Add DSP support for fully connected int16

Authors: Sebastian-Larsson, oscarandersson8218 (GitHub)

Adding DSP implementation for fully connected int16 as well a unit
test.

Also replacing SXTB(__ROR()) by __SXTB16_RORn in read_and_pad, since it
is used by this and it is faster for GCC.

Change-Id: I4a40a3f9137435e822957c6c8f971e65c1bf9706

ARM.CMSIS.pdsc

@@ -13,7 +13,7 @@
       CMSIS-DSP: 1.10.0 (see revision history for details)
       CMSIS-NN: 3.1.0 (see revision history for details)
        - Support for int16 convolution and fully connected for reference implementation
-       - Support for DSP extension optimization for int16 convolution
+       - Support for DSP extension optimization for int16 convolution and fully connected
     </release>
     <release version="5.8.0" date="2021-06-24">
       CMSIS-Core(M): 5.5.0 (see revision history for details)

CMSIS/DoxyGen/NN/src/history.txt

@@ -17,6 +17,7 @@
       <li> Added arm_fully_connected_s16 and arm_fully_connected_wrapper_s16<br>
       with support for int16.<br></li>
       <li> Added fully_connected int16 reference implementation </li>
+      <li> Added fully_connected int16 DSP implementation </li>
       <li> Added unit tests for int16 fully_connected kernel </li>
       </ul>
     </td>

CMSIS/NN/Include/arm_nnsupportfunctions.h

@@ -21,8 +21,8 @@
  * Title:        arm_nnsupportfunctions.h
  * Description:  Public header file of support functions for CMSIS NN Library
  *
- * $Date:        17. Aug 2021
- * $Revision:    V.5.9.1
+ * $Date:        24. Aug 2021
+ * $Revision:    V.5.10.0
  *
  * Target Processor:  Cortex-M CPUs
  * -------------------------------------------------------------------- */
@@ -648,7 +648,7 @@ __STATIC_FORCEINLINE void arm_memset_q7(q7_t *dst, const q7_t val, uint32_t bloc
 __STATIC_FORCEINLINE const q7_t *read_and_pad(const q7_t *source, q31_t *out1, q31_t *out2)
 {
     q31_t inA = arm_nn_read_q7x4_ia(&source);
-    q31_t inAbuf1 = __SXTB16(__ROR((uint32_t)inA, 8));
+    q31_t inAbuf1 = __SXTB16_RORn((uint32_t)inA, 8);
     q31_t inAbuf2 = __SXTB16(inA);
 
 #ifndef ARM_MATH_BIG_ENDIAN

CMSIS/NN/Source/NNSupportFunctions/CMakeLists.txt

@@ -21,5 +21,6 @@ target_sources(cmsis-nn PUBLIC ${SRC} arm_q7_to_q15_with_offset.c
                                       arm_nn_mat_mul_kernel_s16.c
                                       arm_q7_to_q15_with_offset.c
                                       arm_nn_mat_mul_kernel_s16.c
-                                      arm_nn_vec_mat_mult_t_s16.c)
+                                      arm_nn_vec_mat_mult_t_s16.c
+                                      arm_q7_to_q15_no_shift.c)
 

CMSIS/NN/Source/NNSupportFunctions/arm_nn_vec_mat_mult_t_s16.c

@@ -21,15 +21,14 @@
  * Title:        arm_nn_vec_mat_mult_t_s16
  * Description:  s16 vector by matrix (transposed) multiplication
  *
- * $Date:        13. August 2021
- * $Revision:    V.1.0.0
+ * $Date:        23. August 2021
+ * $Revision:    V.1.1.0
  *
  * Target Processor:  Cortex-M
  *
  * -------------------------------------------------------------------- */
 
 #include "arm_nnsupportfunctions.h"
-
 /**
  * @ingroup groupSupport
  */
@@ -56,7 +55,114 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
                                      const int32_t activation_min,
                                      const int32_t activation_max)
 {
-    int32_t row_loop_cnt = rhs_rows / 2;
+    const int32_t row_loop_cnt = rhs_rows / 2;
+
+#if defined(ARM_MATH_DSP) && !defined(ARM_MATH_MVEI)
+
+    for (int32_t i = 0; i < row_loop_cnt; i++)
+    {
+        q63_t acc_64_0 = 0;
+        q63_t acc_64_1 = 0;
+        int32_t acc_0 = 0;
+        int32_t acc_1 = 0;
+
+        const int32_t col_loop_cnt = rhs_cols / 4;
+
+        const int16_t *lhs_vec = lhs;
+        const int8_t *rhs_0 = rhs;
+        const int8_t *rhs_1 = rhs + rhs_cols;
+        rhs += 2 * rhs_cols;
+
+        for (int j = col_loop_cnt; j != 0; j--)
+        {
+            int32_t ker_0, ker_1, vec_part_0, vec_part_1;
+            vec_part_0 = arm_nn_read_q15x2_ia(&lhs_vec);
+            vec_part_1 = arm_nn_read_q15x2_ia(&lhs_vec);
+
+            rhs_0 = read_and_pad(rhs_0, &ker_0, &ker_1);
+
+            acc_0 = __SMLAD(ker_0, vec_part_0, acc_0);
+            acc_0 = __SMLAD(ker_1, vec_part_1, acc_0);
+
+            rhs_1 = read_and_pad(rhs_1, &ker_0, &ker_1);
+
+            acc_1 = __SMLAD(ker_0, vec_part_0, acc_1);
+            acc_1 = __SMLAD(ker_1, vec_part_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);
+            rhs_0++;
+            acc_1 += lhs_temp * (*rhs_1);
+            rhs_1++;
+        }
+
+        acc_64_0 += acc_0;
+        acc_64_1 += acc_1;
+        if (bias)
+        {
+            acc_64_0 += *bias++;
+        }
+        q31_t tmp;
+        tmp = arm_nn_requantize_s64(acc_64_0, dst_multiplier, dst_shift);
+        tmp = MAX(tmp, activation_min);
+        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);
+        *dst++ = (q15_t)tmp;
+    }
+
+    if (rhs_rows & 0x1)
+    {
+        q63_t acc_64_0 = 0;
+        int32_t acc_0 = 0;
+        const int32_t col_loop_cnt = rhs_cols / 4;
+
+        const int16_t *lhs_vec = lhs;
+        const int8_t *rhs_0 = rhs;
+
+        for (int i = col_loop_cnt; i != 0; i--)
+        {
+            int32_t ker_0, ker_1, vec;
+            rhs_0 = read_and_pad(rhs_0, &ker_0, &ker_1);
+
+            vec = arm_nn_read_q15x2_ia(&lhs_vec);
+            acc_0 = __SMLAD(ker_0, vec, acc_0);
+
+            vec = arm_nn_read_q15x2_ia(&lhs_vec);
+            acc_0 = __SMLAD(ker_1, vec, 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);
+            rhs_0++;
+        }
+        acc_64_0 += acc_0;
+        if (bias)
+        {
+            acc_64_0 += *bias++;
+        }
+        q31_t tmp;
+        tmp = arm_nn_requantize_s64(acc_64_0, dst_multiplier, dst_shift);
+        tmp = MAX(tmp, activation_min);
+        tmp = MIN(tmp, activation_max);
+        *dst++ = (q15_t)tmp;
+    }
+
+#else
 
     for (int i_row_loop_cnt = 0; i_row_loop_cnt < row_loop_cnt; i_row_loop_cnt++)
     {
@@ -136,6 +242,7 @@ arm_status arm_nn_vec_mat_mult_t_s16(const q15_t *lhs,
         *dst++ = (q15_t)res00;
         rhs += rhs_cols;
     }
+#endif
 
     return ARM_MATH_SUCCESS;
 }

CMSIS/NN/Source/NNSupportFunctions/arm_nn_vec_mat_mult_t_s8.c

@@ -21,8 +21,8 @@
  * Title:        arm_nn_vec_mat_mult_t_s8
  * Description:  s8 vector by matrix (transposed) multiplication
  *
- * $Date:        3. August 2021
- * $Revision:    V.2.5.1
+ * $Date:        19. August 2021
+ * $Revision:    V.2.5.2
  *
  * Target Processor:  Cortex-M
  *
@@ -61,7 +61,7 @@ arm_status arm_nn_vec_mat_mult_t_s8(const q7_t *lhs,
 {
     (void)rhs_offset;
 #if defined(ARM_MATH_MVEI)
-    int32_t row_loop_cnt = rhs_rows / 3;
+    const int32_t row_loop_cnt = rhs_rows / 3;
 
     for (int i_row_loop_cnt = 0; i_row_loop_cnt < row_loop_cnt; i_row_loop_cnt++)
     {
@@ -169,7 +169,7 @@ arm_status arm_nn_vec_mat_mult_t_s8(const q7_t *lhs,
     }
 
 #elif defined(ARM_MATH_DSP)
-    int32_t row_loop_cnt = rhs_rows / 2;
+    const int32_t row_loop_cnt = rhs_rows / 2;
 
     const int16_t lhs_offset_s16 = (int16_t)lhs_offset;
 
@@ -287,7 +287,7 @@ arm_status arm_nn_vec_mat_mult_t_s8(const q7_t *lhs,
 
 #else
 
-    int32_t row_loop_cnt = rhs_rows / 3;
+    const int32_t row_loop_cnt = rhs_rows / 3;
 
     for (int i_row_loop_cnt = 0; i_row_loop_cnt < row_loop_cnt; i_row_loop_cnt++)
     {

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16_big/bias.txt

@@ -0,0 +1,2 @@
+# 11
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16_big/input.txt

@@ -0,0 +1,301 @@
+# 3,10,10,7
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16_big/params.txt

@@ -0,0 +1,12 @@
+7
+11
+10
+10
+10
+10
+1
+1
+0
+0
+3
+0

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/biases_data.h

@@ -0,0 +1,23 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const int64_t fully_connected_int16_big_biases[11] = {-1, 3, 4, 2, -1, 3, 3, -2, -5, -3, -4};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/config_data.h

@@ -0,0 +1,34 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#pragma once
+#define FULLY_CONNECTED_INT16_BIG_OUT_CH 11
+#define FULLY_CONNECTED_INT16_BIG_IN_CH 7
+#define FULLY_CONNECTED_INT16_BIG_INPUT_W 10
+#define FULLY_CONNECTED_INT16_BIG_INPUT_H 10
+#define FULLY_CONNECTED_INT16_BIG_DST_SIZE 33
+#define FULLY_CONNECTED_INT16_BIG_INPUT_SIZE 700
+#define FULLY_CONNECTED_INT16_BIG_OUT_ACTIVATION_MIN -32766
+#define FULLY_CONNECTED_INT16_BIG_OUT_ACTIVATION_MAX 32767
+#define FULLY_CONNECTED_INT16_BIG_INPUT_BATCHES 3
+#define FULLY_CONNECTED_INT16_BIG_INPUT_OFFSET 0
+#define FULLY_CONNECTED_INT16_BIG_OUTPUT_OFFSET 0
+#define FULLY_CONNECTED_INT16_BIG_OUTPUT_MULTIPLIER 1073741824
+#define FULLY_CONNECTED_INT16_BIG_OUTPUT_SHIFT 1
+#define FULLY_CONNECTED_INT16_BIG_ACCUMULATION_DEPTH 700

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/input_data.h

@@ -0,0 +1,96 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q15_t fully_connected_int16_big_input[2100] = {
+    -3, 1,  -4, -3, 1,  3,  -2, 3,  4,  -4, 4,  1,  -2, -2, -4, 0,  2,  -3, 3,  3,  -1, -3, 4,  -4, -2, -2, 3,  2,  0,
+    -4, 3,  -2, -1, 2,  2,  3,  -2, -1, -2, -3, -1, 2,  -5, -1, 0,  3,  2,  -5, 1,  3,  -4, 4,  -4, -4, -2, 4,  -3, -1,
+    -4, -4, -4, -3, -2, 3,  -5, 3,  2,  1,  2,  4,  -3, 0,  0,  2,  4,  -2, -3, 2,  1,  2,  -1, -5, -3, 2,  3,  -1, 2,
+    -4, 2,  -4, -5, -4, 1,  -2, 0,  -5, -3, 1,  3,  4,  3,  0,  -4, 0,  4,  2,  4,  3,  -5, -1, -4, 3,  4,  1,  -2, -2,
+    1,  -5, 0,  -2, -4, -3, -4, 0,  -2, -3, -5, 0,  -5, -4, 1,  3,  1,  -2, -5, -2, -5, 2,  1,  0,  -3, -3, 3,  -3, -1,
+    4,  -2, -1, -4, 4,  2,  4,  0,  3,  -3, 1,  -5, -5, 2,  3,  2,  4,  1,  -5, 1,  2,  1,  3,  4,  0,  4,  2,  3,  0,
+    -2, 0,  0,  4,  0,  -5, -5, 4,  2,  -1, -2, 0,  -1, -3, 1,  4,  2,  -4, 0,  4,  3,  -4, 2,  -5, 0,  1,  -3, 0,  -5,
+    4,  -5, 3,  0,  -3, 4,  2,  2,  0,  -3, -1, 1,  -2, 3,  -3, 4,  -2, -3, -1, 0,  -5, 4,  0,  2,  -2, 2,  -3, 4,  2,
+    1,  -2, -3, 3,  -5, -4, -2, -1, 0,  4,  4,  -4, -1, -2, -1, 4,  -1, -1, -1, 0,  -1, -5, 2,  -3, 2,  3,  3,  2,  -1,
+    0,  4,  1,  -2, 0,  -1, 4,  1,  -1, 0,  -1, 1,  1,  -3, -3, 0,  -3, 1,  -3, 0,  3,  -1, 0,  -1, 0,  4,  -5, 3,  -5,
+    -1, 3,  -3, -4, 3,  -4, -3, -4, 2,  -1, 0,  -3, 2,  -2, 3,  -5, 1,  -2, -1, -4, 1,  -2, -4, -3, -3, 1,  2,  1,  -3,
+    4,  -5, -3, 2,  0,  -1, 3,  -3, 3,  2,  -1, -5, 3,  -5, 4,  1,  1,  4,  -3, -5, 0,  -5, 0,  3,  1,  3,  0,  2,  -4,
+    2,  -1, 1,  -1, -1, 1,  4,  4,  0,  -2, 2,  2,  -1, 1,  0,  -3, -3, 3,  4,  3,  3,  -1, 4,  1,  -3, 4,  -1, 3,  -3,
+    -3, -4, 4,  2,  -4, -2, -4, 1,  1,  -5, -5, -2, -3, -1, 1,  -3, -2, -2, -2, -3, -5, -3, 0,  3,  -1, 2,  -1, -5, -4,
+    4,  4,  0,  3,  -3, 0,  4,  2,  3,  -3, 0,  3,  -4, 1,  -1, -3, 1,  -2, -1, -1, -3, -4, -2, 4,  3,  -2, 0,  2,  4,
+    0,  -4, 2,  1,  -5, -4, 4,  -3, 3,  3,  -4, -3, 1,  -1, 4,  -5, -3, -3, -4, 0,  4,  1,  -3, 3,  1,  3,  -3, 0,  -5,
+    1,  -5, -4, 3,  -5, -1, 1,  -5, -4, 2,  0,  2,  3,  -5, -5, -2, 1,  0,  -1, -1, -1, -2, 1,  4,  -4, -2, 0,  1,  2,
+    -4, 0,  1,  -1, -2, 3,  4,  -2, -4, 0,  -2, 0,  0,  4,  1,  0,  -4, 4,  -5, 2,  -3, 4,  4,  1,  -3, -1, -1, 2,  3,
+    -2, 0,  0,  3,  -3, 4,  -3, -5, -3, 2,  0,  4,  -2, 3,  -4, 3,  3,  -1, -2, -5, -2, -1, 2,  0,  4,  2,  0,  4,  -2,
+    0,  3,  3,  0,  2,  -1, 4,  3,  1,  3,  -3, 4,  2,  2,  2,  -2, 4,  0,  -1, 0,  1,  0,  -3, -2, -4, 1,  0,  -1, 3,
+    2,  -5, -1, 0,  -4, -2, -4, -5, -1, 0,  -3, -5, 0,  1,  -3, -3, 4,  3,  -1, -3, 3,  -5, 0,  -2, -1, 1,  -5, -2, -2,
+    -1, 2,  0,  -3, -4, 2,  -1, -1, -2, -4, -2, 0,  -3, -1, -2, -4, -3, -2, -3, -1, -1, -3, 2,  -3, 3,  -2, 2,  3,  -1,
+    1,  -4, -4, 0,  3,  4,  -3, -1, 4,  -4, 2,  -2, -1, 2,  -1, 3,  -3, 3,  0,  -2, -5, 2,  4,  -1, -1, 3,  -2, 1,  -1,
+    -4, 2,  3,  0,  3,  3,  4,  4,  2,  4,  4,  -1, 4,  -4, 4,  4,  1,  2,  -3, 2,  -4, 2,  0,  -2, 2,  0,  -3, 1,  4,
+    -3, -1, 3,  -1, 0,  0,  -4, -3, 1,  -2, -1, -3, 2,  -5, 0,  -1, -1, 1,  0,  -2, 0,  1,  0,  1,  1,  4,  -1, 3,  0,
+    2,  0,  3,  0,  -2, 4,  3,  -5, -1, -3, 0,  -1, -3, 0,  3,  -4, 2,  -4, 4,  -3, 1,  1,  -5, -2, -1, 3,  2,  2,  0,
+    4,  3,  -1, -2, -4, 0,  0,  4,  4,  2,  0,  0,  -4, -5, 1,  -2, -2, 2,  -1, -3, -2, 0,  0,  -4, 3,  2,  2,  3,  -4,
+    -5, -2, -5, 4,  -4, 2,  4,  4,  3,  -4, 4,  4,  -3, -2, 1,  -1, -5, -5, 2,  2,  -5, 3,  3,  -3, -5, -5, 0,  -1, -2,
+    0,  3,  2,  -4, -4, 2,  -1, -1, -3, -3, -2, 1,  -4, 4,  4,  -2, -2, 0,  3,  -4, -5, -5, 2,  -5, 4,  4,  -5, -3, -2,
+    -2, 4,  4,  1,  4,  1,  -1, -2, 0,  -3, 2,  1,  3,  -3, 0,  -1, 2,  -5, -5, 3,  2,  3,  4,  -2, -3, 3,  -1, -5, 2,
+    4,  0,  4,  -1, 4,  -2, -2, -5, 1,  -4, -4, -2, 4,  2,  -4, 0,  1,  -5, 0,  2,  4,  -2, -4, 2,  -3, 4,  1,  1,  -4,
+    -3, -4, 1,  1,  1,  4,  -2, 4,  -3, -2, 1,  1,  -1, -3, 0,  1,  4,  0,  -4, 4,  4,  -2, -3, 2,  -1, 1,  4,  -5, 0,
+    -3, -5, 4,  -3, -1, 4,  4,  0,  -4, -4, 3,  -1, 0,  -3, -1, -4, -5, 2,  -5, 4,  2,  -2, -2, 4,  4,  -2, -5, -4, 2,
+    -4, -3, -4, -3, -5, -2, 1,  -5, -1, -5, -3, 4,  3,  0,  -4, 2,  0,  2,  4,  -2, -3, 1,  -5, -2, 4,  3,  -5, -2, 4,
+    0,  -5, -1, 3,  -1, -1, -2, 3,  0,  4,  1,  -4, 2,  4,  1,  4,  -4, 3,  -1, -4, -3, -4, -2, -2, -4, 3,  -4, -5, 0,
+    -3, -3, -1, -3, 4,  1,  2,  -5, 0,  0,  -3, 3,  -2, 4,  -5, -3, -4, 1,  -5, 1,  0,  3,  2,  3,  -3, 4,  1,  -4, 2,
+    -5, -5, -3, -2, -4, 0,  -5, 2,  -1, -2, 1,  0,  4,  2,  -3, -5, 1,  4,  -4, 0,  -2, -3, -3, -3, 1,  0,  2,  -5, -1,
+    -3, -5, -5, 2,  3,  4,  -4, 3,  2,  -2, -1, -2, -3, 0,  4,  4,  1,  -4, 2,  -4, 2,  -5, 4,  -1, 1,  2,  -4, -4, -3,
+    3,  -3, -4, 0,  4,  0,  1,  -3, -1, 4,  -2, 3,  -5, 1,  3,  0,  -1, -2, 1,  4,  4,  -1, 2,  0,  -4, -5, 2,  1,  4,
+    -3, 3,  -3, -3, 1,  2,  -4, -2, -1, -2, -3, -3, -1, -3, 1,  -4, 4,  -4, -1, 3,  1,  0,  -3, 1,  1,  -1, 2,  4,  1,
+    3,  3,  -1, -2, -1, -3, 3,  4,  4,  1,  3,  0,  3,  4,  4,  0,  4,  -3, 0,  -1, 1,  3,  -4, 3,  -3, -4, -5, -5, -1,
+    -4, 4,  4,  4,  -1, -2, -5, 4,  -2, 1,  -3, -5, 1,  4,  4,  4,  -2, -5, -1, -2, 2,  1,  -5, 4,  -2, 3,  -5, 0,  -1,
+    0,  2,  -2, -5, 4,  -2, 1,  2,  4,  -4, -3, -4, 2,  4,  -1, 3,  -2, 1,  -3, 0,  1,  -4, 4,  2,  -2, 3,  -1, -5, 4,
+    1,  1,  3,  -5, 1,  -4, -1, -2, -5, -2, 2,  -3, -4, -3, -3, 4,  -5, -1, 0,  1,  1,  -4, -2, 0,  -5, -4, -2, 4,  -4,
+    -1, 3,  -4, 0,  -5, 3,  1,  -4, -5, -4, -3, 1,  -2, -2, -5, 0,  3,  0,  -4, 3,  1,  2,  -1, 1,  4,  -2, -3, -1, 3,
+    -2, 2,  3,  -1, -1, 3,  2,  1,  -5, -1, -5, 3,  2,  2,  2,  1,  -5, -5, -1, 0,  0,  0,  -1, 1,  -5, -2, 1,  -4, 2,
+    -2, 2,  4,  -4, 0,  -3, -1, -4, 0,  -1, -1, -1, 4,  1,  -5, -5, -5, -5, 2,  1,  0,  -1, 1,  1,  -4, 3,  -5, 0,  0,
+    4,  2,  -4, -1, -2, -2, 0,  2,  -5, -1, 2,  1,  1,  3,  -4, 4,  -4, -1, 3,  1,  3,  -3, -4, -3, 1,  -2, -4, 1,  0,
+    -1, 2,  1,  -2, -5, -4, 2,  -2, 1,  -4, 1,  2,  -5, -2, 1,  -1, -4, -5, 0,  4,  1,  -4, 0,  2,  3,  -5, -2, -4, -4,
+    -2, 2,  -1, 3,  -3, 3,  0,  3,  3,  -5, 0,  -4, 2,  0,  4,  -3, -4, -4, 2,  3,  1,  3,  -4, -2, -3, 1,  2,  -4, 0,
+    -4, -5, 0,  3,  -2, 4,  -4, -4, -5, 4,  -1, -2, 4,  -4, 0,  -1, 1,  4,  -2, -4, -4, -4, 2,  2,  -4, -2, 3,  3,  -5,
+    -3, -4, -5, -3, 1,  -3, -4, 3,  -5, 0,  -4, -1, -4, 2,  0,  -1, 4,  -3, 1,  0,  -5, -3, 0,  4,  1,  -5, -1, -2, 0,
+    0,  -4, 2,  -5, -2, 0,  3,  4,  2,  1,  -4, -1, 2,  -3, 4,  -4, -4, 0,  -4, 2,  1,  2,  4,  3,  -2, -4, -1, 3,  -4,
+    1,  3,  -4, 0,  -4, -3, 2,  -1, 1,  3,  4,  -5, 3,  -5, -2, -2, -1, -2, 3,  -5, -1, -3, 0,  2,  -4, -3, 0,  -2, 4,
+    -2, -3, -5, -4, -1, -2, -4, -4, -1, 3,  -2, -5, 2,  4,  -4, -4, 0,  1,  0,  -2, -2, -2, 4,  2,  -2, 2,  0,  -1, 2,
+    3,  4,  -2, -5, 0,  4,  2,  -4, 0,  2,  -5, 0,  -3, -3, -4, -3, -2, 3,  -3, -3, 2,  2,  -2, 4,  -3, -1, -3, -1, -2,
+    3,  -4, -1, 2,  -1, -1, 1,  1,  3,  3,  -3, -5, -4, 0,  -1, 3,  -5, 2,  -1, 0,  2,  -4, -2, -5, -1, 4,  -5, -1, 4,
+    2,  -4, -2, 4,  2,  -2, -2, -4, 3,  0,  1,  2,  -2, 0,  -4, -5, 4,  3,  1,  3,  3,  -4, 0,  -5, -4, 2,  3,  4,  0,
+    -4, 1,  -4, 0,  -1, 3,  2,  -3, 0,  -1, 4,  3,  -3, 3,  0,  0,  0,  -4, -3, 3,  -4, 3,  -1, -4, 1,  -4, 2,  2,  -3,
+    2,  -1, 3,  0,  0,  -2, 1,  -3, -2, -1, -4, 1,  -3, 4,  1,  4,  -5, 0,  1,  1,  3,  -3, 4,  4,  0,  -5, 4,  1,  0,
+    -2, -5, 0,  4,  -3, -2, -1, 0,  -2, 4,  -1, -5, 4,  0,  -4, 1,  -1, 3,  2,  0,  3,  1,  3,  3,  -5, -2, 1,  4,  -3,
+    0,  4,  -4, 4,  -4, -4, -2, -5, 3,  -1, 1,  4,  3,  -5, 4,  -5, -2, -2, -5, -3, -2, -5, 0,  -2, -1, -4, 4,  1,  -2,
+    3,  -4, -2, -5, 2,  -5, -5, 0,  -4, -3, 2,  -3, 3,  4,  1,  -4, 4,  1,  -3, -1, -1, 4,  -2, -4, -3, 3,  3,  4,  3,
+    1,  -5, 0,  -3, 3,  0,  4,  -5, -4, 3,  -3, -2, -5, 4,  2,  0,  -4, -5, 2,  3,  -1, -1, 4,  3,  2,  0,  -3, 3,  0,
+    2,  -4, 1,  -4, -5, 1,  -3, 4,  0,  -5, 4,  -4, -3, -4, 3,  2,  4,  3,  -5, 0,  3,  4,  -2, 1,  -5, 3,  0,  -2, 4,
+    2,  4,  -3, -2, -2, -5, 1,  -3, 1,  -5, 1,  -1, 2,  -5, 4,  -2, 4,  -4, -2, -2, -1, 2,  -4, 0,  3,  -3, 2,  -1, -2,
+    -2, -4, -4, -3, 1,  -2, 2,  0,  -5, 3,  -2, 2,  -3, -1, 4,  3,  -5, -2, -2, 4,  4,  -2, -3, -1, -1, 4,  -5, 1,  3,
+    2,  -3, 3,  -3, -2, 0,  3,  3,  -3, 2,  4,  2,  0,  3,  -2, -2, 2,  1,  -1, -1, 2,  4,  -4, 1,  2,  1,  -3, -2, 3,
+    -3, -2, -2, -3, -4, -4, -1, -2, -5, 1,  0,  -2, 1,  4,  -1, -2, 0,  4,  -3, 4,  2,  -3, 2,  4,  4,  4,  -5, 4,  -3,
+    0,  4,  3,  -2, 0,  3,  -2, 1,  4,  3,  4,  -4, 1,  3,  3,  -5, 0,  3,  4,  3,  1,  -2, -2, 4,  -5, -4, 1,  4,  -3,
+    -5, 0,  0,  -4, -4, -1, 3,  -5, -5, 2,  -3, 1,  -3, 4,  -3, -2, -2, 0,  0,  -1, -1, 3,  2,  3,  3,  3,  -2, -5, -4,
+    -3, -4, -4, -1, -2, 3,  -2, -1, -4, 1,  -1, -4, -4, 3,  -1, -4, 1,  -2, 3,  4,  -1, 2,  -5, -4, 2,  -5, -3, 4,  -1,
+    3,  -3, 3,  -5, 1,  -3, 2,  1,  -1, 2,  4,  -2};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/output_ref_data.h

@@ -0,0 +1,25 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q15_t fully_connected_int16_big_output_ref[33] = {-134, 14,   -41,  201, -125, -154, 211, 14,  172, 221, -31,
+                                                        352,  83,   104,  -4,  225,  269,  378, -65, 33,  98,  500,
+                                                        -136, -197, -351, 133, 223,  -74,  208, 476, 527, -97, -155};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/test_data.h

@@ -0,0 +1,24 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#include "biases_data.h"
+#include "config_data.h"
+#include "input_data.h"
+#include "output_ref_data.h"
+#include "weights_data.h"

CMSIS/NN/Tests/UnitTest/TestCases/TestData/fully_connected_int16_big/weights_data.h

@@ -0,0 +1,289 @@
+/*
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ *
+ * Licensed under the Apache License, Version 2.0 (the License); you may
+ * not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ * www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an AS IS BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+// Generated by generate_test_data.py using TFL version 2.5.0 as reference.
+#pragma once
+#include <stdint.h>
+
+const q7_t fully_connected_int16_big_weights[7700] = {
+    1,  -3, 0,  -3, 0,  -1, -2, -5, -4, -5, -5, -4, 2,  1,  3,  -2, -4, 0,  -2, -1, 2,  -2, -4, 4,  1,  -5, 0,  -5, 0,
+    -3, -3, -5, -4, -4, 4,  -1, 2,  2,  3,  4,  -3, 3,  1,  -1, -1, 4,  4,  -2, 1,  -3, 2,  4,  1,  3,  -1, -4, 4,  2,
+    3,  1,  1,  -1, -1, -5, -4, -1, -5, -5, -4, -4, -1, -2, -4, -2, 0,  3,  1,  3,  -1, -2, -5, -3, 2,  -3, 0,  -2, -3,
+    0,  -2, 3,  4,  -1, -4, 0,  0,  -2, 1,  2,  -1, -4, -2, -2, 1,  4,  2,  -1, 0,  2,  -1, 4,  -4, 3,  -3, -5, 0,  1,
+    1,  -3, 3,  -1, 1,  -5, -1, 3,  -4, 4,  -5, -4, -5, -2, 0,  -3, 0,  -3, 0,  4,  -4, 1,  4,  -4, 4,  1,  -5, 4,  -5,
+    -3, -2, 3,  2,  -1, 3,  0,  -5, -2, 4,  3,  -5, 3,  3,  0,  -2, -2, -3, 4,  1,  4,  4,  -1, 3,  2,  3,  2,  -5, -4,
+    1,  -4, -5, 1,  1,  4,  -4, -3, 2,  -2, -2, 0,  -1, -2, -3, 3,  -2, -2, -2, -4, 2,  -5, -1, -4, 3,  3,  -5, 4,  -2,
+    -1, -1, 2,  0,  -5, 0,  -1, 1,  4,  -3, 0,  3,  3,  -1, 3,  -1, -5, -4, -2, 0,  3,  2,  -4, -3, -5, -1, 3,  1,  -3,
+    -1, -1, 2,  -3, -2, -2, 4,  -5, -2, 0,  0,  -3, 4,  3,  2,  0,  -4, -1, -4, 0,  1,  0,  -2, -3, 4,  -4, -4, 0,  -5,
+    1,  -4, 1,  2,  2,  1,  -4, 3,  -5, -2, 2,  0,  -5, -4, -3, -2, 4,  -5, -3, 1,  2,  0,  1,  -3, 4,  -1, -2, -4, -2,
+    1,  0,  1,  -4, 1,  -2, 3,  -3, 1,  0,  -1, 4,  3,  2,  -4, -1, -3, 1,  -1, 2,  -4, 0,  2,  -2, 4,  -3, 0,  -4, -2,
+    2,  -1, -3, 3,  4,  1,  4,  -4, -3, 3,  0,  -3, -5, 0,  -3, 3,  2,  4,  -4, 4,  -2, 4,  -4, -1, -4, -3, 0,  -2, 1,
+    3,  -4, -1, -5, -2, 2,  1,  4,  -5, -1, 2,  -1, 0,  1,  0,  -2, -3, 2,  -4, -5, -5, 4,  2,  -1, 4,  -5, -5, 2,  2,
+    -3, 2,  -5, -5, 2,  -3, -4, 0,  -3, 2,  2,  -3, 0,  0,  -3, -3, -2, -2, -1, -4, 4,  -2, -1, 2,  -1, -1, 2,  2,  2,
+    -5, 2,  -3, 3,  2,  -5, -1, 1,  -3, 1,  -5, -1, 2,  2,  -2, 2,  -3, 2,  -3, 0,  -2, -1, 0,  -4, -2, -4, -4, -1, -2,
+    -4, 2,  -2, 2,  2,  2,  -3, 0,  2,  3,  0,  -2, -1, 2,  1,  -4, 0,  1,  -4, -3, 2,  -4, 0,  4,  -5, 2,  -1, 2,  0,
+    -4, 4,  -2, 4,  0,  3,  0,  -3, -5, -4, -2, 3,  -1, 4,  -1, -5, -3, -3, -5, -2, 1,  0,  2,  1,  3,  2,  -2, 1,  -1,
+    4,  0,  -3, -3, -1, -5, -1, -3, 1,  -3, 2,  -5, 2,  -2, 0,  -4, -5, -5, -4, -5, -5, -5, 4,  2,  2,  -3, 4,  3,  3,
+    4,  3,  2,  1,  3,  -1, -5, 1,  0,  -1, 0,  -4, 4,  3,  2,  0,  3,  1,  -5, 3,  -3, 1,  3,  -4, 1,  3,  -4, 1,  -3,
+    -1, 2,  -4, -2, 3,  1,  2,  3,  3,  -3, 0,  0,  -4, -2, -1, 2,  -2, 3,  3,  -1, 4,  -2, 3,  0,  -3, -5, -4, -1, -2,
+    -2, -2, 2,  0,  1,  2,  -2, 3,  4,  -4, 2,  -2, -5, -1, -4, 2,  -2, 2,  4,  -1, 0,  -2, 0,  3,  -1, -2, 2,  2,  2,
+    2,  -2, -4, 2,  -5, 2,  -3, 4,  -1, 2,  -1, 4,  -3, -5, 1,  0,  -1, 3,  -1, -3, 2,  -5, -1, -4, -3, 3,  -1, 3,  -4,
+    0,  -3, -1, 0,  -4, 2,  -3, 3,  4,  -5, 0,  -1, 2,  -5, -3, 4,  -3, -3, -5, 4,  0,  -2, -1, -1, -3, 4,  -3, -3, 4,
+    -4, -4, -3, -2, 4,  1,  -5, 3,  -2, -3, -4, 0,  -2, 0,  2,  3,  -4, 0,  1,  -4, -1, -5, 2,  4,  3,  -1, 4,  0,  1,
+    -3, -4, -1, -5, 3,  4,  0,  -1, 1,  0,  1,  2,  -2, -2, 3,  4,  0,  -4, -3, -2, -5, -5, -2, -2, -3, -3, -5, -2, -1,
+    0,  1,  -3, -3, 3,  -4, 2,  -4, 3,  -5, -5, 2,  1,  3,  -3, 4,  -3, -4, -1, 2,  4,  -4, 2,  4,  -3, -5, -2, -5, 0,
+    -1, 0,  1,  -4, -4, 0,  -1, -1, -2, 4,  4,  -4, 2,  0,  1,  1,  -4, 3,  1,  0,  2,  -4, 1,  -3, -1, 4,  -2, -2, -1,
+    4,  1,  2,  4,  2,  2,  4,  1,  1,  -2, 3,  4,  -5, -4, 0,  -2, -4, -1, -1, -1, -1, 4,  -4, -1, -1, -5, -1, 3,  -1,
+    2,  4,  1,  -4, 0,  -2, -5, -3, -1, 0,  3,  -5, -4, -1, 1,  0,  -1, 1,  0,  -5, 3,  4,  0,  2,  -4, 1,  1,  2,  2,
+    0,  -3, 2,  3,  -5, -3, -5, -4, -1, 0,  4,  0,  0,  -1, 3,  1,  -3, 1,  1,  -5, -3, 3,  4,  2,  4,  2,  0,  2,  -1,
+    -3, 4,  2,  1,  2,  -1, 2,  -1, -2, 3,  -4, 0,  0,  -5, 4,  -4, 4,  -5, -2, -5, 0,  -3, 1,  -5, -3, 3,  -5, -4, 3,
+    -2, 2,  -5, -3, -3, 3,  -2, -4, -2, -1, -5, -5, 0,  2,  3,  -3, 4,  4,  -5, -1, 3,  3,  0,  -4, 4,  -5, -3, -3, 0,
+    -3, 2,  -4, 0,  0,  -5, -4, -2, -2, -1, 3,  4,  -1, 3,  2,  -3, -4, -1, 0,  3,  4,  -5, -1, 3,  4,  -1, 2,  -4, -5,
+    -5, 1,  -2, 4,  4,  3,  1,  -5, -5, 3,  0,  -2, -3, -2, -3, -2, 0,  -3, 4,  1,  2,  -3, 4,  3,  2,  0,  -5, -1, -4,
+    -2, 0,  -5, 2,  -4, 0,  -1, 4,  2,  -5, -1, 2,  2,  4,  -5, -3, 0,  4,  1,  -1, 0,  -3, 3,  -2, 4,  4,  3,  0,  2,
+    4,  3,  2,  4,  3,  3,  0,  2,  4,  -2, 2,  -1, 3,  0,  2,  -5, 4,  -5, -4, -2, 1,  2,  -4, -5, -1, 0,  3,  -3, 0,
+    2,  3,  -1, 3,  -4, -2, 3,  0,  -4, 2,  1,  2,  0,  2,  -2, -1, -4, -2, -5, 3,  3,  1,  3,  -3, -2, -3, -3, 4,  -5,
+    3,  1,  0,  4,  1,  1,  0,  0,  1,  1,  -5, -4, -1, 3,  3,  -5, 0,  -5, 4,  -3, 2,  1,  0,  1,  -5, 2,  0,  1,  -5,
+    -4, 4,  -1, 4,  0,  -2, 0,  3,  3,  4,  -3, 0,  2,  2,  -2, 0,  0,  0,  -3, 2,  3,  4,  -3, 1,  -4, 1,  2,  -4, -4,
+    2,  2,  3,  3,  3,  -2, -4, -3, 0,  3,  1,  -1, -5, -1, 4,  -4, 2,  1,  -1, -1, -3, -2, 3,  -4, -4, -1, 0,  -4, 0,
+    -2, -3, -2, 3,  -2, 3,  -5, 3,  0,  -2, 0,  4,  -2, 2,  -2, 2,  4,  3,  -2, -1, 4,  3,  -5, -2, -3, 1,  -2, 0,  -1,
+    3,  -5, -3, 4,  -2, 4,  -4, -5, 0,  1,  -2, 4,  2,  -5, 3,  -5, 4,  -2, -1, 2,  -3, -1, 3,  1,  -5, 2,  2,  4,  -3,
+    -5, 4,  -4, 0,  -3, 3,  3,  -2, 4,  -5, -2, 1,  0,  2,  0,  2,  2,  -1, 0,  -2, 1,  -5, 1,  3,  3,  -3, 1,  4,  0,
+    3,  2,  1,  4,  1,  -4, -2, 4,  1,  -1, -1, 4,  -4, 0,  1,  -1, 3,  3,  -3, 0,  -2, -4, -5, -5, -4, -1, -5, -2, -3,
+    3,  2,  -4, 4,  -1, 3,  3,  4,  4,  3,  3,  0,  0,  0,  -2, 2,  -2, -5, -5, 3,  -1, -5, 4,  -3, 1,  -4, 4,  1,  -3,
+    0,  -3, 2,  -4, -4, 4,  -1, -4, -5, 4,  -1, 1,  0,  2,  0,  -1, -2, 1,  -3, -5, -4, -1, 0,  -1, -5, 1,  -2, 3,  -3,
+    -3, -4, 1,  -1, 3,  2,  3,  -3, 2,  2,  -5, 1,  3,  -1, 1,  -3, 0,  -2, 2,  -3, -4, 1,  2,  -1, 1,  -3, -3, 4,  -3,
+    2,  2,  2,  4,  -2, -4, -1, -2, 4,  -1, -1, -4, 3,  0,  -5, -2, -3, -4, -1, 1,  -1, 4,  3,  2,  -2, -2, -1, 4,  3,
+    -5, 0,  -2, -4, 2,  -2, -4, -2, -4, 0,  4,  4,  1,  -5, 4,  4,  -3, 1,  0,  2,  -5, -1, -1, 1,  -2, 2,  -4, -5, -1,
+    1,  3,  -4, 3,  -4, 3,  -5, -4, -2, -4, -4, -3, -4, 3,  -3, 0,  0,  1,  -4, 3,  0,  4,  -4, -3, 1,  2,  3,  -3, 4,
+    2,  -3, -4, 0,  4,  -5, 2,  4,  2,  4,  -5, 4,  -5, 3,  -1, 2,  -1, -5, 4,  3,  0,  1,  1,  1,  -5, 1,  4,  -3, -3,
+    -2, 4,  0,  -4, -3, -4, 4,  1,  0,  1,  0,  -4, -1, 0,  3,  -4, -4, -2, 4,  4,  -1, -2, 4,  -4, 4,  3,  -5, -3, 4,
+    1,  2,  -1, -3, 1,  1,  -4, 1,  -3, -2, 4,  0,  2,  -3, 0,  -3, -5, -5, -5, -2, 0,  3,  1,  -1, 2,  2,  -1, 2,  -2,
+    4,  -2, 4,  -1, -1, 3,  -4, -1, -4, 4,  -3, 4,  -1, 3,  0,  -1, -3, -3, 2,  1,  0,  -2, 3,  1,  2,  -4, 2,  -1, 3,
+    4,  -5, 4,  -5, 4,  4,  2,  -1, 1,  3,  -3, 1,  -1, -1, 4,  -2, -1, 1,  2,  -5, 4,  2,  -3, 0,  -1, 0,  3,  2,  -2,
+    -5, -2, 4,  -5, -4, -4, -4, 4,  -2, 4,  -3, 0,  3,  2,  -2, 2,  0,  -1, -1, -4, 3,  -4, -4, 0,  -1, -5, -3, 3,  2,
+    -1, 3,  -2, -5, 0,  -1, 1,  -5, -4, 2,  -5, 1,  1,  3,  2,  -1, -3, 0,  -5, -4, -5, 2,  -4, -3, 2,  1,  -4, 2,  -3,
+    -2, 0,  1,  3,  3,  4,  -2, 2,  -2, -3, 4,  4,  -2, 0,  4,  4,  3,  -1, -2, -4, 3,  3,  2,  -1, 3,  -2, 2,  -2, 3,
+    0,  0,  4,  -5, 4,  -5, -1, 2,  -5, 3,  0,  1,  3,  0,  -1, -2, -5, 2,  3,  -1, 4,  -2, 4,  4,  -4, -2, -5, -5, -1,
+    3,  0,  -5, -2, 2,  -2, 4,  -4, -3, 0,  2,  -1, 3,  2,  -2, -1, -4, 2,  -5, -2, 2,  2,  3,  4,  4,  -5, -3, 4,  -1,
+    0,  4,  1,  -3, -3, 2,  2,  2,  4,  -2, -3, -4, 1,  3,  -3, -5, 4,  -1, -4, -1, -5, 4,  -5, -2, 3,  3,  3,  1,  1,
+    4,  3,  0,  -4, 4,  2,  -3, 3,  -5, 4,  -3, -2, -5, -1, 1,  -2, -3, -3, -3, 4,  0,  2,  -3, -3, 1,  2,  -5, -2, 2,
+    3,  2,  3,  -4, 1,  2,  4,  1,  4,  3,  -1, 0,  1,  -2, -5, -1, -3, -2, 4,  -3, -4, -1, -2, -4, -5, 0,  -1, -5, -4,
+    -4, -1, 1,  -5, -3, -1, 2,  -1, 4,  1,  3,  3,  -5, -4, 2,  2,  -2, 0,  -5, 1,  -2, -1, 3,  1,  -4, -3, 2,  4,  2,
+    -5, 2,  -4, 3,  -1, 0,  3,  -5, 1,  4,  3,  -2, 3,  3,  -2, 3,  -2, 1,  0,  -5, 3,  -4, -4, -4, 0,  -5, 4,  -5, -2,
+    -4, 4,  -5, 0,  1,  -4, -1, 0,  3,  3,  -3, -1, 1,  -3, -5, 4,  -4, -4, -3, -3, 0,  -4, -3, 3,  -2, -4, 0,  -3, -4,
+    -3, -1, -4, -2, -4, 4,  -2, 4,  -2, 3,  4,  2,  -4, 2,  -4, -5, 2,  2,  1,  -5, 2,  0,  4,  4,  1,  0,  2,  3,  -2,
+    2,  1,  -1, -1, 3,  1,  1,  -3, 3,  2,  -5, -1, 0,  3,  -3, -2, -2, 4,  2,  4,  -5, -4, 2,  3,  0,  4,  4,  1,  -5,
+    4,  4,  -4, 2,  -4, 1,  4,  -5, -3, -5, -2, -1, -1, -3, -4, 2,  -2, 0,  0,  -3, 3,  0,  1,  4,  -4, -5, -4, -2, 0,
+    -2, 4,  2,  3,  -1, 3,  -5, 3,  -2, -3, 3,  4,  3,  -4, -3, -3, -2, 3,  4,  -2, 2,  -3, 1,  3,  2,  -3, 2,  4,  -1,
+    3,  0,  2,  3,  1,  2,  3,  -5, 4,  3,  3,  -2, 2,  -2, -2, -4, 3,  0,  -4, -3, 4,  1,  2,  2,  -3, 0,  4,  -3, -2,
+    -3, -4, -4, -2, 0,  3,  -2, 2,  -5, -4, 0,  4,  3,  3,  0,  -5, -4, -2, -1, -3, 2,  3,  -3, -3, 1,  -3, -4, -5, 2,
+    1,  1,  -3, 1,  -5, 3,  4,  1,  -2, 1,  2,  0,  -2, -2, -4, -3, -5, -3, -5, 3,  -4, 1,  2,  -4, -4, 1,  4,  -5, 4,
+    -5, 3,  -5, -5, -3, -2, -3, 0,  -1, 4,  0,  -3, -4, 1,  -1, -3, -1, 2,  2,  -3, 4,  -5, -1, -1, -2, -3, -3, 4,  1,
+    -2, 2,  -1, -3, -4, 3,  -3, 2,  -2, 1,  -5, 0,  4,  -3, -4, 1,  -4, -3, -4, 0,  -4, 3,  4,  3,  -5, 0,  -4, 1,  -2,
+    4,  -4, -3, -4, -4, -1, 1,  4,  -4, -4, -5, -3, 1,  -3, 3,  -3, 2,  -3, 0,  -4, -1, 1,  2,  0,  -4, 4,  3,  4,  1,
+    -1, 1,  2,  0,  -3, 1,  -4, -3, -5, -5, 0,  1,  2,  -4, -2, 3,  -1, 4,  3,  1,  3,  -3, -5, 1,  -2, 1,  -5, -3, -3,
+    -4, 0,  -2, -3, 3,  0,  4,  -1, 4,  -4, 1,  -4, 3,  -4, 3,  -3, 3,  -1, -1, -3, -4, -2, -1, 4,  3,  -3, 2,  -2, 4,
+    -5, -2, -4, -4, -3, 3,  -2, -1, -2, 2,  3,  3,  -1, 3,  4,  3,  1,  -5, 4,  -2, 3,  -2, 0,  2,  2,  -5, -4, 1,  -1,
+    -2, 2,  0,  -1, -2, -2, 3,  2,  -3, -2, 3,  2,  -2, -3, 3,  1,  2,  -4, 4,  2,  3,  -4, -3, 0,  -4, 3,  0,  2,  -4,
+    -1, -4, -2, -2, 0,  -2, -1, 4,  2,  1,  -3, 1,  2,  -1, 2,  -3, -1, 4,  -5, 0,  1,  -3, 4,  2,  -5, -2, -4, 3,  -4,
+    -4, 3,  -4, 3,  2,  0,  3,  -1, 2,  4,  -4, -5, -5, -5, -4, -4, -4, 3,  -2, 4,  -1, 4,  0,  -4, 1,  3,  -3, 2,  -4,
+    1,  -5, -2, -4, 4,  2,  -3, -4, -4, -4, 2,  -1, 4,  -4, -2, 1,  -4, 4,  4,  3,  -3, 3,  3,  4,  -3, 4,  -4, 0,  4,
+    2,  0,  2,  -4, 1,  4,  2,  4,  2,  4,  -4, -4, 0,  -3, 0,  3,  -4, -5, 2,  3,  -3, 1,  1,  1,  4,  -5, -5, -4, -4,
+    1,  -5, -1, 1,  0,  -1, -4, -2, -3, 0,  4,  4,  -2, 1,  -3, 3,  0,  -5, -4, -5, -2, 4,  1,  2,  0,  -2, -5, 2,  4,
+    4,  0,  -4, 1,  -3, 2,  3,  -5, 2,  3,  -4, -2, 4,  -4, -1, -5, 0,  -4, -4, -4, 3,  -1, -2, -3, -4, -1, 1,  -3, 2,
+    -4, -2, 3,  -4, 0,  0,  4,  2,  2,  -2, 0,  -4, 1,  -3, 3,  0,  1,  -3, 4,  -5, 1,  -5, -2, -1, 4,  2,  -2, 0,  -5,
+    -1, -2, 0,  -4, -1, 1,  -4, 0,  -5, -4, -4, -4, -4, -5, -1, 4,  3,  -2, -4, -2, -2, -4, -5, -5, -1, -4, 3,  4,  -4,
+    -3, 2,  -3, 2,  -5, -4, 3,  4,  -3, 2,  2,  -3, -1, -4, 2,  2,  1,  4,  1,  -5, 4,  -3, -3, 2,  2,  -3, -2, 4,  -1,
+    -3, -5, 0,  -1, -4, 3,  -4, 0,  3,  -2, 4,  -3, 0,  -4, 4,  2,  4,  -4, 1,  0,  0,  -1, -2, 2,  3,  -5, 1,  4,  -4,
+    3,  1,  4,  4,  -1, -1, -2, -4, 0,  4,  3,  0,  -3, -2, -5, 1,  2,  2,  -2, -2, 1,  -4, -5, 3,  -3, -1, 1,  -5, -3,
+    3,  -2, -4, -1, -2, -2, -2, -3, -5, 0,  -2, 0,  -4, 1,  -3, -2, 2,  -3, 1,  1,  4,  3,  2,  0,  1,  -1, -2, 2,  -3,
+    -5, 4,  3,  -3, 4,  -5, -3, -3, 2,  4,  -1, -2, 1,  -5, 2,  -2, 2,  2,  1,  -2, 0,  2,  -3, -5, 4,  4,  0,  1,  -5,
+    1,  -1, -3, -5, 0,  2,  3,  2,  -2, 2,  -4, 4,  2,  0,  -1, 1,  -1, 0,  -2, 3,  2,  -1, -5, -1, -1, -2, 0,  2,  4,
+    -1, 2,  -1, -2, 4,  1,  2,  -5, -1, -2, 2,  -2, -1, 4,  -4, 3,  -5, -3, -3, -3, 1,  -4, -3, 2,  -2, -5, 0,  2,  -2,
+    0,  1,  0,  -3, -4, 1,  -5, -5, -4, -4, -4, 0,  -1, -4, -2, -2, 1,  -2, -5, 3,  2,  -4, 1,  1,  -1, 0,  3,  -1, -3,
+    3,  -1, 2,  2,  3,  4,  -3, -2, -2, 2,  1,  -3, -2, -2, 0,  2,  -3, 2,  -1, 0,  -1, 1,  1,  1,  1,  -4, 0,  2,  4,
+    -3, -4, -2, 1,  -1, -1, 4,  -1, -1, -1, 4,  -4, -5, 1,  1,  -4, -3, 2,  1,  2,  -2, 3,  3,  -1, 3,  -5, 3,  1,  -1,
+    -1, 4,  3,  -4, -5, -1, 1,  4,  -4, -3, -5, -2, -4, 3,  -1, 1,  -1, 2,  -5, -1, -2, 3,  1,  -4, -5, -5, 2,  -1, -5,
+    -4, 1,  -5, -2, -1, -1, 0,  -5, -2, -4, 2,  2,  -4, 0,  4,  -2, -5, 1,  0,  -4, 4,  1,  1,  3,  -5, -5, 2,  -5, 2,
+    -1, -1, -5, 2,  0,  2,  -5, 1,  -1, 3,  -3, 0,  -1, -4, 4,  -1, -4, -1, 3,  1,  4,  4,  1,  2,  -1, 0,  -3, 1,  -5,
+    3,  3,  3,  -3, -4, 4,  -3, 4,  1,  2,  -3, -1, 1,  -1, 1,  -5, -5, -4, 4,  -3, -2, 4,  -1, 3,  0,  4,  -5, -3, 3,
+    -2, -4, 0,  -1, 0,  4,  -5, -4, 2,  4,  -3, 2,  2,  -5, -4, 0,  -4, -2, 1,  -3, 0,  1,  4,  0,  -1, -1, -4, 1,  0,
+    3,  4,  -4, -3, 1,  4,  -4, 1,  4,  1,  3,  3,  -2, 1,  0,  4,  0,  -5, 2,  3,  -2, 4,  0,  2,  -5, -1, -5, -5, -1,
+    -1, 2,  -5, -2, 2,  -3, -5, 3,  -1, 4,  2,  2,  -5, -4, -2, -2, -3, 4,  3,  2,  -2, 3,  -2, 0,  -5, -2, 3,  4,  0,
+    0,  1,  -5, -1, 2,  4,  -3, -1, -5, -5, -1, 0,  2,  4,  0,  4,  -5, 1,  -4, 2,  2,  3,  3,  4,  -2, 3,  2,  -1, 1,
+    2,  -5, 4,  3,  -1, 3,  3,  -4, 0,  -1, -1, -5, 0,  -5, 4,  1,  2,  0,  -2, -4, -4, 0,  2,  -5, -2, 4,  -2, 3,  -5,
+    -5, 1,  -3, 0,  3,  -4, 2,  3,  4,  -2, 1,  1,  -1, -4, 0,  4,  -2, 2,  3,  -3, -3, -3, -5, -1, -4, 0,  1,  4,  1,
+    -3, 4,  -2, 3,  2,  0,  0,  1,  -1, 0,  2,  2,  -2, 1,  3,  2,  -1, -5, 2,  -5, -5, -5, -1, -4, -2, 4,  -4, -4, -5,
+    3,  4,  2,  2,  4,  1,  0,  2,  -2, 4,  2,  -2, -1, -1, -5, -2, -5, -5, 4,  -3, 4,  2,  4,  -2, -4, -3, -5, -5, -5,
+    1,  3,  -2, 0,  4,  4,  -2, 3,  -3, -5, 1,  -4, -4, 1,  -5, -4, -3, 1,  0,  -2, -5, -1, -3, -3, 0,  1,  1,  0,  2,
+    0,  2,  -1, -2, -5, -4, -4, 2,  -5, -3, -5, 2,  -3, 4,  -1, 2,  -4, 1,  4,  -3, -3, -1, -5, 4,  1,  0,  3,  3,  4,
+    -1, -3, 4,  -5, -3, -5, -3, -4, -2, -2, 3,  -5, -2, -2, -3, 3,  1,  2,  3,  4,  -3, 0,  1,  4,  -5, -2, -4, 0,  0,
+    1,  -4, 3,  -5, 0,  -3, 1,  -3, -5, 1,  1,  4,  -5, 2,  3,  3,  3,  -5, 3,  1,  3,  0,  -5, -2, 2,  4,  -1, -3, -4,
+    -3, -2, -2, 2,  0,  -2, 0,  -2, 1,  -3, -3, -1, -1, -5, -4, -2, -4, 3,  3,  0,  3,  -1, -1, 2,  3,  2,  4,  -5, 4,
+    -2, -3, 3,  -5, 4,  1,  -2, 2,  2,  -5, -4, -4, 3,  4,  -3, -1, -4, -5, 1,  4,  -1, 2,  3,  1,  3,  -5, 3,  4,  -5,
+    0,  2,  -3, -3, -4, 0,  2,  3,  -4, -5, 4,  3,  -5, -4, -4, 2,  0,  0,  -5, -3, -5, 0,  4,  1,  -2, 0,  -5, 1,  -2,
+    -5, -3, -3, -3, -5, -2, -2, 1,  -1, 0,  3,  -2, -4, -2, 0,  2,  -5, -2, -5, -4, 4,  4,  -3, 0,  3,  -4, -1, -4, 4,
+    3,  -1, -4, -1, -4, 2,  1,  -2, -1, -5, -5, -5, -4, -5, 0,  0,  -3, -3, -1, 1,  -3, 1,  -3, 1,  4,  3,  4,  0,  -2,
+    3,  2,  -4, -4, -1, 3,  0,  3,  -5, -5, -2, 4,  -5, -2, 2,  -5, -4, -5, -4, 3,  2,  -5, -3, 4,  1,  2,  2,  3,  3,
+    -1, -1, -1, 2,  -4, -1, -5, 1,  3,  0,  1,  4,  -2, 0,  2,  -5, -5, 1,  -3, 0,  3,  2,  -1, 1,  0,  -2, 1,  -2, -2,
+    3,  -2, 0,  -4, 2,  -2, -2, 0,  0,  -1, 4,  -4, 2,  -2, 3,  1,  -4, -3, -5, 0,  -2, -3, -1, -2, 2,  1,  -5, 1,  -1,
+    0,  2,  -1, 2,  0,  -2, 4,  0,  -2, 1,  -3, -5, 4,  -2, -1, -3, 1,  2,  -4, -1, 0,  -3, 0,  -2, -1, 0,  3,  2,  3,
+    -5, -4, 0,  4,  -4, -2, -1, -5, -4, 2,  1,  -1, 1,  0,  4,  -2, 2,  -4, 0,  4,  2,  -3, 0,  4,  2,  0,  1,  -4, -4,
+    -1, -5, 0,  -3, 2,  -5, 3,  0,  -2, 1,  0,  -2, 0,  -1, -2, 4,  -3, -4, -1, 1,  2,  2,  -3, -4, -3, -2, -5, 0,  4,
+    4,  -4, -5, 2,  -1, -4, -2, 0,  -2, 4,  0,  1,  -3, -2, -1, 4,  -1, -2, -4, 3,  1,  3,  3,  0,  0,  0,  -2, -1, 2,
+    -4, -2, 1,  4,  -4, -3, 3,  -2, 0,  -5, -2, -1, -2, 2,  -4, 2,  -4, 0,  -5, -1, 0,  0,  -3, 1,  2,  1,  0,  -3, 1,
+    3,  0,  -3, 2,  2,  -1, -1, 3,  -4, -4, -4, 0,  -5, -4, 3,  1,  4,  0,  -4, -3, -5, 4,  -5, -2, 3,  -2, -2, -1, -1,
+    -4, -1, -5, 4,  4,  -3, -4, -1, -3, -4, -2, -2, 2,  -1, -1, -1, 1,  -1, 4,  -5, 0,  4,  -3, 1,  -1, 0,  -1, 4,  -4,
+    0,  0,  -3, 4,  -5, -5, 2,  4,  -2, 0,  -5, -4, -2, 2,  0,  -5, 1,  2,  -2, -1, -1, 0,  -3, -3, -2, -2, 1,  1,  -1,
+    -3, 4,  -1, -4, 0,  -4, 4,  4,  -5, -4, 1,  4,  4,  4,  -3, -3, 0,  4,  1,  -2, 3,  -4, -3, 3,  4,  -1, 1,  -2, -1,
+    2,  2,  -3, -3, -1, -4, 1,  -4, -1, 3,  -5, -2, 4,  -2, 3,  -2, -5, -1, 1,  -5, 3,  2,  1,  -4, -4, -4, -5, -2, -1,
+    -5, 1,  1,  -1, -1, -5, -2, 2,  -1, -3, 0,  1,  -4, 1,  1,  -5, 4,  2,  0,  2,  -3, -4, -4, 2,  2,  -1, 2,  2,  -2,
+    2,  -1, -4, -4, -4, -3, 2,  -2, 4,  -3, -5, 2,  3,  2,  -4, -4, 1,  -1, 4,  4,  2,  4,  1,  -5, 4,  2,  -2, 3,  3,
+    -2, 1,  3,  -5, 4,  2,  2,  -1, 2,  -5, 1,  -3, -5, -2, 0,  2,  0,  -5, -4, -3, 2,  4,  3,  3,  -4, 1,  -5, -2, -4,
+    -3, 3,  0,  3,  -3, -3, 1,  1,  2,  4,  -4, -3, -1, -4, 2,  1,  3,  3,  3,  -5, 3,  0,  -5, 1,  3,  -2, -1, -4, -5,
+    -2, -5, 3,  0,  2,  -2, 1,  4,  -2, -1, -3, 2,  -4, -1, -3, 1,  -5, 3,  -2, 1,  3,  4,  -3, -5, 0,  1,  3,  3,  1,
+    2,  1,  -2, 4,  -3, -2, -3, -5, -1, -2, 2,  -5, -1, 0,  4,  3,  -3, 0,  2,  0,  -5, 1,  -5, 4,  4,  2,  -3, 2,  3,
+    1,  -4, -1, 3,  -2, -3, -4, -2, -5, -1, 4,  -3, -4, -1, 1,  -2, 2,  -1, 3,  1,  -3, -2, -5, -3, 0,  -4, -3, -1, 4,
+    4,  -4, 1,  4,  -4, 1,  -3, 2,  -5, -2, 0,  -1, -2, -5, 3,  3,  0,  0,  -3, 3,  -4, 1,  1,  -3, -4, 1,  -2, -4, 3,
+    -4, 3,  -3, 4,  -4, -5, -5, 4,  -4, 4,  1,  -1, -1, -5, -2, 4,  4,  2,  -3, 4,  -5, -2, 1,  2,  3,  2,  1,  -5, -4,
+    0,  4,  -4, 0,  -3, -2, -4, -3, -4, 2,  0,  -5, -1, -5, -5, -5, 3,  4,  0,  1,  -3, -3, 3,  2,  1,  4,  3,  2,  -3,
+    -2, -5, -1, -1, 4,  -2, -3, -2, -3, -2, -5, -1, -1, -5, -2, 4,  -1, -5, -5, -4, -5, -3, 1,  0,  -1, -5, -5, -4, -4,
+    -5, 0,  -4, 0,  1,  2,  0,  -1, 3,  4,  -5, -4, 3,  4,  -4, -4, 2,  -2, 1,  -5, -2, -2, -1, -5, 1,  2,  -4, 1,  2,
+    -3, -2, 2,  3,  1,  -2, 2,  -2, 1,  -2, -3, 0,  0,  2,  4,  0,  -2, -1, 3,  3,  -1, 2,  4,  1,  2,  0,  1,  2,  0,
+    0,  -4, -4, 4,  -5, -3, -3, 2,  4,  -3, 1,  3,  3,  3,  3,  -1, 3,  -1, 1,  -2, -4, -1, -4, -5, -4, 2,  -2, -3, 4,
+    4,  -3, 2,  -4, -3, 3,  -2, 4,  -1, 4,  -1, 1,  1,  -2, -5, -2, 3,  2,  -4, 1,  3,  -2, -5, 1,  -3, -1, -1, -2, -3,
+    1,  -1, -3, -1, 3,  -2, -4, 3,  0,  0,  -1, 2,  0,  2,  3,  -1, 3,  0,  -1, 1,  -2, 3,  2,  4,  -1, -5, 0,  -2, -2,
+    3,  -2, -5, -2, -4, 4,  -5, 0,  2,  4,  -4, -4, 4,  -4, -4, 0,  3,  3,  -1, -2, 0,  2,  3,  -3, -1, -4, 3,  -2, 4,
+    4,  -3, 0,  -2, 4,  -4, -2, -5, 0,  -5, -5, 4,  0,  -1, -2, -3, 2,  2,  4,  -5, 0,  -5, 3,  -3, -5, 1,  2,  -2, -5,
+    -1, 1,  -1, 3,  2,  4,  -5, -3, 0,  -5, 0,  -2, -1, -2, 4,  -1, -1, 2,  0,  -3, 2,  -2, -1, 4,  -3, -2, -3, -4, 3,
+    -3, -2, -1, -2, 0,  -2, 1,  2,  3,  -3, -2, -2, -5, -4, -1, 3,  4,  -1, 3,  0,  3,  -2, 3,  4,  1,  1,  3,  -1, -4,
+    4,  -3, -4, -5, -2, 0,  -5, -2, 4,  -4, 2,  -4, -5, 4,  -1, -2, 0,  2,  -1, 1,  3,  4,  -4, -2, 2,  3,  -2, -5, 4,
+    0,  -4, 2,  -3, 0,  0,  4,  0,  -3, 0,  -1, -4, -2, -1, -1, 4,  3,  -4, -5, -2, -2, -4, 4,  2,  -5, -1, 4,  -2, 0,
+    3,  -2, -4, 1,  -2, -4, -3, -1, 3,  -3, -2, 2,  -4, -5, 1,  1,  4,  4,  1,  3,  1,  2,  -2, -4, 0,  -2, -3, -4, -2,
+    -2, 1,  -1, -2, -5, -1, 0,  -5, 3,  -1, -3, -2, 1,  -5, -4, 4,  -3, -4, -1, 2,  0,  -3, 2,  3,  -2, 0,  2,  -5, 1,
+    3,  -3, 2,  3,  0,  -5, -4, -3, -3, 4,  4,  -2, -3, -3, 4,  -3, -1, -1, 2,  -1, -4, 0,  1,  3,  -1, 1,  0,  -4, 1,
+    0,  -5, -1, -5, -3, -1, -1, -2, 2,  3,  -1, -4, -3, 2,  0,  -1, 3,  1,  1,  3,  -4, 0,  1,  -1, 4,  0,  -5, -4, -2,
+    -1, -2, -2, -2, -3, -2, -3, 1,  0,  -5, -4, 3,  -4, 1,  -3, -5, -2, -3, 0,  3,  -3, 4,  2,  -5, 1,  4,  3,  -3, -5,
+    2,  -2, -1, 1,  -2, 4,  4,  4,  4,  0,  -5, 3,  0,  0,  2,  -3, -5, -5, -5, -2, -4, -1, 4,  4,  1,  -1, 3,  -4, -1,
+    -5, 0,  2,  2,  -5, -1, 1,  -3, -5, -2, -2, -1, -4, 0,  0,  3,  0,  -1, 3,  0,  -2, 4,  -1, 0,  1,  3,  0,  0,  3,
+    0,  3,  0,  1,  -3, -2, -5, 1,  4,  4,  0,  -2, 0,  1,  -2, 1,  -4, 0,  0,  4,  -2, 2,  -5, 0,  1,  -2, 4,  3,  2,
+    4,  -4, 0,  1,  1,  -2, 2,  -4, 2,  -3, -3, -1, 0,  2,  -3, 1,  -3, 2,  -1, -1, 1,  -5, -3, -1, -1, -3, 0,  3,  1,
+    1,  -2, 2,  -2, -2, -2, -1, -1, -4, -3, -3, -4, 1,  4,  -4, -4, -3, -1, -5, -2, -2, 3,  -1, -1, 3,  -5, 4,  -3, 1,
+    3,  -4, -1, 4,  -5, -1, -2, -3, -4, -4, -5, -5, -3, 1,  4,  -1, -4, -3, 2,  -3, 0,  -3, 1,  2,  -1, -2, -5, -5, -2,
+    3,  -1, -1, -4, -4, 3,  1,  1,  -5, -2, -3, -1, -3, -1, 2,  -2, -5, -5, 0,  2,  -1, -1, 3,  -1, -3, 3,  3,  -2, -1,
+    1,  -2, 4,  2,  2,  0,  -5, 4,  4,  1,  3,  1,  3,  1,  -2, -5, -3, 3,  3,  3,  -3, -4, 1,  -5, -4, 0,  2,  -1, 0,
+    -1, -4, 3,  4,  -5, -5, 3,  -5, 4,  4,  0,  -2, 2,  2,  -5, -1, 1,  3,  3,  3,  3,  -2, 0,  0,  -4, -2, 1,  -3, 2,
+    0,  -2, 3,  -5, -4, -1, 2,  -5, -1, 0,  4,  -3, -2, 2,  -4, -3, 0,  -1, 0,  2,  -1, -3, -2, 4,  3,  0,  -3, -2, -5,
+    -2, 2,  4,  3,  -5, -2, -5, 3,  -4, 4,  0,  -5, 2,  4,  1,  -2, -5, -1, 0,  0,  -5, 0,  -4, 1,  3,  0,  1,  0,  -3,
+    -4, -5, -3, 2,  0,  -5, 1,  -2, -2, -2, 1,  -4, 0,  -2, 3,  3,  2,  -2, 2,  -5, -3, -4, 0,  -1, -4, -5, 2,  1,  0,
+    -1, 1,  -3, -5, -4, 0,  4,  3,  -3, 0,  -1, 1,  -5, 3,  -2, -2, 4,  -4, -5, 4,  -2, -4, 0,  2,  2,  4,  0,  -4, -2,
+    2,  2,  -3, -5, 2,  -3, -1, 4,  2,  -5, 0,  -1, 2,  0,  -4, 4,  3,  -2, -1, 1,  0,  -4, 1,  -2, -2, 0,  -1, -3, -3,
+    -2, -2, -4, -4, -3, 1,  -3, -5, 0,  -4, 2,  4,  3,  3,  2,  4,  -3, -5, 1,  -1, 0,  -3, -2, 2,  1,  -1, 2,  -5, 2,
+    -3, -2, -2, -3, 3,  -3, -1, 0,  0,  2,  -4, -3, -5, 1,  1,  4,  -2, -2, -1, -5, 2,  -1, 2,  4,  -1, 4,  -4, 3,  -5,
+    -1, -3, -1, 0,  3,  2,  0,  -2, 1,  3,  1,  -2, -2, 4,  3,  -3, 0,  -4, 3,  4,  -1, 2,  0,  -2, 1,  -2, -4, -1, 3,
+    2,  3,  -4, 2,  -3, 0,  -4, -2, -1, 3,  0,  4,  1,  -4, -5, 4,  4,  -1, -3, 0,  -5, -5, 0,  2,  4,  -2, 3,  -4, 2,
+    0,  -3, -1, -2, 2,  0,  -1, -5, 3,  -3, -5, -3, 1,  -3, -4, -4, -5, -5, 1,  -1, 4,  -2, 2,  -3, 0,  0,  2,  0,  0,
+    -5, 4,  4,  0,  3,  -2, 3,  -1, 0,  0,  -2, 2,  3,  -3, -2, -1, -2, -1, 4,  2,  -3, -2, -3, -4, -4, -4, 3,  -3, 0,
+    2,  -5, 4,  -1, 3,  -4, 4,  -3, 4,  -2, -2, 4,  4,  -2, -2, 2,  2,  -1, 0,  1,  -2, -4, -4, -2, 4,  2,  -4, -5, -2,
+    3,  -4, -3, 3,  0,  1,  1,  -3, 3,  -4, 3,  2,  1,  2,  0,  -3, 0,  0,  -3, 2,  -3, 2,  0,  4,  -4, -2, 3,  -5, -5,
+    0,  -3, 3,  -3, 3,  -1, -5, 3,  4,  -2, 0,  -1, 0,  2,  4,  -5, -4, 1,  -2, 2,  3,  1,  -5, -5, -2, -1, -5, 4,  0,
+    3,  2,  4,  2,  2,  3,  -4, 2,  -4, 4,  3,  0,  -3, -3, -1, -5, 4,  -5, 0,  -1, -1, 3,  0,  -5, 3,  4,  -2, -3, 2,
+    2,  2,  1,  1,  3,  1,  4,  -5, -1, 4,  3,  -3, -1, -2, 3,  -4, -2, -2, -1, 0,  0,  -4, 4,  -3, 0,  4,  3,  3,  2,
+    2,  -1, 0,  3,  -2, 0,  4,  3,  -1, -4, -1, 2,  -5, 0,  0,  3,  -2, 0,  -3, 4,  3,  -5, 2,  -5, -4, 1,  0,  -1, -5,
+    -4, 3,  -2, -5, 1,  -2, 3,  1,  4,  -3, -2, -1, 3,  4,  0,  1,  -4, -3, -5, -5, 4,  -4, -1, 1,  -5, -3, 0,  -3, 2,
+    3,  -3, 1,  2,  -2, 3,  2,  -2, -4, -2, 2,  3,  -2, -5, 3,  3,  0,  4,  -3, 2,  -5, 3,  -2, -2, -4, 3,  -3, -4, -1,
+    4,  3,  -4, -1, -5, 2,  4,  2,  -5, 1,  2,  3,  3,  -4, 1,  -3, 4,  -1, -1, 2,  2,  0,  -1, 2,  -1, 3,  -5, 4,  -1,
+    -1, -5, -5, -1, -2, 2,  -4, 0,  -4, 4,  -2, 0,  -1, 0,  -3, -1, 3,  4,  1,  1,  -1, -3, -5, 0,  2,  -4, 2,  4,  -1,
+    0,  -3, -4, -4, 2,  2,  -1, 2,  -2, 3,  4,  3,  0,  -4, -4, -3, 4,  1,  3,  -3, 3,  3,  -1, 2,  2,  0,  2,  1,  -1,
+    0,  4,  -5, 0,  2,  -3, 2,  3,  4,  0,  -5, 3,  1,  0,  2,  3,  1,  -3, 4,  3,  -2, 4,  2,  4,  -3, -3, 4,  2,  -5,
+    -3, 1,  1,  2,  3,  4,  -3, -4, 2,  2,  3,  4,  -4, -1, -3, -4, 3,  3,  3,  2,  -4, -2, -2, -5, -3, -2, 2,  0,  4,
+    0,  -3, 4,  -2, 4,  4,  -3, -5, 4,  -4, 0,  -4, -5, 4,  -2, -5, 0,  -5, 3,  -3, -1, 3,  -5, -2, -4, 4,  0,  2,  -4,
+    4,  -3, -4, -3, -2, -5, -3, -2, 3,  -4, 0,  -5, 1,  3,  -5, 0,  -2, 0,  -4, -1, -5, 0,  -3, -5, -5, -3, -4, 3,  -5,
+    1,  -1, 2,  3,  3,  2,  -1, -1, -1, 2,  -1, -2, -1, -4, 2,  2,  -5, 1,  -3, -3, 2,  0,  0,  -2, 2,  -2, 1,  3,  3,
+    1,  -1, -2, -2, -3, 2,  1,  3,  -5, -4, -4, 3,  -2, -5, -1, 4,  -2, 1,  -2, -3, 2,  3,  -4, -4, 1,  -4, -1, 3,  2,
+    -2, 3,  -3, -3, 1,  3,  4,  1,  -1, -4, -4, 0,  -1, -1, -2, 3,  3,  -1, -1, -1, -3, -1, -1, -2, -2, 1,  -5, 1,  2,
+    3,  3,  4,  -5, 3,  -4, 2,  2,  -2, -4, -4, -4, -5, -5, -4, 1,  -5, 2,  3,  2,  -1, -3, -3, -5, 0,  2,  -1, 0,  -4,
+    1,  -3, -3, 3,  2,  4,  -3, -4, 1,  -4, 1,  0,  -5, -5, -2, 3,  -1, -5, 1,  -5, -5, -2, 2,  -4, 2,  -4, 1,  -2, -2,
+    -3, -5, -3, -5, 0,  0,  -1, 4,  -4, -5, 0,  -1, 3,  -1, 0,  -5, 3,  0,  -4, 3,  2,  1,  0,  2,  1,  -4, 3,  -2, -1,
+    0,  4,  0,  -4, -3, -3, -3, -3, 4,  3,  0,  1,  0,  -3, -4, -5, 2,  -5, -3, -4, -3, -2, -3, -4, -5, -4, 2,  -1, -1,
+    2,  -2, -1, 1,  -1, 4,  -3, 0,  3,  -5, -2, 3,  -3, -5, -2, 3,  -4, -1, 4,  -5, -5, -1, -3, 1,  -1, 2,  -5, 1,  -4,
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+    -4, 2,  4,  1,  -2, 3,  -3, -5, 1,  2,  -5, 0,  1,  4,  2,  -2, -5, 4,  -2, 3,  0,  -2, -3, -1, 1,  4,  0,  1,  1,
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+    3,  2,  -1, 4,  -5, -2, -3, 1,  -3, 0,  2,  -3, -3, -3, 0,  2,  -2, -4, 4,  3,  3,  -3, 2,  -2, 1,  0,  -3, 4,  -1,
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+    4,  -4, 4,  -5, -2, 1,  2,  2,  0,  -1, -1, 0,  2,  -4, -4, 2,  4,  3,  -1, -1, 0,  -1, -1, -2, -5, 0,  -4, 4,  -2,
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+    -2, 0,  -5, 4,  4,  -4, -2, 4,  -2, -3, 0,  -2, -1, -3, -5, 2,  -3, 2,  -4, 1,  4,  1,  -5, -1, -1, -4, -4, 0,  -2,
+    -5, 1,  4,  -1, -3, -1, -5, -5, 2,  3,  1,  -4, 0,  -5, 1,  4,  -3, -5, 2,  3,  1,  -3, -3, 1,  -5, -3, -1, 1,  -5,
+    0,  0,  3,  -4, -2, -3, 4,  -1, -2, -2, -2, -1, -1, -1, -3, -4, 1,  -5, -5, 2,  -4, -1, -1, -2, 1,  1,  4,  -4, 4,
+    -5, 2,  -5, -4, -3, -5, -2, -5, -4, -2, 4,  3,  -2, -3, 3,  -2, 0,  0,  -3, -1, 1,  3,  -2, -1, -1, -4, -3, 2,  0,
+    -2, 2,  3,  -5, 2,  -2, 1,  1,  -3, -2, 2,  1,  -3, 0,  1,  4,  -1, -1, -3, 0,  -5, 3,  2,  2,  3,  -1, -4, 3,  -1,
+    3,  3,  3,  4,  -3, -5, 1,  1,  -4, 0,  2,  2,  -3, 4,  3,  2,  0,  3,  0,  1,  -1, 0,  -2, -4, -2, 3,  0,  0,  3,
+    0,  2,  0,  3,  -4, 4,  0,  -2, 0,  4,  -5, -1, -4, -1, -2, 2,  -5, 0,  3,  -2, -1, 3,  0,  3,  2,  2,  3,  -1, 1,
+    0,  3,  -3, 3,  -2, 3,  1,  -4, -1, -2, 4,  1,  -3, 4,  1,  -5, -3, 2,  2,  -5, -4, 4,  -5, -4, 4,  3,  -5, 0,  -2,
+    4,  -2, -2, 4,  0,  1,  -2, -3, 3,  -3, 3,  -2, -2, 4,  -3, 1,  -3, 4,  2,  4,  -1, -4, 1,  1,  -3, 2,  -3, 2,  -5,
+    3,  -3, -5, -5, 1,  1,  -5, 4,  -1, -3, -4, 1,  1,  -1, -3, -2, 4,  -4, 3,  -3, -3, 1,  3,  4,  -4, 2,  3,  -4, 1,
+    2,  0,  1,  1,  -5, -1, -5, -3, -2, 2,  1,  4,  4,  3,  1,  -1, -1, 2,  -4, 2,  -3, -3, -3, -3, -4, -3, -2, -4, 3,
+    3,  -1, 3,  -2, 2,  -2, -1, -2, -5, 0,  -3, -5, -4, 3,  3,  0,  2,  -4, 3,  2,  -3, -1, -5, 2,  2,  -2, -2, 2,  -2,
+    -2, 3,  -1, 1,  3,  2,  -1, -1, -1, 4,  -4, 4,  -3, -3, 4,  -5, -2, -1, -4, 3,  1,  4,  -2, 3,  1,  -3, 4,  -5, 1,
+    2,  -3, -5, 2,  -3, 1,  -3, 3,  2,  0,  -4, 1,  4,  -4, 2,  1,  1,  1,  -4, 1,  3,  -5, 0,  -2, 3,  -3, -4, -4, -3,
+    -4, -2, -1, -2, -5, -4, -1, -5, -4, -2, -3, 1,  -1, -3, -3, 4,  1,  0,  1,  3,  -3, -2, -3, 4,  -3, 3,  2,  -2, 4,
+    2,  -5, 0,  1,  -3, 3,  -5, 0,  -4, -2, 2,  3,  -5, 4,  -5, 0,  4,  -1, 0,  -4, 4,  2,  -1, 3,  -1, 4,  -2, 1,  -3,
+    0,  -4, -3, -1, 2,  3,  1,  -1, -2, -5, 2,  2,  0,  -5, -3, -4, 4,  -4, -2, -3, 3,  1,  -4, -4, 4,  -5, 3,  0,  4,
+    -4, -5, 4,  -3, -2, -5, -1, -5, -3, 3,  -1, 1,  -5, -1, -5, -3, 1,  -1, 2,  -5, -4, 0,  -5, -1, -5, -1, 3,  -5, 2,
+    -2, -3, -2, 2,  0,  -2, -1, -4, -1, -5, -1, 4,  3,  -1, -1, -3, -3, -3, 2,  0,  0,  2,  -3, -3, -5, 1,  0,  -1, -5,
+    -3, 3,  -1, 3,  1,  2,  3,  4,  -2, 4,  -4, 0,  -4, 3,  -2, 2,  -1, 2,  0,  -3, -4, 0,  0,  -1, 0,  4,  -1, -4, 3,
+    1,  3,  3,  -5, 4,  3,  2,  4,  3,  0,  1,  4,  1,  0,  -5, 2,  -3, -3, -3, 4,  2,  2,  -2, 0,  -2, -3, -2, 0,  2,
+    3,  2,  -2, -5, 2,  3,  -5, -4, -2, -4, 2,  1,  -2, -4, 0,  0,  2,  -2, -1, -5, 3,  1,  3,  -1, 0,  0,  -4, -1, -5,
+    2,  -5, 4,  -4, -2, -4, 4,  0,  -5, 3,  1,  -3, -4, -2, 0,  -3, -4, 1,  -5, -5, 3,  0,  2,  2,  4,  3,  -5, -1, -5,
+    -4, 0,  -2, 0,  2,  -1, 4,  -4, -4, 4,  -5, 4,  3,  0,  -2, -5, 0,  2,  -4, -3, -4, 2,  0,  -2, -1, 4,  -2, 1,  0,
+    4,  -5, -2, 4,  4,  -4, 4,  1,  3,  4,  -1, -1, 1,  -1, -1, -2, -4, -3, 4,  0,  2,  0,  1,  -4, -2, 0,  4,  -3, 3,
+    4,  -5, -3, -4, -5, 2,  0,  3,  -5, -2, -2, -3, 4,  -2, 1,  -1, -4, -2, -1, -3, 1,  -4, 0,  -1, -4, -3, -2, 3,  1,
+    -5, 2,  -2, 1,  -4, -5, 4,  -1, -5, -4, 1,  -1, -4, -1, -3, -4, 2,  1,  4,  -2, -5, 1,  0,  -4, 0,  -5, -3, -3, 4,
+    -1, 0,  -2, 1,  -1, -3, -1, -2, -3, -3, -1, -1, -1, -4, -4, -2, 0,  -1, -2, -5, 2,  -4, 4,  -4, 0,  4,  1,  1,  -4,
+    3,  -5, -1, -5, 2,  0,  3,  -4, -1, -4, -2, -1, 0,  -3, 2,  3,  -5, -5, 4,  4,  -2, 4,  -1, 0,  -2, 2,  -2, 2,  -3,
+    -1, -1, 1,  0,  -5, -3, -3, 0,  -5, 2,  -5, -1, 2,  -3, 3,  4,  2,  -5, 4,  2,  1,  1,  -1, -4, -5, 1,  -4, 1,  1,
+    -4, 4,  -1, 0,  3,  -1, -3, 1,  0,  0,  3,  3,  -3, 1,  -1, 3,  -5, -2, 0,  3,  -2, 2,  0,  -4, -3, -2, -3, 1,  3,
+    -2, -4, -3, 2,  -3, -1, 0,  -2, 2,  -2, -3, 4,  2,  -5, -5, 1,  -1, -5, -4, 0,  -5, -3, -5, -1, 4,  -1, 1,  2,  1,
+    -2, 2,  3,  0,  0,  1,  3,  -1, 4,  -5, 1,  4,  2,  -2, -2, 1,  4,  -5, 0,  4,  -4, 2,  -5, 4,  -1, 2,  1,  1,  1,
+    -1, 0,  3,  2,  4,  -5, 0,  -3, 3,  -3, -2, -1, -2, -2, -2, 1,  4,  -2, -1, -4, 3,  -1, 1,  -1, 0,  0,  3,  -2, 1,
+    1,  -3, -4, -1, -2, -5, -1, -1, 0,  0,  4,  2,  4,  3,  2,  0,  0,  -1, 1,  -1, 1,  -2, 3,  3,  -3, -5, 1,  -4, 0,
+    -3, 2,  0,  -2, 2,  3,  1,  0,  -3, 4,  -5, 1,  2,  -1, 2,  1,  3,  -1, -2, -4, -2, -1, 4,  1,  0,  -3, -4, 1,  2,
+    -4, -3, -5, 3,  -4, -2, -1, -3, 2,  -3, -2, 0,  0,  2,  -1, -4, -5, 1,  3,  2,  -5, 4,  -3, 1,  -2, 4,  -1, -5, -1,
+    4,  -2, -4, -1, -3, -2, -5, 4,  2,  0,  4,  1,  3,  -4, -2, 1,  2,  4,  2,  -1, -5, -3, 0,  1,  -4, -4, -2, 0,  -3,
+    4,  1,  -3, 1,  -1, -2, -4, -4, 0,  -4, -5, 4,  0,  0,  1,  -5, -4, -5, -2, -1, -2, -4, 0,  -1, 2,  -1, -4, 2,  2,
+    1,  -2, 2,  3,  1,  -4, -4, -3, 2,  -1, -1, 1,  -2, -3, -5, -1, 3,  1,  -1, 4,  -3, -5, 0,  0,  2,  1,  2,  -2, 0,
+    -5, -5, -2, 2,  1,  4,  -1, -1, -1, -5, 2,  2,  -1, -3, -3, 2,  -4, 0,  -1, -1, 1,  0,  0,  3,  -5, -2, 0,  -3, 3,
+    -4, 2,  -1, 4,  -3, 2,  1,  4,  2,  -1, 3,  -5, 4,  -5, -4, 3,  4,  -4, -5, -3, -2, 0,  1,  -5, 4,  -2, -2, -2, 4,
+    0,  -3, 0,  4,  -2, 2,  -1, 4,  -3, 3,  -5, -2, -3, -5, -3, 4,  3,  2,  -1, -1, -1, 2,  1,  -3, -3, 0,  -4, -4, -4,
+    -3, -1, 4,  0,  4,  -4, -3, -1, 4,  -2, 1,  -1, -1, -4, -5, 2,  -3, -5, -3, 2,  -1, -2, -5, -2, 3,  0,  -2, 2,  -1,
+    -2, -5, -4, 2,  0,  -1, 2,  4,  -5, -1, -1, -4, 2,  2,  -2, -1, -5, -3, -5, 2,  2,  4,  2,  4,  4,  3,  1,  -5, 1,
+    1,  -1, 1,  -4, -2, 0,  -3, -4, -4, -1, -3, -5, 4,  0,  -2, -2, -4, -1, 3,  -4, -2, -4, 2,  1,  1,  -3, -2, -2, 1,
+    -5, -3, -5, 3,  -5, 2,  -4, -2, -1, 0,  1,  2,  0,  3,  -5, 3,  0,  -5, -2, 2,  -3, 1,  -2, 3,  3,  -4, -5, -5, 1,
+    3,  -2, -3, -2, -3, -2, 1,  4,  -4, 4,  2,  4,  3,  -2, -2, -3, 2,  1,  0,  0,  -2, -1, 2,  -4, -3, 2,  2,  -3, -1,
+    -2, -2, -5, -4, -5, 2,  2,  4,  -3, 1,  3,  -3, -2, 1,  -2, 0,  -3, -1, 3,  -2, -4, 1,  3,  2,  -1, -3, 1,  0,  2,
+    -5, -3, 4,  1,  -2, -3, 4,  4,  2,  -4, -1, -4, -4, -5, 2,  -2, -3, -5, -1, -4, -4, 0,  0,  3,  -1, -1, 0,  -4, -2,
+    1,  0,  -3, 4,  2,  4,  2,  -2, -2, -4, -1, 0,  0,  -5, -3, 0,  3,  -2, -4, 2,  -4, -3, 3,  3,  0,  3,  1,  2,  -1,
+    -4, 4,  -1, -1, -4, 3,  0,  2,  3,  1,  -3, -3, 1,  -3, -4, 4,  -5, 1,  -2, 1,  1,  2,  -2, -3, -1, 0,  -3, -3, -5,
+    3,  -4, 0,  0,  -4, 3,  -2, -5, -3, -1, -3, -1, -2, 1,  2,  1,  -4, -3, 2,  4,  -4, -1, -2, 1,  -5, 1,  4,  -1, 4,
+    1,  0,  -4, 2,  2,  3,  -3, 3,  -2, -5, -5, 3,  0,  4,  -5, -1, -2, -2, 3,  2,  2,  -1, 0,  2,  1,  1,  4,  -1, -5,
+    2,  2,  -2, 2,  0,  -3, -3, 1,  -4, -5, -2, -3, -3, -2, -1, 3,  -3, 2,  -1, -3, -5, -4, 3,  -2, -1, -4, 2,  3,  -3,
+    -1, 2,  2,  -4, 4,  -2, -4, 2,  -3, -4, -1, -3, -3, 0,  -3};

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2020 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -45,3 +45,7 @@ void setUp(void)
 void tearDown(void) {}
 
 void test_fully_connected_int16_arm_fully_connected_s16(void) { fully_connected_int16_arm_fully_connected_s16(); }
+void test_fully_connected_int16_big_arm_fully_connected_s16(void)
+{
+    fully_connected_int16_big_arm_fully_connected_s16();
+}

CMSIS/NN/Tests/UnitTest/TestCases/test_arm_fully_connected_s16/test_arm_fully_connected_s16.c

@@ -21,6 +21,7 @@
 #include <unity.h>
 
 #include "../TestData/fully_connected_int16/test_data.h"
+#include "../TestData/fully_connected_int16_big/test_data.h"
 #include "../Utils/validate.h"
 
 void fully_connected_int16_arm_fully_connected_s16(void)
@@ -48,6 +49,8 @@ void fully_connected_int16_arm_fully_connected_s16(void)
     input_dims.c = FULLY_CONNECTED_INT16_IN_CH;
     filter_dims.n = FULLY_CONNECTED_INT16_ACCUMULATION_DEPTH;
     filter_dims.c = FULLY_CONNECTED_INT16_OUT_CH;
+    filter_dims.h = FULLY_CONNECTED_INT16_INPUT_H;
+    filter_dims.w = FULLY_CONNECTED_INT16_INPUT_W;
     output_dims.n = FULLY_CONNECTED_INT16_INPUT_BATCHES;
     output_dims.c = FULLY_CONNECTED_INT16_OUT_CH;
 
@@ -80,3 +83,63 @@ void fully_connected_int16_arm_fully_connected_s16(void)
     TEST_ASSERT_EQUAL(expected, result);
     TEST_ASSERT_TRUE(validate_s16(output, output_ref, output_ref_size));
 }
+
+void fully_connected_int16_big_arm_fully_connected_s16(void)
+{
+    const arm_status expected = ARM_MATH_SUCCESS;
+    q15_t output[FULLY_CONNECTED_INT16_BIG_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 = fully_connected_int16_big_biases;
+    const q7_t *kernel_data = fully_connected_int16_big_weights;
+    const q15_t *input_data = fully_connected_int16_big_input;
+    const q15_t *output_ref = fully_connected_int16_big_output_ref;
+    const int32_t output_ref_size = FULLY_CONNECTED_INT16_BIG_DST_SIZE;
+
+    input_dims.n = FULLY_CONNECTED_INT16_BIG_INPUT_BATCHES;
+    input_dims.w = FULLY_CONNECTED_INT16_BIG_INPUT_W;
+    input_dims.h = FULLY_CONNECTED_INT16_BIG_INPUT_H;
+    input_dims.c = FULLY_CONNECTED_INT16_BIG_IN_CH;
+    filter_dims.n = FULLY_CONNECTED_INT16_BIG_ACCUMULATION_DEPTH;
+    filter_dims.c = FULLY_CONNECTED_INT16_BIG_OUT_CH;
+    filter_dims.h = FULLY_CONNECTED_INT16_BIG_INPUT_H;
+    filter_dims.w = FULLY_CONNECTED_INT16_BIG_INPUT_W;
+    output_dims.n = FULLY_CONNECTED_INT16_BIG_INPUT_BATCHES;
+    output_dims.c = FULLY_CONNECTED_INT16_BIG_OUT_CH;
+
+    fc_params.input_offset = 0;
+    fc_params.filter_offset = 0;
+    fc_params.output_offset = 0;
+    fc_params.activation.min = FULLY_CONNECTED_INT16_BIG_OUT_ACTIVATION_MIN;
+    fc_params.activation.max = FULLY_CONNECTED_INT16_BIG_OUT_ACTIVATION_MAX;
+
+    quant_params.multiplier = FULLY_CONNECTED_INT16_BIG_OUTPUT_MULTIPLIER;
+    quant_params.shift = FULLY_CONNECTED_INT16_BIG_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));
+}

CMSIS/NN/Tests/UnitTest/generate_test_data.py

@@ -1209,6 +1209,12 @@ def load_all_testdatasets():
                                                         input_zero_point=-3, output_zero_point=-303,
                                                         out_activation_min=-32766, out_activation_max=32767,
                                                         int16xint8=True)
+    dataset = 'fully_connected_int16_big'
+    ALL_TESTDATA_SETS[dataset] = FullyConnectedSettings(dataset, type_of_test, args, in_ch=7, out_ch=11, x_in=10, y_in=10,
+                                                        w_x=10, w_y=10, batches=3, randmin=-5, randmax=5,
+                                                        input_zero_point=-3, output_zero_point=-303,
+                                                        out_activation_min=-32766, out_activation_max=32767,
+                                                        int16xint8=True)
 
     type_of_test = 'avgpool'
     dataset = 'avgpooling'