -3.6454318, -3.7148805, -0.68562484, 2.0633714, -2.2154818, -3.3697965, 3.5273929,
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1.5474558, -1.6305131, -5.3327236, 0.54002213, -1.6671672, 2.4493377, -2.2604918, 1.4117424,
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2.1797671, 2.5013056, 0.8525213, 1.6570821, 1.717532, -2.101283, 4.6570606, -3.6786642,
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0.8912736, -0.4010569, -5.9480867, 1.441097, 2.1150498, -1.4524796, -3.5035098, 3.0815587,
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-3.3185432, 4.7882123, 5.64722, -1.1192517, 1.8302126, -2.5760055, -0.41363025, 3.2350469,
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1.4296081, 0.8722873, 6.1752787, -1.7328868, 2.312786, 4.4069357, 1.7721124, 3.3802934,
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-0.53283703, 3.7646027, 4.440572, -4.353462, -2.7639425, 3.6855025, 1.8912748, -2.5849285,
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-2.9895856, 1.1341677, 1.4818796, 0.7482485, -1.3077981, 1.0669674, -0.76039124, -10.8791685,
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2.998129, -4.2489543, 0.41752052, -0.45298803, -0.62486386, 0.5913104, -0.36638862, -0.9528576,
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-0.16223967, -3.171127, 2.7200532, -3.8751457, 3.8895426, 1.0489256, -0.091531515, 6.992935,
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4.5098467, -0.38218838, 0.6637606, -2.1199496, 3.9403267, -0.870952, 2.4287906, 1.9679271,
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3.652341, -4.4909067, -1.4710087, 0.5256169, 5.4580984, -2.6554706, -0.058261395, 3.6613276,
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0.5612789, 1.0594783, 4.5429516, -1.447232, -2.388829, 0.52541757, -6.1111097, -2.3621864,
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-1.4885365, -2.6265867, -4.4030347, 0.27728367, 3.9584684, -3.7618577, -3.128574, -2.8671994,
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1.4171265, 0.02298975, -2.0790722, 1.6526843, 0.59488124, -3.2548752, -0.82249254, 1.3645289,
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-2.9066925, -3.4377484, -2.501403, -2.821631, -4.427053, -2.3529994, 0.6670886, -4.7455816,
|
|
-2.160026, -1.0587022, 1.1341916, -0.9469211, 0.67554307, -4.0473633, -1.2422556, 4.538533,
|
|
-0.739814, -3.22405, 1.2332113, -4.0489397, -4.560828, -3.5195189, 6.7066355, -2.8439593,
|
|
-0.43901098, -3.9980454, -4.2256207, 3.0529652, 4.6105156, 2.720234, 2.3327744, -1.0400636,
|
|
-0.048398018, 2.1603358, -0.22459112, 0.6870126, -0.926849, -7.2363615, 3.7953386, 3.195907,
|
|
3.8662248, -1.8919971, 0.91311014, -0.36923724, 3.0576966, 0.19861764, -0.09782998, -1.0179963,
|
|
50.71621, 49.313248, -2.6195984, 3.396334, -3.1849973, -2.4107025, 4.7431326, 1.7938776,
|
|
-2.5362587, 6.287631, -2.656609, 1.4825039, -0.77803206, 2.3750808, -1.9940716, 2.0271082,
|
|
3.6380908, 2.822246, 2.2938647, 1.0260472, 3.248794, -3.05949, 2.0979533, 3.565119,
|
|
1.9497933, 0.2390036, -2.255065, 0.7849397, 1.9622431, 4.2382064, -3.2529292, 0.78572094,
|
|
-2.9386084, 0.66875017, 5.743927, 4.850876, -4.8014383, 6.371132, -2.6618924, -1.8847032,
|
|
-1.7702236, -1.1031301, 1.4129921, -0.080709964, -2.7634878, -3.6456683, 1.4174454, 3.4085226,
|
|
3.10102, 0.114031196, -2.4092412, 0.27725983, 2.8974152, -1.866328, -0.68216217, 2.249536,
|
|
-0.42875588, -5.8182187, 5.347006, -6.2936745, 0.8000201, 3.651592, 1.3155181, 2.3413098,
|
|
2.1600244, 1.8733575, -2.4694557, 0.39358342, 2.020084, -0.062472403, -4.131041, -1.5137839,
|
|
-2.0354557, 1.1957052, -0.6644075, -2.0442688, 2.0753646, 4.874056, -0.090800405, 1.3911223,
|
|
0.68129027, -4.0028048, -0.8021738, 0.43866205, 2.7812133, 0.4525791, -0.87565154, 1.2364697,
|
|
-2.725146, 2.7965212, 4.148448, -1.9204504, -0.61004305, -4.790703, 3.1498234, 0.79403657,
|
|
5.305445, 0.2803253, -3.67164, -4.3974924, -2.5132315, -0.9139994, 6.841936, -4.089568,
|
|
-1.2774054, 0.9789283, 3.269153, -3.3947415, -7.5553513, 3.682307, 2.9227152, 2.3319635,
|
|
2.754105, -1.2598821, 1.4247041, -1.8540356, -2.675635, 1.2705915, 5.2202816, 6.206577,
|
|
0.4957786, 2.1150033, 5.8791704, 2.8043785, -0.37886655, 0.011162788, -1.0408137, -1.5385519,
|
|
-8.079001, -0.68451786, 2.3513699, 3.0877895, 2.6497078, 1.3670976, 0.77233493, 2.2921152,
|
|
-1.2679763, 2.113087, 4.990262, -0.046566606, 0.015865922, 1.1569002, -4.8347507, 1.9560149,
|
|
1.979923, 2.34512, -0.9634773, 4.3939066, -6.2031984, 0.8311275, -2.7740612, -2.9296994,
|
|
-3.4624243, -1.4588313, 2.4724, -0.79477566, -0.4295609, 5.8110385, -2.6649034, -2.270977,
|
|
-2.5511568, -3.1238616, -4.46209, 0.16335368, 1.9146351, 1.0459399, 2.8069792, -0.4705832,
|
|
-4.0632596, -2.220704, 1.7770543, -0.5791014, -2.2041528, 3.026476, 5.324942, -0.7805673,
|
|
5.9275556, 0.14159381, -0.81569004, 4.1947803, -3.8557377, -0.5163199, 2.478963, -2.396379,
|
|
-0.3930376, -0.96302, -0.9776549, 0.13852966, 0.26078847, 0.8342015, 2.3698487, 4.109933,
|
|
1.3575013, -0.5828376, -0.028537825, -0.53020877, 0.39626116, -1.7572733, -4.31769, -2.1674476};
|
|
|
|
static const std::vector<float> expected_dft3d_results = {
|
|
104.7364, 97.68179, -4.491728, -0.39316452, -0.59995466, -3.1201572, 8.278858, 3.4758341,
|
|
-5.9363585, 6.5265055, 0.3169801, 3.8807175, -0.418082, -3.4263492, -6.4216776, 7.3220854,
|
|
5.3494234, 4.2509427, 8.191702, 0.17879319, -0.03937006, -3.1589758, 1.7594413, 6.180092,
|
|
-0.8170867, 0.42582142, -1.9053001, 0.52476853, 6.9606423, 1.255014, -4.9181366, 1.319335,
|
|
-3.838747, -2.9766817, 2.0290484, 4.16525, -2.7380676, 4.155652, -6.0316873, 1.6426877,
|
|
-0.2227689, -2.7336447, -3.919732, 0.45931256, -4.4306555, -1.1963288, -0.8430467, 4.8202653,
|
|
5.280785, 2.6153364, -1.556721, 1.9343407, 4.614946, -3.96761, 3.9748988, -1.4291265,
|
|
0.46251905, -6.2192726, -0.60107887, -4.852579, 2.9150705, 2.1991146, -2.1879911, 5.4228687,
|
|
-1.158518, 6.661569, 3.1777658, -0.7256692, 3.8502965, -2.6384768, -4.544671, 1.721262,
|
|
-0.6058461, 2.067991, 5.5108714, -3.7771575, 4.388153, 9.280992, 1.681312, 4.7714148,
|
|
0.14845347, -0.23820269, 3.6383984, -3.9147997, 0.017270446, 4.138083, 1.0156215, -1.3484575,
|
|
-5.7147317, 3.9306912, 5.630328, -1.1722009, -1.9178381, -3.7237349, 2.3894331, -10.085134,
|
|
8.303572, -3.9686286, -3.2541199, -4.850478, -3.1380959, -0.32268947, 6.475547, -5.0424256,
|
|
-1.4396465, -2.1921992, 5.9892044, -7.269888, -3.665809, 4.7312326, 2.8311844, 9.324896,
|
|
7.2639513, -1.6420703, 2.0884657, -3.9739842, 1.2646922, 0.39964193, 7.649071, 8.174507,
|
|
4.148118, -2.3759027, 4.4081597, 3.3299959, 5.0792284, -2.6443086, -1.0990746, 2.1227744,
|
|
-7.517721, 0.3749615, 6.894322, 1.6405574, 0.26087707, 1.8925169, -5.3387756, -0.07007182,
|
|
-2.7565134, -0.51350284, 0.5872268, 0.23071745, 3.9743357, -2.6049578, -7.963324, -0.9111862,
|
|
3.3970497, 2.368112, -3.0425484, 6.0465913, -5.608317, -2.4237492, -3.5965526, -1.5651696,
|
|
-6.369116, -4.896579, -0.029001951, -3.616405, -4.8566127, 3.4580388, -1.9978137, -7.016559,
|
|
-4.71118, -4.1825647, -3.3278992, -0.7835678, 2.5901778, -3.0014238, 1.5647203, 4.06795,
|
|
-4.803074, -5.444754, 3.0102665, -4.6280394, -6.764982, -0.49304247, 12.031577, -3.6245267,
|
|
5.488541, -3.8564541, -5.04131, 7.2477474, 0.7547778, 2.2039144, 4.8117356, -3.4364424,
|
|
-0.44143593, 1.1973162, -1.2022457, 0.8255428, -0.66605973, -6.4021583, 6.1651874, 7.3058405,
|
|
5.2237253, -2.4748354, 0.88457155, -0.89944726, 3.453958, -1.558656, -4.4155188, -3.1854444,
|
|
3.303988, -0.9447114, 0.7474582, -7.185831, 5.770039, 1.7012511, -1.2074116, -0.11192033,
|
|
-0.86384296, -6.048759, 5.6302013, 0.9157127, 1.1379871, -8.176507, -2.433535, 3.2678652,
|
|
-1.9267552, -1.393548, 3.6039736, -1.873306, -6.536957, 2.9600024, -2.4364662, -0.95014465,
|
|
-4.716674, -0.052186966, 2.6048284, -1.0451086, 3.036159, -7.221403, 1.5877211, -0.25210607,
|
|
2.0384693, -4.3141813, -9.458808, -5.5365014, 6.8648105, -8.586614, -0.7079052, 5.412094,
|
|
3.3176801, -0.5273831, -6.745717, 0.62073076, 1.0963198, 6.0950055, -3.677938, -1.9967818,
|
|
-0.921252, 2.387275, 3.261763, 1.3798212, -1.1798835, -0.23495495, 5.339221, -5.928199,
|
|
1.3200281, 5.417163, -11.295093, 7.7347717, 1.3150296, -5.1040716, -4.8190293, 0.74024755,
|
|
-5.4785676, 2.914854, 8.116676, -1.5128357, -0.1898706, -2.5135324, 3.7174103, 4.7488313,
|
|
3.4650638, -0.32341766, 6.8396864, 0.31138325, 0.2374219, -0.46712062, 1.8629129, 1.9891711,
|
|
-1.2141278, 7.7674093, 5.2427464, -4.792124, -5.5451555, 3.2329237, 2.766926, -3.8213987,
|
|
-0.26443875, -1.6623533, -2.6665692, 2.6686997, -0.6977545, 5.85767, -3.9102163, -11.673204,
|
|
-2.3073153, -4.529278, 4.0891604, 3.9445055, 1.8883687, 1.50531, -7.2083244, 3.1367111,
|
|
1.1151649, -4.1500554, -0.54910004, -0.48040384, 11.444895, -2.6333811, -3.0142484, 4.6609726,
|
|
1.755743, 0.87769306, -0.7609439, -0.26591438, 6.615961, -2.141545, -2.7914915, -4.2386503,
|
|
3.1565619, -6.6059103, -7.35018, -2.2787585, 5.836963, -2.6666338, 0.98255026, 5.199881,
|
|
8.640279, 1.7439961, 2.191582, -4.535021, -5.038538, -0.841679, -6.8834453, -4.654301,
|
|
-0.220559, -4.7396717, -9.393296, 0.32385087, 3.9426038, -4.9187584, 1.7061774, -4.8232145,
|
|
-0.5627973, -2.3221302, -1.1155958, -2.7412212, 6.798079, -4.0860014, 1.9515686, 4.2942266,
|
|
0.5557329, -1.9789174, -4.973804, -2.0268555, -3.9974911, -8.164038, 3.3319929, -2.474605,
|
|
0.39113098, 2.0651584, 5.5962815, -1.1102749, -1.2390921, -5.0933027, -4.0492353, 5.009116,
|
|
3.323446, -1.0033474, -0.54384375, -3.4698372, -2.3566747, -6.545992, 1.3816929, -2.0633929,
|
|
-6.3665648, -4.13964, -3.4099324, -1.1418146, 8.466255, 3.2365537, -0.14618888, 1.3563147,
|
|
0.3446387, 3.1233552, 0.7530624, 0.548483, -1.1876376, -8.070564, 1.4254899, -0.9140264,
|
|
2.5087235, -1.3091599, 0.9416502, 0.16097029, 2.6614356, 1.9558911, 4.219861, 1.1494511};
|
|
|
|
static const std::vector<float> expected_dft1d_signal_size_results = {
|
|
6.138384, 4.8263664, 6.2014966, 4.641298, 6.2220087, 3.340786, 3.8338857, 3.458686,
|
|
6.393098, 6.578215, 4.9169006, 3.8786886, 5.0566025, 5.701084, 5.099263, 6.690686,
|
|
4.686806, 4.9369535, 5.471756, 4.315829, 3.6622288, -4.547995, 2.3657713, -4.4210963,
|
|
3.3341353, -3.560755, 3.0613456, -2.0019536, 4.9098253, -3.27648, 3.6913419, -2.365142,
|
|
5.2827687, -3.2966752, 5.633893, -2.990755, 2.4099903, -2.5792742, 3.009334, -3.318112,
|
|
-0.8632047, -0.302661, -0.9658433, 1.3884914, -0.12056512, -0.5264965, 0.053616166, 0.5239285,
|
|
-0.37204745, 0.6682581, 0.88452375, -1.4486976, -0.9331777, -0.6865864, -0.32639223, -1.2646291,
|
|
-0.187691, 1.0645473, -0.45738214, 0.48435384, 1.2216191, -0.61395854, 2.4932637, -1.6152657,
|
|
0.99030006, -0.45764852, 2.4245698, 0.31936115, 2.9254415, 0.4994774, 0.2869299, -0.82977176,
|
|
1.759331, 0.66088116, 2.0010936, -0.18261093, 1.5729225, -0.6416664, 1.2219726, -0.4185537,
|
|
-0.33628678, 0.21890742, -2.2292616, -0.9053817, 0.53581333, 0.36471185, 0.90989465, -0.067255855,
|
|
0.9978778, -0.6023144, 1.2700583, -0.055348396, 0.7769584, 0.20883593, 0.68046755, -1.3861976,
|
|
-0.7743764, -0.17685926, -0.28369236, 0.7703819, 0.88469267, 0.7845876, 0.4245007, 1.0558772,
|
|
1.5855613, -0.88230014, 2.5918908, 0.5176118, 0.9809585, -0.16784734, 0.44176394, -1.8440124,
|
|
1.8485708, 0.13407728, 0.99209386, -0.49863797, -0.05547434, 0.51047516, 0.95244277, 0.16795856,
|
|
1.4046597, 1.2883723, -0.4217211, -0.30820233, -0.94360316, -1.0276735, 1.8597782, -1.7973311,
|
|
0.17352016, 0.14103556, -0.53083634, -0.08058083, 0.58797073, -0.1623843, 1.0300912, -1.594127,
|
|
-0.37183756, 0.6519355, -0.67296886, 1.4364773, 2.9115105, -0.62121296, 0.10118961, 0.4055282,
|
|
-0.765203, 1.1095873, 0.25468233, -0.8044969, 0.37809694, 0.47051764, -0.5070367, -0.69294405,
|
|
1.678687, -0.05850029, -0.15289319, -2.1158576, -0.28707075, 0.64672077, 2.1430318, 1.8936268,
|
|
0.287481, -1.212002, -0.8066146, -0.024840236, 0.4002909, 1.5536453, 0.90662, -0.1200099,
|
|
0.2907222, 1.3641009, -1.2066911, 2.2924597, -0.10727149, -0.90693283, -1.7303126, -0.9309965,
|
|
-0.39670166, 1.4576144, 1.8296418, 0.29156286, 0.914652, 0.48379737, 0.35427743, 1.0552206,
|
|
1.0729686, 0.66110367, 1.1590368, -0.883232, 1.5702324, 0.37410414, 2.7553983, 1.3418052,
|
|
0.4280968, 0.43797877, -0.42501903, 0.6896758, 0.17888534, 0.7881189, 1.906157, -0.893877,
|
|
1.6907314, -0.07711154, -0.08057277, -0.94700074, 0.118160814, 1.0535691, 0.013901293, -1.0134851,
|
|
-0.49273467, 0.77010435, 0.61979324, -0.4796943, -0.9006692, -0.14570916, 0.20728627, -0.6043751,
|
|
-0.77368677, 2.1912723, -1.0270727, -0.15626097, 1.6779256, -1.3633705, -1.419299, 0.4458414,
|
|
1.8119955, 1.3894738, -0.0533064, -0.2651497, 2.156881, 1.774823, 1.6229321, 0.83354133,
|
|
0.6217755, 2.7520647, -0.8899409, -0.5549828, 2.2334838, 1.866106, 2.2245884, 1.6349602,
|
|
-0.17061183, -0.75332606, -0.7192313, 1.011065, 1.1424315, -0.14698744, -0.5063292, 0.047560766,
|
|
0.8158023, -0.99613833, 1.3294827, -0.884288, 1.9334476, -0.82400334, -1.0622213, 0.45689362,
|
|
0.3765804, -0.2486183, 0.5129931, -2.1530728, 1.6927868, -0.4909035, 0.07076289, 1.1461573,
|
|
1.2108444, 0.5570269, 0.57290983, 1.0781552, 0.2522127, 0.9315722, 0.82063264, -0.27504963,
|
|
-1.298832, 0.5996642, 0.035723105, 0.9061513, 0.7085681, 1.3870897, -0.33059365, 1.4296496,
|
|
-0.9227723, -2.0201705, -0.25814092, -0.044265598, 0.74225616, -0.7740435, 0.56227565, -0.7865786,
|
|
0.16598742, -0.13509351, 0.65011877, -0.5367288, 0.7644322, 1.754046, 0.14904708, 0.0060333014,
|
|
0.81808805, -0.023402452, 1.2871823, -1.2016544, -0.016474128, 1.0952724, -0.83657134, 0.959798,
|
|
-0.29334623, 0.46025404, -1.329956, 0.88328505, 0.311208, 1.5458176, 1.058334, -0.65749556,
|
|
0.7922486, 1.2470598, 0.009132266, 0.07870856, 0.6166347, 0.009361565, -1.6813973, 0.3131196,
|
|
-0.3617983, -1.6096013, -0.80183095, 0.60364366, 0.032118678, 0.53880775, 0.79869264, 2.0884013,
|
|
0.30808622, -1.1033678, -1.0830308, -1.5599371, 1.2167512, 0.439706, -0.76799685, -0.46132383,
|
|
-1.6585693, -0.8193617, 0.15754253, 0.82434106, -1.4365332, 2.5602462, -0.59798455, 2.2706695,
|
|
0.094361365, 1.5161843, 1.576273, 0.8282173, -2.615784, 2.0659475, -0.70808023, 1.8205551,
|
|
-0.23570198, 1.0002637, -0.84214133, 1.1558707, -0.8486479, 3.3955946, -0.9163475, 1.2400286,
|
|
1.7278013, -0.2593556, 0.12464893, 0.045035288, 0.14191893, 0.60069644, 0.6033013, -0.40642756,
|
|
0.30952126, 2.1911335, 0.38403878, -0.5504798, 0.7629653, 0.96752846, -0.77223957, -0.45594752,
|
|
1.2607243, -0.5419304, 0.06783953, 1.1299804, -2.9180245, 2.812955, -2.912982, 4.157113,
|
|
-0.7707863, 4.184089, -1.2218096, 2.2556906, -2.2792397, 4.6580005, -2.2278588, 3.2439072,
|
|
-1.7189349, 2.8687704, -3.8549495, 3.9684548, -3.5499556, 3.1096249, -1.6433489, 3.6931372,
|
|
4.762172, 6.8113427, 5.6586823, 3.9343526, 4.874974, 4.044377, 4.5118494, 4.560476,
|
|
4.814545, 5.255967, 4.8088293, 4.8661695, 5.5842476, 3.047568, 6.3495092, 5.8194113,
|
|
3.9938629, 6.2386484, 5.357541, 4.734993, 4.009847, -1.85078, 3.257053, -2.863433,
|
|
3.2807407, -2.4543116, 2.3266344, -2.7742774, 5.0006027, -3.1107163, 3.1461582, -2.4130437,
|
|
1.9839633, -3.2893786, 4.9680586, -1.5064957, 4.93627, -2.2536325, 4.4328127, -2.371289,
|
|
-0.09072271, 1.6559569, 0.9273602, -0.16627279, -0.15694867, -0.16094846, -0.30682713, 0.62848985,
|
|
-0.16314042, -1.793005, -0.025120497, 0.035565466, 0.4509227, 1.029233, 2.6076002, -1.3557681,
|
|
-0.042177677, -1.8681216, 0.047852248, -1.0646176, 3.5719476, 0.61097944, 1.9404714, -1.8996478,
|
|
1.4736449, -0.3556636, 0.7955406, -0.70645106, 0.106241465, -1.4871876, 1.4906516, -0.5542434,
|
|
1.8523693, -1.8795702, 0.20563364, -1.7517232, -0.2156514, -0.42685848, 1.2532125, 0.29982674,
|
|
0.6122022, -1.2758396, -0.7942943, -1.2208992, -0.28703833, -0.6799724, -0.22529805, 0.88721895,
|
|
-1.6784416, 0.6357958, -0.40500844, -1.1880269, -1.3736604, 0.27873987, 0.9415196, 1.5691454,
|
|
0.637203, 0.6283375, 0.8025869, -0.73763883, 0.07619148, 0.29328048, -0.21484284, 0.39326593,
|
|
0.2614212, 0.25093663, 1.1460452, -0.42564535, 1.2621714, 0.7867665, -0.9763881, 0.67735475,
|
|
1.3954227, 0.8466128, 2.6533723, -1.3165393, 1.0205896, -1.2907634, -0.09324902, 0.19477385,
|
|
-0.10201472, 1.2100208, 0.8927874, 1.1437554, -0.27520463, -0.18907726, -0.1451918, 0.3773734,
|
|
-1.0439434, -0.35780138, 1.1060231, 1.0964282, 0.2501399, 0.31307727, -0.13760762, -0.86377877,
|
|
-0.49448854, 0.09268577, 0.74952096, 0.82891256, 1.9546115, 1.2895672, 2.1169534, -1.0286292,
|
|
0.0854094, 0.63047266, 1.0325564, -1.0493125, 0.31182784, 2.3592472, 0.69874203, -0.92576516,
|
|
1.5970948, 0.7720525, 0.9282105, -0.13239098, 1.5795128, -0.7387508, 0.9950645, 0.11649346,
|
|
0.7381579, -0.9112861, -1.0479062, -0.9858517, -0.31902313, -0.43754727, -1.9271741, 0.41418013,
|
|
1.5709126, 0.12488553, 0.34839654, -0.14153089, 1.2988961, -0.17553245, 0.36363417, -0.4992725,
|
|
-0.87406987, -1.5621511, 0.52947193, 0.17129752, -0.19691896, 0.88363117, 0.5983897, 1.4228462,
|
|
-1.309372, 1.6419725, 2.096242, 1.3451272, 0.21495643, 0.16032922, -0.21870668, -2.3123596,
|
|
1.511457, -1.2067473, 0.30244982, -0.5896039, -0.20020528, -0.17678946, 0.646347, 0.12540624,
|
|
0.8411275, 0.29581466, 1.0424525, -0.3198546, 1.5812268, 1.633207, 0.036333233, -1.9386438,
|
|
0.4908937, 0.4255972, -3.0946343, 0.4557737, -1.538063, -1.0618666, -0.766645, 0.09507492,
|
|
-1.1704439, -0.58377063, 0.06451824, 0.084664315, -0.33639127, 0.43388176, 0.7445558, 0.56547284,
|
|
0.20360313, -0.52746487, -0.22392502, 0.10510802, 0.2932141, 0.13039428, 0.2339833, 1.1078603,
|
|
0.07111454, 1.674398, 0.24977088, 0.7773813, 0.10618341, 1.3232847, 0.07770634, 0.8410483,
|
|
0.6371973, 1.1520991, 1.6076822, -0.553284, 0.0399023, 1.6575105, -1.002435, -1.153806,
|
|
-0.338341, 0.75674164, -1.9532704, -0.16773497, -0.09083623, -0.09499304, -0.15297657, 0.6092089,
|
|
1.1756519, -0.8699633, 0.57320195, 0.77921844, 0.38325477, -0.4647501, 0.16934802, -0.9541189,
|
|
1.8387299, -0.2722485, -0.9011179, 1.2189366, 1.0526755, 1.2198145, -0.66335034, 2.4358046,
|
|
-0.0044496655, 2.4705029, 0.7398137, 1.1581391, -0.08892931, -1.3800118, 0.39516693, 0.7783501,
|
|
-1.6864198, 0.90398335, -0.09139767, 0.18852606, -0.7292757, -0.7595531, -0.30982962, -0.37637365,
|
|
0.27046034, -0.2601264, 0.06654024, 0.83308995, 2.1443768, 0.7846114, 0.72724646, 0.43702295,
|
|
-1.3782393, -1.555314, 1.0024056, 0.96103704, 0.62146187, 2.4383464, 0.97525114, 0.1517681,
|
|
-0.05941461, 0.20787807, -0.7399595, 1.4447442, 0.370912, 1.5718691, 0.36367816, 1.2211394,
|
|
1.2772232, 0.46179056, 1.0423609, -0.1160976, -1.8006848, 0.2063675, 0.699636, -0.2978242,
|
|
0.36548108, 0.13973325, 0.06818205, -0.8364538, -1.8770711, -0.46342957, 0.5138623, -0.7012725,
|
|
1.3353106, -0.7529058, -0.5607584, -0.3658438, 1.3651763, -0.8271546, -1.3937892, -0.4218138,
|
|
-1.5759501, 0.052277893, -0.79160595, 1.0530065, -0.25257057, 1.7259041, -0.09510864, 0.31564656,
|
|
-1.4286227, 2.806394, -2.0088015, 0.6337404, -1.4553217, 0.3904129, -0.8321003, 2.0365574,
|
|
-0.47588396, 0.03407097, 0.08727789, 2.440409, -1.3018095, 1.9136591, 1.5979958, 1.496789,
|
|
-0.2709299, -0.38308293, -1.0800201, -0.7544405, 0.074904405, 1.2379612, -0.62439823, 0.5188385,
|
|
-0.05306366, 1.060843, -0.17591527, -0.21396813, -0.27043432, 0.16332026, -0.57039225, -0.76971775,
|
|
-0.22342275, -0.28223512, -0.66207, -1.0938429, -4.0251827, 4.238682, -2.3085427, 4.3264065,
|
|
-1.419694, 3.9545622, -3.0023227, 3.424511, -1.9520879, 3.0750623, -3.127586, 3.9366179,
|
|
-1.3875456, 3.5732715, -3.2088501, 5.656434, -3.9873497, 3.1138892, -2.331269, 4.533456};
|
|
|
|
static const std::vector<float> expected_dft1d_bfloat16_results = {
|
|
6.3125, 4.28125, -0.804688, -0.722656, -0.0551758, 0.271484, 0.832031, 0.578125, 0.601563,
|
|
-1.32031, 1.1875, 1.45313, -0.0197754, -1.82813, 0.15332, -2.21875, 1.05469, -1.0625,
|
|
-0.6875, 0.660156, 4.625, 4.5625, -0.785156, -0.332031, -1.46875, -1.15625, 0.710938,
|
|
1.45313, -1.09375, -0.394531, -0.59375, -0.8125, -0.388672, -0.419922, 0.546875, 2.32813,
|
|
-0.59375, 1.39063, -0.84375, 0.143555, 6.25, 5.5625, 0.251953, -1.70313, 1.16406,
|
|
0.120117, 0.195313, -1.34375, -0.90625, 1.40625, 0.699219, 0.574219, 1.19531, -0.515625,
|
|
-2.5625, -0.804688, 1.15625, -0.859375, 1.28906, -1, 5.625, 3.21875, 0.240234,
|
|
0.308594, 0.617188, 0.0947266, 1.04688, -0.0205078, -0.875, -0.126953, 0.640625, -0.84375,
|
|
-0.050293, -1.04688, -0.40625, 0.207031, 0.443359, 0.458984, 1.375, -0.65625, 5.5,
|
|
3.75, -1.88281, -0.226563, 0.816406, -0.464844, 0.121582, 0.609375, 0.269531, 0.960938,
|
|
0.304688, 0.695313, 0.273438, -1.07813, 0.207031, 1.5625, -0.277344, 0.890625, -0.0373535,
|
|
-0.185547, 4.9375, 4.6875, 0.191406, -0.882813, 0.914063, -0.53125, -0.455078, 1.16406,
|
|
-1.46875, 1.66406, 1.01563, -1.59375, -1.21875, -0.126953, -0.137695, -0.671875, -0.324219,
|
|
-0.902344, -0.960938, 0.0281982, 4.75, 5.25, -0.034668, -0.378906, -0.492188, -0.65625,
|
|
0.816406, -0.890625, -0.201172, 0.173828, -0.996094, 0.828125, 0.554688, -0.020752, 1.53125,
|
|
0.691406, 0.227539, 0.503906, 2.42188, 0.220703, 6.4375, 5.6875, -0.867188, -1.10156,
|
|
0.128906, 1.34375, 0.363281, 0.289063, -0.8125, -0.0976563, -0.328125, 0.78125, -0.960938,
|
|
0.898438, -2.09375, 0.847656, -1.53125, 0.742188, 1.32813, -1.03125, 3.79688, 5.625,
|
|
1.34375, 0.640625, -0.213867, -1.20313, 1.15625, -0.0522461, 0.476563, -0.585938, 0.228516,
|
|
1.125, 0.421875, 0.363281, -1.21875, 2.34375, 0.644531, 0.804688, 1.15625, 0.863281,
|
|
5.59375, 5.65625, 0.484375, 0.59375, 1.17969, 1.46875, -1.25781, -0.115723, 0.628906,
|
|
-1.46875, 0.789063, 0.179688, 0.554688, -2, -0.435547, 0.992188, 0.898438, -0.546875,
|
|
0.847656, 0.0820313, 4.5, 4.3125, 0.726563, 0.8125, 0.273438, -0.00793457, 0.365234,
|
|
0.671875, -2.375, 1.57813, -0.167969, 0.511719, -0.239258, -0.128906, 1.54688, 0.625,
|
|
0.769531, 1.60938, 0.363281, -0.417969, 5.09375, 5.1875, -1.1875, 1.17188, -0.0154419,
|
|
-0.746094, 0.0834961, 0.225586, 1.10938, 2.28125, -0.6875, -0.410156, 0.0449219, 0.867188,
|
|
-0.507813, 0.229492, 0.353516, -0.457031, 0.145508, -0.108887, 4.78125, 5.25, 0.498047,
|
|
0.296875, -0.410156, -0.644531, 0.320313, -0.898438, -1.03125, 0.914063, 0.675781, 0.0810547,
|
|
0.335938, 0.0527344, -1.1875, 0.503906, -1.14063, -1.42188, 0.820313, 1.89063, 6.875,
|
|
6.375, -1.29688, -0.229492, -0.220703, 1.04688, -0.765625, 0.6875, -0.734375, 0.173828,
|
|
0.0917969, -0.574219, -0.408203, -0.953125, -0.890625, 1.3125, -0.421875, 1.75781, -0.640625,
|
|
-1.59375, 4.40625, 5.6875, -1.10938, 0.103516, -1.10938, 0.34375, 2.10938, -0.0664063,
|
|
-0.164063, 0.261719, -0.808594, -0.414063, -1.14063, -0.00567627, -0.625, -0.146484, -0.710938,
|
|
0.149414, -0.363281, 1.57813, 4.96875, 4.28125, -0.84375, 0.53125, -0.601563, -0.90625,
|
|
1.04688, 0.213867, -0.472656, -0.320313, 0.808594, -0.0415039, 0.632813, 0.15625, -0.238281,
|
|
0.695313, 1.85938, -1.69531, 1.25781, -0.679688, 4.90625, 4.875, -0.00488281, -0.6875,
|
|
-0.213867, -0.488281, 0.367188, 0.118164, -0.78125, 0.488281, -0.5, -0.0839844, 1.15625,
|
|
0.820313, -0.640625, -1.09375, 1.40625, -0.148438, 2.875, 1.04688, 4.6875, 5.1875,
|
|
-0.632813, 2.53125, 0.695313, -0.539063, -0.09375, 0.566406, 0.410156, 0.632813, -1.75781,
|
|
-0.5, -1.07813, 1.23438, -0.355469, -1.3125, 1.57813, 1.04688, -0.613281, 0.742188,
|
|
5.4375, 3.95313, 2, -0.863281, -0.765625, 0.0791016, 0.835938, -0.632813, -0.671875,
|
|
1.73438, 0.9375, 1.82031, 0.855469, -0.178711, 0.621094, 0.206055, 0.15918, 1.85938,
|
|
0.0454102, -0.488281, 4.9375, 4, -0.746094, -0.277344, -0.804688, -0.539063, 0.460938,
|
|
0.898438, 2.1875, -1.46875, -1.23438, 1.09375, -0.953125, 0.515625, 0.291016, 1.01563,
|
|
-0.22168, 0.113281, -1.625, -0.945313};
|
|
|
|
static const std::vector<float> expected_dft2d_bfloat16_results = {
|
|
54, 48.25, -1.85938, -3.8125, 2.59375, -0.714844, 3.53125, 1.67188, -3.39062,
|
|
0.214844, 2.95312, 2.39062, 0.369141, -5.78125, -4.4375, 5.3125, 1.70312, 1.41406,
|
|
5.875, -0.875, -3.25, -0.0917969, -0.34375, 2.59375, -2.75, 0.199219, 0.355469,
|
|
-0.271484, 5, -2.96875, -1.65625, 0.539062, -0.90625, -3.65625, -3.71875, -0.671875,
|
|
2.0625, -2.1875, -3.34375, 3.53125, 1.53125, -1.60938, -5.3125, 0.53125, -1.66406,
|
|
2.4375, -2.25, 1.42188, 2.17188, 2.5, 0.867188, 1.65625, 1.71875, -2.09375,
|
|
4.625, -3.67188, 0.890625, -0.412109, -5.9375, 1.46875, 2.125, -1.4375, -3.48438,
|
|
3.09375, -3.29688, 4.78125, 5.65625, -1.11719, 1.82812, -2.5625, -0.386719, 3.21875,
|
|
1.42969, 0.859375, 6.125, -1.73438, 2.28125, 4.375, 1.76562, 3.375, -0.535156,
|
|
3.75, 4.4375, -4.3125, -2.76562, 3.67188, 1.89062, -2.59375, -2.96875, 1.14062,
|
|
1.46875, 0.75, -1.3125, 1.0625, -0.765625, -10.875, 2.96875, -4.21875, 0.417969,
|
|
-0.457031, -0.625, 0.585938, -0.388672, -0.980469, -0.147461, -3.15625, 2.71875, -3.875,
|
|
3.875, 1.04688, -0.0986328, 7, 4.5, -0.378906, 0.648438, -2.125, 3.9375,
|
|
-0.859375, 2.40625, 1.98438, 3.65625, -4.5, -1.45312, 0.53125, 5.4375, -2.67188,
|
|
-0.0605469, 3.67188, 0.546875, 1.07812, 4.5, -1.46094, -2.39062, 0.539062, -6.0625,
|
|
-2.34375, -1.46875, -2.60938, -4.375, 0.283203, 3.96875, -3.78125, -3.10938, -2.85938,
|
|
1.40625, 0.0375977, -2.07812, 1.64062, 0.601562, -3.25, -0.820312, 1.35938, -2.89062,
|
|
-3.4375, -2.51562, -2.8125, -4.4375, -2.34375, 0.664062, -4.75, -2.125, -1.07812,
|
|
1.15625, -0.953125, 0.65625, -4.03125, -1.21875, 4.5625, -0.734375, -3.21875, 1.25,
|
|
-4.03125, -4.5625, -3.51562, 6.6875, -2.84375, -0.429688, -4, -4.1875, 3.01562,
|
|
4.59375, 2.6875, 2.34375, -1.03906, -0.0419922, 2.17188, -0.214844, 0.695312, -0.921875,
|
|
-7.1875, 3.79688, 3.1875, 3.84375, -1.89062, 0.898438, -0.371094, 3.04688, 0.197266,
|
|
-0.102539, -1, 50.5, 49, -2.59375, 3.39062, -3.17188, -2.40625, 4.75,
|
|
1.78906, -2.51562, 6.28125, -2.64062, 1.48438, -0.789062, 2.375, -1.98438, 2.03125,
|
|
3.625, 2.8125, 2.28125, 1.01562, 3.25, -3.03125, 2.0625, 3.5625, 1.96094,
|
|
0.248047, -2.26562, 0.792969, 1.96094, 4.25, -3.25, 0.78125, -2.9375, 0.667969,
|
|
5.71875, 4.84375, -4.8125, 6.34375, -2.64062, -1.85938, -1.75781, -1.09375, 1.42188,
|
|
-0.0986328, -2.76562, -3.65625, 1.42188, 3.40625, 3.09375, 0.113281, -2.40625, 0.291016,
|
|
2.90625, -1.85938, -0.695312, 2.26562, -0.425781, -5.8125, 5.3125, -6.28125, 0.8125,
|
|
3.625, 1.3125, 2.34375, 2.14062, 1.89062, -2.4375, 0.382812, 2, -0.0454102,
|
|
-4.125, -1.51562, -2.04688, 1.19531, -0.65625, -2.03125, 2.0625, 4.875, -0.0996094,
|
|
1.42188, 0.648438, -4, -0.8125, 0.445312, 2.78125, 0.4375, -0.867188, 1.25,
|
|
-2.70312, 2.8125, 4.125, -1.9375, -0.585938, -4.75, 3.14062, 0.796875, 5.3125,
|
|
0.277344, -3.64062, -4.375, -2.51562, -0.925781, 6.8125, -4.0625, -1.28125, 0.972656,
|
|
3.26562, -3.40625, -7.5625, 3.6875, 2.90625, 2.34375, 2.73438, -1.26562, 1.41406,
|
|
-1.83594, -2.65625, 1.29688, 5.1875, 6.1875, 0.484375, 2.10938, 5.875, 2.79688,
|
|
-0.386719, 0.00540161, -1.01562, -1.54688, -8.0625, -0.679688, 2.34375, 3.07812, 2.625,
|
|
1.375, 0.75, 2.26562, -1.28125, 2.125, 4.96875, -0.0222168, 0.0286865, 1.15625,
|
|
-4.8125, 1.95312, 1.96094, 2.34375, -0.984375, 4.375, -6.1875, 0.828125, -2.75,
|
|
-2.92188, -3.45312, -1.45312, 2.46875, -0.789062, -0.433594, 5.8125, -2.65625, -2.26562,
|
|
-2.54688, -3.125, -4.4375, 0.167969, 1.92188, 1.04688, 2.79688, -0.453125, -4.0625,
|
|
-2.21875, 1.78125, -0.570312, -2.1875, 3.01562, 5.3125, -0.765625, 5.9375, 0.157227,
|
|
-0.8125, 4.1875, -3.84375, -0.523438, 2.46875, -2.375, -0.408203, -0.953125, -0.984375,
|
|
0.144531, 0.253906, 0.816406, 2.34375, 4.0625, 1.34375, -0.574219, -0.0258789, -0.53125,
|
|
0.390625, -1.75, -4.3125, -2.15625};
|
|
|
|
static const std::vector<float> expected_dft3d_bfloat16_results = {
|
|
104.5, 97.5, -4.4375, -0.414063, -0.582031, -3.125, 8.25, 3.46875, -5.90625, 6.5,
|
|
0.3125, 3.875, -0.419922, -3.40625, -6.40625, 7.3125, 5.34375, 4.25, 8.125, 0.138672,
|
|
-0.0197754, -3.125, 1.71875, 6.1875, -0.796875, 0.445313, -1.90625, 0.523438, 6.9375, 1.25,
|
|
-4.9375, 1.32031, -3.84375, -2.98438, 2, 4.15625, -2.75, 4.125, -6, 1.66406,
|
|
-0.223633, -2.70313, -3.90625, 0.435547, -4.4375, -1.21875, -0.832031, 4.8125, 5.25, 2.625,
|
|
-1.54688, 1.95313, 4.625, -3.95313, 3.9375, -1.40625, 0.464844, -6.1875, -0.632813, -4.8125,
|
|
2.9375, 2.1875, -2.17188, 5.4375, -1.15625, 6.6875, 3.20313, -0.734375, 3.84375, -2.60938,
|
|
-4.5, 1.70313, -0.617188, 2.0625, 5.5, -3.78125, 4.34375, 9.25, 1.67188, 4.8125,
|
|
0.115234, -0.242188, 3.60938, -3.90625, 0.0158691, 4.125, 1.01563, -1.35156, -5.6875, 3.95313,
|
|
5.625, -1.1875, -1.89063, -3.71875, 2.375, -10, 8.25, -3.9375, -3.21875, -4.84375,
|
|
-3.14063, -0.341797, 6.4375, -5.0625, -1.42969, -2.1875, 6, -7.25, -3.67188, 4.71875,
|
|
2.8125, 9.3125, 7.21875, -1.64063, 2.0625, -3.96875, 1.26563, 0.4375, 7.625, 8.1875,
|
|
4.125, -2.375, 4.40625, 3.32813, 5.0625, -2.65625, -1.07813, 2.125, -7.5, 0.394531,
|
|
6.875, 1.625, 0.240234, 1.90625, -5.3125, -0.0849609, -2.75, -0.492188, 0.574219, 0.261719,
|
|
4, -2.625, -7.9375, -0.90625, 3.375, 2.375, -3.0625, 6, -5.59375, -2.40625,
|
|
-3.57813, -1.5625, -6.34375, -4.90625, -0.0458984, -3.59375, -4.875, 3.45313, -1.98438, -7,
|
|
-4.6875, -4.1875, -3.29688, -0.78125, 2.57813, -3, 1.57031, 4.09375, -4.78125, -5.4375,
|
|
3.03125, -4.59375, -6.75, -0.492188, 12, -3.625, 5.5, -3.84375, -5, 7.1875,
|
|
0.761719, 2.17188, 4.8125, -3.42188, -0.449219, 1.21875, -1.20313, 0.835938, -0.664063, -6.375,
|
|
6.125, 7.25, 5.1875, -2.46875, 0.871094, -0.902344, 3.4375, -1.54688, -4.40625, -3.17188,
|
|
3.28125, -0.925781, 0.742188, -7.1875, 5.75, 1.70313, -1.20313, -0.112305, -0.867188, -6.0625,
|
|
5.59375, 0.90625, 1.15625, -8.125, -2.4375, 3.26563, -1.92969, -1.40625, 3.60938, -1.89063,
|
|
-6.5, 2.9375, -2.40625, -0.96875, -4.71875, -0.0493164, 2.625, -1.0625, 3.03125, -7.21875,
|
|
1.60156, -0.238281, 2.03125, -4.3125, -9.4375, -5.5, 6.875, -8.5, -0.710938, 5.375,
|
|
3.28125, -0.523438, -6.75, 0.632813, 1.10156, 6.125, -3.65625, -1.98438, -0.914063, 2.39063,
|
|
3.28125, 1.375, -1.17969, -0.226563, 5.34375, -5.9375, 1.3125, 5.375, -11.25, 7.75,
|
|
1.3125, -5.0625, -4.8125, 0.746094, -5.4375, 2.89063, 8.125, -1.5, -0.171875, -2.51563,
|
|
3.73438, 4.75, 3.48438, -0.335938, 6.8125, 0.308594, 0.214844, -0.46875, 1.86719, 1.96094,
|
|
-1.1875, 7.75, 5.25, -4.78125, -5.5625, 3.23438, 2.75, -3.84375, -0.257813, -1.65625,
|
|
-2.65625, 2.6875, -0.726563, 5.84375, -3.90625, -11.625, -2.3125, -4.5, 4.0625, 3.9375,
|
|
1.89063, 1.50781, -7.21875, 3.09375, 1.13281, -4.125, -0.550781, -0.472656, 11.375, -2.625,
|
|
-3, 4.625, 1.74219, 0.882813, -0.761719, -0.291016, 6.59375, -2.15625, -2.8125, -4.1875,
|
|
3.15625, -6.625, -7.3125, -2.26563, 5.84375, -2.6875, 0.953125, 5.21875, 8.625, 1.75781,
|
|
2.17188, -4.53125, -5, -0.832031, -6.84375, -4.625, -0.195313, -4.75, -9.375, 0.304688,
|
|
3.9375, -4.9375, 1.72656, -4.8125, -0.550781, -2.3125, -1.09375, -2.75, 6.8125, -4.0625,
|
|
1.94531, 4.28125, 0.5625, -1.99219, -5, -2.01563, -4, -8.125, 3.3125, -2.46875,
|
|
0.414063, 2.04688, 5.59375, -1.11719, -1.26563, -5.0625, -4, 5, 3.3125, -1,
|
|
-0.539063, -3.46875, -2.375, -6.53125, 1.39063, -2.09375, -6.34375, -4.15625, -3.40625, -1.15625,
|
|
8.375, 3.21875, -0.126953, 1.34375, 0.367188, 3.125, 0.773438, 0.546875, -1.17188, -8,
|
|
1.45313, -0.902344, 2.51563, -1.3125, 0.921875, 0.157227, 2.65625, 1.94531, 4.1875, 1.17188};
|
|
|
|
static const std::vector<float> expected_dft1d_float16_results = {
|
|
6.32812, 4.29688, -0.811035, -0.71875, -0.0587158, 0.270508, 0.827148, 0.57959, 0.599609,
|
|
-1.3291, 1.18848, 1.46289, -0.0178833, -1.83203, 0.160034, -2.2207, 1.0625, -1.06738,
|
|
-0.686523, 0.657715, 4.62891, 4.59375, -0.789062, -0.326416, -1.4707, -1.16113, 0.709473,
|
|
1.45703, -1.09766, -0.392334, -0.599609, -0.814941, -0.391846, -0.420166, 0.552734, 2.33984,
|
|
-0.599121, 1.39648, -0.845215, 0.149414, 6.25781, 5.56641, 0.256348, -1.70215, 1.16211,
|
|
0.120178, 0.197266, -1.34277, -0.906738, 1.41113, 0.708496, 0.57959, 1.20215, -0.519043,
|
|
-2.55859, -0.808594, 1.16602, -0.868652, 1.29883, -1.00488, 5.64453, 3.21094, 0.235962,
|
|
0.310059, 0.617676, 0.100159, 1.04297, -0.0167999, -0.885254, -0.12915, 0.648926, -0.842773,
|
|
-0.0584106, -1.04883, -0.402344, 0.203247, 0.450439, 0.459229, 1.37109, -0.654785, 5.52734,
|
|
3.75195, -1.88672, -0.223389, 0.816895, -0.46582, 0.123657, 0.609863, 0.27002, 0.97168,
|
|
0.304932, 0.696289, 0.272217, -1.08105, 0.205933, 1.56543, -0.276367, 0.89502, -0.0397949,
|
|
-0.187134, 4.97656, 4.69531, 0.190063, -0.88623, 0.916504, -0.525879, -0.454834, 1.16211,
|
|
-1.47754, 1.67188, 1.02832, -1.60156, -1.21777, -0.134521, -0.147461, -0.67334, -0.32666,
|
|
-0.901367, -0.966309, 0.0360413, 4.77344, 5.24609, -0.0340881, -0.372559, -0.490723, -0.657715,
|
|
0.814453, -0.891602, -0.199219, 0.179199, -0.996094, 0.828613, 0.552246, -0.0240173, 1.53516,
|
|
0.69873, 0.231689, 0.510742, 2.43164, 0.226562, 6.47656, 5.73047, -0.871094, -1.11035,
|
|
0.125244, 1.34863, 0.369141, 0.291504, -0.814941, -0.0922852, -0.331299, 0.780762, -0.962402,
|
|
0.899902, -2.11133, 0.845215, -1.53516, 0.743164, 1.33203, -1.02148, 3.8125, 5.62109,
|
|
1.35449, 0.645996, -0.216187, -1.20801, 1.16406, -0.0525208, 0.480957, -0.589355, 0.234863,
|
|
1.12793, 0.425781, 0.36377, -1.22461, 2.35156, 0.642578, 0.80957, 1.15723, 0.866699,
|
|
5.59766, 5.66016, 0.480469, 0.594727, 1.18457, 1.4707, -1.25879, -0.116394, 0.629883,
|
|
-1.46191, 0.787109, 0.181274, 0.554688, -2.00586, -0.437012, 0.994141, 0.895996, -0.549316,
|
|
0.842773, 0.0840454, 4.52734, 4.35156, 0.730957, 0.810059, 0.278564, -0.00706482, 0.365479,
|
|
0.674805, -2.38281, 1.58203, -0.165527, 0.513672, -0.236938, -0.132935, 1.55176, 0.620605,
|
|
0.773926, 1.61133, 0.362793, -0.424316, 5.10156, 5.18359, -1.19727, 1.17871, -0.0184937,
|
|
-0.75, 0.0879517, 0.219238, 1.11328, 2.28906, -0.688477, -0.407715, 0.0468445, 0.868164,
|
|
-0.507324, 0.230225, 0.353271, -0.456299, 0.149902, -0.105286, 4.80859, 5.28125, 0.496826,
|
|
0.29541, -0.414551, -0.64502, 0.317627, -0.895508, -1.04102, 0.917969, 0.682617, 0.0803833,
|
|
0.339111, 0.0525818, -1.18652, 0.51123, -1.14551, -1.41895, 0.82373, 1.89453, 6.88281,
|
|
6.40625, -1.30273, -0.224731, -0.220825, 1.03711, -0.763672, 0.694824, -0.731445, 0.168091,
|
|
0.0882568, -0.573242, -0.406982, -0.962891, -0.890625, 1.31445, -0.423828, 1.76758, -0.640137,
|
|
-1.61133, 4.41016, 5.70703, -1.11133, 0.105713, -1.11133, 0.341553, 2.11719, -0.0671997,
|
|
-0.161743, 0.260742, -0.813477, -0.422607, -1.1416, -0.000315189, -0.634766, -0.1521, -0.716797,
|
|
0.148071, -0.353516, 1.58398, 4.98828, 4.28906, -0.849121, 0.534668, -0.60498, -0.902344,
|
|
1.04492, 0.211914, -0.479004, -0.322754, 0.807617, -0.0440674, 0.628418, 0.155029, -0.237671,
|
|
0.695801, 1.86035, -1.70312, 1.26562, -0.679199, 4.92188, 4.89453, -0.012001, -0.6875,
|
|
-0.218506, -0.486816, 0.367432, 0.124451, -0.786621, 0.48877, -0.508301, -0.0883179, 1.16504,
|
|
0.819336, -0.640625, -1.09668, 1.40918, -0.153564, 2.88281, 1.05371, 4.70312, 5.20312,
|
|
-0.634766, 2.53125, 0.699219, -0.538574, -0.098938, 0.565918, 0.408936, 0.634766, -1.76367,
|
|
-0.49707, -1.07715, 1.24219, -0.362549, -1.31152, 1.58398, 1.05273, -0.611328, 0.748535,
|
|
5.43359, 3.9668, 2.00586, -0.870117, -0.765625, 0.0811768, 0.839355, -0.635254, -0.675293,
|
|
1.73633, 0.9375, 1.8252, 0.861816, -0.182007, 0.625, 0.203125, 0.159302, 1.86133,
|
|
0.041687, -0.490723, 4.94141, 4.02734, -0.74707, -0.277832, -0.808105, -0.541016, 0.467285,
|
|
0.901367, 2.19727, -1.4668, -1.23535, 1.09668, -0.955566, 0.51416, 0.288574, 1.01172,
|
|
-0.219116, 0.114624, -1.62695, -0.943359};
|
|
|
|
static const std::vector<float> expected_dft2d_float16_results = {
|
|
54.0312, 48.375, -1.87305, -3.78906, 2.58594, -0.708984, 3.53516, 1.67969, -3.40039, 0.239502,
|
|
2.97461, 2.39844, 0.358887, -5.80078, -4.42969, 5.29688, 1.71191, 1.42676, 5.89844, -0.848145,
|
|
-3.28711, -0.10022, -0.339111, 2.61523, -2.76562, 0.185791, 0.349365, -0.259277, 5, -2.98438,
|
|
-1.66406, 0.533203, -0.898438, -3.64453, -3.71484, -0.685547, 2.0625, -2.2168, -3.36914, 3.52734,
|
|
1.54785, -1.63281, -5.33203, 0.538086, -1.66699, 2.44922, -2.26172, 1.41113, 2.17969, 2.50195,
|
|
0.851562, 1.66016, 1.7168, -2.10156, 4.65625, -3.67578, 0.893555, -0.398926, -5.94922, 1.44043,
|
|
2.11523, -1.45312, -3.50391, 3.08203, -3.31836, 4.78516, 5.64844, -1.11914, 1.8291, -2.57617,
|
|
-0.412842, 3.23633, 1.42773, 0.870117, 6.17578, -1.73242, 2.3125, 4.40625, 1.77148, 3.38086,
|
|
-0.532715, 3.76562, 4.44141, -4.35156, -2.76367, 3.68555, 1.8916, -2.58398, -2.99023, 1.13477,
|
|
1.4834, 0.74707, -1.30762, 1.06641, -0.759766, -10.8828, 3, -4.25, 0.417969, -0.451416,
|
|
-0.625, 0.592773, -0.366211, -0.952637, -0.15979, -3.17383, 2.71875, -3.875, 3.89062, 1.04785,
|
|
-0.0922241, 6.99219, 4.51172, -0.383301, 0.664062, -2.12305, 3.94141, -0.869629, 2.42773, 1.96582,
|
|
3.65234, -4.49219, -1.47168, 0.526367, 5.45703, -2.65625, -0.0605774, 3.66211, 0.561523, 1.05859,
|
|
4.54297, -1.44824, -2.38672, 0.524902, -6.11328, -2.36328, -1.48926, -2.62695, -4.40234, 0.276123,
|
|
3.95703, -3.75977, -3.12695, -2.86719, 1.41699, 0.0242462, -2.08008, 1.6543, 0.595703, -3.25586,
|
|
-0.820801, 1.36328, -2.90625, -3.43945, -2.50195, -2.82227, -4.42578, -2.35352, 0.666016, -4.74609,
|
|
-2.16016, -1.05859, 1.13379, -0.946777, 0.675781, -4.04688, -1.24219, 4.53906, -0.742188, -3.22461,
|
|
1.23145, -4.04688, -4.5625, -3.51953, 6.70703, -2.84375, -0.4375, -3.99609, -4.22656, 3.05273,
|
|
4.60938, 2.7207, 2.33398, -1.04004, -0.0499268, 2.1582, -0.223877, 0.686523, -0.927246, -7.23438,
|
|
3.79492, 3.19727, 3.86719, -1.89062, 0.915039, -0.369629, 3.05664, 0.201294, -0.0986938, -1.01953,
|
|
50.7188, 49.3125, -2.61914, 3.39648, -3.18359, -2.41016, 4.74219, 1.79492, -2.53711, 6.28906,
|
|
-2.6582, 1.48242, -0.777344, 2.37305, -1.99512, 2.02734, 3.63477, 2.82227, 2.29492, 1.02539,
|
|
3.25195, -3.06055, 2.09766, 3.56641, 1.94922, 0.241577, -2.25391, 0.783203, 1.96289, 4.23828,
|
|
-3.25391, 0.787109, -2.9375, 0.66748, 5.74219, 4.84766, -4.80078, 6.37109, -2.66211, -1.88477,
|
|
-1.76953, -1.10449, 1.41309, -0.0806274, -2.76367, -3.64648, 1.41602, 3.41016, 3.09961, 0.116394,
|
|
-2.41016, 0.277344, 2.89648, -1.86426, -0.683105, 2.25, -0.430176, -5.81641, 5.34766, -6.29297,
|
|
0.800781, 3.65234, 1.31641, 2.3418, 2.16016, 1.87207, -2.4707, 0.392822, 2.01953, -0.0645142,
|
|
-4.13281, -1.5127, -2.03516, 1.19531, -0.666016, -2.04492, 2.07422, 4.87109, -0.0910034, 1.38965,
|
|
0.680664, -4, -0.802734, 0.439697, 2.78125, 0.452393, -0.876465, 1.23828, -2.72656, 2.79688,
|
|
4.14844, -1.9209, -0.609863, -4.79297, 3.15234, 0.793457, 5.30859, 0.279785, -3.67383, -4.39844,
|
|
-2.51172, -0.914062, 6.83984, -4.08984, -1.27832, 0.978516, 3.26953, -3.39258, -7.55469, 3.68359,
|
|
2.92383, 2.33398, 2.75195, -1.25977, 1.42383, -1.85449, -2.67383, 1.27148, 5.21875, 6.20703,
|
|
0.493652, 2.11523, 5.87891, 2.80469, -0.37793, 0.0119629, -1.04004, -1.53711, -8.07812, -0.686035,
|
|
2.35156, 3.08789, 2.65039, 1.36719, 0.771973, 2.29297, -1.26855, 2.11523, 4.99219, -0.0458984,
|
|
0.0148392, 1.1582, -4.83594, 1.95605, 1.97949, 2.3457, -0.963379, 4.39453, -6.20312, 0.832031,
|
|
-2.77344, -2.92773, -3.46484, -1.45898, 2.47266, -0.795898, -0.428467, 5.8125, -2.66406, -2.27148,
|
|
-2.54883, -3.12305, -4.46094, 0.164429, 1.91504, 1.04688, 2.80664, -0.47168, -4.06641, -2.22266,
|
|
1.77734, -0.578613, -2.20312, 3.02734, 5.32422, -0.783203, 5.92578, 0.141968, -0.815918, 4.19531,
|
|
-3.85547, -0.515137, 2.47852, -2.39648, -0.394043, -0.960938, -0.977051, 0.137573, 0.259766, 0.834961,
|
|
2.37109, 4.10938, 1.3584, -0.584473, -0.0278931, -0.530762, 0.396484, -1.75781, -4.31641, -2.16797};
|
|
|
|
static const std::vector<float> expected_dft3d_float16_results = {
|
|
104.75, 97.6875, -4.49219, -0.392578, -0.598633, -3.11914, 8.28125, 3.47461, -5.9375, 6.52734,
|
|
0.316162, 3.88086, -0.418213, -3.42773, -6.42578, 7.32422, 5.34766, 4.25, 8.1875, 0.17688,
|
|
-0.0348816, -3.16016, 1.75781, 6.17969, -0.817383, 0.427246, -1.90527, 0.523926, 6.96094, 1.25391,
|
|
-4.91797, 1.32031, -3.83594, -2.97852, 2.0293, 4.16406, -2.73633, 4.15625, -6.03125, 1.64258,
|
|
-0.221558, -2.73633, -3.91992, 0.45752, -4.42969, -1.19727, -0.844238, 4.82031, 5.28125, 2.61914,
|
|
-1.55762, 1.9375, 4.61328, -3.9668, 3.97461, -1.42676, 0.463135, -6.21875, -0.599609, -4.85547,
|
|
2.91406, 2.19922, -2.1875, 5.42188, -1.15723, 6.66016, 3.17578, -0.726562, 3.84961, -2.64062,
|
|
-4.54297, 1.72363, -0.606445, 2.06641, 5.50781, -3.77734, 4.38672, 9.28125, 1.68066, 4.76953,
|
|
0.148071, -0.237183, 3.63672, -3.91406, 0.0173492, 4.14062, 1.01465, -1.34668, -5.71484, 3.93164,
|
|
5.63281, -1.17285, -1.91797, -3.72656, 2.39258, -10.0859, 8.30469, -3.96875, -3.25586, -4.84766,
|
|
-3.13672, -0.321045, 6.47656, -5.04297, -1.4375, -2.19531, 5.98828, -7.26562, -3.66602, 4.73047,
|
|
2.83203, 9.32812, 7.26172, -1.64258, 2.08789, -3.97656, 1.26562, 0.402588, 7.64844, 8.17188,
|
|
4.14453, -2.375, 4.40625, 3.33008, 5.07812, -2.64453, -1.10059, 2.125, -7.51953, 0.372559,
|
|
6.89453, 1.63867, 0.263672, 1.8916, -5.33984, -0.071228, -2.75781, -0.512695, 0.587402, 0.230225,
|
|
3.97266, -2.60156, -7.96094, -0.911133, 3.39648, 2.36914, -3.04297, 6.04688, -5.60547, -2.42383,
|
|
-3.5957, -1.56543, -6.37109, -4.89844, -0.0288696, -3.61719, -4.85547, 3.45898, -1.99805, -7.01562,
|
|
-4.71094, -4.17969, -3.32812, -0.782227, 2.58984, -3.00195, 1.56348, 4.06641, -4.80859, -5.44531,
|
|
3.00781, -4.625, -6.76562, -0.492432, 12.0312, -3.62695, 5.48828, -3.85352, -5.04297, 7.24609,
|
|
0.754883, 2.20703, 4.8125, -3.4375, -0.443848, 1.19727, -1.20117, 0.824219, -0.66748, -6.40234,
|
|
6.16406, 7.30469, 5.22266, -2.47461, 0.887207, -0.900391, 3.45312, -1.55566, -4.41797, -3.1875,
|
|
3.30469, -0.945801, 0.745605, -7.1875, 5.76953, 1.70215, -1.20898, -0.115417, -0.862305, -6.05078,
|
|
5.63281, 0.916504, 1.13574, -8.17188, -2.43359, 3.26953, -1.92383, -1.39551, 3.60156, -1.87305,
|
|
-6.53906, 2.96094, -2.43555, -0.952148, -4.71484, -0.0558167, 2.60352, -1.04297, 3.03516, -7.22266,
|
|
1.58984, -0.253906, 2.03906, -4.3125, -9.46094, -5.53516, 6.86328, -8.58594, -0.70752, 5.41406,
|
|
3.31641, -0.527832, -6.74609, 0.618652, 1.09668, 6.09766, -3.67773, -1.99902, -0.919434, 2.38672,
|
|
3.26172, 1.38281, -1.17969, -0.237305, 5.33984, -5.92578, 1.32324, 5.41797, -11.2969, 7.73438,
|
|
1.31348, -5.10547, -4.82031, 0.739258, -5.47656, 2.91406, 8.11719, -1.51172, -0.191284, -2.51172,
|
|
3.71875, 4.75, 3.46289, -0.325439, 6.83984, 0.311768, 0.237549, -0.465088, 1.8623, 1.99023,
|
|
-1.21289, 7.76562, 5.24219, -4.79297, -5.54297, 3.23438, 2.76758, -3.82227, -0.263428, -1.66113,
|
|
-2.66602, 2.66797, -0.698242, 5.85938, -3.91211, -11.6719, -2.30664, -4.52734, 4.09375, 3.94531,
|
|
1.88672, 1.50684, -7.20703, 3.13672, 1.11816, -4.15234, -0.55127, -0.482422, 11.4453, -2.63477,
|
|
-3.01562, 4.66016, 1.75879, 0.876465, -0.759766, -0.267334, 6.61719, -2.14062, -2.79102, -4.24219,
|
|
3.1582, -6.60547, -7.35156, -2.27734, 5.83594, -2.66992, 0.979492, 5.19922, 8.64062, 1.74414,
|
|
2.19141, -4.53516, -5.03516, -0.841797, -6.88672, -4.65625, -0.220825, -4.74219, -9.39062, 0.322021,
|
|
3.94336, -4.91797, 1.70703, -4.82422, -0.562012, -2.32031, -1.11719, -2.73828, 6.80078, -4.08594,
|
|
1.95312, 4.29297, 0.558105, -1.97949, -4.97656, -2.02539, -3.99805, -8.16406, 3.33008, -2.47461,
|
|
0.388672, 2.06445, 5.59375, -1.11133, -1.23828, -5.09375, -4.04688, 5.01172, 3.32227, -1.00293,
|
|
-0.545898, -3.46875, -2.35938, -6.54688, 1.38086, -2.06055, -6.36328, -4.13672, -3.41211, -1.14062,
|
|
8.46875, 3.23633, -0.145142, 1.35742, 0.343994, 3.11914, 0.753418, 0.548828, -1.18652, -8.07031,
|
|
1.42383, -0.911621, 2.50781, -1.30566, 0.942871, 0.161255, 2.66016, 1.95898, 4.21875, 1.14844};
|
|
|
|
static const std::vector<float> input_data_1 = {
|
|
0.9795938, 0.14046684, 0.9819369, 0.51320475, 0.9390985, 0.06454252, 0.48972926, 0.042538255,
|
|
0.3341647, 0.14752749, 0.44628578, 0.8509109, 0.6611515, 0.5711897, 0.10807402, 0.67733586,
|
|
0.4091941, 0.23590194, 0.4385734, 0.40270114, 0.75568604, 0.9842337, 0.82819414, 0.49742407,
|
|
0.7397849, 0.6104118, 0.019504193, 0.7756829, 0.9271429, 0.6423316, 0.3300541, 0.8688829,
|
|
0.21220064, 0.76539195, 0.8143789, 0.70724595, 0.54020476, 0.29437974, 0.19398275, 0.20308031,
|
|
0.30458412, 0.040420562, 0.36627868, 0.61882246, 0.3416973, 0.5482437, 0.68851316, 0.5670022,
|
|
0.58812225, 0.6487681, 0.88266903, 0.07287276, 0.7716641, 0.12443388, 0.4170407, 0.8380076,
|
|
0.17115247, 0.8118648, 0.7704737, 0.5179812, 0.9407177, 0.7311383, 0.4538601, 0.01992845,
|
|
0.4758718, 0.25867644, 0.55573237, 0.89606065, 0.8505143, 0.47349417, 0.3970769, 0.3293097,
|
|
0.7601557, 0.24247961, 0.8102311, 0.7387785, 0.15742134, 0.8387721, 0.100493915, 0.3733577,
|
|
0.4904671, 0.9106489, 0.0049963384, 0.89285916, 0.24380954, 0.7329451, 0.9373891, 0.52886724,
|
|
0.65965563, 0.7307209, 0.5160155, 0.97944415, 0.43991584, 0.9839402, 0.6350642, 0.16712844,
|
|
0.40538687, 0.80509937, 0.4988989, 0.02185218, 0.74142575, 0.8026278, 0.28912508, 0.50405765,
|
|
0.7768013, 0.9817653, 0.9995751, 0.74799776, 0.8615655, 0.058107413, 0.27611437, 0.76372087,
|
|
0.93234706, 0.7603203, 0.30816016, 0.80595773, 0.8843074, 0.46457228, 0.43644127, 0.6553406,
|
|
0.9050378, 0.5044161, 0.49364874, 0.59174323, 0.2650881, 0.78394204, 0.57706285, 0.33071348,
|
|
0.7140054, 0.5885716, 0.60252094, 0.92644346, 0.91704935, 0.64020824, 0.99652874, 0.8375778,
|
|
0.45622328, 0.3755286, 0.8324417, 0.77270067, 0.50742614, 0.7814994, 0.30720684, 0.36613366,
|
|
0.9426107, 0.12557131, 0.87243265, 0.002567238, 0.8350289, 0.1262151, 0.35253504, 0.07578735,
|
|
0.34082502, 0.9211622, 0.38055828, 0.3247621, 0.5061271, 0.87862396, 0.1869049, 0.7774487,
|
|
0.030804915, 0.25322768, 0.06073754, 0.27092665, 0.9209875, 0.86690956, 0.74456835, 0.42403135,
|
|
0.61839956, 0.9004572, 0.94674456, 0.17315134, 0.74403226, 0.30930993, 0.23992635, 0.9080931,
|
|
0.4886828, 0.9973065, 0.32888287, 0.32976696, 0.09137513, 0.1410893, 0.4248779, 0.019689998,
|
|
0.6828394, 0.47350892, 0.02358055, 0.94660497, 0.9253734, 0.1509718, 0.540138, 0.7050524,
|
|
0.20855357, 0.9753569, 0.0044813985, 0.5063834, 0.6836877, 0.2784342, 0.0139586115, 0.8785785,
|
|
0.4754602, 0.38955635, 0.151705, 0.5694773, 0.14548586, 0.6798502, 0.057361145, 0.031760257,
|
|
0.91168743, 0.5762714, 0.54128575, 0.53421247, 0.5860678, 0.97197753, 0.940639, 0.18688098,
|
|
0.54635745, 0.513619, 0.5645304, 0.91558236, 0.8496063, 0.6258071, 0.31261826, 0.20282389,
|
|
0.2723365, 0.5039135, 0.6405068, 0.65471405, 0.5857442, 0.57205665, 0.23835625, 0.32288164,
|
|
0.068663165, 0.43674967, 0.049117915, 0.78065604, 0.98437595, 0.60793245, 0.38907775, 0.6610265,
|
|
0.5587009, 0.89418066, 0.6170649, 0.1305905, 0.5760506, 0.10885323, 0.5303117, 0.16950679,
|
|
0.9630447, 0.9476875, 0.22327174, 0.87473476, 0.917824, 0.44959846, 0.055421904, 0.22361691,
|
|
0.9334828, 0.16427046, 0.5914317, 0.81789917, 0.48431975, 0.3067152, 0.53250873, 0.19298424,
|
|
0.23529118, 0.4841604, 0.24943262, 0.41821656, 0.59484303, 0.4535004, 0.50373393, 0.6057788,
|
|
0.6799498, 0.21368006, 0.17095569, 0.97966874, 0.3839032, 0.48672524, 0.9375583, 0.84598905,
|
|
0.049092207, 0.47682214, 0.56488436, 0.7817405, 0.8975917, 0.75874424, 0.43242812, 0.8459973,
|
|
0.7138231, 0.9834999, 0.7273379, 0.05828699, 0.6884237, 0.07486352, 0.4326547, 0.78577167,
|
|
0.8844588, 0.9474644, 0.542272, 0.49642876, 0.48886803, 0.11854455, 0.01492267, 0.22648218,
|
|
0.7607531, 0.5930919, 0.9450968, 0.02894685, 0.67735505, 0.46363172, 0.18415985, 0.66824925,
|
|
0.6137258, 0.6086626, 0.6422855, 0.7637218, 0.56419605, 0.74026155, 0.18709394, 0.14683136,
|
|
0.32289994, 0.15482259, 0.11222768, 0.9085655, 0.43263617, 0.32097924, 0.29690787, 0.77809244,
|
|
0.2413839, 0.8267769, 0.82795614, 0.018312717, 0.9958108, 0.769578, 0.13144562, 0.45904484,
|
|
0.38071582, 0.24182741, 0.7200288, 0.20737973, 0.5285696, 0.3680287, 0.46252182, 0.89153767,
|
|
0.13071166, 0.84319293, 0.10841641, 0.40668696, 0.7636801, 0.42153865, 0.65055484, 0.86845386,
|
|
0.6452055, 0.6112245, 0.84526664, 0.15358071, 0.7889171, 0.6356269, 0.2515375, 0.86599886,
|
|
0.20071381, 0.20584217, 0.24220705, 0.049883988, 0.77259976, 0.49566683, 0.8112268, 0.49028614,
|
|
0.2187354, 0.70172536, 0.47309682, 0.12539592, 0.13696012, 0.33588144, 0.98134226, 0.537496,
|
|
0.9999663, 0.13245043, 0.5659106, 0.39207155, 0.48483336, 0.49371332, 0.12930158, 0.103645995};
|
|
|
|
static const std::vector<float> expected_dft1d_results_1 = {
|
|
4.940035, 3.0077164, -0.43999052, -0.72356576, 0.35775006, -1.1781573, 0.35552078, -0.5878226,
|
|
0.8879826, -1.1602633, 0.71755445, 0.15355057, -0.9307331, 0.48268145, 1.9486318, 1.1295953,
|
|
4.4481335, 5.01757, -0.57099926, -0.85269475, -0.7217729, -0.08008081, -1.1429803, -1.1934547,
|
|
1.2154821, -0.07181215, 0.59362185, 0.44658875, -0.345927, -1.480422, -0.20200539, 0.10152125,
|
|
3.4618404, 3.744587, 0.12548631, 0.8791516, 0.19086862, -0.33497274, -0.69986683, 0.6364535,
|
|
-0.6644666, -0.44771492, -0.8179812, 0.17377639, -0.92110324, 0.26135075, 1.0228279, 1.2105042,
|
|
4.9957, 3.764995, 0.17936486, -0.9405504, -1.2201893, -0.17718112, 1.1820351, 0.5077594,
|
|
-0.052387, 0.86741495, -0.55883414, 0.9524643, -0.68602496, 1.3873026, 0.8653134, -1.17206,
|
|
4.107497, 4.150929, -0.95916677, -0.56429225, 1.1602635, -1.679503, 0.5507363, 0.53716975,
|
|
0.38042903, -0.5240841, -0.33995685, -0.78949994, -0.7040798, 0.05728233, -0.38874817, 0.8814098,
|
|
3.9273133, 5.9265537, -0.80074155, 0.20659067, 1.642705, 0.9759259, 0.85149074, 0.44840366,
|
|
-0.25961697, 0.78995633, -0.039625674, 0.545478, -0.70991015, -1.1269569, -0.68787766, -0.48076022,
|
|
4.848893, 4.6852283, -0.6871975, -0.041547477, -0.91873163, -0.0071051717, -1.4497755, 0.3778788,
|
|
0.7214658, 0.6099715, 1.4334095, -0.07150489, 0.07712549, 1.859364, -0.78209424, -0.97149,
|
|
4.8020935, 4.897006, 0.05723229, -0.21079391, 1.0996364, 0.22791737, 0.7594234, 1.1837918,
|
|
1.1714673, 0.12949562, -0.64135337, -0.5158363, 0.2763425, -0.19547313, -0.06606534, 0.56645525,
|
|
5.3334026, 5.288664, -0.09143779, -0.7460747, 0.2411859, -0.5888344, 1.4911498, 0.52246934,
|
|
-0.1439941, -0.51704764, 0.32441977, 0.35291424, -0.7496793, -0.32638037, -0.6930033, 0.72286314,
|
|
4.4170227, 3.232138, -0.64390934, -1.3210952, -0.58362705, -0.6716566, 0.39952934, -1.1999383,
|
|
0.83216095, 0.8710072, 0.34266293, -0.92789006, 0.46818644, 0.7554455, 2.3088598, 0.26656008,
|
|
4.306201, 4.1061068, -1.286478, -0.14309806, -1.9038618, -0.045521975, -0.43500268, -0.6120295,
|
|
0.3222475, 0.5537019, 1.2264881, -1.5052714, -0.12776875, 0.00045275688, -1.8553859, -0.32851917,
|
|
3.50575, 3.7639909, -0.8274512, 1.2718699, 0.7064032, 1.7913067, -1.4024514, -0.49303484,
|
|
0.8707912, -0.23823786, 0.41937304, 1.443722, -0.396856, 0.56620187, 1.0339032, -0.12736642,
|
|
1.7406936, 4.309397, -0.18755847, -0.46101326, 0.020362198, 0.3217622, 0.7620988, 1.9022003,
|
|
1.2856812, 0.3369981, -1.149087, 0.5562107, -0.31068176, 0.4914955, -0.49307993, 0.34580433,
|
|
5.2527924, 4.527175, -0.029956281, -0.35984623, 1.0824606, -0.360453, 0.19873115, -0.3701315,
|
|
0.53464556, 0.8481753, 1.4529572, 1.012228, -1.037719, -0.6553353, -0.16041204, -0.03164065,
|
|
3.2281785, 4.5399303, 0.3643899, 0.30424678, -0.7776585, -0.3015166, -0.61336106, -0.7931169,
|
|
0.5940609, -0.29862595, -0.02879478, 0.6273444, -1.6805825, -0.17713517, 1.0924593, 0.1301811,
|
|
4.4416904, 3.7987688, -1.3668841, -0.81391287, 0.64007276, 1.0288135, -0.57070565, -0.52160406,
|
|
1.58955, 1.0018709, -0.123293996, 1.390446, -0.5843305, 1.5380195, 0.44350854, -0.26895642,
|
|
4.125044, 3.443525, 0.7636179, 0.10296479, 0.52696383, 0.08359367, 0.6142223, -1.2670981,
|
|
0.3708297, -0.6262324, 0.339195, -0.5216981, -0.34774148, -0.30716318, 1.0757314, 0.4062716,
|
|
4.1163635, 5.389367, -0.1369414, 0.3118773, -0.48302984, 0.07917905, 1.6785579, -0.9954241,
|
|
-0.09528947, -1.517424, 0.85461855, 0.18921553, -0.62187576, -1.1891136, 0.12719542, -0.558237,
|
|
4.492761, 3.6913419, -0.29317212, -1.2950531, -0.03654802, 0.91552365, 0.123229444, 0.514639,
|
|
1.0583864, 0.5574026, -0.13546133, 0.9680127, 0.87852824, 2.559589, -0.3771388, -0.043456703,
|
|
4.574666, 4.013397, -0.06427416, -1.2290373, 0.11051571, -1.2182673, 0.05659631, 0.77380556,
|
|
0.65739393, 0.7978984, -0.19493088, 0.9715779, 0.1553396, 1.2139899, 0.79071796, -0.57862896,
|
|
3.361268, 4.236172, -0.13507411, 0.6842204, -1.1744223, -0.62078804, 2.008315, -1.2499349,
|
|
0.62419355, -0.091858864, -0.5990913, -0.90177983, -0.55390406, 0.40287262, -0.94808567, -1.2203228,
|
|
3.745199, 4.248646, 0.63732016, -0.82302505, -1.9267471, 0.58008444, -0.38652933, -0.9787377,
|
|
-0.1378448, -0.4994706, -0.24433172, 0.09051508, 0.3651026, 0.010821462, 0.9935576, -0.69421434,
|
|
4.5576744, 3.50811, 1.745633, 0.16605312, -1.8684177, -0.33893645, -0.17866233, 0.5833766,
|
|
0.2571981, 0.38861072, -0.5767294, 0.61207676, 0.43722266, -0.28951776, 0.78772557, 0.26002276,
|
|
3.9901466, 2.82238, -1.4889656, -0.1150527, 0.47323376, 0.07621753, 0.16292411, 0.17989358,
|
|
-0.30915606, 0.50516117, -0.38916004, 1.9493489, 0.72058266, -0.067055345, -1.4097221, 0.26290974};
|
|
|
|
static const std::vector<float> expected_dft2d_results_1 = {
|
|
25.880518, 25.61235, -2.4660468, -1.9953613, 1.409625, -2.473969, 1.0969357, 0.34850854,
|
|
1.5074215, -0.546504, -0.44522142, 1.482357, -4.297778, -0.41876173, 2.5581412, 1.6702101,
|
|
-0.79171646, 0.87513673, -0.5556948, -1.4017968, 1.6127079, 3.341402, -2.2336023, 0.7553977,
|
|
0.8801464, -1.5552741, 2.8809369, -0.12944597, -0.08941656, -2.4948978, 1.1106122, -0.5771601,
|
|
1.5280423, -3.6573076, -1.325342, -0.75811887, -4.0773964, 0.41215408, 0.24999249, 0.3498589,
|
|
-0.31276864, -2.3484, -0.4591713, -0.04454562, -0.7590859, 2.5111904, 3.1611128, -0.09711918,
|
|
-0.8617741, -3.8058863, -0.0812951, 1.1779473, 2.0081396, -3.9112964, -0.6841551, 0.82309175,
|
|
-0.2995335, -3.7176208, -0.43554613, -2.4067037, -0.81405425, 2.0213914, 2.6072812, 4.772808,
|
|
2.3986423, -1.6369095, 3.009512, -2.2388682, 0.08045465, -2.0042, 3.2657382, -0.93855727,
|
|
1.3121321, 2.0163581, 1.3805538, 1.8802332, 0.20659024, 3.5175233, 2.7225797, -1.7004844,
|
|
1.4864945, 0.6589138, -1.221076, 0.8748032, 1.1129706, -2.4330344, 0.43821555, -4.865236,
|
|
2.2404962, -0.81013864, 1.3837745, 0.13940874, 0.16934663, -2.240356, -0.46793693, 2.7093167,
|
|
27.21336, 25.973133, -3.4792416, -1.1907393, -1.358995, 0.70610523, -0.63712704, -0.22086221,
|
|
3.7741385, 1.4088898, 3.1050003, -1.2238663, -0.45265055, 2.6596098, -0.053786665, 0.12850314,
|
|
1.7713342, -0.92604506, -1.5456572, 0.4535787, -0.4252041, -0.20687354, -0.26421398, -1.5723603,
|
|
0.21247786, -0.19034994, 0.116511285, 3.5963366, -0.9552689, 1.4078308, 0.17855054, -1.2697299,
|
|
0.24928832, -1.3436013, -1.018871, -1.1798176, -2.4574528, 0.14592099, -0.7871367, -1.3267987,
|
|
1.6891341, 0.8528522, -2.194655, -0.7497572, 0.66770875, 1.4708114, 2.0073843, 0.8376069,
|
|
1.7636304, 2.1868649, -0.65098536, -0.6707011, -3.8038197, -1.9890289, -0.15012956, 0.7975005,
|
|
-1.9746995, -0.11563957, 2.8636346, -1.2238576, -1.1479954, 0.40726233, -6.6071806, -1.2827955,
|
|
0.335096, -0.8774332, 0.5047921, -1.7173706, -0.6906272, -2.8883119, -1.7264752, -0.91851616,
|
|
-0.8023921, 2.1811929, 4.4178715, -1.0245608, 1.4208769, 3.714005, 2.626697, -3.0808997,
|
|
-2.2393522, 3.0984519, 2.0667777, 4.0557647, 3.22371, 4.1895566, -5.1335697, 5.5083103,
|
|
1.4301378, -0.47711706, 0.29209352, 0.19667566, 0.9300822, 1.4966636, -2.8442304, -1.1616251,
|
|
22.90476, 26.008162, -0.59333247, -0.9156835, 1.009171, 0.85137844, 2.0695426, -2.0451744,
|
|
4.279478, -0.2552395, 1.3455946, 3.2537463, -4.582932, -0.29923248, 2.0854027, 0.023423433,
|
|
-1.4901955, 1.2697036, 0.12445855, 0.37839913, -0.90889513, -0.96464497, 3.2230172, 5.11582,
|
|
1.7657483, -1.2759314, 1.6806445, -0.48582482, 1.0328861, -0.21219438, -1.8203479, 0.28618455,
|
|
-3.8749995, -2.6027172, -2.7910428, -1.8929406, 0.43884945, -0.8854169, -0.6166424, 3.3119302,
|
|
3.9380612, 1.783706, -2.8637185, 0.45624626, 1.298605, 2.399745, -0.42191154, 0.3671223,
|
|
-4.7169294, -1.4224572, 2.4742305, 0.80807984, -1.4698355, -0.64370054, -0.54362357, 1.729145,
|
|
0.2216661, -0.920482, -3.022968, -1.9300321, -0.09508008, 0.31362647, 1.264819, 1.741091,
|
|
-0.48260987, 0.91905135, -1.2789521, -1.0161536, 0.53328425, 4.0857644, -0.8787215, 2.8750324,
|
|
0.4081546, 2.4881384, -2.2990177, 2.1299765, 0.59928864, 3.988031, -1.8122058, -0.16000175,
|
|
-1.8958641, 1.6846397, 0.9392875, -0.12778088, 0.51960033, -0.5128077, 1.3190198, 0.42644808,
|
|
-2.8990207, 0.20179635, -1.7350545, -0.08684918, -0.11685985, -3.241004, -2.2542362, -0.18299285,
|
|
24.721714, 22.520046, 0.40146637, -2.611894, -4.422385, -0.6061659, 1.7858734, -0.17695832,
|
|
2.1501722, 1.6577435, -2.1397042, 3.6897519, 2.0028722, 3.830699, -0.16294527, -2.0136907,
|
|
2.7324684, -0.48164713, -3.0283842, -1.1742884, 2.3383465, -0.04261756, -1.3686588, 0.50161046,
|
|
0.76707345, 0.40514386, -1.7530769, 2.333971, 2.7187724, 4.413412, -3.610829, 0.57066756,
|
|
0.3970142, -0.89236856, -1.0979964, -4.7337284, -1.6107149, 3.461636, 0.8141506, 1.3783914,
|
|
0.97534364, -1.261203, 0.9644269, -0.4446571, 1.3737998, 1.5714393, 1.5593243, -3.5085554,
|
|
0.10169166, 0.3512014, 2.2333064, 1.7223357, -1.7363904, 0.5177647, 2.1198907, -0.12688133,
|
|
1.7293842, 0.05056551, -0.4828595, -2.333132, -0.4791782, 1.5151871, -0.91205263, 0.0061766207,
|
|
-0.4048485, 2.1922839, 1.728973, 0.9913887, 0.14321594, 1.6313545, -3.389923, -2.5937288,
|
|
-0.36389086, -0.2227447, 0.03589952, -0.069511056, 0.3542207, 2.3090918, 0.45287704, 3.309232,
|
|
-0.59147376, -1.541465, -1.9963981, -1.9641305, 5.0686407, 0.53117156, 0.77804404, 4.1053996,
|
|
1.0922346, 2.7149107, 2.5625482, 2.6316533, -0.69931746, 1.7177012, 0.4107918, 1.375428787};
|
|
|
|
static const std::vector<float> expected_dft3d_results_1 = {
|
|
100.72035, 100.11369, -6.1371527, -6.7136793, -3.3625832, -1.5226498, 4.315223, -2.0944858,
|
|
11.711212, 2.2648964, 1.8656702, 7.201989, -7.3304863, 5.772318, 4.4268136, -0.1915536,
|
|
2.2218904, 0.7371478, -5.005279, -1.7441093, 2.6169558, 2.1272666, -0.64345765, 4.800469,
|
|
3.6254454, -2.6164103, 2.9250154, 5.315038, 2.706975, 3.1141493, -4.1420155, -0.99003804,
|
|
-1.7006547, -8.495995, -6.2332516, -8.564608, -7.7067156, 3.134292, -0.33963704, 3.7133825,
|
|
6.2897673, -0.9730439, -4.5531178, -0.7827141, 2.581028, 7.953187, 6.305909, -2.4009464,
|
|
-3.7133813, -2.690277, 3.9752584, 3.0376637, -5.0019054, -6.0262628, 0.7419828, 3.2228546,
|
|
-0.32318294, -4.7031775, -1.0777391, -7.8937283, -2.5363095, 4.257466, -3.6471338, 5.237282,
|
|
1.8462799, 0.5969913, 3.9643247, -3.981004, 0.0663265, 0.82460785, -2.7293837, -1.5757694,
|
|
0.55400586, 6.462948, 3.5353048, 2.9161394, 2.580977, 13.528652, 3.98995, -1.632153,
|
|
-3.240194, 3.900541, -0.21140909, 2.8386583, 9.924921, 1.7748868, -2.5982907, 5.174925,
|
|
1.8638494, 1.6294506, 2.5033612, 2.8808913, 0.2832532, -2.2669961, -5.155612, 2.7401254,
|
|
6.428844, -2.8874602, -0.45156026, 2.8010314, 1.7127267, -6.3887377, -1.0165125, 4.816684,
|
|
-3.0209088, -1.9152341, -6.7044344, -7.0160933, -0.8859364, 2.3359919, 2.614932, 1.5376289,
|
|
0.2540813, 0.56656873, 0.947714, -3.2629232, 2.3573487, 7.069599, -7.53059, -5.4648676,
|
|
-1.4810953, 0.27525342, 2.4626575, -1.5132098, -4.127886, 1.3913381, 1.090563, -4.6527243,
|
|
4.9518104, -0.906865, 5.0196123, 1.055696, -7.831962, 2.144308, -1.838556, -1.3607846,
|
|
-2.1367745, -4.8458967, 2.0994475, 2.6582882, -2.158319, 0.8175374, 7.929186, -0.9123031,
|
|
5.690818, -4.0453672, -4.948562, 3.2541595, 0.9711809, -1.2001665, 0.78384995, 1.3639677,
|
|
-0.6874037, 0.9069457, 3.6966968, -3.823165, -1.826899, 2.3765814, 0.0534904, 8.726845,
|
|
-0.18846548, -3.2959056, 1.5797036, 0.0014669895, -4.9724956, -5.2561207, 5.819672, -5.477039,
|
|
3.3079143, -0.033277154, 2.7245224, -4.631716, 1.0122153, -1.5371637, -1.8553452, -3.7143025,
|
|
8.022276, 0.62215286, 3.8595328, -3.060592, 4.2517557, -0.075296044, 0.5221062, 0.6199312,
|
|
1.9474881, -1.3498385, 0.6838516, 2.4967105, 0.06516862, -0.6287519, -0.7507546, 6.147333,
|
|
-3.149796, 3.1273334, 0.018394649, 0.8915896, 8.200176, -1.7225304, 2.0177326, -1.2988436,
|
|
-0.13740933, -3.868376, -0.06492156, 2.2702193, -10.430931, -7.2083035, 4.860276, 3.578821,
|
|
-6.7857146, 3.5525331, 4.142806, -0.3026886, -1.20933, 2.6262493, 2.6222875, 6.941968,
|
|
1.6663432, -3.0459986, 6.198147, -6.5455766, -0.8200346, -8.528335, 2.722542, 0.4080863,
|
|
-2.993259, -4.024056, -1.999518, 3.2624865, 0.42962015, -4.08082, -0.39366418, 3.6101956,
|
|
0.9608154, -0.15634394, -2.0926623, 1.6061159, -1.5019901, 1.8686844, -0.8275065, 2.9409513,
|
|
-7.4440265, -7.7664104, 0.8106141, 0.9343933, 6.078513, -3.0837321, -3.1975398, 1.8816166,
|
|
0.16744804, -4.573029, -5.839288, -0.7797469, 0.71803975, 0.41256714, 11.391333, 7.790516,
|
|
1.9857845, -2.0327086, -0.5032053, -2.5290394, 1.16115, 3.3385215, 7.5034156, 5.4487205,
|
|
2.886569, 2.5460477, -5.3722363, 5.1042805, -0.9692185, 1.4824567, -2.1692014, -2.0888186,
|
|
2.4214573, 0.78656745, -0.3521694, -1.3446121, -6.659781, -7.66657, 6.1127615, -14.052498,
|
|
-3.1808968, -2.8461368, -3.2059226, -2.7757711, -0.17827892, -8.695724, -0.2887354, 2.312519,
|
|
-0.4773283, 2.095835, -3.293869, -4.960386, -0.9118179, -0.2619573, -0.92870337, -0.029317379,
|
|
-2.5232022, 1.3327014, 3.1228013, 3.4733155, 1.4562413, -2.5750513, -1.6694541, 1.7559463,
|
|
1.142877, -1.3557005, -2.30802, -0.29746848, 2.6858592, 1.5424967, -3.3826494, -3.2559767,
|
|
-0.2901088, -0.83393717, -0.06207335, 2.225967, 1.8832793, -5.9567456, 4.7713566, 2.9260354,
|
|
5.854274, -1.2023156, -2.0882115, 1.2139479, -1.2005312, 0.4508332, 3.571826, -4.5633574,
|
|
-6.3648844, -3.4183156, 2.7096481, -3.659875, -1.957063, -0.5946456, -0.76313734, -0.016180754,
|
|
2.0194921, -0.72149086, -0.16249031, -2.5144238, 5.9847684, -5.335026, -1.0649127, -3.176074,
|
|
-0.3549943, -6.501223, 1.4781482, 2.8698225, 0.3889513, 1.0389466, 2.6314335, -2.6634102,
|
|
5.950971, -1.8160157, 6.9972243, -2.4468954, 4.066836, -6.923808, 2.4692469, -2.1501422,
|
|
-1.4999585, -0.91028214, 4.634622, 4.132228, -1.7976125, 0.59614825, 10.924917, 0.63333595,
|
|
-1.2575581, -2.6736045, -8.180259, 5.0657587, -3.065015, -3.7651565, -2.2837136, -11.203299,
|
|
8.331546, -0.6740327, 5.5538063, -2.0441968, 0.5072439, 2.630047, 4.323353, -0.3627143};
|
|
|
|
static const std::vector<float> expected_dft2d_signal_size_results_1 = {
|
|
16.022383, 15.693684, -0.5664709, -5.672549, 1.6033735, -1.197921, 1.7188175, 2.0131826,
|
|
3.5833678, 5.2242, 0.46792942, 1.134562, -0.67151153, 1.9223167, 0.8663217, 6.124037,
|
|
-2.2579927, 0.89829487, 19.077686, 18.455149, 0.22091317, -6.1652884, 3.7212925, -2.246737,
|
|
2.152333, -0.35627568, 2.3711212, 3.8686695, 2.6396408, 0.9601658, 2.798329, 2.7985961,
|
|
-3.0813444, 2.1557612, -2.7741354, 0.020231158, 15.38469, 17.809353, -0.18956879, -1.9654348,
|
|
2.1695504, -4.6052723, 3.9439118, 1.2099034, 2.0613155, 0.06963302, -0.44236425, 0.388348,
|
|
-1.0990168, 1.5654994, -5.6095753, 3.5276392, -2.5259602, 0.11462754, 17.599613, 15.044548,
|
|
-0.6420444, -7.04445, -1.3374522, -2.994011, 4.8180413, 0.4241563, -0.16446547, 3.4031193,
|
|
1.6924896, 1.1558795, -0.33493042, 3.6295547, -0.43396032, 6.2375803, 1.0340569, -2.6632495,
|
|
17.096416, 15.208672, -0.25167805, -3.4815063, 1.0696993, -5.2873764, 3.1979918, -0.007851064,
|
|
2.4643226, 1.5116049, 2.2652526, 1.3904041, -1.4545498, 0.3900972, -2.9886885, 0.8594112,
|
|
-2.6304812, 1.0031368, 15.539574, 17.902292, -3.2155356, -2.029044, 3.1789296, 1.7891771,
|
|
5.1005206, -0.47131428, 2.3852003, 1.3723673, -1.1129482, 2.6773098, 3.0800571, 3.9973392,
|
|
-3.7624567, 1.2616894, -4.292824, -1.0895696, 6.214655, -5.0111494, -1.411555, 0.7537558,
|
|
0.16763747, -2.843416, 1.3127775, -1.9945961, 1.9270117, -1.8245299, 0.14755654, 0.119710535,
|
|
0.4844484, -2.400567, -0.7895191, 0.11959961, 2.022987, 1.5247601, 2.940802, -5.3442945,
|
|
-1.244915, 0.3108465, -1.0918118, -1.5366958, 0.7903812, -2.396515, 0.7696649, -0.8931735,
|
|
-0.37421072, -2.557737, -0.7477829, -1.0872394, -1.3062975, -1.1412712, 0.78160894, 1.5905662,
|
|
4.9873405, -6.715282, -1.6470392, -0.42781863, 0.28193593, 0.7067425, -2.6839638, -0.57462484,
|
|
1.5813833, -1.840177, 0.5190145, 2.371542, 0.2732622, 0.15681863, 0.59334445, 2.0408263,
|
|
2.5408773, 2.1669984, 2.546817, -6.3569403, -2.1067922, 1.5111246, 0.5735901, -2.7920475,
|
|
-1.0018231, 0.92297626, 1.4706146, -1.4367175, 0.91449654, -1.5520309, 0.19974053, -0.20228307,
|
|
2.309344, 0.36271697, 0.69444144, -1.5499384, 2.2808971, -4.045352, -3.9713645, 0.18369448,
|
|
1.7138574, 0.91558576, -2.5425308, -1.1829549, 0.2302165, -0.30635485, 0.61019206, -1.425853,
|
|
-3.5264308, -1.3583288, -0.19054441, 0.04516536, -1.9273582, 2.771572, 3.5409505, -2.9621074,
|
|
1.0486665, 1.2725343, 0.65368336, 2.2211008, -2.333774, -3.4962246, 1.3083582, -0.9263934,
|
|
2.2978144, 0.9176514, -0.6095743, -0.518545, 0.30718052, 2.4780507, -1.0288026, -1.3045118,
|
|
5.109543, -3.7778285, -1.1729475, -1.3083767, 1.1134523, 0.1949772, -0.097847104, -0.55074453,
|
|
3.2532492, -0.6656364, 1.5148337, -1.4027967, 0.028162748, 1.0119103, 0.8516027, -1.6230793,
|
|
2.1586115, 2.5022216, 5.989767, 1.5173278, -1.8896376, -2.3683255, -1.0292325, -2.0638425,
|
|
2.086112, -0.5161866, -0.77660584, 0.7603841, -1.6347449, -0.068522215, 3.9827218, 1.4527302,
|
|
-0.121331334, -1.3804352, -0.89542794, -1.1340978, 4.0029855, -1.0835376, -1.1934209, 1.8954589,
|
|
-0.8401254, -1.9993141, 2.1870675, -2.8295417, -2.0395064, 0.68151194, -1.0094807, -0.923614,
|
|
-1.7888981, 1.7585123, -1.8216331, 0.37374687, 0.9950139, 2.351936, 6.2798033, 1.7030699,
|
|
-0.47087464, -1.6360345, -4.468318, 1.9200281, -0.09482679, -0.043346405, -0.9715949, -0.34371126,
|
|
0.09224248, -0.1786593, 0.65415484, 3.1819649, -1.7768605, 2.832635, -3.1208003, -2.8149338,
|
|
5.781748, 0.034614563, 0.8586121, -0.7064364, 0.77345586, 1.713623, 1.2533236, 0.9109094,
|
|
3.2923024, -1.0421813, 1.0721587, -1.610004, 0.881869, 1.9586189, -1.6461011, 0.88225365,
|
|
1.3470546, 2.804223, 3.3672202, 3.4784017, -0.15211546, 0.04246044, 3.7608738, -0.26021224,
|
|
-0.023485124, 3.0048823, 2.4691834, -1.2352742, 1.824518, 0.97959256, 3.5056772, 0.37062028,
|
|
-0.5023904, -2.280041, -1.4408232, 0.74235415, 0.77733827, 7.157131, 2.0188837, -2.4676952,
|
|
2.2076206, -0.9512329, 2.4511347, 1.5196023, -0.66184056, -1.0361224, -2.452705, -1.6693871,
|
|
0.67556, 0.7263571, -3.562127, 3.6935072, 2.6473353, 0.34725356, 1.2102544, 5.872654,
|
|
0.78656757, -1.734544, 0.10659918, -1.5254192, -0.4401021, -2.3011737, -1.5704286, 3.2446222,
|
|
-0.09058446, 1.2970262, 0.03513348, -2.1620555, -2.3477712, 1.0844729, -0.31028935, -0.2960415,
|
|
-1.6364298, 5.4394045, 0.4011662, 1.0095837, 0.6786694, -0.16024262, -2.0813947, 0.82111263,
|
|
2.0470252, 1.2589197, 0.16413942, 1.1889694, -1.1947216, 0.09492111, -1.2447665, 2.2591739,
|
|
1.107242, -3.266813, 1.62448, 5.5707865, 1.4339288, 0.5752156, 2.1131587, -1.9095923,
|
|
0.44389912, 2.6914995, 1.3760473, 0.59850556, -1.7392722, 0.6407434, 0.7244801, 0.6499002,
|
|
0.8710161, 2.361711, -0.88572574, 0.36826122, 0.83188176, 5.91977, 1.3777022, -1.1016716,
|
|
5.073045, -2.9808154, -1.9151478, -1.0893023, -0.19272709, -1.2990279, -1.1223007, -0.48658985,
|
|
-1.1106746, 1.1981947, -1.0553399, 1.1354556, 1.3973879, -0.95949686, 3.825083, 7.3595786,
|
|
-0.042000458, -3.2074027, -0.54039013, 0.91688734, 1.3646243, 0.059570312, -2.4480567, -3.120977,
|
|
0.3088463, 0.019118637, -1.9716125, 1.1828063, -2.605321, 0.0031490326, -3.989009, -1.0951542,
|
|
-3.423747, 0.9767442, -0.703821, -0.53229225, 1.8792986, -2.6091163, 0.073565304, -3.0182452,
|
|
-1.9846222, -0.05088371, -1.6033902, 1.1012542, 1.2818389, -2.9548755, -2.4526162, -1.0030507,
|
|
3.313137, -1.8719615, -6.977839, 4.587015, -0.20812428, 0.6176362, -2.5226798, 1.6537584,
|
|
1.0535446, 0.1687131, 0.12539, 2.351955, -0.62948394, 0.5153229, -1.483371, -0.05357921,
|
|
-0.6367198, -4.435566, -1.0412523, -0.90299845, -5.4293838, 3.2729964, 1.8316314, 0.65426755,
|
|
1.3051615, 2.5043561, -2.6727161, -0.51436025, 0.97311413, 0.7939715, -1.4862274, 1.005588,
|
|
-0.9745222, 2.339565, -1.0618652, -2.5664845, 0.19176674, 2.0832286, -3.072213, 2.863511,
|
|
3.0667965, -1.0378871, 0.41042465, 0.49165142, -0.92485595, 3.3757823, -1.9955772, -2.7065873,
|
|
1.1462497, 1.7917634, -0.27417037, -0.1864685, -1.9386586, 1.0884712, 0.13079014, 1.2462993,
|
|
-5.453458, 3.6369412, -1.1260786, -3.395249, 2.7768104, 1.427433, -1.2371898, 2.7506876,
|
|
-0.9577626, -0.4295229, -0.8855097, 0.2148636, 1.3714015, -2.9233427, 0.51835805, -0.8493191,
|
|
-1.9358122, -1.2579556, -6.63626, 3.854603, -0.1117461, 0.36959448, 0.46802208, 2.4610949,
|
|
0.4212538, 1.9248259, -1.3794608, 2.7059088, 1.091836, -0.37234998, -0.15367316, 0.66511256,
|
|
-2.183856, -0.85531116, 1.759064, 0.17355615};
|
|
|
|
static const std::vector<float> expected_dft2d_signal_size_results_2 = {
|
|
13.276131, 13.103815, 12.738701, 10.948082, 15.043786, 10.639425, 12.309946, 12.0796795,
|
|
12.158493, 13.553247, 11.337328, 14.506093, 15.737373, 13.892806, 8.118599, 11.390546,
|
|
0.5381909, 1.3429388, -0.95012784, -1.1195304, 0.09536344, -0.55193377, 0.8235052, 1.1744928,
|
|
2.2546248, -0.5024011, 0.8459603, 1.935416, 0.035488486, -1.2282364, -1.4211154, -0.3135983,
|
|
-0.66958404, -0.80205476, 0.18983603, -4.1904936, 2.5468197, -4.6636457, -1.8926563, 0.83797,
|
|
0.5354397, 1.2066656, -0.9827197, -0.26218012, -0.11811975, -0.47548425, -1.3096738, -0.14677164,
|
|
-1.4478016, -0.6947719, 0.13221443, 1.9222442, 2.1022313, 0.022250533, -2.556076, 0.25012577,
|
|
-1.4458936, -1.5957909, 1.5911676, -2.0354197, -1.226819, -1.4284164, -0.8624064, 0.8694984,
|
|
1.7259736, 2.142551, 2.9860144, -2.218176, -0.29875967, -0.13178241, -1.4536587, -0.3602928,
|
|
-0.46407622, 3.210749, 0.51306593, 0.12302576, 0.23700514, -1.691548, -1.3992835, -0.47753286,
|
|
0.42123353, 2.3340597, -1.8207074, 1.2562377, -1.1736273, 2.0084949, 0.1217463, -0.71629894,
|
|
1.7867224, -1.07459, -0.46577477, 1.7219527, -1.7225032, -0.5029696, -0.38728696, -1.1263466,
|
|
-0.1653564, -0.8395238, 1.9879192, 1.0128975, 1.6438143, -1.188045, -1.9405808, -0.7925463,
|
|
1.2240379, -1.3743367, 2.5557013, -0.6062887, -0.99852824, 1.0005589, 2.1218362, -0.10017598,
|
|
-0.75340086, -0.6988709, 0.36165902, -0.13171434, -0.5997418, 0.2789104, 0.52501214, -1.5872824,
|
|
0.0040130913, 3.0245605, -1.34743, 1.8258516, 0.73562264, -2.1836894, 1.3283473, 0.038802683,
|
|
0.7543056, -0.16875261, 2.0229807, -0.9240825, 0.85228086, -0.9607723, 0.111747265, 0.69834816,
|
|
-2.5481172, -0.5289763, -0.5825273, 0.49042946, 2.3490484, -1.2178793, 1.9920914, 1.7048208,
|
|
0.4666462, 0.944975, 0.44091535, 0.3074813, 2.064869, -0.8005053, 1.2041193, -2.94473,
|
|
0.5702777, -1.4354767, 2.0478277, -0.8460398, -0.6000862, -0.27820373, -0.5037507, 1.0071316,
|
|
0.92846537, -2.9930074, -1.0054629, -0.013398886, 0.31482947, 0.4755001, -0.37606037, 0.35212934,
|
|
-1.1386731, 0.46239042, 1.0611072, -2.298436, 1.4551028, 0.3905257, -1.427774, 0.32839155,
|
|
2.325178, 0.5964565, 1.8381126, 1.1603787, 1.6229985, 0.5935496, 1.6401024, 0.11901784,
|
|
1.2464942, -0.9543896, -0.45777965, 0.37926614, -0.20978808, -0.599459, 0.016958952, -0.672667,
|
|
0.16418982, -0.5287609, -0.25067472, 3.268743, -0.24228573, 0.15815735, 0.60354567, -2.0075817,
|
|
-1.5436802, -1.8892074, -1.8738651, 3.1379614, -0.02182722, 1.8892908, 0.014802456, -0.90126705,
|
|
1.0671308, -0.61172044, -3.7529547, 0.5599045, 1.3885388, 1.425593, -0.61869496, 0.70866895,
|
|
-2.8543148, -0.7371676, -1.1487055, 0.9924042, -2.1610408, 0.17656213, 1.2943268, 1.038288,
|
|
-1.0522705, 0.62840223, 0.013757467, -0.108183146, 0.090308785, -0.60490894, -1.4133914, -0.7655864,
|
|
0.27606705, -2.2265353, 0.48509985, -0.37584236, -0.33032784, 0.112843275, -1.0625036, -0.6842445,
|
|
0.33563662, -0.64797795, 1.7336315, 0.24296224, -0.5694554, -2.861343, -2.8949642, -2.4447322,
|
|
-0.45564282, -3.1046734, -2.7624254, 0.2988112, -2.9488277, 0.44427407, 0.11802065, 0.30626833,
|
|
0.5653825, 1.4086826, -0.7607212, -0.36166418, 0.68313515, -1.9396621, 0.552457, 1.787599,
|
|
0.700689, -0.075103045, 0.07150927, -0.2504335, 0.4869701, 0.8627523, -0.31363714, -3.4648805,
|
|
-0.66644526, -4.2852783, 1.5780505, 2.0349314, -0.19262195, 0.6150762, 2.462497, 0.50935733,
|
|
-1.2329292, -0.32018808, -0.43475008, -2.747131, 1.7122769, 2.9606051, -0.80461985, 2.0191946,
|
|
-0.65316653, 0.10388613, 0.23720229, -1.2899456, -0.04140687, 1.0865793, 2.0807414, 0.47735834,
|
|
0.039139986, 0.043996334, -0.30400705, 0.8887136, -0.8448317, 0.4798069, -0.9909992, 0.3054396,
|
|
0.5550651, -0.62566614, 0.5333818, -0.56075704, -0.7468512, -0.19177368, 1.3637853, -1.408153,
|
|
0.8004116, -1.0253057, -2.049946, 0.6309613, -0.18224144, 0.7479264, 0.8692721, 1.0770676,
|
|
-0.029760003, -1.4737389, 0.5606033, 1.1633584, 0.064171284, -0.8330089, 2.4364436, -0.6911875,
|
|
-0.88729143, 0.2826275, 2.2328167, -0.4202252, 0.5975744, -0.28619608, 0.87971634, 1.0560545,
|
|
1.3650498, -2.12536, 1.7964764, 0.5196252, -1.3630133, -0.39718735, -0.16041839, -0.018146515,
|
|
0.644505, -0.7543384, 0.39063865, 2.3242626, 0.18570781, -0.33447194, -0.8394531, 0.06412578,
|
|
3.9682813, -1.1106789, 3.655115, -0.25420773, -0.12754375, 0.22988068, -0.13729298, -1.0493382,
|
|
-2.288222, -1.1528109, 0.0876067, 1.4938865, 0.6729909, 0.6704601, 0.12003565, -0.64320755,
|
|
0.4911754, -1.6283998, -0.6994369, -0.9077794, -0.61947733, -0.8598275, -1.0383508, -3.1879523,
|
|
0.6378788, 0.5077131, -0.099037886, -0.48517847, 3.027417, 0.30669552, -2.9577267, 3.5811238};
|
|
|
|
static const std::vector<float> expected_dft2d_signal_size_results_3 = {
|
|
6.235876, 5.533142, -1.1544118, 0.082814306, 1.6796162, 0.599913, -0.38694367, 1.4678228,
|
|
7.972584, 7.075794, 0.43039304, 0.068965316, 0.9859961, 0.9107602, -0.3760583, -1.7655449,
|
|
6.727815, 7.016465, 0.08040795, -0.27730647, -0.24473351, -0.28742158, -1.7693194, 0.9797714,
|
|
7.944232, 3.3173547, -0.970581, 0.2367388, 0.6001234, 0.73869, 0.78396153, 2.381297,
|
|
6.578037, 5.254505, 0.22289926, -0.50469196, 0.81392545, -0.6079184, -1.8542231, -1.4371969,
|
|
5.182848, 7.0792365, 1.7477604, 2.5558662, -0.4264726, -0.1144461, 0.13226332, -1.0341146,
|
|
1.5301563, -2.5123873, 0.55265933, -0.6910203, 0.8812098, -0.38004306, -0.86332023, -0.09744531,
|
|
0.022181302, 0.0048598824, -0.51295733, -0.1617982, -1.5669001, -0.89008003, 0.6439479, -0.7541246,
|
|
0.09064455, -1.8462008, 0.9278267, 0.029414916, -0.8102952, 0.32216373, -1.0387933, 0.8412336,
|
|
-0.8255059, 0.24349298, -1.9935097, -0.10879634, -0.66851157, -1.0654241, 0.17485179, 0.15639359,
|
|
0.4183568, 0.9885812, 0.41185328, 1.5258284, 0.9891837, -0.30820954, -1.5363256, 1.1204776,
|
|
-0.9755474, 1.7845668, 0.43930066, 0.14675245, 1.5588113, 0.501778, 1.3166, -0.54990625,
|
|
2.405043, -0.7384981, 2.135238, -0.6406439, -1.2197473, -1.2720709, -0.040249567, 0.3340183,
|
|
-0.69982177, -0.71987194, -1.2410803, -0.98330003, 0.27524203, 0.9393509, -1.0231966, -0.89418787,
|
|
-1.5361586, 0.7400294, -0.4797501, -0.20026025, 0.28715983, 0.4135941, 0.31160337, 1.45322,
|
|
0.8597624, 1.4913996, 0.118060485, 0.04817532, 0.24861759, -0.086301126, 0.7859658, 0.43219715,
|
|
-0.15880768, -0.37046334, -0.058427185, -2.141556, -0.6823787, -0.56347156, 0.5663684, 0.14823253,
|
|
0.8226858, 0.33215827, -0.35511267, 0.6276708, -1.7566651, 0.27827078, -1.8008664, -0.68004596};
|
|
|
|
static const std::vector<float> expected_dft2d_signal_size_results_4 = {
|
|
16.022383, 15.693684, -1.6079187, -2.5211797, -0.5771674, 0.05202335, -0.20892644, 2.2068956,
|
|
3.953516, 0.34410894, 0.86641574, 1.6062691, -0.28576106, 5.39313, 0.29631865, 0.4604528,
|
|
19.077686, 18.455147, -0.6079974, -2.6523724, 1.5708399, -1.4308838, -0.12822962, 0.39401102,
|
|
3.578989, 1.7037572, 1.2102947, 1.9145584, -0.9519639, -1.1172407, 0.3622353, 0.057706878,
|
|
15.384689, 17.809353, 0.26336426, 1.1215441, -1.5200262, -1.8461118, 2.1862373, -0.8841291,
|
|
0.40979373, -1.3552474, -1.1214476, 0.25225526, -3.9052691, 0.16070783, 0.47419822, 0.84322566,
|
|
17.599613, 15.044547, -1.1941085, -3.8985834, -3.0904906, 0.7600602, 0.62432945, -2.1925209,
|
|
2.2314792, 2.2408223, -0.58379686, 1.5055354, -0.43706644, 3.6915889, 4.6112394, -1.8686706,
|
|
17.096416, 15.208671, 0.26360607, -0.43837237, -2.085052, -1.9803678, 0.5512935, -0.7585812,
|
|
1.3307043, -0.20800388, 0.64899683, -2.204393, -0.7423673, -0.53894585, -0.3806771, 1.2191849,
|
|
15.539573, 17.902292, -3.2540998, 1.6752851, 2.339312, 2.9226294, 1.2905213, -0.86016166,
|
|
0.2067287, -0.46054435, 0.845206, 4.1277647, -1.0080593, -1.8169241, -0.9365012, -0.9034538,
|
|
4.193228, -1.6578128, 1.0010736, 0.13147289, -0.58524096, -0.6177359, -0.5433382, -0.91701794,
|
|
-0.34512973, -1.1603408, 0.82712364, -1.9715309, -1.3202763, 0.7925887, 1.5136781, 1.1887463,
|
|
0.07894993, 0.2629676, 0.47720033, -0.6143549, -0.35804892, -0.7087485, -0.9317253, -1.5261502,
|
|
0.012433767, -1.4340608, -2.3467493, -0.11921686, -0.7176709, -0.9460896, 1.1034908, 0.98994523,
|
|
1.2861536, -2.767478, -1.6691985, 0.5312684, 1.0004808, -1.4490643, 1.6858988, 1.9467357,
|
|
-1.6837163, 0.61909866, 0.46550757, -1.377079, 0.03022629, 0.6342612, 1.8735541, 0.8252406,
|
|
-0.46249843, -0.7055974, 1.0481787, 1.154592, -3.1120033, -2.5491147, 1.5315402, 0.24330461,
|
|
-0.27145922, -1.1044617, -1.4539453, -1.0249764, 0.64292955, -0.25380075, 1.3825793, -2.2184052,
|
|
0.58045006, 0.9588773, -2.0319357, 2.364854, 0.9267142, -1.7276525, -1.258892, 2.0606081,
|
|
0.17469049, 0.037098885, -2.7965002, -2.0710194, -0.066367805, 0.9294369, -2.0530214, 3.1182497,
|
|
0.7525606, 1.0215833, 0.7231224, -0.76680106, 3.8408241, 0.66357744, -1.4999955, 3.0092032,
|
|
-0.9077265, 1.127433, -1.3998711, -0.45227063, 0.5452228, 1.1795954, -1.2053492, -2.3661485,
|
|
-2.6609254, -1.0594559, 0.35282075, 0.15202153, 1.3333919, -1.7648137, 2.4441655, 0.42185998,
|
|
0.39381158, -1.9906393, -1.7294805, -0.1867466, -2.1970685, -3.444776, 2.6147847, 2.4903462,
|
|
0.3241663, 0.63434124, -0.5939137, 0.22729027, -0.8494644, 0.54981613, -1.7602688, -3.5211835,
|
|
-0.07873356, -0.1510309, 2.882863, 1.0030751, -1.8153281, -3.1542742, -1.0870701, 0.0820543,
|
|
-2.004652, -1.2403183, 0.71638805, 1.2452526, 0.34644645, 0.57313305, -4.812693, 0.5708023,
|
|
-0.5506052, -0.13743436, -0.5721044, 1.3499863, -1.2981024, 0.0077233315, 3.7563763, 1.8381448,
|
|
1.2751684, 0.082980156, -1.1809301, 0.38965702, 1.9302576, 0.9432045, 0.5983294, 2.1648314,
|
|
0.8428469, 1.4977492, -0.7804593, 3.1802852, -2.1036444, 2.1590552, -1.9935954, -1.013362,
|
|
-0.6313343, -0.019762993, -0.65470386, -0.48428255, 5.459507, -1.2114509, 1.7786237, -0.7012754,
|
|
0.17181313, -2.092629, -0.65052056, -0.41800314, -1.3612752, 0.039184153, 1.7546436, 1.3561778,
|
|
0.54778004, 4.72955, 1.3787336, -0.63834924, -0.019961834, -0.8124193, 3.769576, -0.23387921,
|
|
-0.9165416, -0.99439096, 0.7847799, -2.6583774, -1.6555126, -2.815217, -0.18486327, -1.1745405,
|
|
2.2054548, -0.9455488, -1.5059378, -0.6565779, 1.2600167, -2.3821032, -0.26981768, -4.063028,
|
|
-0.45026755, -1.834182, 2.906159, 1.1662107, 0.08017355, -0.8102168, 3.3697448, 0.37883544,
|
|
-1.6882677, 0.71782255, -1.5592864, -0.37134206, -3.2504182, 1.2694929, -1.7516978, -0.12049621,
|
|
1.3492393, -0.40591407, 0.6280788, -1.0120616, 2.101255, -0.7040838, -1.1866775, -0.7236214,
|
|
-0.8188298, 1.1767912, 1.1913915, 0.6185412, 0.9365735, 1.3821521, -1.8589101, 0.9124049,
|
|
-0.83333874, -0.9172766, -2.0438805, 0.469943, 1.4887323, 0.24271065, -2.0128174, 1.3354056,
|
|
1.5705173, 0.6380501, 2.0443192, -1.407867, -0.6085211, 0.13712549, 1.9739413, 1.8154222,
|
|
-3.012415, 0.83554983, 0.5828651, 0.14901292, -0.8463185, -0.047633052, -0.5389695, 0.41219842,
|
|
-0.61554337, 0.45593047, -1.4136335, -3.6993682, 0.33988523, -1.7985406, 1.1319201, 1.5479275,
|
|
-0.15549183, 0.1671977, 1.4381963, 1.5354156, -0.64630884, -0.2005459, -0.8759377, -2.1679733,
|
|
-1.130661, 0.052789927, -2.0507228, 0.55622774, 0.4106456, 1.1299163, -0.15413862, -0.1215477,
|
|
0.5790715, 3.4873276, -0.38861734, 1.1647955, -0.7212916, -1.055282, -0.4247969, 2.521102};
|
|
|
|
static const std::vector<float> expected_dft2d_signal_size_results_5 = {
|
|
8.798115, 7.435564, -1.856497, 0.6967675, 1.9218704, 0.8142178, 0.36594042, 2.6711423,
|
|
10.539949, 8.829714, -0.12551129, -0.56251144, 1.2948477, 1.2702878, 0.34664208, -0.8751477,
|
|
7.8924866, 9.178925, 0.10114479, -0.25878292, 0.10166702, -1.4982777, -2.0095286, 0.6289345,
|
|
10.036068, 5.0261283, -1.8025928, -0.1469695, 0.32685816, 0.24962878, 1.3202658, 2.5126028,
|
|
9.108963, 7.5209365, -0.6332305, -1.1228236, 1.1512439, -0.38064647, -1.2855166, -0.8678701,
|
|
6.9929824, 8.779736, 1.4174356, 3.4299555, -1.5252162, 0.26026887, 0.6261386, -1.176516,
|
|
3.6406178, -3.1231828, 1.3689959, -0.68496245, 0.48079437, -0.796133, -1.0121856, -0.5319141,
|
|
1.5931433, -2.9828, 0.30207276, -0.6309908, 0.016751591, -1.5604393, -1.6819947, -0.6282208,
|
|
3.1937852, -3.9242973, 0.14749089, 0.43185335, -0.2489954, 1.0694493, -0.22732289, 1.4830055,
|
|
0.12429348, -3.6180806, -0.078341216, -0.84553397, 1.3277338, -0.93593657, 1.1153932, 0.46926653,
|
|
-0.01660335, -2.19146, 0.0050742924, 0.16887031, -0.13835368, -0.22266653, -3.1048126, 0.28844416,
|
|
0.7672101, -1.3757203, 1.4307625, -0.8216129, 0.5319145, 0.6184877, -0.42566353, 0.5484251,
|
|
3.4520624, -2.2700894, 0.48456866, 0.50225604, 1.4660833, -0.8105061, 0.26780176, 0.08084947,
|
|
3.162387, 0.07700956, -0.92056286, 0.15617561, -1.4525607, -0.030844629, 1.7492342, -1.8916597,
|
|
1.9068949, -0.5026501, 0.9467689, -0.5010593, -1.7409866, -0.12933461, -1.7828977, 1.2331147,
|
|
2.161806, 0.7638128, -2.586247, 1.2947125, -1.5071061, -0.28886533, 0.20840368, 0.28412366,
|
|
4.238263, 0.624877, 0.7483618, 1.7655015, 1.4296482, -1.0612158, -0.36541831, 0.8688911,
|
|
1.9176203, 2.7282064, 0.99068373, 1.069428, 1.4693688, 0.456266, 1.3150638, -2.101551,
|
|
2.3444064, 3.1458972, 0.9041112, -0.18337753, -0.4628029, -1.5899987, -0.96295846, 1.8805511,
|
|
0.9849721, 2.3036761, -0.21096146, -1.9477112, -0.28516757, 1.7867885, -1.6535637, -0.59629035,
|
|
-1.8184824, 2.2060392, -0.3854983, -0.6308861, 1.3785319, 0.6067129, 0.0436399, 1.6603687,
|
|
1.0021243, 3.9316323, 0.0843097, -0.1404491, 0.55632716, -0.1349278, 1.0070219, 1.4757582,
|
|
0.6121656, 2.6698961, 1.4586289, -3.1324296, -0.5294236, -0.8063517, -0.08189219, 1.4184481,
|
|
1.7388614, 3.607197, -0.8525236, 0.45530546, -2.311192, -1.7529185, -1.2852949, -1.3684388,
|
|
-1.2834095, -1.3844275, 1.6546304, -2.4121, -1.1708138, 0.62875193, -0.80945396, -1.2599692,
|
|
-4.1222115, 2.373704, -1.2511115, 1.191483, -0.0833078, 0.1342597, -0.019162834, -1.6984439,
|
|
-2.3708487, 2.8924727, 0.07090135, 0.21195525, -0.7699983, 0.69867724, -0.18473946, 0.4516183,
|
|
-0.02681084, 2.3169198, -0.36051208, 0.13176969, -0.40343064, 0.42170894, -0.7431194, 0.20806183,
|
|
-2.546812, 1.1634552, -0.6182922, 0.45351535, -0.045230594, 0.0048814267, 0.13067257, -1.9887246,
|
|
-3.0333633, 1.5871837, 0.06688923, 1.4174063, 0.79458106, 1.5272335, -0.8169159, 0.32463634};
|
|
|
|
static const std::vector<float> expected_dft3d_signal_size_results = {
|
|
49.728928, 45.265354, -1.5653555, 1.8258603, 1.1586399, 1.1093023, 3.4622312, -3.068374,
|
|
-1.6144468, 3.955975, 0.7007327, -12.262681, -1.6978629, 0.005776912, 2.1834314, 4.4191337,
|
|
-0.41734934, 1.0642323, 2.1575608, -1.6815078, 13.372203, -10.360054, -1.2915184, -4.100011,
|
|
-2.7976396, 2.0324564, -0.87680733, -5.934458, -0.45711768, 6.1547985, 7.1691613, 1.8739722,
|
|
3.5988164, 2.9202309, 1.6726661, 1.2348467, -0.100646675, -1.0087874, -0.26146126, -2.555842,
|
|
-0.054751158, 11.550103, -3.3944821, -1.6603465, 1.6404665, 1.0531695, -3.6879756, 2.841142,
|
|
-0.9843147, 8.387482, -5.754649, 6.6857386, -5.0392313, -0.09710765, -1.665895, 3.3698869,
|
|
2.4361796, -1.1781744, 9.256103, -2.0982075, -10.405502, 6.6115084, 4.9817243, -0.2607507,
|
|
-1.7066463, 2.1667802, -0.124430835, 0.9151207, -3.847056, -1.9442594, 0.9573264, -3.7053752,
|
|
1.6387817, 0.4028574, 1.9858243, 1.7182893, -3.1588082, -0.20052435, -2.4657276, -0.34011212,
|
|
-1.8019962, -3.6929393, -0.52881837, 0.70309484, -4.9345665, -0.51714915, 2.9993763, 1.8249977,
|
|
1.7067848, -0.3447387, 3.3535786, -3.3786156, -0.066281304, -3.208472, 2.4551795, -1.3978454,
|
|
-0.6575866, -1.5296084, -2.9372633, 2.5082207, 4.9071603, -1.0131404, -0.35466444, 3.4279532,
|
|
-0.5829768, 1.2354829, 2.7378159, -2.277992, -3.9665284, -1.6454957, -2.1138058, -6.9444704,
|
|
6.667962, -2.4544113, 0.8878386, 1.802904, 1.0337299, -0.83422416, 3.2563305, 4.0551376,
|
|
0.9553633, -0.1692334, -3.562861, 1.3307956, -0.59709, 1.4318806, -1.5622483, -2.975128,
|
|
0.5372238, 0.39611292, 5.9997783, -4.276651, 2.7130606, -4.0972834, 3.100973, -4.163089,
|
|
0.6286693, -2.0351622, -0.85036594, -1.843902, 0.81661844, 0.86445946, 0.66823524, -3.632821,
|
|
-2.0656922, -2.796157, -1.0641904, 1.0206027, -1.1506183, 1.9784743, 0.97015285, 0.84469545,
|
|
-1.6403551, -0.3596968, 3.9319327, -3.472964, 1.9130713, -1.3176007, -0.56489336, -0.21743466,
|
|
1.0296725, -2.3882782, 3.0200386, -1.5742422, 2.092337, 0.9063153, -2.189577, 1.3231093,
|
|
-0.4461195, 1.6234826, 3.447591, -1.9438455, 2.598078, 2.8626804, 0.66956127, -4.3974814,
|
|
-0.47485933, -0.22436841, 0.06777835, 5.5086756, 0.47679606, 2.6178322, -0.02077597, -0.9915889,
|
|
2.167689, -2.8916657, -1.9383656, 3.241434, -0.69579893, -0.63952047, 3.3214207, -2.407516,
|
|
5.2349954, -6.0218415, 5.819358, -7.4365478, 2.8206537, 2.7585952, 1.7629972, 0.044816617,
|
|
1.1392056, -4.696983, 0.45275614, 1.9134089, -3.8572056, -2.009159, 1.6307822, -0.9646755,
|
|
-1.2407924, 2.6003554};
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_eval) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_eval_1) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_results_1[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_eval_float16) {
|
|
auto data = std::make_shared<op::Parameter>(element::f16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = to_float_vector(read_vector<float16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_float16_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_eval_bfloat16) {
|
|
auto data = std::make_shared<op::Parameter>(element::bf16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, bfloat16::from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = bfloat16::to_float_vector(read_vector<bfloat16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_bfloat16_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_eval_i32) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i32, Shape{1}, {2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_eval_1) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_results_1[j], 0.000062);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_eval) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_results[j], 0.000062);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_eval_float16) {
|
|
auto data = std::make_shared<op::Parameter>(element::f16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = to_float_vector(read_vector<float16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_float16_results[j], 0.002);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_eval_bfloat16) {
|
|
auto data = std::make_shared<op::Parameter>(element::bf16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, bfloat16::from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = bfloat16::to_float_vector(read_vector<bfloat16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_bfloat16_results[j], 0.0003);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_eval_i32) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i32, Shape{2}, {1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_results[j], 0.000062);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_eval_1) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {0, 1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_results_1[j], 0.0002);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_eval) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {0, 1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_results[j], 0.0002);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_eval_float16) {
|
|
auto data = std::make_shared<op::Parameter>(element::f16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {0, 1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = to_float_vector(read_vector<float16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_float16_results[j], 0.0005);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_eval_bfloat16) {
|
|
auto data = std::make_shared<op::Parameter>(element::bf16, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {0, 1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::bf16, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, bfloat16::from_float_vector(input_data));
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = bfloat16::to_float_vector(read_vector<bfloat16>(dft_output));
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_bfloat16_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_eval_i32) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i32, Shape{3}, {0, 1, 2});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_results[j], 0.0002);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft1d_signal_size_eval) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{2, 10, 10, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {-2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{1}, {20});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{2, 20, 10, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{2, 10, 10, 2});
|
|
copy_data(backend_data, input_data);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft1d_signal_size_results[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_signal_size_eval_1) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {0, 2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {5, 9});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{5, 6, 9, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_signal_size_results_1[j], 0.000021);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_signal_size_eval_2) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {0, 1});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {4, 6});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_signal_size_results_2[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_signal_size_eval_3) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {0, 2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {3, 4});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{3, 6, 4, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_signal_size_results_3[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_signal_size_eval_4) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {0, 2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {4, 8});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_signal_size_results_4[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft2d_signal_size_eval_5) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {0, 2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{2}, {5, 4});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{5, 6, 4, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft2d_signal_size_results_5[j], 0.00001);
|
|
}
|
|
}
|
|
|
|
NGRAPH_TEST(${BACKEND_NAME}, dft3d_signal_size_eval) {
|
|
auto data = std::make_shared<op::Parameter>(element::f32, Shape{4, 6, 8, 2});
|
|
auto axes_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {0, 1, 2});
|
|
auto signal_size_input = op::Constant::create<int64_t>(element::i64, Shape{3}, {3, 7, 5});
|
|
auto dft = std::make_shared<op::v7::DFT>(data, axes_input, signal_size_input);
|
|
|
|
auto f = make_shared<Function>(dft, ParameterVector{data});
|
|
|
|
auto backend = runtime::Backend::create("${BACKEND_NAME}");
|
|
auto dft_output = backend->create_tensor(element::f32, Shape{3, 7, 5, 2});
|
|
|
|
auto backend_data = backend->create_tensor(element::f32, Shape{4, 6, 8, 2});
|
|
copy_data(backend_data, input_data_1);
|
|
|
|
auto handle = backend->compile(f);
|
|
|
|
handle->call({dft_output}, {backend_data});
|
|
|
|
auto result = read_vector<float>(dft_output);
|
|
size_t num_of_elems = result.size();
|
|
for (std::size_t j = 0; j < num_of_elems; ++j) {
|
|
EXPECT_NEAR(result[j], expected_dft3d_signal_size_results[j], 0.00002);
|
|
}
|
|
}
|