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RMUL2025/lib/cmsis_5/CMSIS/DSP/Testing/Source/Tests/FullyConnected.cpp

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#include "FullyConnected.h"
#include <stdio.h>
#include "Error.h"
#include "arm_nnfunctions.h"
#include "Test.h"
#include "stdio.h"
void printPattern(char *s,Client::AnyPattern<q7_t> pat)
{
q7_t *p=pat.ptr();
printf("%s\n",s);
for(int i=0;i < pat.nbSamples(); i++)
{
printf("0x%02x\n",p[i]);
}
printf("----\n");
}
void FullyConnected::test_fully_connected_tflite_s8()
{
q7_t *inp=input.ptr();
q31_t *biasp=bias.ptr();
q7_t *weightp=weight.ptr();
q7_t *outp=output.ptr();
q7_t *refp=ref.ptr();
q15_t *tempp=temp.ptr();
arm_fully_connected_s8((int8_t*)inp
,(const int8_t*)weightp
,colDim
,rowDim
,nb_batches
,input_offset
,filter_offset
,output_mult
,output_shift
,output_offset
,(const int32_t*)biasp
,(int8_t*)outp
,act_min
,act_max
,tempp
);
ASSERT_EQ(ref,output);
}
void FullyConnected::setUp(Testing::testID_t id,std::vector<Testing::param_t>& params,Client::PatternMgr *mgr)
{
nb_batches = 1;
switch(id)
{
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_1:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
input.reload(FullyConnected::INPUT1_S8_ID,mgr);
bias.reload(FullyConnected::BIAS1_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT1_S8_ID,mgr);
ref.reload(FullyConnected::REF1_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(input.nbSamples(),FullyConnected::TEMP_S16_ID,mgr);
colDim=input.nbSamples();
rowDim=output.nbSamples();
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_2:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
input.reload(FullyConnected::INPUT2_S8_ID,mgr);
bias.reload(FullyConnected::BIAS2_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT2_S8_ID,mgr);
ref.reload(FullyConnected::REF2_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(input.nbSamples(),FullyConnected::TEMP_S16_ID,mgr);
colDim=input.nbSamples();
rowDim=output.nbSamples();
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_3:
output_mult = 1073741824;
output_shift = 2;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-1;
act_max= 127;
input.reload(FullyConnected::INPUT3_S8_ID,mgr);
bias.reload(FullyConnected::BIAS3_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT3_S8_ID,mgr);
ref.reload(FullyConnected::REF3_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(input.nbSamples(),FullyConnected::TEMP_S16_ID,mgr);
colDim=input.nbSamples();
rowDim=output.nbSamples();
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_4:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
input.reload(FullyConnected::INPUT4_S8_ID,mgr);
bias.reload(FullyConnected::BIAS4_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT4_S8_ID,mgr);
ref.reload(FullyConnected::REF4_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(input.nbSamples(),FullyConnected::TEMP_S16_ID,mgr);
colDim=input.nbSamples();
rowDim=output.nbSamples();
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_5:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
input.reload(FullyConnected::INPUT5_S8_ID,mgr);
bias.reload(FullyConnected::BIAS5_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT5_S8_ID,mgr);
ref.reload(FullyConnected::REF5_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(input.nbSamples(),FullyConnected::TEMP_S16_ID,mgr);
colDim=input.nbSamples();
rowDim=output.nbSamples();
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_6:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=9;
colDim=6;
rowDim=1;
input.reload(FullyConnected::INPUT6_S8_ID,mgr);
bias.reload(FullyConnected::BIAS6_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT6_S8_ID,mgr);
ref.reload(FullyConnected::REF6_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_7:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=8;
colDim=8;
rowDim=1;
input.reload(FullyConnected::INPUT7_S8_ID,mgr);
bias.reload(FullyConnected::BIAS7_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT7_S8_ID,mgr);
ref.reload(FullyConnected::REF7_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_8:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=4;
colDim=10;
rowDim=1;
input.reload(FullyConnected::INPUT8_S8_ID,mgr);
bias.reload(FullyConnected::BIAS8_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT8_S8_ID,mgr);
ref.reload(FullyConnected::REF8_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_9:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=9;
colDim=6;
rowDim=1;
input.reload(FullyConnected::INPUT9_S8_ID,mgr);
bias.reload(FullyConnected::BIAS9_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT9_S8_ID,mgr);
ref.reload(FullyConnected::REF9_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_10:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=4;
colDim=10;
rowDim=1;
input.reload(FullyConnected::INPUT10_S8_ID,mgr);
bias.reload(FullyConnected::BIAS10_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT10_S8_ID,mgr);
ref.reload(FullyConnected::REF10_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_11:
output_mult = 1073741824;
output_shift = -1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=8;
colDim=8;
rowDim=1;
input.reload(FullyConnected::INPUT11_S8_ID,mgr);
bias.reload(FullyConnected::BIAS11_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT11_S8_ID,mgr);
ref.reload(FullyConnected::REF11_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_12:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 0;
input_offset = 0;
output_offset = 0;
act_min =-128;
act_max= 127;
nb_batches=9;
colDim=8;
rowDim=4;
input.reload(FullyConnected::INPUT12_S8_ID,mgr);
bias.reload(FullyConnected::BIAS12_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT12_S8_ID,mgr);
ref.reload(FullyConnected::REF12_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_13:
output_mult = 1077969154;
output_shift = 2;
filter_offset = 0;
input_offset = 0;
output_offset = 1;
act_min =-128;
act_max= 127;
nb_batches=8;
colDim=8;
rowDim=5;
input.reload(FullyConnected::INPUT13_S8_ID,mgr);
bias.reload(FullyConnected::BIAS13_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT13_S8_ID,mgr);
ref.reload(FullyConnected::REF13_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_14:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=4;
colDim=7;
rowDim=3;
input.reload(FullyConnected::INPUT14_S8_ID,mgr);
bias.reload(FullyConnected::BIAS14_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT14_S8_ID,mgr);
ref.reload(FullyConnected::REF14_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
case FullyConnected::TEST_FULLY_CONNECTED_TFLITE_S8_15:
output_mult = 1073741824;
output_shift = 1;
filter_offset = 1;
input_offset = 1;
output_offset = -1;
act_min =-128;
act_max= 127;
nb_batches=8;
colDim=7;
rowDim=4;
input.reload(FullyConnected::INPUT15_S8_ID,mgr);
bias.reload(FullyConnected::BIAS15_S8_ID,mgr);
weight.reload(FullyConnected::WEIGHT15_S8_ID,mgr);
ref.reload(FullyConnected::REF15_S8_ID,mgr);
output.create(ref.nbSamples(),FullyConnected::OUTPUT_S8_ID,mgr);
temp.create(colDim,FullyConnected::TEMP_S16_ID,mgr);
break;
}
}
void FullyConnected::tearDown(Testing::testID_t id,Client::PatternMgr *mgr)
{
output.dump(mgr);
}
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