169   inline ConvolutionOperatorTester& groups(uint32_t groups) {  in groups()  function
170     assert(groups >= 1);  in groups()
171     this->groups_ = groups;  in groups()
175   inline uint32_t groups() const {  in groups()  function
322       return group_input_channels() * groups();  in input_channel_stride()
324       assert(this->input_channel_stride_ >= group_input_channels() * groups());  in input_channel_stride()
337       return group_output_channels() * groups();  in output_channel_stride()
339       assert(this->output_channel_stride_ >= group_output_channels() * groups());  in output_channel_stride()
517 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestNHWCxQS8()
518 …std::vector<int8_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() *…  in TestNHWCxQS8()
519     std::vector<int32_t> bias(groups() * group_output_channels());  in TestNHWCxQS8()
520 …() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestNHWCxQS8()
521 …std::vector<int32_t> accumulators(batch_size() * output_height() * output_width() * groups() * gro…  in TestNHWCxQS8()
522 …std::vector<double> output_ref(batch_size() * output_height() * output_width() * groups() * group_…  in TestNHWCxQS8()
537               for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQS8()
539 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQS8()
561                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQS8()
563 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQS8()
565 …       int32_t(kernel[((ky * kernel_width() + kx) * groups() + g) * group_output_channels() + oc]);  in TestNHWCxQS8()
585                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQS8()
588 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQS8()
628           groups(), group_input_channels(), group_output_channels(),  in TestNHWCxQS8()
658             for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQS8()
665 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestNHWCxQS8()
684 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestNHWCxQU8()
685 …std::vector<uint8_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() …  in TestNHWCxQU8()
686     std::vector<int32_t> bias(groups() * group_output_channels());  in TestNHWCxQU8()
687 …() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestNHWCxQU8()
688 …std::vector<int32_t> accumulators(batch_size() * output_height() * output_width() * groups() * gro…  in TestNHWCxQU8()
689 …std::vector<double> output_ref(batch_size() * output_height() * output_width() * groups() * group_…  in TestNHWCxQU8()
705               for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQU8()
707 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQU8()
729                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQU8()
731 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQU8()
733 …(int32_t(kernel[((ky * kernel_width() + kx) * groups() + g) * group_output_channels() + oc]) - int…  in TestNHWCxQU8()
753                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQU8()
756 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestNHWCxQU8()
796           groups(), group_input_channels(), group_output_channels(),  in TestNHWCxQU8()
827             for (size_t g = 0; g < groups(); g++) {  in TestNHWCxQU8()
834 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestNHWCxQU8()
852 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestNHWCxF32()
853 …std::vector<float> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() * …  in TestNHWCxF32()
854     std::vector<float> bias(groups() * group_output_channels());  in TestNHWCxF32()
855 …() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestNHWCxF32()
856 …std::vector<float> output_ref(batch_size() * output_height() * output_width() * groups() * group_o…  in TestNHWCxF32()
869               for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF32()
871 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF32()
893                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF32()
895 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF32()
897 …                kernel[((ky * kernel_width() + kx) * groups() + g) * group_output_channels() + oc];  in TestNHWCxF32()
917                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF32()
920 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF32()
957           groups(), group_input_channels(), group_output_channels(),  in TestNHWCxF32()
986             for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF32()
993 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestNHWCxF32()
995 … std::abs(output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_out…  in TestNHWCxF32()
1012 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestNHWCxF16()
1013 …std::vector<uint16_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width()…  in TestNHWCxF16()
1014     std::vector<uint16_t> bias(groups() * group_output_channels());  in TestNHWCxF16()
1015 …() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestNHWCxF16()
1016 …std::vector<float> output_ref(batch_size() * output_height() * output_width() * groups() * group_o…  in TestNHWCxF16()
1029               for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF16()
1031 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF16()
1053                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF16()
1055 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF16()
1057 …fp16_ieee_to_fp32_value(kernel[((ky * kernel_width() + kx) * groups() + g) * group_output_channels…  in TestNHWCxF16()
1077                       for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF16()
1080 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestNHWCxF16()
1119           groups(), group_input_channels(), group_output_channels(),  in TestNHWCxF16()
1148             for (size_t g = 0; g < groups(); g++) {  in TestNHWCxF16()
1154 …groups() + g) * group_output_channels() + c], fp16_ieee_to_fp32_value(output[((i * output_height()…  in TestNHWCxF16()
1171 …((batch_size() - 1) * input_channel_stride() + groups() * group_input_channels()) * input_height()…  in TestNCHWxF32()
1173 …   groups() * group_output_channels() * kernel_height() * kernel_width() * group_input_channels());  in TestNCHWxF32()
1174     std::vector<float> bias(groups() * group_output_channels());  in TestNCHWxF32()
1176 …((batch_size() - 1) * output_channel_stride() + groups() * group_output_channels()) * output_heigh…  in TestNCHWxF32()
1177 …std::vector<float> output_ref(batch_size() * groups() * group_output_channels() * output_height() …  in TestNCHWxF32()
1195               for (size_t g = 0; g < groups(); g++) {  in TestNCHWxF32()
1197 …output_ref[(((i * groups() + g) * group_output_channels() + oc) * output_height() + oy) * output_w…  in TestNCHWxF32()
1217                       for (size_t g = 0; g < groups(); g++) {  in TestNCHWxF32()
1220 …output_ref[(((i * groups() + g) * group_output_channels() + oc) * output_height() + oy) * output_w…  in TestNCHWxF32()
1221 …input[((((i * input_height() + iy) * input_width() + ix) * groups() + g) * group_input_channels() …  in TestNCHWxF32()
1245                       for (size_t g = 0; g < groups(); g++) {  in TestNCHWxF32()
1247 …output_ref[(((i * groups() + g) * group_output_channels() + oc) * output_height() + oy) * output_w…  in TestNCHWxF32()
1249 …                kernel[((ky * kernel_width() + kx) * groups() + g) * group_output_channels() + oc];  in TestNCHWxF32()
1269                       for (size_t g = 0; g < groups(); g++) {  in TestNCHWxF32()
1272 …output_ref[(((i * groups() + g) * group_output_channels() + oc) * output_height() + oy) * output_w…  in TestNCHWxF32()
1310           groups(), group_input_channels(), group_output_channels(),  in TestNCHWxF32()
1339             for (size_t g = 0; g < groups(); g++) {  in TestNCHWxF32()
1346 …output_ref[(((i * groups() + g) * group_output_channels() + c) * output_height() + y) * output_wid…  in TestNCHWxF32()
1348 …1.0e-4 * std::abs(output_ref[(((i * groups() + g) * group_output_channels() + c) * output_height()…  in TestNCHWxF32()
1368 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestSetupNHWCxQS8()
1369 …next_input_height() * next_input_width() - 1) * input_channel_stride() + groups() * group_input_ch…  in TestSetupNHWCxQS8()
1370 …std::vector<int8_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() *…  in TestSetupNHWCxQS8()
1371     std::vector<int32_t> bias(groups() * group_output_channels());  in TestSetupNHWCxQS8()
1373 …batch_size() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * grou…  in TestSetupNHWCxQS8()
1374 …t_output_height() * next_output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestSetupNHWCxQS8()
1375 …std::vector<int32_t> accumulators(batch_size() * output_height() * output_width() * groups() * gro…  in TestSetupNHWCxQS8()
1376 …std::vector<double> output_ref(batch_size() * output_height() * output_width() * groups() * group_…  in TestSetupNHWCxQS8()
1377 …ulators(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxQS8()
1378 …put_ref(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxQS8()
1393               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1395 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestSetupNHWCxQS8()
1414                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1417 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestSetupNHWCxQS8()
1455           groups(), group_input_channels(), group_output_channels(),  in TestSetupNHWCxQS8()
1484             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1491 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestSetupNHWCxQS8()
1510               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1512 …mulators[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxQS8()
1531                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1534 …mulators[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxQS8()
1567             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQS8()
1574 …output_ref[(((i * next_output_height() + y) * next_output_width() + x) * groups() + g) * group_out…  in TestSetupNHWCxQS8()
1595 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestSetupNHWCxQU8()
1596 …next_input_height() * next_input_width() - 1) * input_channel_stride() + groups() * group_input_ch…  in TestSetupNHWCxQU8()
1597 …std::vector<uint8_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() …  in TestSetupNHWCxQU8()
1598     std::vector<int32_t> bias(groups() * group_output_channels());  in TestSetupNHWCxQU8()
1600 …batch_size() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * grou…  in TestSetupNHWCxQU8()
1601 …t_output_height() * next_output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestSetupNHWCxQU8()
1602 …std::vector<int32_t> accumulators(batch_size() * output_height() * output_width() * groups() * gro…  in TestSetupNHWCxQU8()
1603 …std::vector<double> output_ref(batch_size() * output_height() * output_width() * groups() * group_…  in TestSetupNHWCxQU8()
1604 …ulators(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxQU8()
1605 …put_ref(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxQU8()
1621               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1623 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestSetupNHWCxQU8()
1642                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1645 …accumulators[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_ch…  in TestSetupNHWCxQU8()
1683           groups(), group_input_channels(), group_output_channels(),  in TestSetupNHWCxQU8()
1713             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1720 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestSetupNHWCxQU8()
1739               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1741 …mulators[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxQU8()
1760                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1763 …mulators[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxQU8()
1796             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxQU8()
1803 …output_ref[(((i * next_output_height() + y) * next_output_width() + x) * groups() + g) * group_out…  in TestSetupNHWCxQU8()
1824 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestSetupNHWCxF16()
1825 …next_input_height() * next_input_width() - 1) * input_channel_stride() + groups() * group_input_ch…  in TestSetupNHWCxF16()
1826 …std::vector<uint16_t> kernel(groups() * group_output_channels() * kernel_height() * kernel_width()…  in TestSetupNHWCxF16()
1827     std::vector<uint16_t> bias(groups() * group_output_channels());  in TestSetupNHWCxF16()
1829 …batch_size() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * grou…  in TestSetupNHWCxF16()
1830 …t_output_height() * next_output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestSetupNHWCxF16()
1831 …std::vector<float> output_ref(batch_size() * output_height() * output_width() * groups() * group_o…  in TestSetupNHWCxF16()
1832 …put_ref(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxF16()
1845               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
1847 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestSetupNHWCxF16()
1866                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
1869 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestSetupNHWCxF16()
1905           groups(), group_input_channels(), group_output_channels(),  in TestSetupNHWCxF16()
1933             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
1939 …groups() + g) * group_output_channels() + c], fp16_ieee_to_fp32_value(output[((i * output_height()…  in TestSetupNHWCxF16()
1956               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
1958 …tput_ref[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxF16()
1977                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
1980 …tput_ref[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxF16()
2012             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF16()
2018 …groups() + g) * group_output_channels() + c], fp16_ieee_to_fp32_value(output[((i * next_output_hei…  in TestSetupNHWCxF16()
2036 …batch_size() * ((input_height() * input_width() - 1) * input_channel_stride() + groups() * group_i…  in TestSetupNHWCxF32()
2037 …next_input_height() * next_input_width() - 1) * input_channel_stride() + groups() * group_input_ch…  in TestSetupNHWCxF32()
2038 …std::vector<float> kernel(groups() * group_output_channels() * kernel_height() * kernel_width() * …  in TestSetupNHWCxF32()
2039     std::vector<float> bias(groups() * group_output_channels());  in TestSetupNHWCxF32()
2041 …batch_size() * ((output_height() * output_width() - 1) * output_channel_stride() + groups() * grou…  in TestSetupNHWCxF32()
2042 …t_output_height() * next_output_width() - 1) * output_channel_stride() + groups() * group_output_c…  in TestSetupNHWCxF32()
2043 …std::vector<float> output_ref(batch_size() * output_height() * output_width() * groups() * group_o…  in TestSetupNHWCxF32()
2044 …put_ref(next_batch_size() * next_output_height() * next_output_width() * groups() * group_output_c…  in TestSetupNHWCxF32()
2057               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2059 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestSetupNHWCxF32()
2078                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2081 …output_ref[(((i * output_height() + oy) * output_width() + ox) * groups() + g) * group_output_chan…  in TestSetupNHWCxF32()
2116           groups(), group_input_channels(), group_output_channels(),  in TestSetupNHWCxF32()
2144             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2151 …output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_output_channe…  in TestSetupNHWCxF32()
2153 … std::abs(output_ref[(((i * output_height() + y) * output_width() + x) * groups() + g) * group_out…  in TestSetupNHWCxF32()
2170               for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2172 …tput_ref[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxF32()
2191                     for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2194 …tput_ref[(((i * next_output_height() + oy) * next_output_width() + ox) * groups() + g) * group_out…  in TestSetupNHWCxF32()
2226             for (size_t g = 0; g < groups(); g++) {  in TestSetupNHWCxF32()
2233 …output_ref[(((i * next_output_height() + y) * next_output_width() + x) * groups() + g) * group_out…  in TestSetupNHWCxF32()
2235 …output_ref[(((i * next_output_height() + y) * next_output_width() + x) * groups() + g) * group_out…  in TestSetupNHWCxF32()