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Add gtest unit tests for blockize/deblockize
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
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#include <HAP_farf.h> | ||
#include <dlpack/dlpack.h> | ||
#include <gtest/gtest.h> | ||
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#include <cstdint> | ||
#include <ctime> | ||
#include <functional> | ||
#include <string> | ||
#include <tuple> | ||
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#include "tvm/runtime/hexagon/ops/conv2d.h" | ||
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using namespace tvm::runtime::hexagon; | ||
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// Parameterized test fixture with 4 params representing n, h, w, c | ||
class HexagonConvUtilsTest : public ::testing::TestWithParam<std::tuple<int, int, int, int>> { | ||
public: | ||
void SetUp() override { | ||
vtcm_scope = "global.vtcm"; | ||
device_api = tvm::runtime::DeviceAPI::Get(hexagon_device, false); | ||
float16.code = kDLFloat; | ||
float16.bits = 16; | ||
float16.lanes = 1; | ||
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// TODO (quic-sanirudh): Figure out if it's possible to test with randomized shapes | ||
shape[0] = 1; | ||
shape[1] = 14; | ||
shape[2] = 7; | ||
shape[3] = 60; | ||
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auto [n, h, w, c] = shape; | ||
int64_t shape_1d[1] = {n * h * w * c}; | ||
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flat_mem = device_api->AllocDataSpace(hexagon_device, 1, shape_1d, float16, vtcm_scope); | ||
flat_mem_data = static_cast<uint16_t*>(flat_mem); | ||
fill_vals(flat_mem_data, shape_1d[0]); | ||
} | ||
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tvm::runtime::DeviceAPI* device_api; | ||
tvm::runtime::String vtcm_scope; | ||
tvm::runtime::String global_scope; | ||
DLDataType float16; | ||
void* flat_mem; | ||
uint16_t* flat_mem_data; | ||
int shape[4]; | ||
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static int flattened_idx(int nn, int hh, int ww, int cc, int* shape) { | ||
int h = shape[1]; | ||
int w = shape[2]; | ||
int c = shape[3]; | ||
return cc + c * (ww + w * (hh + h * (nn))); | ||
} | ||
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void TearDown() override { device_api->FreeDataSpace(hexagon_device, flat_mem); } | ||
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static void fill_vals(uint16_t* arr, int size) { | ||
// Testing with uint16 instead of float16 as generating random float16 is not easy within c++ | ||
uint16_t max = UINT16_MAX; | ||
srand(42); | ||
for (int i = 0; i < size; ++i) { | ||
arr[i] = static_cast<uint16_t>(std::rand() % max); | ||
} | ||
} | ||
}; | ||
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// TODO (quic-sanirudh): See if we can test with random generated indices | ||
INSTANTIATE_TEST_SUITE_P( | ||
BlockizeDeblockizeTestFixtures, HexagonConvUtilsTest, | ||
::testing::Values(std::make_tuple(0, 0, 0, 0), // first element | ||
std::make_tuple(0, 7, 3, 31), // last element of first block | ||
std::make_tuple(0, 13, 6, 59), // Last element of entire data | ||
std::make_tuple(0, 0, 0, 32), // First element of second block | ||
std::make_tuple(0, 0, 4, 32), // First element of fourth block | ||
std::make_tuple(0, 2, 3, 4), // Random element 1 | ||
std::make_tuple(0, 5, 6, 7), // Random element 2 | ||
std::make_tuple(0, 10, 4, 12) // Random element 3 | ||
), | ||
[](const ::testing::TestParamInfo<HexagonConvUtilsTest::ParamType>& info) { | ||
// Can use info.param here to generate the test suffix | ||
int h = std::get<1>(info.param); | ||
int w = std::get<2>(info.param); | ||
int c = std::get<3>(info.param); | ||
// Generate test name as "hwc0x0x0" if the indices of hwc are 0,0,0 | ||
std::string name = | ||
"hwc" + std::to_string(h) + "x" + std::to_string(w) + "x" + std::to_string(c); | ||
return name; | ||
}); | ||
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TEST_P(HexagonConvUtilsTest, blockize_hwc_16b) { | ||
auto [n, h, w, c] = shape; | ||
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int h_rounded = round_up(h, 8); | ||
int w_rounded = round_up(w, 4); | ||
int c_rounded = round_up(c, 32); | ||
int64_t shape_2d[2] = {(n * h_rounded * w_rounded * c_rounded) / (8 * 4 * 32), 8 * 4 * 32}; | ||
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void* blocked_mem = device_api->AllocDataSpace(hexagon_device, 2, shape_2d, float16, vtcm_scope); | ||
int blocked_shape[] = {n, h_rounded / 8, w_rounded / 4, c_rounded / 32}; | ||
blockize_hwc_16b(blocked_mem, flat_mem, h, w, c); | ||
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std::function<int(int, int, int, int, int*)> flatten = HexagonConvUtilsTest::flattened_idx; | ||
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auto getBlockedElem = [&blocked_shape, blocked_mem, flatten](int nn, int hh, int ww, int cc) { | ||
auto* blocks = static_cast<uintptr_t*>(blocked_mem); | ||
int blockIdx = flatten(nn, hh / 8, ww / 4, cc / 32, blocked_shape); | ||
uint16_t* block = reinterpret_cast<uint16_t*>(blocks[blockIdx]); | ||
return block[xyc_to_sm_16b(hh % 8, ww % 4, cc % 32)]; | ||
}; | ||
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auto [nn, hh, ww, cc] = GetParam(); | ||
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EXPECT_EQ(flat_mem_data[flattened_idx(nn, hh, ww, cc, shape)], getBlockedElem(nn, hh, ww, cc)); | ||
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device_api->FreeDataSpace(hexagon_device, blocked_mem); | ||
} | ||
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TEST_P(HexagonConvUtilsTest, deblockize_hwc_16b) { | ||
auto [n, h, w, c] = shape; | ||
int64_t shape_1d[1] = {n * h * w * c}; | ||
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int h_rounded = round_up(h, 8); | ||
int w_rounded = round_up(w, 4); | ||
int c_rounded = round_up(c, 32); | ||
int64_t shape_2d[2] = {(n * h_rounded * w_rounded * c_rounded) / (8 * 4 * 32), 8 * 4 * 32}; | ||
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void* blocked_mem = device_api->AllocDataSpace(hexagon_device, 2, shape_2d, float16, vtcm_scope); | ||
blockize_hwc_16b(blocked_mem, flat_mem, h, w, c); | ||
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void* deblocked_flat_mem = | ||
device_api->AllocDataSpace(hexagon_device, 1, shape_1d, float16, vtcm_scope); | ||
deblockize_hwc_16b(deblocked_flat_mem, blocked_mem, h, w, c); | ||
auto* deblocked_flat_mem_data = static_cast<uint16_t*>(deblocked_flat_mem); | ||
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auto [nn, hh, ww, cc] = GetParam(); | ||
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auto idx = flattened_idx(nn, hh, ww, cc, shape); | ||
EXPECT_EQ(flat_mem_data[idx], deblocked_flat_mem_data[idx]); | ||
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device_api->FreeDataSpace(hexagon_device, blocked_mem); | ||
device_api->FreeDataSpace(hexagon_device, deblocked_flat_mem); | ||
} |