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ncnn/tests/test_binaryop.cpp
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2020-04-05 14:02:32 +08:00

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// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// 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.
#include "testutil.h"
#include "layer/binaryop.h"
#define OP_TYPE_MAX 9
static int test_binaryop(const ncnn::Mat& _a, const ncnn::Mat& _b, int op_type)
{
ncnn::Mat a = _a;
ncnn::Mat b = _b;
if (op_type == 6)
{
// value must be positive for pow
Randomize(a, 0.001f, 2.f);
Randomize(b, 0.001f, 2.f);
}
ncnn::ParamDict pd;
pd.set(0, op_type);
pd.set(1, 0);// with_scalar
pd.set(2, 0.f);// b
std::vector<ncnn::Mat> weights(0);
ncnn::Option opt;
opt.num_threads = 1;
opt.use_vulkan_compute = true;
opt.use_int8_inference = false;
opt.use_fp16_packed = false;
opt.use_fp16_storage = false;
opt.use_fp16_arithmetic = false;
opt.use_int8_storage = false;
opt.use_int8_arithmetic = false;
std::vector<ncnn::Mat> ab(2);
ab[0] = a;
ab[1] = b;
int ret = test_layer<ncnn::BinaryOp>("BinaryOp", pd, weights, opt, ab);
if (ret != 0)
{
fprintf(stderr, "test_binaryop failed a.dims=%d a=(%d %d %d) b.dims=%d b=(%d %d %d) op_type=%d\n", a.dims, a.w, a.h, a.c, b.dims, b.w, b.h, b.c, op_type);
}
return ret;
}
static int test_binaryop(const ncnn::Mat& _a, float b, int op_type)
{
ncnn::Mat a = _a;
if (op_type == 6)
{
// value must be positive for pow
Randomize(a, 0.001f, 2.f);
b = RandomFloat(0.001f, 2.f);
}
ncnn::ParamDict pd;
pd.set(0, op_type);
pd.set(1, 1);// with_scalar
pd.set(2, b);// b
std::vector<ncnn::Mat> weights(0);
ncnn::Option opt;
opt.num_threads = 1;
opt.use_vulkan_compute = true;
opt.use_int8_inference = false;
opt.use_fp16_packed = false;
opt.use_fp16_storage = false;
opt.use_fp16_arithmetic = false;
opt.use_int8_storage = false;
opt.use_int8_arithmetic = false;
int ret = test_layer<ncnn::BinaryOp>("BinaryOp", pd, weights, opt, a);
if (ret != 0)
{
fprintf(stderr, "test_binaryop failed a.dims=%d a=(%d %d %d) b=%f op_type=%d\n", a.dims, a.w, a.h, a.c, b, op_type);
}
return ret;
}
// https://github.com/Tencent/ncnn/wiki/binaryop-broadcasting
static int test_binaryop_1()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(1), 1.f, op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_2()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(1), RandomMat(1), op_type)
|| test_binaryop(RandomMat(1), RandomMat(4), op_type)
|| test_binaryop(RandomMat(1), RandomMat(8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_3()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(1), RandomMat(2, 3), op_type)
|| test_binaryop(RandomMat(1), RandomMat(2, 4), op_type)
|| test_binaryop(RandomMat(1), RandomMat(2, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_4()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(1), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(1), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(1), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_5()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2), 1.f, op_type)
|| test_binaryop(RandomMat(4), 1.f, op_type)
|| test_binaryop(RandomMat(8), 1.f, op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_6()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2), RandomMat(1), op_type)
|| test_binaryop(RandomMat(4), RandomMat(1), op_type)
|| test_binaryop(RandomMat(8), RandomMat(1), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_7()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2), RandomMat(2), op_type)
|| test_binaryop(RandomMat(4), RandomMat(4), op_type)
|| test_binaryop(RandomMat(8), RandomMat(8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_8()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(3), RandomMat(2, 3), op_type)
|| test_binaryop(RandomMat(4), RandomMat(2, 4), op_type)
|| test_binaryop(RandomMat(8), RandomMat(2, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_9()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(4), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(8), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_10()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3), 1.f, op_type)
|| test_binaryop(RandomMat(2, 4), 1.f, op_type)
|| test_binaryop(RandomMat(2, 8), 1.f, op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_11()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3), RandomMat(1), op_type)
|| test_binaryop(RandomMat(2, 4), RandomMat(1), op_type)
|| test_binaryop(RandomMat(2, 8), RandomMat(1), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_12()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3), RandomMat(3), op_type)
|| test_binaryop(RandomMat(2, 4), RandomMat(4), op_type)
|| test_binaryop(RandomMat(2, 8), RandomMat(8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_13()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3), RandomMat(2, 3), op_type)
|| test_binaryop(RandomMat(2, 4), RandomMat(2, 4), op_type)
|| test_binaryop(RandomMat(2, 8), RandomMat(2, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_14()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(3, 2), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(3, 4), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(3, 8), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_15()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), 1.f, op_type)
|| test_binaryop(RandomMat(2, 3, 4), 1.f, op_type)
|| test_binaryop(RandomMat(2, 3, 8), 1.f, op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_16()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(1), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(1), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(1), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_17()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(2), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(4), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_18()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(3, 2), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(3, 4), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_19()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_s1()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(1, 1, 2), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(1, 1, 4), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(1, 1, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_s2()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 2), RandomMat(2, 3, 1), op_type)
|| test_binaryop(RandomMat(2, 3, 4), RandomMat(2, 3, 1), op_type)
|| test_binaryop(RandomMat(2, 3, 8), RandomMat(2, 3, 1), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_s3()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(1, 1, 2), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(1, 1, 4), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(1, 1, 8), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
static int test_binaryop_s4()
{
for (int op_type=0; op_type<OP_TYPE_MAX; op_type++)
{
int ret = 0
|| test_binaryop(RandomMat(2, 3, 1), RandomMat(2, 3, 2), op_type)
|| test_binaryop(RandomMat(2, 3, 1), RandomMat(2, 3, 4), op_type)
|| test_binaryop(RandomMat(2, 3, 1), RandomMat(2, 3, 8), op_type)
;
if (ret != 0)
return -1;
}
return 0;
}
int main()
{
SRAND(7767517);
return 0
|| test_binaryop_1()
|| test_binaryop_2()
|| test_binaryop_3()
|| test_binaryop_4()
|| test_binaryop_5()
|| test_binaryop_6()
|| test_binaryop_7()
|| test_binaryop_8()
|| test_binaryop_9()
|| test_binaryop_10()
|| test_binaryop_11()
|| test_binaryop_12()
|| test_binaryop_13()
|| test_binaryop_14()
|| test_binaryop_15()
|| test_binaryop_16()
|| test_binaryop_17()
|| test_binaryop_18()
|| test_binaryop_19()
|| test_binaryop_s1()
|| test_binaryop_s2()
|| test_binaryop_s3()
|| test_binaryop_s4()
;
}