CMSIS-NN: Fix input constraints in convolve wrapper (#1543)
Change-Id: Iaa5e49e1439ec8f8fb2ff20f9fd0e875eae8020d
diff --git a/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_wrapper_s8.c b/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_wrapper_s8.c
index 7cd182b..84ae7ae 100644
--- a/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_wrapper_s8.c
+++ b/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_wrapper_s8.c
@@ -22,8 +22,8 @@
* Description: s8 convolution layer wrapper function with the main purpose to call the optimal kernel available in
* cmsis-nn to perform the convolution.
*
- * $Date: 20 June 2022
- * $Revision: V.2.1.0
+ * $Date: 4 August 2022
+ * $Revision: V.2.1.1
*
* Target Processor: Cortex-M cores
*
@@ -75,7 +75,7 @@
output_dims,
output_data);
}
- else if ((input_dims->h == 1) && (output_dims->w % 4 == 0) && conv_params->dilation.w == 1)
+ else if ((input_dims->h == 1) && (output_dims->w % 4 == 0) && conv_params->dilation.w == 1 && (filter_dims->h == 1))
{
return arm_convolve_1_x_n_s8(ctx,
conv_params,
@@ -116,7 +116,8 @@
{
return arm_convolve_1x1_s8_fast_get_buffer_size(input_dims);
}
- else if ((input_dims->h == 1) && (output_dims->w % 4 == 0) && (conv_params->dilation.w == 1))
+ else if ((input_dims->h == 1) && (output_dims->w % 4 == 0) && (conv_params->dilation.w == 1) &&
+ (filter_dims->h == 1))
{
return arm_convolve_1_x_n_s8_get_buffer_size(input_dims, filter_dims);
}
diff --git a/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/bias.txt b/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/bias.txt
new file mode 100644
index 0000000..2b3054e
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/bias.txt
@@ -0,0 +1,2 @@
+# 1
+-7.400000000000000000e+01
diff --git a/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/input.txt b/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/input.txt
new file mode 100644
index 0000000..ae4ed04
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/input.txt
@@ -0,0 +1,129 @@
+# 1,1,128,128
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diff --git a/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/kernel.txt b/CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_5/kernel.txt
new file mode 100644
index 0000000..680865a
--- /dev/null
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diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/biases_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/biases_data.h
new file mode 100644
index 0000000..71d4ed5
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/biases_data.h
@@ -0,0 +1,5 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const int32_t conv_5_biases[1] = {-18723};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/config_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/config_data.h
new file mode 100644
index 0000000..b0336b5
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/config_data.h
@@ -0,0 +1,23 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#define CONV_5_OUT_CH 1
+#define CONV_5_IN_CH 128
+#define CONV_5_INPUT_W 128
+#define CONV_5_INPUT_H 1
+#define CONV_5_DST_SIZE 32
+#define CONV_5_INPUT_SIZE 16384
+#define CONV_5_OUT_ACTIVATION_MIN -88
+#define CONV_5_OUT_ACTIVATION_MAX 127
+#define CONV_5_INPUT_BATCHES 1
+#define CONV_5_FILTER_X 3
+#define CONV_5_FILTER_Y 3
+#define CONV_5_STRIDE_X 4
+#define CONV_5_STRIDE_Y 4
+#define CONV_5_PAD_X 0
+#define CONV_5_PAD_Y 1
+#define CONV_5_OUTPUT_W 32
+#define CONV_5_OUTPUT_H 1
+#define CONV_5_INPUT_OFFSET 128
+#define CONV_5_OUTPUT_OFFSET 127
+#define CONV_5_DILATION_X 1
+#define CONV_5_DILATION_Y 1
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/input_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/input_data.h
new file mode 100644
index 0000000..ace7ed8
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/input_data.h
@@ -0,0 +1,868 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const q7_t conv_5_input[16384] = {
+ -26, 107, 3, -32, -36, 98, -8, 32, 110, 47, 3, -121, -14, -68, -37, -9, -33, -17, 44,
+ -71, -112, 104, 56, 13, -121, -96, -46, 29, -37, -52, 38, 102, 80, -27, 35, -42, -29, -119,
+ -121, -23, 125, 106, 5, 73, -118, -27, 87, 35, -100, 101, -12, -84, 69, -63, 83, -122, 101,
+ 41, -74, -98, 4, 42, 122, -42, 73, -6, -90, 41, -115, -35, -72, -7, 104, 103, 18, -93,
+ 13, 13, -53, -12, -14, -11, 100, -59, 54, 120, -7, -62, 83, 118, -18, 54, -100, 35, -30,
+ -15, 85, -41, -39, 8, 3, -116, -125, -49, -95, 65, 31, -102, 101, -36, -94, 62, -125, -48,
+ 80, 3, 53, 26, -18, 9, 84, -70, 121, 57, 80, -97, 76, 117, 63, -111, -97, 64, -58,
+ 21, 64, -13, 65, 53, 56, -12, -121, 31, -65, -93, 78, -3, 87, 95, 98, -27, 92, 42,
+ -59, -103, -104, -127, -21, -43, 19, 87, 114, 7, -22, 53, 38, 42, -28, 76, 92, -9, -8,
+ 6, -75, 51, -119, -125, -102, -110, 13, 77, 45, 16, -60, 81, 91, 124, -60, 95, -13, -25,
+ -96, 102, 27, -103, -74, 80, 59, -57, 62, 109, 105, -90, 110, 51, -3, -109, 48, -110, 113,
+ -55, 14, -48, 108, -27, -54, -3, -104, -75, -53, -24, 88, 9, -48, 18, 23, -108, 24, -107,
+ -72, -90, 7, 90, -24, 40, 14, -19, -60, 52, 46, -37, 34, -122, 31, -82, -127, 121, -14,
+ 63, 22, -112, -55, 30, -54, 12, 18, 49, -35, -93, 17, -120, -116, 100, -108, 49, 38, 104,
+ 72, 63, -109, -14, 71, 76, -31, -126, -67, 8, 88, 42, 84, -98, 62, 63, -57, -35, -44,
+ 31, 126, -74, 126, 12, 37, -117, -28, 120, -61, -27, -67, -90, -74, -61, -68, -111, 25, 69,
+ 107, 32, -100, -21, 53, 101, 70, -22, -43, 117, -39, 103, 0, 66, -89, 57, -112, -83, -21,
+ 58, 59, 109, 64, -42, -40, -78, 11, 15, -28, -39, 71, 61, -96, -5, -46, 43, -91, -108,
+ 19, -111, 39, 124, 73, 59, 39, -114, 121, 51, 2, 79, 3, -111, -36, -3, 68, -119, 96,
+ -10, -110, 43, 52, -76, 46, -38, -80, -84, 51, -5, 64, -101, -48, -86, -108, -81, 119, -26,
+ -10, 118, -99, -108, 112, 114, 21, 25, -109, 57, 30, -105, 0, 124, -82, -52, -99, -69, -74,
+ 12, 31, 18, -75, -25, 15, -109, 18, -33, -41, 72, 77, 23, 45, -81, 5, 52, -44, -125,
+ -22, -54, 86, 96, 106, -20, 25, -30, 5, 91, 9, 63, -73, 71, -61, 43, 31, 94, 23,
+ 3, 48, 73, -16, 74, -48, 24, 95, -12, 11, -10, -8, 14, 87, -6, -47, 57, -127, 59,
+ 94, -90, -117, 5, 49, 102, 23, -14, 9, 67, -3, 16, 70, 18, -89, 46, -97, -50, -81,
+ 117, -72, 43, -91, 39, -106, -9, 30, 99, 113, 12, -118, -29, -19, -99, 52, -79, -122, -121,
+ -59, 20, -104, -86, 32, 22, 95, 58, 51, 104, -127, -93, 68, -46, 110, 121, 7, 66, 77,
+ 87, -127, -127, 38, -85, -37, 64, -114, 63, -57, 121, 23, -12, -83, 35, 20, 24, -50, 65,
+ 111, -119, -16, 50, 43, 27, -80, -93, -31, -65, 91, -16, 104, 15, 125, -19, -108, -63, 33,
+ -38, -67, -82, 114, -98, -1, -93, 61, -100, 8, 92, -79, 6, 65, 96, -88, -47, -2, -1,
+ -5, 36, -69, 13, -64, 77, 56, -29, -13, -22, -106, 0, -6, 26, -36, -43, -29, 51, 16,
+ -82, 49, -48, -24, 79, 21, -30, -33, -95, 24, -71, 82, 3, 116, -3, -7, 120, 14, -82,
+ 105, 104, -125, -34, 79, 31, -83, 105, 118, 13, 43, 89, -61, 39, 71, 91, -34, -76, 5,
+ -90, 122, 36, 39, -13, 84, 57, -35, 119, -115, -108, -95, 103, -25, 87, -4, -50, 93, 53,
+ 83, -53, -96, 60, 46, -62, -88, 7, 125, -57, 20, 53, 101, 50, 108, 9, -10, -39, 79,
+ -97, -117, -73, -119, -63, 91, 37, -117, -58, -11, 97, 115, -102, -64, -54, -90, -68, -92, 102,
+ -59, 62, 69, -103, 82, -75, -54, -77, 36, -79, -125, -91, 43, -60, 25, 39, 57, -13, -65,
+ 104, 122, -30, -17, 66, -11, -18, -101, -15, 19, 89, 23, 114, -123, 100, -1, -62, 77, -16,
+ -12, 15, 106, 60, -73, 96, 54, 9, -7, 84, 58, 68, 59, 110, 63, 32, -93, -91, -22,
+ -26, -27, -66, -115, 76, -34, -34, -93, 84, -41, 5, -9, -78, 3, -27, -120, 122, -50, -24,
+ -32, -32, 62, 107, -76, -88, -86, -2, -65, 31, 25, -109, 111, 69, -24, 8, -8, -39, -80,
+ 24, 76, -53, 30, 26, 83, -46, -121, 69, -22, 101, 87, -21, -27, -70, 33, 35, 51, -64,
+ 81, 39, 52, 44, 84, 13, -49, 45, -82, 36, 45, -81, -6, 32, -63, 52, 28, 80, 54,
+ -10, -75, 58, -54, 28, 34, 40, 21, -21, -9, -3, 109, -124, -41, 69, 7, 65, 109, 38,
+ 95, -15, 3, -81, -40, 90, -1, -91, -108, 8, -39, 51, 62, 104, 72, -28, 51, -84, -82,
+ -80, 30, -114, -110, 39, -85, -64, 111, 50, 2, 28, -53, 27, 99, 52, -80, -70, -40, 91,
+ 110, 68, -116, 41, 42, 116, 55, 38, 28, -77, -120, 53, 43, -57, 102, 18, -90, 35, -72,
+ 19, 37, -94, -121, -14, 23, -116, -37, 45, -1, 104, 40, -107, 115, -97, 1, -102, -98, -4,
+ -101, 70, -13, 0, 107, 125, 1, 54, -108, 103, 39, -23, 23, -90, 16, -114, -87, 84, 28,
+ 79, 91, -5, -3, -110, -24, 74, -46, -89, -91, -29, -20, -28, -118, 28, -38, 71, -45, 81,
+ -3, 46, 42, -9, -39, -114, -82, 126, 52, 63, -41, -52, -97, 56, -49, 57, 23, -101, 86,
+ 82, 79, -75, 5, -124, 63, -6, -46, 24, 2, -47, -79, 24, 98, 125, 98, 15, 114, 52,
+ -121, -55, 57, -67, -119, 108, 31, -65, 54, 98, 26, -125, -10, 24, -114, 15, 30, -13, -1,
+ -48, 82, 50, 120, -26, 88, -120, 44, -76, -11, -78, -3, -35, 67, 25, 90, 57, -110, 55,
+ 74, -83, 79, 33, -96, 126, -58, -68, -86, 29, 63, -116, -110, -40, 82, -121, 34, 108, 22,
+ 33, -73, 16, -91, 64, -36, 24, 69, 80, -108, -124, -119, -117, 12, -30, -39, 81, 14, 75,
+ 68, -18, 126, 31, -113, 30, -84, -14, -116, -89, -99, -19, 56, 110, -70, -94, 1, 39, 52,
+ -114, 51, 91, 5, 86, -11, -79, -45, 108, -10, -78, 95, 30, -82, 47, 1, 108, 17, 19,
+ -78, 108, 76, 120, -88, -104, 106, -105, 97, 81, 41, -102, 17, 37, 68, -111, -74, -101, -62,
+ -12, -109, -128, -124, 113, -118, -2, -119, 54, 96, -100, -81, 65, 42, -76, -84, -22, -111, 16,
+ 124, 14, 88, 29, -74, 57, 36, 87, -100, -26, -17, 78, 52, 120, -1, 77, 117, 71, 22,
+ 3, -101, 83, -72, -114, 0, 80, 60, -94, 26, 54, -25, 15, -33, 108, 96, -48, -98, -90,
+ 112, -27, 69, -50, -61, -34, 36, -109, 104, -93, -101, -51, 14, 80, 9, -2, 124, 99, 74,
+ 66, -41, 51, 2, 8, 65, -14, 110, 28, -52, 27, -1, 15, 80, -30, -31, -103, -30, 1,
+ 36, 97, 8, 9, 4, -12, 81, -49, 61, 117, -105, 49, 97, 26, -72, 105, 64, 121, -72,
+ -60, 25, 88, 16, 69, -32, -19, -37, -67, -103, -46, 12, -111, 116, -106, 8, 55, 77, -62,
+ -48, 30, -40, -60, 35, -5, -17, 106, -36, 121, -4, -93, 113, 33, -113, -98, -116, 36, 61,
+ -111, 4, 17, 94, 24, -6, 17, -4, -37, 92, -108, 67, 44, -80, 10, 22, -96, -50, -57,
+ 16, -112, -122, 114, -122, -12, 32, -61, 64, -36, -111, -50, -37, -96, 51, -36, -118, -62, -81,
+ -93, -85, -73, 34, -127, 8, -114, -33, -59, 2, 10, 111, -36, 70, -99, -52, 65, -110, 6,
+ -24, 4, -38, 106, -56, -2, -120, -104, 113, -38, 19, -67, -100, 60, -101, 15, 102, 97, -37,
+ -8, -109, -15, -18, -86, 52, 63, -65, -80, -19, -47, -36, 96, -80, 87, 76, 77, 118, -74,
+ -114, 3, 48, -75, 119, -7, 21, 47, -125, 28, -80, -43, 30, -51, -77, 52, -82, -52, -103,
+ 21, 49, 106, -93, -90, -39, -84, -128, -34, -53, -122, 35, 97, 52, 125, -78, 60, -23, -4,
+ 43, -70, 55, 34, 53, 39, 51, -93, 8, 104, -80, -103, 61, -97, 33, -25, 37, -29, 75,
+ -33, -124, 90, 17, -96, -80, 69, -9, -3, 10, 93, 91, 74, -121, -54, 41, -112, 9, 98,
+ -35, -84, 87, -13, -34, 66, -103, 92, -62, 46, 114, 71, -103, 15, 80, 125, 16, -55, 84,
+ 0, -116, -14, 104, -126, -58, -88, 24, 25, -100, 13, -40, 74, 27, -105, -7, 61, -78, 79,
+ 95, -10, 7, -50, 81, 117, -27, -67, -24, 42, -23, -96, -27, 72, 8, 56, -67, -102, -27,
+ 65, 62, -80, 65, -102, -109, -60, 120, 109, 37, -73, 95, -111, -7, 40, 110, -53, 55, 19,
+ -26, 63, -35, -37, 113, -59, 45, -72, -65, 43, -53, -52, 114, 103, -59, 0, -110, -32, -82,
+ 11, -123, 104, -91, 40, -58, 81, -76, -38, 44, -62, -30, -124, -29, 107, -115, 123, 16, 8,
+ 22, -53, 121, 97, -54, -91, 56, -79, 111, -112, -21, 82, -95, -18, -69, -99, 21, 20, -103,
+ -119, -96, 31, 54, 47, -114, -57, -128, 81, -1, 64, 77, -21, -83, 34, -38, 26, 93, -7,
+ 73, -81, 38, -5, 103, -1, -112, 41, 70, 43, -75, -123, 12, -69, 110, 85, -38, 11, 74,
+ 33, 64, -43, -121, -52, -111, 40, 32, -95, -82, -91, 87, -117, 121, -108, 119, 6, -6, -76,
+ -17, -114, 104, 95, -97, -65, -31, 35, -99, -99, 40, 10, 106, -25, 105, 42, -40, 22, -109,
+ -73, -93, -31, -69, -93, 32, 24, -29, -72, 114, 76, -123, -127, 29, 58, -66, 17, 62, -86,
+ -127, -117, -34, 52, -33, -65, 22, 85, -48, -117, 30, 73, 113, -110, 69, 55, 19, 26, 120,
+ 14, -64, 5, 103, -42, -37, -82, 71, 91, -28, 96, -65, 69, -77, 61, 73, -40, -12, -62,
+ 15, -52, -112, 76, 106, 81, 10, -70, -114, 20, -128, 39, -104, 84, 56, -89, 104, 27, -33,
+ -84, 104, -117, -72, 109, 122, 83, -63, -51, -39, -25, -63, -24, 105, 53, 85, 115, -107, -55,
+ 69, -45, 104, -93, -76, 80, -70, 10, -94, -43, -87, -118, -7, -59, -117, -75, -22, -36, -91,
+ 8, -30, 111, 101, 35, 83, -10, 95, 64, -108, 123, 121, 17, -37, -16, -79, 47, -85, -36,
+ -49, 16, -128, 83, 75, -10, -51, 43, 38, -75, -101, -128, 24, -109, 16, 119, 105, -1, 31,
+ 94, -91, 100, 60, 104, 7, -22, -19, -74, -69, -26, -4, -36, 81, 21, 25, 15, -128, 30,
+ 125, -49, -5, -94, -80, -40, 12, 120, -101, -125, 41, 17, -109, -91, -128, -68, -119, -5, -95,
+ 37, -123, 4, 32, -96, 66, 103, 37, 34, 16, -48, -37, 95, 13, -33, 6, -60, 114, 26,
+ -34, 88, 87, 111, 76, -117, 124, 9, -71, -6, 125, 19, -52, -61, 29, 4, 59, -98, 3,
+ 32, 91, 31, 110, 59, -80, -75, 74, 53, -15, -81, 66, 77, -74, 55, 49, -49, -85, 120,
+ -40, -89, -107, 0, 44, 6, 87, 73, 115, 67, -87, 36, -4, -128, 50, -73, 93, -87, 91,
+ -31, 100, -90, -65, 52, -91, -99, -35, 100, -76, 73, 116, 118, 20, -107, 80, -67, 67, 81,
+ 78, -119, 76, 93, -71, 91, -74, 7, 88, -48, 23, 30, 29, -84, 10, -73, 67, -57, -58,
+ 14, -88, 59, -111, -28, 91, -97, -34, 72, 10, 120, 126, 120, 73, -10, 37, -117, -3, 121,
+ -32, 58, 79, 56, -34, -25, 64, -82, -108, -57, 116, -39, 95, 115, 86, 50, 99, -97, -4,
+ -69, -76, 21, -112, 31, 67, -105, -87, 24, -6, 4, -114, 13, 73, 115, 103, 116, 114, 101,
+ 63, -103, -68, -34, -84, 70, -88, -92, -126, -97, 87, 95, 6, -14, -122, 103, 120, -46, 48,
+ 49, -42, -38, -38, -71, 118, 98, -79, -2, -50, 47, 91, 3, -85, 42, -87, 50, 63, 83,
+ 97, -108, 123, -87, -32, -125, -85, -121, 79, 52, 61, -35, 122, 106, 42, 81, 98, 57, 35,
+ -69, -100, 83, -19, 70, 61, -19, -59, 23, 67, 62, -36, -26, -126, 4, -32, -36, -15, 33,
+ 34, -68, 16, 79, 47, -9, -107, 86, 24, 38, -68, -65, 121, -59, -76, 88, -122, 15, 3,
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+ 42, 92, 28, -87, -123, 45, 96, -82, -38, 81, 66, -77, 20, -16, 4, -46, 73, -22, 47,
+ -55, 45, 113, -88, -95, 117, 116, -55, 59, -90, 13, -8, -41, 123, 87, -73, 70, -6, -110,
+ -45, 116, -114, 49, 38, 28, -57, -117, -4, 21, 41, 42, -17, 95, -5, -46, -51, -123, 23,
+ -13, 63, -1, -85, -81, -71, -44, 36, 118, 58, -64, -71, -39, 64, -58, -49, 24, -79, -45,
+ -94, 44, 103, 126, -70, 108, 121, -114, -102, -49, -54, 72, 34, 1, -115, 56, 50, -5, 18,
+ 91, -22, 2, -75, -7, 96, 103, 54, 78, -120, -125, 101, -120, 55, 98, -109, -99, -65, -20,
+ 120, 109, -52, -7, 39, -43, -60, 53, -102, -12, 118, -81, -112, 14, 102, -87, -116, -60, 51,
+ 96, 21, -99, -31, 73, -22, 69, -76, 97, 23, -123, -93, 33, 93, 75, 41, 92, -75, 13,
+ 62, 123, 16, -2, 24, -124, -28, 98, -40, 80, -59, -47, -28, 27, -38, 80, -50, -11, 83,
+ 48, -70, 104, 34, 5, 42, -54, 20, 75, 98, 53, 86, 57, 109, 121, 86, 104, 52, -112,
+ 55, 69, 23, 52, -36, -49, 91, -106, -58, 7, 61, -55, 87, 25, 29, 124, 101, -30, 30,
+ 92, 33, -103, 74, 114, -107, -102, 124, 7, 88, -66, 123, -55, 15, 83, -108, 5, -100, -8,
+ 41, 104, -3, -5, -108, 77, -5, -93, 39, -65, -17, 74, -52, 15, 78, -90, -121, 33, 83,
+ 120, -29, -60, 1, 41, -117, -41, 19, -124, -104, -1, 100, 121, 86, 82, -36, -20, 49, -10,
+ 55, -109, -53, -128, -62, -94, 77, -105, -75, 110, -83, 74, 52, 100, -107, -50, 74, -127, 42,
+ 99, -28, 69, 90, -20, -47, -104, -119, -107, 3, 21, -121, 80, -58, 59, -48, 101, 105, -20,
+ -4, 10, 102, 55, -89, 41, 30, 50, -22, 56, -113, 9, 125, 34, -59, 32, 58, -41, 86,
+ 52, -91, 45, -106, 20, 93, 111, 87, 34, 7, 114, 95, 101, 2, -91, -79, 25, 78, 125,
+ -48, 52, 23, 85, -27, 104, -109, -98, -102, 11, 67, 20, 123, -85, -52, 105, 8, 63, 11,
+ -70, 68, 71, -65, 86, -121, -83, 44, -18, 62, 90, 113, -73, -29, 32, 95, 42, 101, -91,
+ 34, 3, 68, -29, -98, 82, -115, -120, -100, -58, 69, -66, 113, 122, 118, 11, -91, 99, 5,
+ 55, -91, 9, -32, -74, -55, 85, -57, 40, -68, 27, -111, -48, -61, 107, 107, 41, 94, 118,
+ -81, 63, 50, -38, -80, 5, 121, 72, -101, 105, 119, -116, -54, -83, -1, -112, -104, -13, 123,
+ 79, -63, -96, -71, 22, 22, -28, 57, 74, 51, 94, 34, -113, -113, -87, 120, -5, -38, 91,
+ -64, -60, 48, -124, -100, 75, 32, -52, -105, 42, -68, -3, -41, -38, -124, -101, -11, -127, 80,
+ -23, 82, 50, -21, -55, 88, 109, 75, -18, -31, -124, -111, -12, -70, -65, -74, -96, 37, 55,
+ -115, 122, 70, 19, -114, -43, -70, 55, 115, 68, -113, -83, -55, -114, -2, 39, -118, 93, -111,
+ 71, 4, 122, -123, 72, 27, 121, 88, -18, 79, 33, -8, 78, 11, 27, 97, 50, -118, -114,
+ 54, 56, 24, 24, 5, -69, -95, -26, 33, 89, 10, -13, 36, 22, 97, 3, -86, -51, 69,
+ 62, -29, -125, -9, -24, 96, -23, -57, 64, -110, 16, -56, 15, 16, 100, 122, -6, 112, -105,
+ -121, 50, 80, 32, 102, -52, -98, -19, -112, -94, 90, -1, 8, -54, 70, -8, 6, 71, -105,
+ 78, 48, -106, 21, 66, 111, 36, 2, 38, 68, -7, -73, 75, -43, 81, -9, -95, 118, -15,
+ 76, 81, -107, -74, -127, -53, 7, 27, -96, 92, -32, 57, -105, 57, 104, 40, 76, 56, -118,
+ -10, 97, 47, -117, -114, 76, -4, -74, 116, -99, -81, -59, -59, 97, -29, 11, -116, 5, 69,
+ -109, -44, -84, 109, 10, -128, -65, 31, 107, -80, 86, -98, -17, -55, -13, -33, 71, -117, -9,
+ -67, 42, -94, -71, -2, 76, 109, -94, -110, -53, 62, 58, 63, -68, -25, -71, -88, -85, 116,
+ -25, -25, -18, 28, -110, 20, -81, 53, -47, -88, 116, -107, -101, -70, 9, -42, 68, -29, 2,
+ 16, -57, 121, -17, 96, 90, -105, -107, 123, 92, -20, -81, 34, -75, 64, -20, 24, -14, 76,
+ -112, 33, 96, 103, -107, 13, -100, 76, -65, -31, -119, 13, 23, -28, 119, 80, -84, -23, -3,
+ 78, 42, 110, -29, -31, -56, -95, -29, -68, -48, -102, 126, -70, 59, 47, 101, 37, -15, 66,
+ 106, 122, 44, 45, -17, 80, -17, 52, -20, -38, -44, 35, -109, 43, -73, 119, 12, 125, 98,
+ -39, -90, 24, 114, -110, 73, 35, -73, -46, 58, -81, -22, -92, -53, 78, 113, 70, 119, -64,
+ 9, 86, 33, -37, 37, 120, 65, -68, 6, -50, -92, -35, 21, -97, -102, 81, 60, -75, 8,
+ -29, -117, -55, 30, 108, -71, 65, 33, 126, 2, 109, 12, -60, -112, 19, 88, 43, -45, 6,
+ 86, 37, 50, -33, -94, 49, 50, 116, 105, -24, 62, -76, -86, 72, -55, 76, -67, 81, -84,
+ -105, -24, -29, -123, 17, -127, 68, 13, -125, -115, 9, -89, -37, -13, 115, -7, -71, 110, -56,
+ -106, 62, -6, -121, 90, 75, -15, 74, -61, -95, -78, 76, -9, 65, 75, -107, 11, -109, -12,
+ 96, -43, -8, 82, -44, 81, 74, 53, 1, 63, -72, 88, -33, 101, -83, -26, 24, 8, -71,
+ -36, 71, -84, -88, -117, -68, 74, -65, -64, -107, -111, 0, 7, -25, 80, -95, -75, -17, 70,
+ 99, -67, -127, -121, 83, 61, -122, -54, -67, 37, -63, -53, 88, 98, -65, 73, 100, 90, 80,
+ -87, -45, 67, -84, 13, -63, -89, 1, 25, -105, -105, -69, -89, -28, 125, 118, -48, -27, -115,
+ 55, -53, -36, 93, -22, 86, -76, 6, -90, 57, -81, -9, 93, -70, -4, 41, 76, -28, -53,
+ -35, -7, -46, 83, 82, 8, -119, -108, 2, -91, 94, 38, -51, 46, 81, 50, 73, -95, 20,
+ -89, 33, 98, -6, 72, 74, -78, -125, -60, -71, 122, 70, -124, -113, -93, 122, 15, 97, -63,
+ -77, -42, -94, -87, -98, -18, 50, 124, 38, -36, 69, 14, 32, 41, 111, -1, 125, 63, 80,
+ -117, 49, -36, 73, -66, 57, -44, -17, -127, 47, 68, 45, -110, 57, 57, 121, -58, 112, -27,
+ -93, -7, -26, 70, 100, -109, -29, -113, 28, -59, -77, -68, -104, 88, -116, -91, 29, -88, -71,
+ 10, -21, 43, 110, -93, 97, -28, -25, 44, 2, 8, -127, -118, -44, -94, 14, -36, 18, -35,
+ 83, -4, 107, 16, -25, -54, 25, -17, 55, -62, 71, -110, 70, 117, 64, -54, -43, 84, 33,
+ -121, -70, -75, -57, -73, -95, -115, -32, 41, -17, -21, 22, 39, 70, -25, -54, -66, -28, 112,
+ 5, -72, -54, 24, -74, -31, -82, 36, 72, 63, 57, 14, -23, 88, -84, -110, 125, -89, 64,
+ -52, 73, -72, 65, -118, 25, 8, -46, 73, 81, 75, -101, 42, -5, 84, -14, 58, -124, 75,
+ 3, -7, -69, -2, -37, -2, -10, 0, -84, 8, 4, 31, 28, 120, -31, -86, -58, 95, -33,
+ -39, 101, -55, 115, -114, 40, -101, -77, -17, -96, 14, 93, 14, -17, -79, -39, -89, -60, -56,
+ 58, -94, -103, -105, 45, -27, 121, -16, -105, 85, -41, -2, 89, 66, 71, 88, 121, 76, -66,
+ 11, -85, -114, 90, 49, -63, 58, -8, 46, 26, 126, -122, 35, 68, -122, -8, 116, 94, -95,
+ -5, 104, -98, 97, 100, 87, -126, 9, 56, 20, -59, 16, -117, -36, 69, 5, -105, 112, 56,
+ -16, -92, -79, -52, 36, 118, -30, -46, 10, -25, 50, 42, 41, 50, -14, 74, -92, 7, 124,
+ 9, 11, 40, 50, -124, 16, -1, 11, 72, 76, 126, -121, 71, 115, 113, 123, 15, 44, -64,
+ -61, 125, -65, 102, -112, -118, 6, 18, -11, 107, 23, 18, -48, 30, 67, -80, 51, 74, -68,
+ 24, -22, -31, 53, -102, 112, -92, -84, 118, 60, -17, -84, 117, -115, -102, -50, 9, -11, 79,
+ 52, -62, 112, -126, -29, -73, -17, -104, -63, 102, -65, 122, 90, -73, 66, 4, 97, -96, 55,
+ 69, -103, -120, 42, -106, 22, -95, -112, -27, 99, -48, 69, 91, 103, -108, 31, 45, 126, -19,
+ -110, 19, 27, 101, -10, 125, 90, -29, -83, 39, -25, 37, 102, -44, -55, 63, 66, 61, -37,
+ -118, 93, -79, 62, 70, 107, -96, -11, -22, -49, 49, 114, 116, -98, 46, -105, 61, 114, -113,
+ -81, 24, -118, -62, 47, 68, 98, 92, 62, 66, -69, -13, 52, 13, -7, -68, -33, -108, -50,
+ 110, 7, 54, -85, -95, -17, -106, 75, -59, 73, -98, -115, 1, -74, -79, -34, -68, -46, -11,
+ 18, -67, 5, -76, 39, -120, 38, -99, 24, 110, 32, -116, -118, 76, 68, -8, -62, -11, 37,
+ 99, -63, 67, -18, -18, -115, 99, -31, 80, -120, -70, 50, -7, -32, -58, -37, -99, 11, 119,
+ 4, 71, 73, -43, 67, 37, -73, -65, 10, 36, -4, 101, -11, -35, -124, 22, -67, 111, -51,
+ -83, 102, 74, -51, 30, 107, -37, -126, -24, -19, 78, -38, -41, -71, 7, -33, 4, 5, -110,
+ -8, -110, -100, 98, -85, -75, -21, 15, 85, -106, 74, 62, 105, -10, 115, -32, -12, -63, 24,
+ -49, 2, -110, 104, -29, -47, 66, 69, -122, -16, -38, -93, -112, 29, -77, -4, -87, 18, 108,
+ -27, 20, -106, 74, 58, 67, 82, 24, -94, 20, -117, 84, 97, -18, 20, 91, 124, 116, -3,
+ 41, -92, 62, 65, -100, -47, 92, 29, -25, 78, 7, 103, -79, -123, -8, 103, 70, -20, 45,
+ -117, -53, -110, 93, -96, -86, 109, -84, -44, 94, 65, 25, 69, -109, -100, -123, -118, -102, -47,
+ 27, 36, 72, 53, -92, 124, 108, -125, -42, 26, 97, 59, 124, -74, -1, -84, -121, -72, 71,
+ 105, 120, 4, 97, 39, -109, -103, 62, 26, -45, -68, -10, -33, 72, 45, 111, -128, 16, 16,
+ 31, 9, -39, -126, -113, 73, 116, -124, 16, 126, 26, 7, -7, -54, -56, -59, 75, 39, 79,
+ -87, -67, 51, 86, 36, -102, -84, 36, 66, -32, 108, 117, 21, 22, 34, -17, -95, 43, 74,
+ 58, 90, 5, 59, -114, -29, -23, 60, -87, 68, -34, -50, -104, 12, 75, 49, -88, 57, 47,
+ 1, -71, 86, 0, -58, -35, -41, 104, -71, -101, -23, 33, 109, -75, 91, -53, 125, 69, -65,
+ 36, 112, -36, -19, -70, -91, -36, -62, 46, 81, -23, 95, -119, -42, -42, -45, -101, 80, -65,
+ -109, -112, -46, -40, 108, -63, -23, 60, 95, 40, -102, -69, -29, 117, -95, -73, 57, 38, -60,
+ 120, -51, 124, -53, 60, 36, -51, 55, 57, 59, 58, 44, 88, -105, 112, -90, 111, -41, 57,
+ 4, 95, -69, -118, -68, -25, 21, 22, -96, -2, 62, 79, -84, 97, -119, -92, 28, 27, -110,
+ -71, -89, -45, -62, 93, -97, 13, 124, -78, 33, 21, 114, 63, 91, -72, 77, 61, 2, 91,
+ 101, -98, -66, 125, 41, -3, 82, -26, -123, -26, -53, -3, -36, 116, -12, 124, -75, 101, -121,
+ 80, 110, -63, 74, 38, 77, 10, 20, 13, -93, 64, -20, 99, -72, 79, -94, 93, 21, 10,
+ 25, -10, -15, 102, -21, -52, -88, -41, -5, -121, 1, 110, 79, 15, -104, 125, -103, -26, -29,
+ -116, -41, -69, 105, -119, -93, 34, -8, -108, -97, -60, 71, -63, 110, 50, 6, -28, -21, 104,
+ -81, -44, 113, -31, 68, 89, 5, 49, 126, -25, 9, -68, -110, 54, -122, 51, 102, 116, 16,
+ -11, -78, 43, 25, 21, -43, 36, 5, 106, -41, -66, -120, 24, 5, 72, 100, -57, -23, 40,
+ 49, 43, -15, -37, 33, -21, -16, 85, 105, 76, 113, 49, -93, 56, -111, 20, 11, -101, 11,
+ 70, -22, 50, 20, 101, -79, -81, 20, 13, 81, 51, -109, 68, -69, 32, 115, -59, 67, 82,
+ -128, -83, -43, -95, 47, 49, 81, 125, -84, -13, 75, -79, -84, 117, -18, 25, 126, -73, -40,
+ 87, 103, 66, -73, -70, -17, 51, -119, -26, 79, 104, 70, 80, 125, -124, 36, -18, 114, 22,
+ 35, 59, -29, 9, -88, -30, 12, -67, 117, 116, -99, -25, -44, -111, 33, 6, -52, 126, -72,
+ -50, -34, -7, -13, 3, -5, -41, -114, 72, -60, -77, -91, -1, -58, -52, 86, 43, -56, -126,
+ -60, -76, -28, 18, -65, 47, 113, 55, 23, -63, 35, -67, 62, 105, -115, 80, -2, -52, -83,
+ -51, 93, 26, -96, -26, 79, -104, -67, -38, -80, 64, -25, 107, -61, -31, 23, -70, -75, 79,
+ -12, 100, -45, -9, -89, -99};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_mult_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_mult_data.h
new file mode 100644
index 0000000..5cc003e
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_mult_data.h
@@ -0,0 +1,5 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const int32_t conv_5_output_mult[1] = {1135419322};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_ref_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_ref_data.h
new file mode 100644
index 0000000..9eda377
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_ref_data.h
@@ -0,0 +1,6 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const q7_t conv_5_output_ref[32] = {-88, -6, -88, -88, -88, 127, -88, -88, 127, -88, -88, 127, -88, 127, -88, -88,
+ 127, 127, -88, 127, 127, -88, -88, -88, 4, 127, 127, -88, -88, -88, -88, 127};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_shift_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_shift_data.h
new file mode 100644
index 0000000..0afa5c7
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/output_shift_data.h
@@ -0,0 +1,5 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const int32_t conv_5_output_shift[1] = {-6};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/test_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/test_data.h
new file mode 100644
index 0000000..41a22ee
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/test_data.h
@@ -0,0 +1,8 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#include "biases_data.h"
+#include "config_data.h"
+#include "input_data.h"
+#include "output_mult_data.h"
+#include "output_ref_data.h"
+#include "output_shift_data.h"
+#include "weights_data.h"
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/weights_data.h b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/weights_data.h
new file mode 100644
index 0000000..36b6ff7
--- /dev/null
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_5/weights_data.h
@@ -0,0 +1,66 @@
+// Generated by generate_test_data.py using TFL version 2.9.1 as reference.
+#pragma once
+#include <stdint.h>
+
+const q7_t conv_5_weights[1152] = {
+ -48, -63, -26, -32, -15, 14, 10, -64, 98, 86, 125, -54, -88, 123, 6, -113, -92, 33, -95,
+ -38, -14, -99, -20, -37, 81, 50, 35, -114, 120, -45, 22, 38, -106, 64, -9, 9, -18, -110,
+ 82, 101, 45, -61, -55, 17, 54, 34, 53, -38, 56, -104, -87, -27, 108, -88, -9, -122, 112,
+ 111, 78, -123, 90, -88, -27, -84, 58, 45, 29, -126, -12, -21, 18, -58, 56, -48, 38, 81,
+ 21, 122, 123, 14, 49, 51, -56, 3, 97, 114, -34, 31, -2, -32, -25, 23, -25, 25, 4,
+ -34, 72, -72, 46, -29, 27, 105, 21, -34, 106, 118, -56, 118, 9, 13, 28, 4, 50, 29,
+ 98, 114, 92, 3, 29, -75, -59, -98, -115, -116, -5, 115, -99, 41, 103, 20, 77, -75, 65,
+ -123, -77, -72, 12, -92, 5, 110, 45, -118, -123, 91, -58, 101, 6, 31, 64, 2, -16, 6,
+ -107, -110, 66, 76, -12, 52, -88, 10, 39, 41, 104, 115, -75, 112, -60, -75, 99, 107, -70,
+ 121, -13, -63, 103, 80, 66, 109, 104, 115, 59, 64, -27, -88, 85, -30, 36, -125, 47, -111,
+ -31, 108, 66, 46, 55, -102, -51, 43, -60, 33, -101, 3, -111, 63, 58, -84, -42, 107, 25,
+ -127, -111, -56, -114, 88, -12, 92, -62, 18, 46, 4, 47, 0, -108, -32, -84, -33, 2, -80,
+ -70, 64, -34, -74, 17, -95, -31, -71, -30, 8, -122, 70, 69, 4, 44, -118, -101, -96, -63,
+ 1, -116, -39, -127, 99, -41, 82, 71, -81, 26, 103, 54, -120, -118, 66, -80, 14, 76, 37,
+ 86, 94, 104, -8, -121, 102, 81, 47, -24, 3, -118, 125, 62, -82, -122, -118, 54, 18, 62,
+ -89, 98, -21, -77, 97, -79, -25, 96, -89, 79, -79, 3, -56, -107, 77, -114, 3, -86, 84,
+ 81, -32, 68, 84, -1, 41, 104, 60, -65, -99, 58, 64, -88, -121, -85, -27, 23, 76, 4,
+ 125, 64, 13, -27, -83, -2, -102, 32, -93, -62, 100, -75, 45, -54, -123, -29, 97, 64, -79,
+ 107, 110, 17, 68, 7, -23, -88, 11, 2, -2, 56, 6, 100, -9, 90, 45, -31, 64, -112,
+ -74, -24, -115, -59, -27, 50, -33, 87, 105, 52, 11, 45, -74, -66, 82, 114, -27, -103, 53,
+ -56, -75, 11, 14, 69, 84, -35, 89, -92, -125, -101, 40, -87, -63, 104, 43, 76, -79, -23,
+ 71, -60, 111, -36, -47, -79, -47, 72, 10, 69, 80, 102, 91, 56, -6, 7, -20, -108, -126,
+ -7, 36, -55, 115, 56, -45, 18, -16, -55, 50, -110, 18, 80, -57, -21, -68, -67, -39, 95,
+ 77, 25, 49, -118, 57, 87, -37, -61, 72, 15, 122, -64, -50, 64, -63, -100, 36, -71, 38,
+ -115, -70, 20, 72, -62, -34, -126, 36, 116, 66, -31, -35, -4, -12, 1, -95, -59, -127, 84,
+ -52, -14, 91, -56, 95, 3, 122, -35, 42, -124, 80, -90, 41, -17, 99, 71, -18, 103, 67,
+ 75, 46, -54, 68, 110, 17, -5, 22, 120, -1, -3, -42, -72, -86, 12, 49, 11, -106, -58,
+ -12, -53, 23, 106, -60, 23, 46, -6, 56, 85, -56, 29, -34, -119, 64, 112, 33, -87, -59,
+ 13, -77, -74, 98, -114, -87, 69, 80, -49, -103, -125, -51, 91, 68, -86, -105, 53, 107, 121,
+ 29, -97, -31, 9, -4, -100, 109, 37, -85, 81, 12, -79, 112, -125, 22, -35, 58, -55, -26,
+ -95, 32, -14, 47, 26, -122, -88, 108, -99, 10, 23, -26, -23, -77, -62, 90, 54, -91, -59,
+ 94, 105, 50, -66, -60, -89, -78, -80, -122, 11, -89, -38, -82, -14, 50, -121, 98, 69, 99,
+ -31, -10, -3, -29, -61, 87, -50, -32, -117, 92, 57, -79, 104, -54, 55, -106, -59, 20, -63,
+ 110, 125, 4, -96, -32, 12, 89, -37, -96, 124, 29, -84, 59, 41, -86, 43, 13, 3, 42,
+ -10, -78, 74, -62, 94, 69, 115, -2, 35, 19, -38, -4, -98, 92, 78, -50, -43, -32, -10,
+ -61, -99, -127, -65, -87, 124, -97, 5, 123, 51, 12, -111, 29, 58, 100, 52, -104, -10, -16,
+ -70, -65, 10, 108, 30, 46, 122, -84, 46, 95, 93, -70, -32, 9, 94, 42, -21, -52, -76,
+ 15, 87, -60, -73, 37, 98, 62, -62, -127, 82, -93, -87, -59, 102, 54, -35, -109, -31, 28,
+ 85, 26, -91, 36, -61, 65, 112, 73, -106, 41, -86, 63, -48, 63, 106, 59, -84, -23, -86,
+ -101, -116, 44, 56, 107, 86, -53, 11, -3, 18, 102, 12, 95, 106, 29, -33, -30, 36, 113,
+ -106, 110, 40, -69, 45, 47, 17, -28, 30, 65, 42, -89, -58, 105, -65, -88, 21, -51, 57,
+ 120, 50, -31, 41, 37, -21, 106, 30, -46, 26, 37, -4, -127, -2, -86, -115, -84, -64, -71,
+ 63, 101, -93, 84, 31, 5, -53, 14, 57, 98, 48, -116, -1, 31, -116, -45, 54, -37, -3,
+ -7, 66, -55, 90, -89, -127, -46, -126, 63, -126, -104, -21, -79, 122, 3, 81, -107, -34, -101,
+ 117, -15, -91, -92, 100, -52, -41, -51, 22, 7, 57, 28, -99, -121, -8, -87, -31, -124, -90,
+ 4, 76, 81, 73, -97, 30, -75, 36, 40, -23, -68, -119, 122, 113, 12, 103, 1, -41, -117,
+ -40, -108, 89, 107, 58, 82, -76, 11, 56, -79, 121, 106, 28, -121, 97, 59, -88, 117, 107,
+ -117, -59, 38, 34, -23, 19, -35, -86, -100, 107, 38, 121, -11, 22, 108, -90, -57, -61, -116,
+ -34, 68, -110, 82, -1, -84, -52, -16, 61, -93, -120, -52, -104, 117, -48, 29, -2, 83, 65,
+ -124, 39, 50, 48, 94, -88, -92, 90, -71, 63, 53, -98, 101, -56, 86, 92, 16, 108, -55,
+ 16, 2, -78, 114, 72, 10, 30, -55, -78, -64, -6, 65, 21, -17, 80, 74, -54, -58, 25,
+ 119, 94, -49, 94, 35, 97, 17, -48, 43, 28, 41, -49, 27, -78, 4, -96, 82, -36, -64,
+ -2, -41, -90, -72, -26, 75, 39, -113, -95, 95, 29, 115, 77, 92, 99, -64, 70, -104, -59,
+ 45, 27, 25, 8, -59, 25, -123, -78, -29, -83, 68, -27, -50, 102, -121, -94, -39, -83, -109,
+ 97, -126, -55, 77, 14, -10, -40, 89, -13, 30, 53, 117, 26, 104, -40, 92, -22, -17, 72,
+ 37, -18, -125, -15, 86, -13, 75, 0, -35, 51, -39, 0, -31, 53, 37, 57, -29, 84, 37,
+ 50, -14, 67, 113, -81, -5, -65, -22, 111, -51, -59, 122, 79, -74, 49, 56, 47, 7, 32,
+ -19, -120, -82, -99, 109, 111, 27, -1, -98, 79, -18, 5, -30, -68, 93, -46, -108, -72, 80,
+ 30, 68, -108, -125, 54, 20, 44, -71, -2, -77, 80, 66, -85, -72, -48, -120, -75, -2, -28,
+ -111, -24, 52, -92, -78, -58, 23, -116, 114, 18, -2, 71, 39, -87, 4, -67, -39, -42, 52,
+ -39, -7, 99, -8, -16, 104, -106, 8, 120, 65, -39, -66};
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/Unity/unity_test_arm_convolve_s8.c b/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/Unity/unity_test_arm_convolve_s8.c
index cb71272..284ec7f 100644
--- a/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/Unity/unity_test_arm_convolve_s8.c
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/Unity/unity_test_arm_convolve_s8.c
@@ -1,5 +1,5 @@
/*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates.
+ * SPDX-FileCopyrightText: Copyright 2010-2022 Arm Limited and/or its affiliates <open-source-office@arm.com>
*
* SPDX-License-Identifier: Apache-2.0
*
@@ -54,6 +54,8 @@
void test_conv_4_arm_convolve_s8(void) { conv_4_arm_convolve_s8(); }
+void test_conv_5_arm_convolve_s8(void) { conv_5_arm_convolve_s8(); }
+
void test_conv_1_x_n_1_arm_convolve_s8(void) { conv_1_x_n_1_arm_convolve_s8(); }
void test_conv_1_x_n_2_arm_convolve_s8(void) { conv_1_x_n_2_arm_convolve_s8(); }
diff --git a/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/test_arm_convolve_s8.c b/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/test_arm_convolve_s8.c
index 42f41c2..28a2711 100644
--- a/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/test_arm_convolve_s8.c
+++ b/CMSIS/NN/Tests/UnitTest/TestCases/test_arm_convolve_s8/test_arm_convolve_s8.c
@@ -33,6 +33,7 @@
#include "../TestData/conv_3x2_dilation/test_data.h"
#include "../TestData/conv_3x3_dilation_5x5_input/test_data.h"
#include "../TestData/conv_4/test_data.h"
+#include "../TestData/conv_5/test_data.h"
#include "../TestData/conv_dilation_golden/test_data.h"
#include "../TestData/conv_out_activation/test_data.h"
#include "../TestData/stride2pad1/test_data.h"
@@ -1256,3 +1257,87 @@
TEST_ASSERT_EQUAL(expected, result);
TEST_ASSERT_TRUE(validate(output, output_ref, output_ref_size));
}
+
+void conv_5_arm_convolve_s8(void)
+{
+ const arm_cmsis_nn_status expected = ARM_CMSIS_NN_SUCCESS;
+ q7_t output[CONV_5_DST_SIZE] = {0};
+
+ cmsis_nn_context ctx;
+ cmsis_nn_conv_params conv_params;
+ cmsis_nn_per_channel_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 q31_t *bias_data = conv_5_biases;
+ const q7_t *kernel_data = conv_5_weights;
+ const q7_t *input_data = conv_5_input;
+ const q7_t *output_ref = conv_5_output_ref;
+ const int32_t output_ref_size = CONV_5_DST_SIZE;
+
+ input_dims.n = CONV_5_INPUT_BATCHES;
+ input_dims.w = CONV_5_INPUT_W;
+ input_dims.h = CONV_5_INPUT_H;
+ input_dims.c = CONV_5_IN_CH;
+ filter_dims.w = CONV_5_FILTER_X;
+ filter_dims.h = CONV_5_FILTER_Y;
+ output_dims.w = CONV_5_OUTPUT_W;
+ output_dims.h = CONV_5_OUTPUT_H;
+ output_dims.c = CONV_5_OUT_CH;
+
+ conv_params.padding.w = CONV_5_PAD_X;
+ conv_params.padding.h = CONV_5_PAD_Y;
+ conv_params.stride.w = CONV_5_STRIDE_X;
+ conv_params.stride.h = CONV_5_STRIDE_Y;
+ conv_params.dilation.w = CONV_5_DILATION_X;
+ conv_params.dilation.h = CONV_5_DILATION_Y;
+
+ conv_params.input_offset = CONV_5_INPUT_OFFSET;
+ conv_params.output_offset = CONV_5_OUTPUT_OFFSET;
+ conv_params.activation.min = CONV_5_OUT_ACTIVATION_MIN;
+ conv_params.activation.max = CONV_5_OUT_ACTIVATION_MAX;
+ quant_params.multiplier = (int32_t *)conv_5_output_mult;
+ quant_params.shift = (int32_t *)conv_5_output_shift;
+
+ int32_t buf_size = arm_convolve_s8_get_buffer_size(&input_dims, &filter_dims);
+ ctx.buf = malloc(buf_size);
+ ctx.size = 0;
+
+ arm_cmsis_nn_status result = arm_convolve_s8(&ctx,
+ &conv_params,
+ &quant_params,
+ &input_dims,
+ input_data,
+ &filter_dims,
+ conv_5_weights,
+ &bias_dims,
+ bias_data,
+ &output_dims,
+ output);
+
+ free(ctx.buf);
+ TEST_ASSERT_EQUAL(expected, result);
+ TEST_ASSERT_TRUE(validate(output, output_ref, output_ref_size));
+
+ buf_size = arm_convolve_wrapper_s8_get_buffer_size(&conv_params, &input_dims, &filter_dims, &output_dims);
+ ctx.buf = malloc(buf_size);
+ ctx.size = 0;
+
+ result = arm_convolve_wrapper_s8(&ctx,
+ &conv_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(output, output_ref, output_ref_size));
+}
diff --git a/CMSIS/NN/Tests/UnitTest/generate_test_data.py b/CMSIS/NN/Tests/UnitTest/generate_test_data.py
index 505133d..8361a42 100755
--- a/CMSIS/NN/Tests/UnitTest/generate_test_data.py
+++ b/CMSIS/NN/Tests/UnitTest/generate_test_data.py
@@ -1191,6 +1191,10 @@
TESTDATA_SETS[dataset] = ConvSettings(dataset, type_of_test, args, in_ch=3, out_ch=3, x_in=5, y_in=5, w_x=2,
w_y=3, stride_x=2, stride_y=2, pad=False,
out_activation_min=-109, out_activation_max=127, batches=3)
+ dataset = 'conv_5'
+ TESTDATA_SETS[dataset] = ConvSettings(dataset, type_of_test, args, in_ch=128, out_ch=1, x_in=128, y_in=1, w_x=3,
+ w_y=3, stride_x=4, stride_y=4, pad=True,
+ out_activation_min=-88, out_activation_max=127)
dataset = 'conv_out_activation'
TESTDATA_SETS[dataset] = ConvSettings(dataset, type_of_test, args, in_ch=2, out_ch=2, x_in=3, y_in=3, w_x=3,
w_y=3, stride_x=1, stride_y=1, pad=True, out_activation_min=-61,