CMSIS-NN: Fix bug in int16 variant of fully_connected (#1387)

Source/NNSupportFunctions/arm_nn_vec_mat_mult_t_s16.c

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2020-2021 Arm Limited or its affiliates.
+ * Copyright (C) 2020-2022 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -21,8 +21,8 @@
  * Title:        arm_nn_vec_mat_mult_t_s16
  * Description:  s16 vector by matrix (transposed) multiplication
  *
- * $Date:        25. October 2021
- * $Revision:    V.1.1.1
+ * $Date:        04. January 2022
+ * $Revision:    V.1.2.0
  *
  * Target Processor:  Cortex-M
  *
@@ -58,6 +58,13 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
 #if defined(ARM_MATH_DSP) && !defined(ARM_MATH_MVEI)
     const int32_t row_loop_cnt = rhs_rows / 2;
 
+    int32_t rhs_cols_fast = rhs_cols;
+
+    if (rhs_cols > 512)
+    {
+        rhs_cols_fast = 512;
+    }
+
     for (int32_t i = 0; i < row_loop_cnt; i++)
     {
         q63_t acc_64_0 = 0;
@@ -65,7 +72,7 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
         int32_t acc_0 = 0;
         int32_t acc_1 = 0;
 
-        const int32_t col_loop_cnt = rhs_cols / 4;
+        const int32_t col_loop_cnt = rhs_cols_fast / 4;
 
         const int16_t *lhs_vec = lhs;
         const int8_t *rhs_0 = rhs;
@@ -89,21 +96,23 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
             acc_1 = __SMLAD(ker_1, vec_part_1, acc_1);
         }
 
+        acc_64_0 += acc_0;
+        acc_64_1 += acc_1;
+
         for (int k = col_loop_cnt * 4; k < rhs_cols; k++)
         {
             const int32_t lhs_temp = (*lhs_vec);
             lhs_vec++;
-            acc_0 += lhs_temp * (*rhs_0);
+            acc_64_0 += lhs_temp * (*rhs_0);
             rhs_0++;
-            acc_1 += lhs_temp * (*rhs_1);
+            acc_64_1 += lhs_temp * (*rhs_1);
             rhs_1++;
         }
 
-        acc_64_0 += acc_0;
-        acc_64_1 += acc_1;
         if (bias)
         {
             acc_64_0 += *bias++;
+            acc_64_1 += *bias++;
         }
         q31_t tmp;
         tmp = arm_nn_requantize_s64(acc_64_0, dst_multiplier, dst_shift);
@@ -111,10 +120,6 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
         tmp = MIN(tmp, activation_max);
         *dst++ = (q15_t)tmp;
 
-        if (bias)
-        {
-            acc_64_1 += *bias++;
-        }
         tmp = arm_nn_requantize_s64(acc_64_1, dst_multiplier, dst_shift);
         tmp = MAX(tmp, activation_min);
         tmp = MIN(tmp, activation_max);
@@ -125,7 +130,7 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
     {
         q63_t acc_64_0 = 0;
         int32_t acc_0 = 0;
-        const int32_t col_loop_cnt = rhs_cols / 4;
+        const int32_t col_loop_cnt = rhs_cols_fast / 4;
 
         const int16_t *lhs_vec = lhs;
         const int8_t *rhs_0 = rhs;
@@ -142,14 +147,16 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
             acc_0 = __SMLAD(ker_1, vec, acc_0);
         }
 
+        acc_64_0 += acc_0;
+
         for (int j = col_loop_cnt * 4; j < rhs_cols; j++)
         {
             const int32_t lhs_temp = (*lhs_vec);
             lhs_vec++;
-            acc_0 += lhs_temp * (*rhs_0);
+            acc_64_0 += lhs_temp * (*rhs_0);
             rhs_0++;
         }
-        acc_64_0 += acc_0;
+
         if (bias)
         {
             acc_64_0 += *bias++;

Tests/UnitTest/PregeneratedData/fc_int16_slow/bias.txt

@@ -0,0 +1,2 @@
+# 11
+3.270900000000000000e+04,3.267100000000000000e+04,3.269800000000000000e+04,3.275100000000000000e+04,3.271900000000000000e+04,3.269700000000000000e+04,3.266800000000000000e+04,3.275600000000000000e+04,3.266900000000000000e+04,3.267600000000000000e+04,3.273000000000000000e+04

Tests/UnitTest/PregeneratedData/fc_int16_slow/kernel.txt

@@ -0,0 +1,561 @@
+# 560,11
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+3.266900000000000000e+04,3.271900000000000000e+04,3.272900000000000000e+04,3.274800000000000000e+04,3.273000000000000000e+04,3.269800000000000000e+04,3.270500000000000000e+04,3.273200000000000000e+04,3.274100000000000000e+04,3.272200000000000000e+04,3.268200000000000000e+04
+3.269200000000000000e+04,3.276300000000000000e+04,3.267900000000000000e+04,3.268400000000000000e+04,3.272700000000000000e+04,3.267900000000000000e+04,3.269500000000000000e+04,3.273300000000000000e+04,3.274400000000000000e+04,3.270100000000000000e+04,3.267400000000000000e+04

Tests/UnitTest/TestCases/TestData/fc_int16_slow/biases_data.h

@@ -0,0 +1,6 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const int64_t fc_int16_slow_biases[11] =
+    {4154170, 4149344, 4152773, 4159504, 4155440, 4152646, 4148963, 4160139, 4149090, 4149979, 4156837};

Tests/UnitTest/TestCases/TestData/fc_int16_slow/config_data.h

@@ -0,0 +1,16 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#pragma once
+#define FC_INT16_SLOW_OUT_CH 11
+#define FC_INT16_SLOW_IN_CH 7
+#define FC_INT16_SLOW_INPUT_W 10
+#define FC_INT16_SLOW_INPUT_H 8
+#define FC_INT16_SLOW_DST_SIZE 33
+#define FC_INT16_SLOW_INPUT_SIZE 560
+#define FC_INT16_SLOW_OUT_ACTIVATION_MIN -32768
+#define FC_INT16_SLOW_OUT_ACTIVATION_MAX 32767
+#define FC_INT16_SLOW_INPUT_BATCHES 3
+#define FC_INT16_SLOW_OUTPUT_MULTIPLIER 1978159902
+#define FC_INT16_SLOW_OUTPUT_SHIFT -16
+#define FC_INT16_SLOW_ACCUMULATION_DEPTH 560
+#define FC_INT16_SLOW_INPUT_OFFSET 0
+#define FC_INT16_SLOW_OUTPUT_OFFSET 0

Tests/UnitTest/TestCases/TestData/fc_int16_slow/input_data.h

@@ -0,0 +1,110 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q15_t fc_int16_slow_input[1680] = {
+    32734, 32690, 32747, 32702, 32738, 32766, 32683, 32703, 32747, 32668, 32766, 32694, 32701, 32760, 32679, 32716,
+    32696, 32710, 32713, 32705, 32746, 32689, 32707, 32712, 32725, 32694, 32707, 32699, 32743, 32679, 32716, 32682,
+    32733, 32729, 32717, 32753, 32698, 32728, 32723, 32748, 32725, 32674, 32683, 32671, 32754, 32759, 32680, 32708,
+    32676, 32754, 32683, 32695, 32702, 32726, 32674, 32765, 32763, 32682, 32712, 32753, 32733, 32704, 32765, 32696,
+    32689, 32714, 32683, 32719, 32686, 32681, 32744, 32756, 32683, 32683, 32705, 32710, 32686, 32682, 32732, 32758,
+    32757, 32752, 32747, 32715, 32724, 32731, 32737, 32750, 32682, 32737, 32669, 32690, 32756, 32758, 32765, 32726,
+    32675, 32747, 32699, 32709, 32710, 32680, 32738, 32702, 32712, 32722, 32733, 32723, 32716, 32766, 32700, 32716,
+    32694, 32736, 32698, 32763, 32700, 32760, 32718, 32714, 32750, 32717, 32741, 32754, 32747, 32710, 32700, 32672,
+    32675, 32692, 32741, 32687, 32668, 32762, 32751, 32751, 32719, 32710, 32690, 32759, 32716, 32736, 32678, 32675,
+    32728, 32730, 32714, 32734, 32675, 32759, 32744, 32693, 32745, 32701, 32758, 32722, 32717, 32729, 32761, 32740,
+    32681, 32683, 32746, 32695, 32764, 32698, 32752, 32693, 32759, 32762, 32701, 32669, 32687, 32669, 32745, 32687,
+    32686, 32694, 32747, 32764, 32691, 32668, 32676, 32759, 32725, 32713, 32671, 32726, 32701, 32724, 32671, 32683,
+    32727, 32765, 32719, 32737, 32696, 32726, 32744, 32700, 32675, 32705, 32697, 32679, 32679, 32696, 32710, 32695,
+    32762, 32752, 32702, 32733, 32744, 32759, 32753, 32676, 32738, 32724, 32749, 32683, 32748, 32676, 32749, 32673,
+    32748, 32704, 32766, 32682, 32668, 32715, 32726, 32731, 32708, 32719, 32671, 32687, 32688, 32673, 32761, 32696,
+    32724, 32736, 32736, 32761, 32756, 32746, 32738, 32679, 32673, 32667, 32764, 32691, 32717, 32713, 32709, 32741,
+    32677, 32674, 32713, 32756, 32765, 32761, 32741, 32703, 32674, 32726, 32688, 32707, 32702, 32742, 32713, 32710,
+    32703, 32705, 32667, 32749, 32676, 32737, 32756, 32697, 32704, 32750, 32740, 32751, 32759, 32711, 32764, 32733,
+    32706, 32706, 32736, 32743, 32729, 32669, 32693, 32738, 32710, 32703, 32739, 32714, 32734, 32696, 32682, 32682,
+    32714, 32721, 32707, 32715, 32695, 32719, 32711, 32685, 32667, 32733, 32708, 32684, 32745, 32721, 32729, 32737,
+    32704, 32696, 32703, 32718, 32760, 32762, 32746, 32764, 32694, 32727, 32697, 32695, 32679, 32723, 32700, 32690,
+    32671, 32731, 32687, 32739, 32747, 32669, 32690, 32754, 32712, 32740, 32745, 32700, 32743, 32744, 32749, 32744,
+    32709, 32706, 32714, 32678, 32687, 32734, 32691, 32718, 32762, 32691, 32744, 32685, 32726, 32743, 32732, 32756,
+    32680, 32736, 32700, 32693, 32698, 32705, 32745, 32701, 32680, 32671, 32737, 32681, 32701, 32679, 32726, 32761,
+    32746, 32716, 32720, 32732, 32750, 32743, 32735, 32734, 32737, 32693, 32719, 32688, 32671, 32686, 32765, 32718,
+    32709, 32749, 32713, 32742, 32687, 32727, 32718, 32690, 32730, 32764, 32730, 32726, 32690, 32692, 32694, 32681,
+    32765, 32761, 32703, 32679, 32700, 32738, 32695, 32704, 32766, 32741, 32735, 32722, 32718, 32751, 32703, 32719,
+    32697, 32736, 32711, 32681, 32753, 32745, 32683, 32682, 32755, 32727, 32764, 32701, 32750, 32702, 32671, 32703,
+    32676, 32703, 32692, 32710, 32740, 32748, 32702, 32702, 32738, 32669, 32672, 32715, 32682, 32669, 32681, 32738,
+    32687, 32706, 32762, 32740, 32672, 32715, 32677, 32735, 32725, 32671, 32698, 32725, 32759, 32690, 32673, 32683,
+    32676, 32700, 32686, 32711, 32693, 32730, 32747, 32690, 32667, 32679, 32745, 32744, 32739, 32721, 32678, 32738,
+    32673, 32743, 32741, 32720, 32741, 32705, 32730, 32680, 32745, 32764, 32717, 32720, 32711, 32764, 32741, 32696,
+    32670, 32699, 32692, 32755, 32725, 32754, 32722, 32755, 32677, 32716, 32764, 32671, 32747, 32678, 32716, 32711,
+    32755, 32715, 32694, 32670, 32693, 32754, 32671, 32745, 32731, 32697, 32682, 32675, 32692, 32684, 32764, 32766,
+    32751, 32698, 32698, 32764, 32694, 32688, 32667, 32733, 32719, 32722, 32762, 32668, 32701, 32670, 32742, 32684,
+    32726, 32699, 32733, 32711, 32696, 32752, 32745, 32700, 32737, 32685, 32691, 32742, 32692, 32697, 32672, 32681,
+    32683, 32671, 32691, 32699, 32757, 32726, 32704, 32721, 32705, 32729, 32711, 32752, 32759, 32760, 32708, 32687,
+    32697, 32727, 32671, 32733, 32703, 32721, 32738, 32755, 32708, 32707, 32726, 32691, 32762, 32718, 32740, 32718,
+    32714, 32710, 32766, 32764, 32732, 32734, 32758, 32675, 32699, 32691, 32745, 32700, 32696, 32679, 32677, 32670,
+    32714, 32759, 32727, 32760, 32668, 32688, 32729, 32699, 32721, 32738, 32765, 32715, 32736, 32714, 32719, 32691,
+    32712, 32678, 32726, 32668, 32677, 32712, 32759, 32760, 32722, 32678, 32674, 32675, 32693, 32703, 32703, 32671,
+    32689, 32720, 32732, 32724, 32712, 32707, 32739, 32733, 32696, 32765, 32755, 32753, 32683, 32736, 32695, 32710,
+    32737, 32685, 32677, 32692, 32728, 32729, 32728, 32725, 32677, 32707, 32746, 32702, 32751, 32678, 32690, 32693,
+    32744, 32687, 32681, 32725, 32747, 32763, 32702, 32690, 32690, 32678, 32684, 32739, 32735, 32726, 32725, 32742,
+    32706, 32710, 32740, 32738, 32755, 32698, 32706, 32704, 32695, 32667, 32722, 32722, 32704, 32728, 32709, 32762,
+    32724, 32723, 32716, 32737, 32741, 32758, 32726, 32741, 32740, 32710, 32707, 32752, 32671, 32695, 32688, 32747,
+    32726, 32722, 32755, 32704, 32766, 32699, 32675, 32738, 32750, 32750, 32690, 32695, 32685, 32746, 32743, 32684,
+    32749, 32697, 32682, 32724, 32713, 32726, 32736, 32757, 32688, 32681, 32710, 32716, 32708, 32680, 32686, 32705,
+    32719, 32718, 32708, 32679, 32744, 32724, 32731, 32738, 32762, 32668, 32714, 32690, 32691, 32729, 32755, 32692,
+    32724, 32699, 32692, 32744, 32671, 32752, 32696, 32677, 32679, 32674, 32711, 32762, 32676, 32723, 32682, 32745,
+    32740, 32702, 32757, 32758, 32756, 32757, 32718, 32733, 32759, 32765, 32763, 32758, 32687, 32750, 32701, 32726,
+    32678, 32723, 32701, 32681, 32752, 32718, 32704, 32692, 32738, 32728, 32671, 32708, 32738, 32712, 32683, 32667,
+    32733, 32676, 32756, 32704, 32689, 32694, 32716, 32703, 32743, 32755, 32731, 32731, 32713, 32739, 32765, 32685,
+    32762, 32735, 32741, 32732, 32680, 32671, 32723, 32709, 32720, 32718, 32755, 32704, 32728, 32699, 32717, 32737,
+    32698, 32728, 32699, 32748, 32733, 32712, 32762, 32752, 32676, 32696, 32739, 32700, 32696, 32743, 32738, 32729,
+    32706, 32730, 32725, 32740, 32671, 32677, 32689, 32758, 32763, 32716, 32715, 32711, 32737, 32722, 32708, 32679,
+    32681, 32758, 32714, 32698, 32756, 32744, 32705, 32706, 32732, 32698, 32695, 32734, 32710, 32759, 32719, 32702,
+    32669, 32697, 32692, 32744, 32689, 32733, 32691, 32710, 32680, 32684, 32728, 32692, 32761, 32726, 32693, 32703,
+    32694, 32703, 32750, 32704, 32697, 32757, 32757, 32735, 32766, 32757, 32688, 32746, 32700, 32704, 32759, 32724,
+    32740, 32752, 32695, 32747, 32725, 32687, 32746, 32753, 32747, 32743, 32746, 32698, 32706, 32692, 32705, 32763,
+    32674, 32737, 32676, 32725, 32702, 32760, 32755, 32689, 32691, 32749, 32753, 32763, 32766, 32709, 32669, 32716,
+    32704, 32738, 32711, 32737, 32684, 32693, 32754, 32709, 32745, 32721, 32727, 32763, 32703, 32669, 32696, 32750,
+    32701, 32668, 32737, 32707, 32716, 32681, 32681, 32703, 32677, 32693, 32721, 32735, 32733, 32760, 32737, 32709,
+    32766, 32673, 32701, 32756, 32755, 32765, 32670, 32765, 32707, 32712, 32704, 32679, 32732, 32720, 32689, 32762,
+    32680, 32747, 32765, 32704, 32727, 32737, 32707, 32674, 32710, 32687, 32718, 32705, 32692, 32691, 32693, 32674,
+    32681, 32695, 32740, 32688, 32721, 32765, 32716, 32714, 32748, 32692, 32746, 32734, 32746, 32723, 32748, 32684,
+    32762, 32712, 32711, 32711, 32700, 32742, 32750, 32670, 32689, 32698, 32738, 32692, 32679, 32729, 32741, 32732,
+    32716, 32749, 32751, 32727, 32763, 32713, 32677, 32702, 32759, 32690, 32725, 32749, 32718, 32734, 32668, 32747,
+    32690, 32735, 32763, 32686, 32736, 32760, 32681, 32716, 32735, 32726, 32678, 32688, 32706, 32695, 32757, 32677,
+    32744, 32756, 32740, 32755, 32670, 32706, 32740, 32678, 32750, 32718, 32717, 32739, 32699, 32680, 32743, 32736,
+    32682, 32690, 32683, 32746, 32693, 32741, 32761, 32703, 32671, 32745, 32704, 32752, 32703, 32689, 32740, 32765,
+    32708, 32720, 32716, 32707, 32716, 32692, 32699, 32675, 32692, 32684, 32713, 32689, 32766, 32752, 32732, 32699,
+    32725, 32724, 32669, 32688, 32735, 32755, 32762, 32722, 32689, 32746, 32722, 32695, 32697, 32730, 32700, 32719,
+    32670, 32699, 32765, 32761, 32693, 32694, 32748, 32743, 32746, 32699, 32730, 32687, 32752, 32703, 32719, 32749,
+    32745, 32759, 32693, 32673, 32750, 32763, 32704, 32720, 32680, 32684, 32683, 32696, 32738, 32748, 32727, 32709,
+    32701, 32734, 32758, 32685, 32738, 32760, 32707, 32749, 32700, 32736, 32680, 32740, 32741, 32713, 32737, 32728,
+    32765, 32758, 32695, 32689, 32697, 32761, 32701, 32722, 32712, 32717, 32729, 32711, 32757, 32728, 32725, 32669,
+    32700, 32747, 32716, 32699, 32759, 32674, 32726, 32730, 32703, 32682, 32694, 32681, 32720, 32669, 32675, 32723,
+    32747, 32681, 32717, 32707, 32762, 32694, 32685, 32766, 32764, 32696, 32734, 32739, 32734, 32675, 32695, 32709,
+    32762, 32726, 32729, 32762, 32684, 32680, 32698, 32721, 32687, 32722, 32705, 32667, 32754, 32696, 32739, 32763,
+    32756, 32741, 32746, 32680, 32724, 32744, 32668, 32734, 32675, 32725, 32670, 32728, 32765, 32719, 32752, 32730,
+    32687, 32697, 32734, 32738, 32766, 32710, 32682, 32674, 32737, 32726, 32756, 32737, 32678, 32697, 32707, 32701,
+    32735, 32712, 32720, 32684, 32715, 32702, 32764, 32686, 32693, 32674, 32755, 32701, 32728, 32756, 32759, 32685,
+    32723, 32751, 32713, 32688, 32738, 32752, 32742, 32701, 32681, 32670, 32748, 32710, 32686, 32679, 32743, 32707,
+    32714, 32746, 32683, 32686, 32680, 32682, 32753, 32694, 32740, 32694, 32747, 32671, 32682, 32752, 32752, 32746,
+    32668, 32751, 32701, 32727, 32760, 32714, 32727, 32675, 32718, 32710, 32728, 32727, 32765, 32730, 32677, 32669,
+    32685, 32692, 32752, 32725, 32736, 32683, 32760, 32735, 32753, 32762, 32724, 32752, 32731, 32681, 32766, 32755,
+    32733, 32717, 32706, 32708, 32717, 32705, 32766, 32696, 32739, 32674, 32688, 32678, 32708, 32707, 32757, 32667,
+    32738, 32712, 32706, 32693, 32672, 32675, 32762, 32726, 32697, 32766, 32729, 32684, 32703, 32668, 32671, 32724,
+    32747, 32747, 32684, 32725, 32750, 32702, 32676, 32723, 32731, 32716, 32689, 32671, 32727, 32711, 32743, 32753,
+    32723, 32726, 32689, 32728, 32680, 32676, 32710, 32688, 32667, 32687, 32698, 32691, 32720, 32731, 32695, 32728,
+    32749, 32742, 32690, 32743, 32667, 32680, 32712, 32718, 32756, 32698, 32668, 32678, 32703, 32734, 32712, 32694,
+    32738, 32687, 32745, 32717, 32669, 32745, 32764, 32727, 32708, 32750, 32706, 32702, 32762, 32720, 32708, 32709,
+    32757, 32739, 32718, 32668, 32674, 32693, 32762, 32707, 32761, 32691, 32748, 32698, 32682, 32704, 32731, 32685,
+    32701, 32732, 32765, 32742, 32678, 32724, 32688, 32730, 32765, 32689, 32749, 32682, 32734, 32716, 32712, 32764,
+    32667, 32746, 32728, 32699, 32707, 32705, 32734, 32685, 32681, 32731, 32680, 32710, 32720, 32762, 32679, 32712,
+    32697, 32671, 32754, 32669, 32718, 32723, 32714, 32735, 32692, 32703, 32766, 32726, 32724, 32764, 32733, 32683,
+    32673, 32697, 32699, 32716, 32707, 32672, 32673, 32720, 32725, 32669, 32746, 32670, 32726, 32716, 32737, 32741,
+    32703, 32699, 32766, 32700, 32694, 32692, 32743, 32729, 32671, 32712, 32679, 32725, 32760, 32673, 32680, 32706,
+    32687, 32740, 32689, 32691, 32678, 32705, 32702, 32739, 32677, 32722, 32668, 32761, 32734, 32672, 32708, 32677,
+    32757, 32766, 32719, 32728, 32708, 32715, 32756, 32704, 32714, 32680, 32732, 32761, 32732, 32762, 32713, 32757,
+    32669, 32731, 32719, 32748, 32701, 32675, 32758, 32728, 32686, 32741, 32673, 32744, 32747, 32752, 32762, 32699,
+    32764, 32726, 32712, 32725, 32724, 32672, 32750, 32688, 32730, 32712, 32730, 32725, 32754, 32764, 32746, 32667,
+    32756, 32766, 32737, 32763, 32731, 32695, 32693, 32763, 32734, 32725, 32743, 32763, 32744, 32698, 32696, 32690,
+    32748, 32671, 32718, 32764, 32727, 32710, 32704, 32698, 32676, 32683, 32698, 32745, 32728, 32727, 32760, 32729};

Tests/UnitTest/TestCases/TestData/fc_int16_slow/output_ref_data.h

@@ -0,0 +1,8 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q15_t fc_int16_slow_output_ref[33] = {32762, 32762, 32762, 32762, 32762, 32762, 32762, 32762, 32762,
+                                            32762, 32762, 32764, 32763, 32763, 32764, 32764, 32763, 32763,
+                                            32764, 32763, 32763, 32764, 32763, 32763, 32763, 32763, 32763,
+                                            32763, 32763, 32763, 32763, 32763, 32763};

Tests/UnitTest/TestCases/TestData/fc_int16_slow/test_data.h

@@ -0,0 +1,6 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#include "biases_data.h"
+#include "config_data.h"
+#include "input_data.h"
+#include "output_ref_data.h"
+#include "weights_data.h"

Tests/UnitTest/TestCases/TestData/fc_int16_slow/weights_data.h

@@ -0,0 +1,273 @@
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q7_t fc_int16_slow_weights[6160] = {
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
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+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127,
+    127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127};

Tests/UnitTest/TestCases/test_arm_fully_connected_s16/Unity/unity_test_arm_fully_connected_s16.c

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2022 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -49,3 +49,4 @@ void test_fully_connected_int16_big_arm_fully_connected_s16(void)
 {
     fully_connected_int16_big_arm_fully_connected_s16();
 }
+void test_fc_int16_slow_arm_fully_connected_s16(void) { fc_int16_slow_arm_fully_connected_s16(); }

Tests/UnitTest/TestCases/test_arm_fully_connected_s16/test_arm_fully_connected_s16.c

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2022 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -20,6 +20,7 @@
 #include <stdlib.h>
 #include <unity.h>
 
+#include "../TestData/fc_int16_slow/test_data.h"
 #include "../TestData/fully_connected_int16/test_data.h"
 #include "../TestData/fully_connected_int16_big/test_data.h"
 #include "../Utils/validate.h"
@@ -143,3 +144,63 @@ void fully_connected_int16_big_arm_fully_connected_s16(void)
     TEST_ASSERT_EQUAL(expected, result);
     TEST_ASSERT_TRUE(validate_s16(output, output_ref, output_ref_size));
 }
+
+void fc_int16_slow_arm_fully_connected_s16(void)
+{
+    const arm_status expected = ARM_MATH_SUCCESS;
+    q15_t output[FC_INT16_SLOW_DST_SIZE] = {0};
+
+    cmsis_nn_context ctx;
+    cmsis_nn_fc_params fc_params;
+    cmsis_nn_per_tensor_quant_params quant_params;
+    cmsis_nn_dims input_dims;
+    cmsis_nn_dims filter_dims;
+    cmsis_nn_dims bias_dims;
+    cmsis_nn_dims output_dims;
+
+    const q63_t *bias_data = fc_int16_slow_biases;
+    const q7_t *kernel_data = fc_int16_slow_weights;
+    const q15_t *input_data = fc_int16_slow_input;
+    const q15_t *output_ref = fc_int16_slow_output_ref;
+    const int32_t output_ref_size = FC_INT16_SLOW_DST_SIZE;
+
+    input_dims.n = FC_INT16_SLOW_INPUT_BATCHES;
+    input_dims.w = FC_INT16_SLOW_INPUT_W;
+    input_dims.h = FC_INT16_SLOW_INPUT_H;
+    input_dims.c = FC_INT16_SLOW_IN_CH;
+    filter_dims.n = FC_INT16_SLOW_ACCUMULATION_DEPTH;
+    filter_dims.c = FC_INT16_SLOW_OUT_CH;
+    filter_dims.h = FC_INT16_SLOW_INPUT_H;
+    filter_dims.w = FC_INT16_SLOW_INPUT_W;
+    output_dims.n = FC_INT16_SLOW_INPUT_BATCHES;
+    output_dims.c = FC_INT16_SLOW_OUT_CH;
+
+    fc_params.input_offset = 0;
+    fc_params.filter_offset = 0;
+    fc_params.output_offset = 0;
+    fc_params.activation.min = FC_INT16_SLOW_OUT_ACTIVATION_MIN;
+    fc_params.activation.max = FC_INT16_SLOW_OUT_ACTIVATION_MAX;
+
+    quant_params.multiplier = FC_INT16_SLOW_OUTPUT_MULTIPLIER;
+    quant_params.shift = FC_INT16_SLOW_OUTPUT_SHIFT;
+
+    int32_t buf_size = arm_fully_connected_s16_get_buffer_size(&filter_dims);
+    ctx.buf = malloc(buf_size);
+    ctx.size = buf_size;
+
+    arm_status result = arm_fully_connected_s16(&ctx,
+                                                &fc_params,
+                                                &quant_params,
+                                                &input_dims,
+                                                input_data,
+                                                &filter_dims,
+                                                kernel_data,
+                                                &bias_dims,
+                                                bias_data,
+                                                &output_dims,
+                                                output);
+
+    free(ctx.buf);
+    TEST_ASSERT_EQUAL(expected, result);
+    TEST_ASSERT_TRUE(validate_s16(output, output_ref, output_ref_size));
+}

Tests/UnitTest/generate_test_data.py

@@ -1,6 +1,6 @@
 #!/usr/bin/env python3
 #
-# Copyright (C) 2010-2021 Arm Limited or its affiliates.
+# Copyright (C) 2010-2022 Arm Limited or its affiliates.
 #
 # SPDX-License-Identifier: Apache-2.0
 #
@@ -1122,6 +1122,10 @@ def load_all_testdatasets():
     ALL_TESTDATA_SETS[dataset] = FullyConnectedSettings(dataset, type_of_test, args, in_ch=7, out_ch=11, x_in=10,
                                                         y_in=10, batches=3, out_activation_min=-1444,
                                                         out_activation_max=32767, int16xint8=True)
+    dataset = 'fc_int16_slow'
+    ALL_TESTDATA_SETS[dataset] = FullyConnectedSettings(dataset, type_of_test, args, in_ch=7, out_ch=11, x_in=10,
+                                                        y_in=8, batches=3, randmin=(INT16_MAX-100), randmax=INT16_MAX,
+                                                        int16xint8=True)
 
     type_of_test = 'avgpool'
     dataset = 'avgpooling'