Files
ncnn/tests/test_dequantize.cpp
2026-10-01 23:33:05 +08:00

169 lines
6.9 KiB
C++

// Copyright 2021 Tencent
// SPDX-License-Identifier: BSD-3-Clause
#include "testutil.h"
static int test_dequantize(const ncnn::Mat& a, int scale_data_size, int bias_data_size)
{
ncnn::ParamDict pd;
pd.set(0, scale_data_size);
pd.set(1, bias_data_size);
std::vector<ncnn::Mat> weights(bias_data_size ? 2 : 1);
weights[0] = RandomMat(scale_data_size);
if (bias_data_size)
weights[1] = RandomMat(bias_data_size);
int flag = TEST_LAYER_DISABLE_AUTO_INPUT_CASTING;
int ret = test_layer("Dequantize", pd, weights, a, 0.001, flag);
if (ret != 0)
{
fprintf(stderr, "test_dequantize failed a.dims=%d a=(%d %d %d %d) scale_data_size=%d bias_data_size=%d\n", a.dims, a.w, a.h, a.d, a.c, scale_data_size, bias_data_size);
}
return ret;
}
static int test_dequantize_pack8(const ncnn::Mat& a, int scale_data_size, int bias_data_size)
{
ncnn::ParamDict pd;
pd.set(0, scale_data_size);
pd.set(1, bias_data_size);
std::vector<ncnn::Mat> weights(bias_data_size ? 2 : 1);
weights[0] = RandomMat(scale_data_size);
if (bias_data_size)
weights[1] = RandomMat(bias_data_size);
// forced CPU pack8 does not change the Vulkan pack4 input
int flag = TEST_LAYER_DISABLE_AUTO_INPUT_CASTING | TEST_LAYER_DISABLE_GPU_TESTING;
#if !__riscv
flag |= TEST_LAYER_ENABLE_FORCE_INPUT_PACK8;
#endif
int ret = test_layer("Dequantize", pd, weights, a, 0.001, flag);
if (ret != 0)
{
fprintf(stderr, "test_dequantize_pack8 failed a.dims=%d a=(%d %d %d %d) scale_data_size=%d bias_data_size=%d\n", a.dims, a.w, a.h, a.d, a.c, scale_data_size, bias_data_size);
}
return ret;
}
static int test_dequantize_0()
{
return 0
|| test_dequantize(RandomIntMat(11, 13, 48), 1, 48)
|| test_dequantize(RandomIntMat(11, 13, 48), 1, 1)
|| test_dequantize(RandomIntMat(11, 13, 48), 1, 0)
|| test_dequantize(RandomIntMat(11, 13, 48), 48, 48)
|| test_dequantize(RandomIntMat(11, 13, 48), 48, 1)
|| test_dequantize(RandomIntMat(11, 13, 48), 48, 0)
|| test_dequantize(RandomIntMat(5, 7, 24), 1, 24)
|| test_dequantize(RandomIntMat(5, 7, 24), 1, 1)
|| test_dequantize(RandomIntMat(5, 7, 24), 1, 0)
|| test_dequantize(RandomIntMat(5, 7, 24), 24, 24)
|| test_dequantize(RandomIntMat(5, 7, 24), 24, 1)
|| test_dequantize(RandomIntMat(5, 7, 24), 24, 0)
|| test_dequantize(RandomIntMat(7, 9, 12), 1, 12)
|| test_dequantize(RandomIntMat(7, 9, 12), 1, 1)
|| test_dequantize(RandomIntMat(7, 9, 12), 1, 0)
|| test_dequantize(RandomIntMat(7, 9, 12), 12, 12)
|| test_dequantize(RandomIntMat(7, 9, 12), 12, 1)
|| test_dequantize(RandomIntMat(7, 9, 12), 12, 0)
|| test_dequantize(RandomIntMat(3, 5, 13), 1, 13)
|| test_dequantize(RandomIntMat(3, 5, 13), 1, 1)
|| test_dequantize(RandomIntMat(3, 5, 13), 1, 0)
|| test_dequantize(RandomIntMat(3, 5, 13), 13, 13)
|| test_dequantize(RandomIntMat(3, 5, 13), 13, 1)
|| test_dequantize(RandomIntMat(3, 5, 13), 13, 0);
}
static int test_dequantize_1()
{
return 0
|| test_dequantize(RandomIntMat(127, 48), 1, 48)
|| test_dequantize(RandomIntMat(127, 48), 1, 1)
|| test_dequantize(RandomIntMat(127, 48), 1, 0)
|| test_dequantize(RandomIntMat(127, 48), 48, 48)
|| test_dequantize(RandomIntMat(127, 48), 48, 1)
|| test_dequantize(RandomIntMat(127, 48), 48, 0)
|| test_dequantize(RandomIntMat(15, 24), 1, 24)
|| test_dequantize(RandomIntMat(15, 24), 1, 1)
|| test_dequantize(RandomIntMat(15, 24), 1, 0)
|| test_dequantize(RandomIntMat(15, 24), 24, 24)
|| test_dequantize(RandomIntMat(15, 24), 24, 1)
|| test_dequantize(RandomIntMat(15, 24), 24, 0)
|| test_dequantize(RandomIntMat(17, 12), 1, 12)
|| test_dequantize(RandomIntMat(17, 12), 1, 1)
|| test_dequantize(RandomIntMat(17, 12), 1, 0)
|| test_dequantize(RandomIntMat(17, 12), 12, 12)
|| test_dequantize(RandomIntMat(17, 12), 12, 1)
|| test_dequantize(RandomIntMat(17, 12), 12, 0)
|| test_dequantize(RandomIntMat(19, 15), 1, 15)
|| test_dequantize(RandomIntMat(19, 15), 1, 1)
|| test_dequantize(RandomIntMat(19, 15), 1, 0)
|| test_dequantize(RandomIntMat(19, 15), 15, 15)
|| test_dequantize(RandomIntMat(19, 15), 15, 1)
|| test_dequantize(RandomIntMat(19, 15), 15, 0);
}
static int test_dequantize_2()
{
return 0
|| test_dequantize(RandomIntMat(128), 1, 1)
|| test_dequantize(RandomIntMat(128), 1, 0)
|| test_dequantize(RandomIntMat(120), 1, 1)
|| test_dequantize(RandomIntMat(120), 1, 0)
|| test_dequantize(RandomIntMat(124), 1, 1)
|| test_dequantize(RandomIntMat(124), 1, 0)
|| test_dequantize(RandomIntMat(127), 1, 1)
|| test_dequantize(RandomIntMat(127), 1, 0);
}
static int test_dequantize_3()
{
return 0
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 1, 24)
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 1, 1)
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 1, 0)
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 24, 24)
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 24, 1)
|| test_dequantize_pack8(RandomIntMat(5, 7, 24), 24, 0)
|| test_dequantize_pack8(RandomIntMat(15, 24), 1, 24)
|| test_dequantize_pack8(RandomIntMat(15, 24), 1, 1)
|| test_dequantize_pack8(RandomIntMat(15, 24), 1, 0)
|| test_dequantize_pack8(RandomIntMat(15, 24), 24, 24)
|| test_dequantize_pack8(RandomIntMat(15, 24), 24, 1)
|| test_dequantize_pack8(RandomIntMat(15, 24), 24, 0)
|| test_dequantize_pack8(RandomIntMat(128), 1, 1)
|| test_dequantize_pack8(RandomIntMat(128), 1, 0);
}
static int test_dequantize_4()
{
return 0
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 1, 24)
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 1, 1)
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 1, 0)
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 24, 24)
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 24, 1)
|| test_dequantize(RandomIntMat(5, 3, 2, 24), 24, 0)
|| test_dequantize(RandomIntMat(3, 5, 3, 13), 1, 13)
|| test_dequantize(RandomIntMat(3, 5, 3, 13), 13, 13)
|| test_dequantize(RandomIntMat(3, 5, 3, 13), 13, 0)
|| test_dequantize_pack8(RandomIntMat(5, 3, 2, 24), 1, 24)
|| test_dequantize_pack8(RandomIntMat(5, 3, 2, 24), 24, 24);
}
int main()
{
SRAND(7767517);
return 0
|| test_dequantize_4()
|| test_dequantize_3()
|| test_dequantize_0()
|| test_dequantize_1()
|| test_dequantize_2();
}