You cannot select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
CMSIS-DSP/Testing/Source/Tests/DistanceTestsF32.cpp

417 lines
12 KiB
C++

#include "DistanceTestsF32.h"
#include <stdio.h>
#include "Error.h"
#include "Test.h"
void DistanceTestsF32::test_dtw_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
arm_matrix_instance_f32 distances;
arm_matrix_instance_f32 costs;
arm_matrix_instance_q7 window;
distances.numRows=this->queryLength;
distances.numCols=this->templateLength;
distances.pData = tmpA.ptr();
costs.numRows=this->queryLength;
costs.numCols=this->templateLength;
costs.pData = tmpB.ptr();
window.numRows=this->queryLength;
window.numCols=this->templateLength;
window.pData = tmpC.ptr();
float32_t *outp = output.ptr();
int16_t *outPathp = outPath.ptr();
uint32_t pathLength;
for(int i=0; i < this->nbPatterns ; i ++)
{
float32_t *c = distances.pData;
for(int q=0; q < this->queryLength; q++)
{
for(int t=0; t < this->templateLength; t++)
{
*c = fabs(inpA[q] - inpB[t]);
c++;
}
}
arm_status status = arm_dtw_distance_f32(&distances, NULL,&costs,outp);
outp++;
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
arm_dtw_path_f32(&costs,outPathp,&pathLength);
/* ARM_DTW_SAKOE_CHIBA_WINDOW 5*/
status = arm_dtw_init_window_q7(ARM_DTW_SAKOE_CHIBA_WINDOW,5,&window);
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
c = distances.pData;
for(int q=0; q < this->queryLength; q++)
{
for(int t=0; t < this->templateLength; t++)
{
/* Distance does not have
to be computed outside of
the window */
if (window.pData[q*this->templateLength+t])
{
*c = fabs(inpA[q] - inpB[t]);
}
c++;
}
}
status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
outp++;
/* ARM_DTW_SAKOE_CHIBA_WINDOW 3 */
status = arm_dtw_init_window_q7(ARM_DTW_SAKOE_CHIBA_WINDOW,3,&window);
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
ASSERT_TRUE(status == ARM_MATH_ARGUMENT_ERROR);
/* ARM_DTW_SLANTED_BAND_WINDOW 1*/
status = arm_dtw_init_window_q7(ARM_DTW_SLANTED_BAND_WINDOW,1,&window);
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
/* Here again we could compute the distance matrix
only on a subset */
status = arm_dtw_distance_f32(&distances, &window,&costs,outp);
ASSERT_TRUE(status == ARM_MATH_SUCCESS);
outp++;
inpA += this->queryLength;
inpB += this->templateLength;
outPathp += 2*pathLength;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
ASSERT_EQ_PARTIAL(2*pathLength,outPath,refPath);
}
void DistanceTestsF32::test_braycurtis_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_braycurtis_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_canberra_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_canberra_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_chebyshev_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_chebyshev_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_cityblock_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_cityblock_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_correlation_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *tmpap = tmpA.ptr();
float32_t *tmpbp = tmpB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
memcpy(tmpap, inpA, sizeof(float32_t) * this->vecDim);
memcpy(tmpbp, inpB, sizeof(float32_t) * this->vecDim);
*outp = arm_correlation_distance_f32(tmpap, tmpbp, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_cosine_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_cosine_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_euclidean_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_euclidean_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_jensenshannon_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_jensenshannon_distance_f32(inpA, inpB, this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::test_minkowski_distance_f32()
{
const float32_t *inpA = inputA.ptr();
const float32_t *inpB = inputB.ptr();
const int16_t *dimsp= dims.ptr();
dimsp += 2;
float32_t *outp = output.ptr();
for(int i=0; i < this->nbPatterns ; i ++)
{
*outp = arm_minkowski_distance_f32(inpA, inpB, *dimsp,this->vecDim);
inpA += this->vecDim;
inpB += this->vecDim;
outp ++;
dimsp ++;
}
ASSERT_NEAR_EQ(output,ref,(float32_t)1e-3);
}
void DistanceTestsF32::setUp(Testing::testID_t id,std::vector<Testing::param_t>& paramsArgs,Client::PatternMgr *mgr)
{
(void)paramsArgs;
if ((id != DistanceTestsF32::TEST_MINKOWSKI_DISTANCE_F32_9) && (id != DistanceTestsF32::TEST_JENSENSHANNON_DISTANCE_F32_8))
{
inputA.reload(DistanceTestsF32::INPUTA_F32_ID,mgr);
inputB.reload(DistanceTestsF32::INPUTB_F32_ID,mgr);
dims.reload(DistanceTestsF32::DIMS_S16_ID,mgr);
const int16_t *dimsp = dims.ptr();
this->nbPatterns=dimsp[0];
this->vecDim=dimsp[1];
output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
}
switch(id)
{
case DistanceTestsF32::TEST_BRAYCURTIS_DISTANCE_F32_1:
{
ref.reload(DistanceTestsF32::REF1_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_CANBERRA_DISTANCE_F32_2:
{
ref.reload(DistanceTestsF32::REF2_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_CHEBYSHEV_DISTANCE_F32_3:
{
ref.reload(DistanceTestsF32::REF3_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_CITYBLOCK_DISTANCE_F32_4:
{
ref.reload(DistanceTestsF32::REF4_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_CORRELATION_DISTANCE_F32_5:
{
ref.reload(DistanceTestsF32::REF5_F32_ID,mgr);
tmpA.create(this->vecDim,DistanceTestsF32::TMPA_F32_ID,mgr);
tmpB.create(this->vecDim,DistanceTestsF32::TMPB_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_COSINE_DISTANCE_F32_6:
{
ref.reload(DistanceTestsF32::REF6_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_EUCLIDEAN_DISTANCE_F32_7:
{
ref.reload(DistanceTestsF32::REF7_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_JENSENSHANNON_DISTANCE_F32_8:
{
inputA.reload(DistanceTestsF32::INPUTA_JEN_F32_ID,mgr);
inputB.reload(DistanceTestsF32::INPUTB_JEN_F32_ID,mgr);
dims.reload(DistanceTestsF32::DIMS_S16_ID,mgr);
const int16_t *dimsp = dims.ptr();
this->nbPatterns=dimsp[0];
this->vecDim=dimsp[1];
output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
ref.reload(DistanceTestsF32::REF8_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_MINKOWSKI_DISTANCE_F32_9:
{
inputA.reload(DistanceTestsF32::INPUTA_F32_ID,mgr);
inputB.reload(DistanceTestsF32::INPUTB_F32_ID,mgr);
dims.reload(DistanceTestsF32::DIMS_MINKOWSKI_S16_ID,mgr);
const int16_t *dimsp = dims.ptr();
this->nbPatterns=dimsp[0];
this->vecDim=dimsp[1];
output.create(this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
ref.reload(DistanceTestsF32::REF9_F32_ID,mgr);
}
break;
case DistanceTestsF32::TEST_DTW_DISTANCE_F32_10:
{
inputA.reload(DistanceTestsF32::INPUT_QUERY_F32_ID,mgr);
inputB.reload(DistanceTestsF32::INPUT_TEMPLATE_F32_ID,mgr);
this->nbPatterns=1;
this->queryLength=inputA.nbSamples();
this->templateLength=inputB.nbSamples();
output.create(3*this->nbPatterns,DistanceTestsF32::OUT_F32_ID,mgr);
tmpA.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPA_F32_ID,mgr);
tmpB.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPB_F32_ID,mgr);
tmpC.create(this->queryLength*this->templateLength,DistanceTestsF32::TMPC_Q7_ID,mgr);
outPath.create(2*(this->queryLength+this->templateLength),DistanceTestsF32::OUTA_S16_ID,mgr);
ref.reload(DistanceTestsF32::REF10_F32_ID,mgr);
refPath.reload(DistanceTestsF32::REF10_S16_PATH_ID,mgr);
}
break;
}
}
void DistanceTestsF32::tearDown(Testing::testID_t id,Client::PatternMgr *mgr)
{
(void)id;
output.dump(mgr);
}