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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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