CMSIS-NN: Update conv, depthwise and fully_connected unit tests (#1321)

* CMSIS-NN: Update conv, depthwise and fully_connected unit tests

Data generate script uses TFL int kernels instead of TF float kernels
for reference output.

All conv unit tests are regenerated.

Change-Id: If466b075390f66fa9818f9cb12ca21d5688fa754

* CMSIS-NN: regenerate depthwise unit tests

* CMSIS-NN: regenerate fully_connected unit tests

* CMSIS-NN: Fix zero weights in requantize_s64 unit test

Decreasing bias size to reduce the weight scale, which was causing the
weights to be zero.

CMSIS/NN/.gitignore

@@ -1,3 +1,5 @@
 Tests/UnitTest/TestCases/*/Unity/TestRunner/*
+Tests/UnitTest/TestCases/*/Unity/TestRunner/*
+Tests/UnitTest/TestCases/TestData/*/*.tflite
 Tests/UnitTest/Output/*
 Tests/UnitTest/Unity/*

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

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

@@ -1,41 +1,41 @@
 # 1,8,5,1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/basic/kernel.txt

@@ -1,9 +1,9 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_1/bias.txt

@@ -1,2 +1,2 @@
 # 3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_1/input.txt

@@ -1,51 +1,51 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_1/kernel.txt

@@ -1,7 +1,7 @@
 # 1,2,3,3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_2/bias.txt

@@ -1,2 +1,2 @@
 # 1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_2/input.txt

@@ -1,122 +1,122 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_2/kernel.txt

@@ -1,34 +1,34 @@
 # 1,11,3,1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_3/bias.txt

@@ -1,2 +1,2 @@
 # 3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_3/input.txt

@@ -1,122 +1,122 @@
 # 1,11,11,1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_1_x_n_3/kernel.txt

@@ -1,12 +1,12 @@
 # 11,1,1,3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_2/bias.txt

@@ -1,2 +1,2 @@
 # 4
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_2/input.txt

@@ -1,19 +1,19 @@
 # 1,3,6,2
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_2/kernel.txt

@@ -1,19 +1,19 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_3/bias.txt

@@ -1,2 +1,2 @@
 # 1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_3/input.txt

@@ -1,491 +1,491 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_3/kernel.txt

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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_4/bias.txt

@@ -1,2 +1,2 @@
 # 3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_4/input.txt

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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_4/kernel.txt

@@ -1,19 +1,19 @@
 # 3,2,3,3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_out_activation/bias.txt

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

@@ -1,10 +1,10 @@
 # 1,3,3,2
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CMSIS/NN/Tests/UnitTest/PregeneratedData/conv_out_activation/kernel.txt

@@ -1,19 +1,19 @@
 # 3,3,2,2
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_2/bias.txt

@@ -1,2 +1,2 @@
 # 9
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_2/input.txt

@@ -1,31 +1,31 @@
 # 1,5,6,3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_2/kernel.txt

@@ -1,37 +1,37 @@
 # 4,3,3,3
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_eq_in_out_ch/bias.txt

@@ -1,2 +1,2 @@
 # 6
--2.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_eq_in_out_ch/input.txt

@@ -1,21 +1,21 @@
 # 1,5,4,6
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_eq_in_out_ch/kernel.txt

@@ -1,37 +1,37 @@
 # 3,2,6,1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_kernel_3x3/bias.txt

@@ -1,2 +1,2 @@
 # 5
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_kernel_3x3/input.txt

@@ -1,21 +1,21 @@
 # 1,5,4,5
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_kernel_3x3/kernel.txt

@@ -1,46 +1,46 @@
 # 3,3,5,1
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_mult_batches/bias.txt

@@ -1,2 +1,2 @@
 # 3
-1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00
+-2.800000000000000000e+01,-3.100000000000000000e+01,1.200000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_mult_batches/input.txt

@@ -1,31 +1,31 @@
 # 2,5,3,3
--1.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00
--1.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
--1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
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--1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00
--2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
--1.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00
--1.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
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-0.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
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--1.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00
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-1.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00
--1.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00
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--2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00
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--2.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00
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--2.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00
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+8.100000000000000000e+01,3.500000000000000000e+01,5.400000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_mult_batches/kernel.txt

@@ -1,25 +1,25 @@
 # 4,2,3,1
-0.000000000000000000e+00
-0.000000000000000000e+00
--1.000000000000000000e+00
--1.000000000000000000e+00
--2.000000000000000000e+00
-1.000000000000000000e+00
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--1.000000000000000000e+00
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--1.000000000000000000e+00
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--1.000000000000000000e+00
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--2.000000000000000000e+00
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--2.000000000000000000e+00
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+-4.000000000000000000e+00
+4.600000000000000000e+01

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

@@ -1,2 +1,2 @@
 # 3
--1.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00
+-9.800000000000000000e+01,2.300000000000000000e+01,-1.000000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_out_activation/input.txt

@@ -1,31 +1,31 @@
 # 1,5,6,3
-1.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00
-0.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00
--2.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00
--1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00
-1.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00
--1.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00
-0.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00
-3.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00
--4.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00
--1.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00
-1.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00
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--1.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00
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--2.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
--1.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00
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--1.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00
--4.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00
--2.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00
--1.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00
--2.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00
--1.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00
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CMSIS/NN/Tests/UnitTest/PregeneratedData/depthwise_out_activation/kernel.txt

@@ -1,37 +1,37 @@
 # 4,3,3,1
-3.000000000000000000e+00
--2.000000000000000000e+00
-1.000000000000000000e+00
--1.000000000000000000e+00
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--1.000000000000000000e+00
--2.000000000000000000e+00
--3.000000000000000000e+00
-1.000000000000000000e+00
-3.000000000000000000e+00
--1.000000000000000000e+00
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--4.000000000000000000e+00
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-1.000000000000000000e+00
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--1.000000000000000000e+00
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected/bias.txt

@@ -1,2 +1,2 @@
 # 6
--4.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,-3.000000000000000000e+00,1.000000000000000000e+00
+-1.070000000000000000e+02,9.000000000000000000e+00,-4.300000000000000000e+01,-6.100000000000000000e+01,4.600000000000000000e+01,-1.190000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected/input.txt

@@ -1,7 +1,4 @@
-# 3,1,2,10
-2.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00
-2.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,-3.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00
-3.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00
--3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,-1.000000000000000000e+00
-3.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
+# 3,20
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected/kernel.txt

@@ -1,21 +1,21 @@
-# 1,2,10,6
--1.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00
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--3.000000000000000000e+00,3.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
--2.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00
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-0.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
--2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00
-3.000000000000000000e+00,-3.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
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-0.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00,-1.000000000000000000e+00
--1.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,3.000000000000000000e+00,-2.000000000000000000e+00
-1.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00
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-0.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,1.000000000000000000e+00
+# 20,6
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+-9.000000000000000000e+01,-6.800000000000000000e+01,-3.000000000000000000e+00,6.600000000000000000e+01,9.800000000000000000e+01,5.700000000000000000e+01
+-1.100000000000000000e+01,-8.400000000000000000e+01,1.070000000000000000e+02,-4.400000000000000000e+01,-1.240000000000000000e+02,-7.900000000000000000e+01
+-1.020000000000000000e+02,-6.900000000000000000e+01,-2.400000000000000000e+01,-6.200000000000000000e+01,-5.600000000000000000e+01,0.000000000000000000e+00
+-7.700000000000000000e+01,3.000000000000000000e+01,-1.230000000000000000e+02,-1.700000000000000000e+01,-7.300000000000000000e+01,1.010000000000000000e+02
+-3.300000000000000000e+01,2.300000000000000000e+01,-1.060000000000000000e+02,-2.800000000000000000e+01,6.600000000000000000e+01,6.700000000000000000e+01
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+3.600000000000000000e+01,-1.300000000000000000e+01,-1.000000000000000000e+02,-9.300000000000000000e+01,1.000000000000000000e+00,-7.600000000000000000e+01
+-1.000000000000000000e+00,-4.800000000000000000e+01,8.600000000000000000e+01,-8.000000000000000000e+00,-3.200000000000000000e+01,3.400000000000000000e+01
+2.500000000000000000e+01,-1.180000000000000000e+02,-7.800000000000000000e+01,-3.400000000000000000e+01,-6.000000000000000000e+00,-3.600000000000000000e+01
+-1.250000000000000000e+02,-6.000000000000000000e+00,6.000000000000000000e+00,-1.150000000000000000e+02,1.150000000000000000e+02,-6.500000000000000000e+01
+8.600000000000000000e+01,-4.000000000000000000e+00,8.700000000000000000e+01,3.000000000000000000e+00,3.400000000000000000e+01,1.090000000000000000e+02
+2.800000000000000000e+01,-6.700000000000000000e+01,-9.300000000000000000e+01,4.600000000000000000e+01,4.200000000000000000e+01,-2.700000000000000000e+01
+-9.500000000000000000e+01,-5.900000000000000000e+01,-8.400000000000000000e+01,-1.100000000000000000e+02,4.700000000000000000e+01,-2.500000000000000000e+01
+-2.800000000000000000e+01,-7.400000000000000000e+01,-6.900000000000000000e+01,3.700000000000000000e+01,2.900000000000000000e+01,-1.100000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16/bias.txt

@@ -1,2 +1,2 @@
 # 11
--5.000000000000000000e+00,4.500000000000000000e+01,5.300000000000000000e+01,-3.300000000000000000e+01,3.100000000000000000e+01,5.100000000000000000e+01,4.300000000000000000e+01,3.500000000000000000e+01,3.700000000000000000e+01,-1.000000000000000000e+00,4.600000000000000000e+01
+-1.109900000000000000e+04,1.628000000000000000e+04,-2.788400000000000000e+04,-1.112400000000000000e+04,-3.187800000000000000e+04,-2.567800000000000000e+04,-7.384000000000000000e+03,4.587000000000000000e+03,5.986000000000000000e+03,-2.586400000000000000e+04,2.597000000000000000e+04

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16/input.txt

@@ -1,19 +1,3 @@
-# 2,3,3,7
--3.000000000000000000e+00,-3.800000000000000000e+01,2.400000000000000000e+01,8.000000000000000000e+00,-1.100000000000000000e+01,-4.300000000000000000e+01,4.700000000000000000e+01
-4.500000000000000000e+01,6.000000000000000000e+00,-1.000000000000000000e+01,-3.000000000000000000e+00,-5.200000000000000000e+01,-2.300000000000000000e+01,9.000000000000000000e+00
-3.200000000000000000e+01,3.000000000000000000e+00,-7.000000000000000000e+00,-2.000000000000000000e+00,-5.000000000000000000e+00,2.800000000000000000e+01,-4.000000000000000000e+01
--2.100000000000000000e+01,-3.900000000000000000e+01,6.000000000000000000e+00,-4.500000000000000000e+01,3.500000000000000000e+01,-8.000000000000000000e+00,-1.600000000000000000e+01
--1.600000000000000000e+01,2.000000000000000000e+00,-9.000000000000000000e+00,-4.200000000000000000e+01,-3.500000000000000000e+01,1.200000000000000000e+01,-3.700000000000000000e+01
-3.300000000000000000e+01,1.400000000000000000e+01,-4.700000000000000000e+01,-3.200000000000000000e+01,-3.800000000000000000e+01,4.000000000000000000e+01,1.300000000000000000e+01
-1.200000000000000000e+01,4.600000000000000000e+01,1.200000000000000000e+01,-4.600000000000000000e+01,2.700000000000000000e+01,-4.200000000000000000e+01,3.300000000000000000e+01
-3.000000000000000000e+00,-4.300000000000000000e+01,5.300000000000000000e+01,3.000000000000000000e+00,-5.000000000000000000e+01,-3.500000000000000000e+01,2.700000000000000000e+01
--3.000000000000000000e+00,-1.800000000000000000e+01,1.200000000000000000e+01,-3.900000000000000000e+01,-4.700000000000000000e+01,2.800000000000000000e+01,1.000000000000000000e+00
-3.000000000000000000e+01,8.000000000000000000e+00,-5.000000000000000000e+01,1.100000000000000000e+01,-2.300000000000000000e+01,1.000000000000000000e+00,4.000000000000000000e+00
--3.100000000000000000e+01,1.700000000000000000e+01,2.000000000000000000e+00,-3.500000000000000000e+01,-2.000000000000000000e+01,5.100000000000000000e+01,-3.200000000000000000e+01
--4.200000000000000000e+01,-3.700000000000000000e+01,-3.700000000000000000e+01,3.600000000000000000e+01,-1.200000000000000000e+01,3.800000000000000000e+01,-1.200000000000000000e+01
--2.800000000000000000e+01,-4.600000000000000000e+01,-4.900000000000000000e+01,-5.600000000000000000e+01,1.700000000000000000e+01,-3.200000000000000000e+01,6.000000000000000000e+00
--1.900000000000000000e+01,-4.700000000000000000e+01,5.000000000000000000e+00,-1.700000000000000000e+01,-2.900000000000000000e+01,1.000000000000000000e+00,5.000000000000000000e+01
--3.900000000000000000e+01,1.000000000000000000e+00,3.900000000000000000e+01,8.000000000000000000e+00,-1.900000000000000000e+01,5.600000000000000000e+01,5.000000000000000000e+00
--4.400000000000000000e+01,-2.800000000000000000e+01,-4.900000000000000000e+01,-3.600000000000000000e+01,2.300000000000000000e+01,5.100000000000000000e+01,-7.000000000000000000e+00
--1.000000000000000000e+01,1.500000000000000000e+01,5.300000000000000000e+01,5.000000000000000000e+01,-1.500000000000000000e+01,-5.200000000000000000e+01,-5.200000000000000000e+01
--1.000000000000000000e+00,-4.600000000000000000e+01,5.000000000000000000e+01,-5.200000000000000000e+01,-4.900000000000000000e+01,3.800000000000000000e+01,9.000000000000000000e+00
+# 2,63
+2.329800000000000000e+04,9.208000000000000000e+03,2.192700000000000000e+04,9.105000000000000000e+03,-9.836000000000000000e+03,-2.827200000000000000e+04,-3.213000000000000000e+04,3.165500000000000000e+04,1.377000000000000000e+03,2.252400000000000000e+04,-6.533000000000000000e+03,3.640000000000000000e+03,2.786800000000000000e+04,-7.093000000000000000e+03,-2.883800000000000000e+04,-1.320300000000000000e+04,7.946000000000000000e+03,-1.213400000000000000e+04,-1.869300000000000000e+04,-8.487000000000000000e+03,7.482000000000000000e+03,-2.706800000000000000e+04,3.179000000000000000e+03,-2.003200000000000000e+04,-2.066800000000000000e+04,1.574700000000000000e+04,1.880000000000000000e+02,1.605300000000000000e+04,3.160800000000000000e+04,-8.736000000000000000e+03,4.920000000000000000e+02,2.739000000000000000e+04,-1.609000000000000000e+04,2.376000000000000000e+03,2.181100000000000000e+04,1.323200000000000000e+04,1.266400000000000000e+04,-6.878000000000000000e+03,-2.147000000000000000e+03,2.127400000000000000e+04,-1.901200000000000000e+04,2.931900000000000000e+04,-1.808300000000000000e+04,-2.144500000000000000e+04,2.704900000000000000e+04,2.929100000000000000e+04,7.362000000000000000e+03,-2.063400000000000000e+04,2.301500000000000000e+04,-5.670000000000000000e+02,3.766000000000000000e+03,2.539200000000000000e+04,1.684900000000000000e+04,1.948400000000000000e+04,-2.451500000000000000e+04,-2.006100000000000000e+04,-3.469000000000000000e+03,2.910200000000000000e+04,-3.128800000000000000e+04,-2.163500000000000000e+04,-1.517300000000000000e+04,5.803000000000000000e+03,2.082300000000000000e+04
+1.368600000000000000e+04,9.373000000000000000e+03,-1.153900000000000000e+04,-3.142300000000000000e+04,2.583600000000000000e+04,-2.574000000000000000e+04,-2.966700000000000000e+04,-1.143700000000000000e+04,-3.256000000000000000e+03,-2.289500000000000000e+04,-2.560200000000000000e+04,1.418700000000000000e+04,-2.217300000000000000e+04,-2.564400000000000000e+04,3.053000000000000000e+04,-2.681400000000000000e+04,2.158000000000000000e+04,2.053000000000000000e+03,-1.922000000000000000e+04,-3.597000000000000000e+03,2.615100000000000000e+04,-1.101400000000000000e+04,-2.733800000000000000e+04,-3.720000000000000000e+02,1.061800000000000000e+04,2.540700000000000000e+04,-2.623700000000000000e+04,-1.985400000000000000e+04,-2.049100000000000000e+04,2.830400000000000000e+04,3.082300000000000000e+04,7.517000000000000000e+03,8.068000000000000000e+03,-1.074000000000000000e+03,-5.902000000000000000e+03,-8.661000000000000000e+03,-2.388000000000000000e+03,-2.229200000000000000e+04,7.362000000000000000e+03,3.270500000000000000e+04,-1.029500000000000000e+04,1.922800000000000000e+04,-4.637000000000000000e+03,-7.500000000000000000e+01,-2.187300000000000000e+04,7.266000000000000000e+03,4.810000000000000000e+03,-2.110000000000000000e+03,-2.684300000000000000e+04,-9.262000000000000000e+03,3.221200000000000000e+04,-1.489300000000000000e+04,1.512100000000000000e+04,-9.345000000000000000e+03,-1.971100000000000000e+04,3.346000000000000000e+03,2.730800000000000000e+04,-8.225000000000000000e+03,1.303500000000000000e+04,5.460000000000000000e+03,-3.333000000000000000e+03,-1.641900000000000000e+04,-2.099800000000000000e+04

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16/kernel.txt

@@ -1,64 +1,64 @@
-# 3,3,7,11
--3.100000000000000000e+01,-1.500000000000000000e+01,-2.900000000000000000e+01,-3.000000000000000000e+01,-4.200000000000000000e+01,4.800000000000000000e+01,4.400000000000000000e+01,-1.800000000000000000e+01,1.700000000000000000e+01,5.000000000000000000e+01,0.000000000000000000e+00
-5.700000000000000000e+01,1.700000000000000000e+01,5.000000000000000000e+01,-1.000000000000000000e+00,-1.000000000000000000e+01,2.200000000000000000e+01,-1.900000000000000000e+01,-2.000000000000000000e+01,-1.300000000000000000e+01,2.100000000000000000e+01,-2.900000000000000000e+01
-1.200000000000000000e+01,3.800000000000000000e+01,2.800000000000000000e+01,1.100000000000000000e+01,3.800000000000000000e+01,-1.200000000000000000e+01,-3.500000000000000000e+01,-1.000000000000000000e+01,-4.700000000000000000e+01,-2.800000000000000000e+01,-5.500000000000000000e+01
--5.000000000000000000e+01,3.000000000000000000e+00,4.600000000000000000e+01,-4.700000000000000000e+01,-2.000000000000000000e+00,2.600000000000000000e+01,8.000000000000000000e+00,4.600000000000000000e+01,1.500000000000000000e+01,9.000000000000000000e+00,-8.000000000000000000e+00
-1.800000000000000000e+01,2.600000000000000000e+01,2.000000000000000000e+01,4.900000000000000000e+01,-4.300000000000000000e+01,2.000000000000000000e+01,-1.100000000000000000e+01,3.600000000000000000e+01,-5.000000000000000000e+01,1.800000000000000000e+01,-4.700000000000000000e+01
-5.200000000000000000e+01,-5.100000000000000000e+01,3.100000000000000000e+01,-3.800000000000000000e+01,-2.300000000000000000e+01,-1.000000000000000000e+00,-5.000000000000000000e+00,-1.500000000000000000e+01,-5.300000000000000000e+01,-3.900000000000000000e+01,3.500000000000000000e+01
--2.400000000000000000e+01,-1.700000000000000000e+01,1.000000000000000000e+01,5.000000000000000000e+01,3.200000000000000000e+01,-3.100000000000000000e+01,2.600000000000000000e+01,-3.000000000000000000e+00,2.400000000000000000e+01,1.000000000000000000e+00,5.100000000000000000e+01
--9.000000000000000000e+00,4.700000000000000000e+01,-1.500000000000000000e+01,-2.600000000000000000e+01,3.500000000000000000e+01,-1.300000000000000000e+01,-3.200000000000000000e+01,-2.000000000000000000e+01,-1.800000000000000000e+01,-1.600000000000000000e+01,1.700000000000000000e+01
--2.500000000000000000e+01,-3.100000000000000000e+01,-2.900000000000000000e+01,-1.300000000000000000e+01,6.000000000000000000e+00,5.700000000000000000e+01,-5.200000000000000000e+01,2.200000000000000000e+01,-3.800000000000000000e+01,0.000000000000000000e+00,-4.600000000000000000e+01
-2.100000000000000000e+01,-5.300000000000000000e+01,4.500000000000000000e+01,-5.000000000000000000e+00,1.700000000000000000e+01,-8.000000000000000000e+00,2.800000000000000000e+01,1.000000000000000000e+01,-2.500000000000000000e+01,2.700000000000000000e+01,2.500000000000000000e+01
--1.600000000000000000e+01,2.200000000000000000e+01,-2.700000000000000000e+01,4.800000000000000000e+01,1.200000000000000000e+01,3.000000000000000000e+01,-4.000000000000000000e+00,4.100000000000000000e+01,-4.300000000000000000e+01,4.200000000000000000e+01,5.800000000000000000e+01
--2.000000000000000000e+01,2.700000000000000000e+01,1.300000000000000000e+01,1.700000000000000000e+01,1.900000000000000000e+01,1.300000000000000000e+01,-4.500000000000000000e+01,2.500000000000000000e+01,5.800000000000000000e+01,7.000000000000000000e+00,1.900000000000000000e+01
-2.900000000000000000e+01,5.000000000000000000e+01,-2.100000000000000000e+01,1.400000000000000000e+01,-4.800000000000000000e+01,5.700000000000000000e+01,-9.000000000000000000e+00,-2.600000000000000000e+01,-4.000000000000000000e+00,-1.500000000000000000e+01,-2.000000000000000000e+01
-1.400000000000000000e+01,3.700000000000000000e+01,-2.100000000000000000e+01,-5.000000000000000000e+01,7.000000000000000000e+00,5.200000000000000000e+01,4.900000000000000000e+01,3.400000000000000000e+01,-1.000000000000000000e+01,2.700000000000000000e+01,-8.000000000000000000e+00
--1.000000000000000000e+00,-2.800000000000000000e+01,4.700000000000000000e+01,1.400000000000000000e+01,-4.500000000000000000e+01,-1.700000000000000000e+01,-2.000000000000000000e+00,4.200000000000000000e+01,2.200000000000000000e+01,4.000000000000000000e+01,5.100000000000000000e+01
--3.000000000000000000e+00,-1.000000000000000000e+00,4.900000000000000000e+01,-7.000000000000000000e+00,-3.700000000000000000e+01,3.800000000000000000e+01,-8.000000000000000000e+00,3.600000000000000000e+01,6.000000000000000000e+00,3.000000000000000000e+01,-2.400000000000000000e+01
-4.200000000000000000e+01,4.400000000000000000e+01,-1.300000000000000000e+01,4.000000000000000000e+01,-2.600000000000000000e+01,-1.100000000000000000e+01,-7.000000000000000000e+00,-1.900000000000000000e+01,3.200000000000000000e+01,-3.300000000000000000e+01,5.800000000000000000e+01
--7.000000000000000000e+00,-2.600000000000000000e+01,2.200000000000000000e+01,4.200000000000000000e+01,-2.000000000000000000e+00,-2.700000000000000000e+01,-4.600000000000000000e+01,9.000000000000000000e+00,5.000000000000000000e+00,-3.400000000000000000e+01,4.100000000000000000e+01
--5.100000000000000000e+01,2.800000000000000000e+01,-1.700000000000000000e+01,-1.100000000000000000e+01,2.100000000000000000e+01,-2.800000000000000000e+01,-8.000000000000000000e+00,4.500000000000000000e+01,-5.200000000000000000e+01,1.500000000000000000e+01,3.400000000000000000e+01
-5.100000000000000000e+01,-3.200000000000000000e+01,-2.900000000000000000e+01,1.700000000000000000e+01,-3.700000000000000000e+01,-1.700000000000000000e+01,3.900000000000000000e+01,1.300000000000000000e+01,-1.000000000000000000e+00,-3.300000000000000000e+01,-8.000000000000000000e+00
-2.900000000000000000e+01,1.600000000000000000e+01,-4.900000000000000000e+01,-2.000000000000000000e+01,5.500000000000000000e+01,2.100000000000000000e+01,1.000000000000000000e+01,-4.700000000000000000e+01,-3.100000000000000000e+01,-5.100000000000000000e+01,1.100000000000000000e+01
--4.400000000000000000e+01,4.500000000000000000e+01,3.900000000000000000e+01,8.000000000000000000e+00,-3.700000000000000000e+01,-4.700000000000000000e+01,1.600000000000000000e+01,2.200000000000000000e+01,7.000000000000000000e+00,6.000000000000000000e+00,3.800000000000000000e+01
-3.500000000000000000e+01,1.700000000000000000e+01,1.500000000000000000e+01,-3.900000000000000000e+01,-3.200000000000000000e+01,-3.700000000000000000e+01,-5.400000000000000000e+01,3.300000000000000000e+01,-8.000000000000000000e+00,1.700000000000000000e+01,-2.300000000000000000e+01
-4.900000000000000000e+01,-3.300000000000000000e+01,1.000000000000000000e+01,-8.000000000000000000e+00,2.700000000000000000e+01,2.000000000000000000e+01,-1.000000000000000000e+01,1.500000000000000000e+01,-3.300000000000000000e+01,1.200000000000000000e+01,4.900000000000000000e+01
-2.800000000000000000e+01,-4.900000000000000000e+01,3.400000000000000000e+01,2.800000000000000000e+01,-8.000000000000000000e+00,-2.400000000000000000e+01,-1.300000000000000000e+01,1.000000000000000000e+00,-3.600000000000000000e+01,-4.900000000000000000e+01,5.700000000000000000e+01
-2.900000000000000000e+01,3.200000000000000000e+01,-1.100000000000000000e+01,-3.000000000000000000e+00,1.900000000000000000e+01,5.600000000000000000e+01,1.900000000000000000e+01,-3.800000000000000000e+01,4.900000000000000000e+01,6.000000000000000000e+00,1.400000000000000000e+01
--4.500000000000000000e+01,2.100000000000000000e+01,-4.700000000000000000e+01,-1.500000000000000000e+01,-1.600000000000000000e+01,5.400000000000000000e+01,3.100000000000000000e+01,4.000000000000000000e+00,-2.600000000000000000e+01,-1.700000000000000000e+01,-1.800000000000000000e+01
-2.700000000000000000e+01,-2.900000000000000000e+01,9.000000000000000000e+00,5.500000000000000000e+01,1.200000000000000000e+01,-2.500000000000000000e+01,0.000000000000000000e+00,7.000000000000000000e+00,1.600000000000000000e+01,-1.600000000000000000e+01,-4.000000000000000000e+00
--4.500000000000000000e+01,-2.700000000000000000e+01,-2.200000000000000000e+01,4.300000000000000000e+01,5.200000000000000000e+01,-4.700000000000000000e+01,2.000000000000000000e+01,5.400000000000000000e+01,-2.000000000000000000e+00,-1.700000000000000000e+01,5.800000000000000000e+01
-1.900000000000000000e+01,-7.000000000000000000e+00,4.000000000000000000e+00,-7.000000000000000000e+00,-2.600000000000000000e+01,-2.000000000000000000e+00,1.500000000000000000e+01,1.500000000000000000e+01,-2.100000000000000000e+01,-3.000000000000000000e+00,1.000000000000000000e+00
-6.000000000000000000e+00,1.000000000000000000e+01,-2.700000000000000000e+01,5.400000000000000000e+01,-7.000000000000000000e+00,-8.000000000000000000e+00,-1.300000000000000000e+01,2.100000000000000000e+01,2.900000000000000000e+01,-4.200000000000000000e+01,5.100000000000000000e+01
-7.000000000000000000e+00,2.000000000000000000e+00,-1.600000000000000000e+01,-4.200000000000000000e+01,-2.600000000000000000e+01,4.000000000000000000e+00,-5.200000000000000000e+01,-5.000000000000000000e+01,7.000000000000000000e+00,3.300000000000000000e+01,5.600000000000000000e+01
--3.100000000000000000e+01,4.500000000000000000e+01,5.800000000000000000e+01,2.500000000000000000e+01,2.500000000000000000e+01,-5.000000000000000000e+01,-4.200000000000000000e+01,-3.100000000000000000e+01,-5.400000000000000000e+01,2.500000000000000000e+01,3.800000000000000000e+01
--5.400000000000000000e+01,5.800000000000000000e+01,-3.800000000000000000e+01,2.300000000000000000e+01,1.100000000000000000e+01,-4.000000000000000000e+00,1.900000000000000000e+01,3.400000000000000000e+01,-5.500000000000000000e+01,1.500000000000000000e+01,-4.400000000000000000e+01
--1.600000000000000000e+01,-4.000000000000000000e+01,9.000000000000000000e+00,4.900000000000000000e+01,-4.200000000000000000e+01,-1.600000000000000000e+01,-5.500000000000000000e+01,1.900000000000000000e+01,-4.500000000000000000e+01,1.600000000000000000e+01,-3.900000000000000000e+01
-2.900000000000000000e+01,0.000000000000000000e+00,3.500000000000000000e+01,-5.300000000000000000e+01,1.100000000000000000e+01,-2.000000000000000000e+01,-5.500000000000000000e+01,-5.000000000000000000e+01,3.700000000000000000e+01,-2.700000000000000000e+01,2.200000000000000000e+01
-5.000000000000000000e+00,-1.200000000000000000e+01,3.100000000000000000e+01,5.100000000000000000e+01,-4.700000000000000000e+01,5.000000000000000000e+01,-4.900000000000000000e+01,9.000000000000000000e+00,1.100000000000000000e+01,3.800000000000000000e+01,-2.500000000000000000e+01
--2.000000000000000000e+00,-1.200000000000000000e+01,-2.200000000000000000e+01,-1.000000000000000000e+01,5.800000000000000000e+01,-2.000000000000000000e+01,-1.000000000000000000e+01,-9.000000000000000000e+00,3.000000000000000000e+00,-2.600000000000000000e+01,4.300000000000000000e+01
--3.200000000000000000e+01,7.000000000000000000e+00,1.700000000000000000e+01,3.600000000000000000e+01,-1.800000000000000000e+01,2.400000000000000000e+01,3.000000000000000000e+00,3.700000000000000000e+01,-6.000000000000000000e+00,-2.800000000000000000e+01,3.600000000000000000e+01
--1.400000000000000000e+01,5.100000000000000000e+01,5.000000000000000000e+01,-1.900000000000000000e+01,3.700000000000000000e+01,8.000000000000000000e+00,4.900000000000000000e+01,-4.300000000000000000e+01,3.800000000000000000e+01,1.000000000000000000e+01,-1.800000000000000000e+01
-3.000000000000000000e+00,-1.600000000000000000e+01,2.600000000000000000e+01,1.000000000000000000e+00,-2.600000000000000000e+01,-7.000000000000000000e+00,5.400000000000000000e+01,5.200000000000000000e+01,-5.400000000000000000e+01,2.400000000000000000e+01,-3.000000000000000000e+00
-5.600000000000000000e+01,2.200000000000000000e+01,5.000000000000000000e+00,1.900000000000000000e+01,1.400000000000000000e+01,1.000000000000000000e+01,2.400000000000000000e+01,-3.000000000000000000e+00,2.500000000000000000e+01,5.000000000000000000e+00,-4.700000000000000000e+01
--3.100000000000000000e+01,1.400000000000000000e+01,-4.900000000000000000e+01,3.800000000000000000e+01,-3.800000000000000000e+01,4.000000000000000000e+00,-3.800000000000000000e+01,1.200000000000000000e+01,-5.500000000000000000e+01,-9.000000000000000000e+00,-3.000000000000000000e+01
-9.000000000000000000e+00,9.000000000000000000e+00,9.000000000000000000e+00,-3.200000000000000000e+01,-4.000000000000000000e+01,-3.800000000000000000e+01,3.300000000000000000e+01,2.000000000000000000e+00,-2.900000000000000000e+01,-4.000000000000000000e+00,-1.500000000000000000e+01
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16_big/bias.txt

@@ -1,2 +1,2 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_int16_big/kernel.txt

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+9.900000000000000000e+01,-5.600000000000000000e+01,2.200000000000000000e+01,2.900000000000000000e+01,-6.300000000000000000e+01,-2.500000000000000000e+01,1.100000000000000000e+01,2.300000000000000000e+01,1.200000000000000000e+01,9.700000000000000000e+01,-9.900000000000000000e+01
+-6.400000000000000000e+01,-1.500000000000000000e+01,3.200000000000000000e+01,1.090000000000000000e+02,5.500000000000000000e+01,-7.700000000000000000e+01,2.500000000000000000e+01,9.100000000000000000e+01,-6.200000000000000000e+01,-4.200000000000000000e+01,4.100000000000000000e+01
+2.700000000000000000e+01,8.300000000000000000e+01,3.400000000000000000e+01,-1.020000000000000000e+02,2.000000000000000000e+01,-1.270000000000000000e+02,0.000000000000000000e+00,-1.400000000000000000e+01,9.500000000000000000e+01,9.900000000000000000e+01,-5.800000000000000000e+01
+-5.600000000000000000e+01,-9.200000000000000000e+01,9.500000000000000000e+01,8.200000000000000000e+01,1.010000000000000000e+02,8.400000000000000000e+01,6.000000000000000000e+01,7.500000000000000000e+01,7.400000000000000000e+01,-1.000000000000000000e+02,-1.020000000000000000e+02
+-3.100000000000000000e+01,7.400000000000000000e+01,4.000000000000000000e+00,7.000000000000000000e+00,1.210000000000000000e+02,7.300000000000000000e+01,2.800000000000000000e+01,3.000000000000000000e+01,6.000000000000000000e+00,5.300000000000000000e+01,-8.000000000000000000e+00
+2.300000000000000000e+01,1.000000000000000000e+02,2.400000000000000000e+01,8.000000000000000000e+01,4.700000000000000000e+01,1.230000000000000000e+02,-1.000000000000000000e+01,4.000000000000000000e+00,-1.300000000000000000e+01,-5.100000000000000000e+01,-9.000000000000000000e+00
+-1.200000000000000000e+02,-1.170000000000000000e+02,4.400000000000000000e+01,-2.500000000000000000e+01,1.300000000000000000e+01,1.040000000000000000e+02,1.120000000000000000e+02,2.700000000000000000e+01,-6.400000000000000000e+01,-2.000000000000000000e+01,1.150000000000000000e+02
+4.000000000000000000e+00,-4.900000000000000000e+01,-8.200000000000000000e+01,-5.100000000000000000e+01,-6.900000000000000000e+01,-1.900000000000000000e+01,7.100000000000000000e+01,1.040000000000000000e+02,1.900000000000000000e+01,-7.000000000000000000e+01,0.000000000000000000e+00
+3.400000000000000000e+01,-8.200000000000000000e+01,-8.100000000000000000e+01,-3.000000000000000000e+00,-7.400000000000000000e+01,9.200000000000000000e+01,-1.270000000000000000e+02,7.000000000000000000e+00,4.600000000000000000e+01,-2.600000000000000000e+01,8.800000000000000000e+01
+-1.000000000000000000e+01,-5.300000000000000000e+01,-8.800000000000000000e+01,-4.600000000000000000e+01,-1.090000000000000000e+02,4.300000000000000000e+01,-8.900000000000000000e+01,9.000000000000000000e+00,7.100000000000000000e+01,-2.200000000000000000e+01,1.030000000000000000e+02
+2.000000000000000000e+00,8.900000000000000000e+01,-1.300000000000000000e+01,9.400000000000000000e+01,-5.200000000000000000e+01,3.000000000000000000e+01,4.300000000000000000e+01,9.700000000000000000e+01,6.000000000000000000e+00,-1.070000000000000000e+02,9.500000000000000000e+01
+6.900000000000000000e+01,1.110000000000000000e+02,4.400000000000000000e+01,-2.100000000000000000e+01,2.800000000000000000e+01,-8.300000000000000000e+01,-1.270000000000000000e+02,3.000000000000000000e+01,9.800000000000000000e+01,3.400000000000000000e+01,4.700000000000000000e+01
+-2.200000000000000000e+01,-1.220000000000000000e+02,-6.800000000000000000e+01,1.250000000000000000e+02,-1.700000000000000000e+01,1.600000000000000000e+01,9.200000000000000000e+01,-6.100000000000000000e+01,9.600000000000000000e+01,1.120000000000000000e+02,2.200000000000000000e+01
+-1.600000000000000000e+01,-1.170000000000000000e+02,-2.400000000000000000e+01,-8.600000000000000000e+01,8.500000000000000000e+01,-1.220000000000000000e+02,-1.250000000000000000e+02,1.100000000000000000e+01,3.900000000000000000e+01,7.000000000000000000e+00,6.300000000000000000e+01
+4.000000000000000000e+00,-3.100000000000000000e+01,1.220000000000000000e+02,4.100000000000000000e+01,2.400000000000000000e+01,-5.900000000000000000e+01,5.200000000000000000e+01,-1.150000000000000000e+02,1.300000000000000000e+01,-8.400000000000000000e+01,1.130000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_0/bias.txt

@@ -1,2 +1,2 @@
 # 9
--1.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00
+8.900000000000000000e+01,1.010000000000000000e+02,4.700000000000000000e+01,-1.120000000000000000e+02,-9.200000000000000000e+01,2.200000000000000000e+01,8.000000000000000000e+00,-7.200000000000000000e+01,6.000000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_0/input.txt

@@ -1,2 +1,2 @@
-# 1,1,1,16
--2.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00
+# 1,16
+7.400000000000000000e+01,-7.800000000000000000e+01,-5.200000000000000000e+01,-6.800000000000000000e+01,1.040000000000000000e+02,1.060000000000000000e+02,-5.000000000000000000e+01,-8.400000000000000000e+01,9.700000000000000000e+01,5.300000000000000000e+01,-1.060000000000000000e+02,1.020000000000000000e+02,-5.000000000000000000e+00,1.090000000000000000e+02,2.300000000000000000e+01,1.230000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_0/kernel.txt

@@ -1,17 +1,17 @@
-# 1,1,16,9
-1.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00
-3.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00
-3.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,-3.000000000000000000e+00
--3.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00
-1.000000000000000000e+00,-4.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00
-3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00
-0.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00
--1.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00
--3.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00
-2.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00
--1.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00
-3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00
-3.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,-4.000000000000000000e+00,-1.000000000000000000e+00,-3.000000000000000000e+00
-3.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,-3.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00
--2.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,3.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00
-2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00
+# 16,9
+8.700000000000000000e+01,-9.400000000000000000e+01,2.200000000000000000e+01,-3.600000000000000000e+01,5.600000000000000000e+01,1.150000000000000000e+02,5.000000000000000000e+00,-8.100000000000000000e+01,-2.900000000000000000e+01
+-7.100000000000000000e+01,-1.190000000000000000e+02,7.800000000000000000e+01,-1.800000000000000000e+01,1.230000000000000000e+02,8.800000000000000000e+01,-1.130000000000000000e+02,-1.230000000000000000e+02,9.500000000000000000e+01
+-2.800000000000000000e+01,3.100000000000000000e+01,-9.800000000000000000e+01,1.140000000000000000e+02,-5.100000000000000000e+01,1.000000000000000000e+01,1.100000000000000000e+02,1.230000000000000000e+02,-1.100000000000000000e+01
+5.200000000000000000e+01,9.500000000000000000e+01,-5.100000000000000000e+01,-1.900000000000000000e+01,7.500000000000000000e+01,8.300000000000000000e+01,9.000000000000000000e+01,1.180000000000000000e+02,4.600000000000000000e+01
+1.090000000000000000e+02,6.200000000000000000e+01,-6.900000000000000000e+01,9.300000000000000000e+01,7.000000000000000000e+01,-6.100000000000000000e+01,4.200000000000000000e+01,3.300000000000000000e+01,1.060000000000000000e+02
+5.600000000000000000e+01,-7.500000000000000000e+01,-3.200000000000000000e+01,7.200000000000000000e+01,-9.500000000000000000e+01,-1.220000000000000000e+02,-2.000000000000000000e+01,1.120000000000000000e+02,-1.700000000000000000e+01
+1.400000000000000000e+01,-1.170000000000000000e+02,-3.000000000000000000e+01,7.900000000000000000e+01,-9.400000000000000000e+01,-1.140000000000000000e+02,-1.000000000000000000e+02,1.110000000000000000e+02,4.700000000000000000e+01
+-1.260000000000000000e+02,-8.400000000000000000e+01,1.170000000000000000e+02,1.170000000000000000e+02,-7.300000000000000000e+01,4.000000000000000000e+00,9.100000000000000000e+01,-1.220000000000000000e+02,1.020000000000000000e+02
+9.500000000000000000e+01,9.300000000000000000e+01,-5.300000000000000000e+01,-4.000000000000000000e+00,-4.300000000000000000e+01,-3.800000000000000000e+01,-1.100000000000000000e+01,-3.400000000000000000e+01,5.000000000000000000e+00
+-6.800000000000000000e+01,-4.700000000000000000e+01,-7.800000000000000000e+01,-7.600000000000000000e+01,-2.800000000000000000e+01,-1.060000000000000000e+02,-7.600000000000000000e+01,-1.500000000000000000e+01,-8.000000000000000000e+00
+-6.900000000000000000e+01,1.200000000000000000e+02,-6.200000000000000000e+01,8.800000000000000000e+01,-1.200000000000000000e+02,3.900000000000000000e+01,-4.200000000000000000e+01,1.190000000000000000e+02,6.800000000000000000e+01
+1.900000000000000000e+01,6.400000000000000000e+01,5.700000000000000000e+01,5.000000000000000000e+01,-5.400000000000000000e+01,-4.200000000000000000e+01,9.700000000000000000e+01,6.900000000000000000e+01,-7.000000000000000000e+00
+-4.500000000000000000e+01,-1.000000000000000000e+00,7.000000000000000000e+01,8.200000000000000000e+01,6.900000000000000000e+01,8.700000000000000000e+01,-8.100000000000000000e+01,4.900000000000000000e+01,-1.260000000000000000e+02
+-8.900000000000000000e+01,9.300000000000000000e+01,-2.800000000000000000e+01,5.900000000000000000e+01,-1.900000000000000000e+01,-1.000000000000000000e+02,-6.900000000000000000e+01,-2.400000000000000000e+01,-1.200000000000000000e+01
+3.000000000000000000e+01,1.000000000000000000e+02,7.400000000000000000e+01,6.700000000000000000e+01,3.400000000000000000e+01,4.900000000000000000e+01,6.900000000000000000e+01,1.230000000000000000e+02,4.600000000000000000e+01
+1.010000000000000000e+02,-7.600000000000000000e+01,-2.700000000000000000e+01,-4.800000000000000000e+01,1.230000000000000000e+02,-7.300000000000000000e+01,1.100000000000000000e+01,6.500000000000000000e+01,9.500000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_1/bias.txt

@@ -1,2 +1,2 @@
 # 4
-0.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00
+9.600000000000000000e+01,-1.030000000000000000e+02,8.000000000000000000e+01,4.500000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_1/input.txt

@@ -1,2 +1,2 @@
-# 1,1,1,20
-0.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,-3.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
+# 1,20
+3.200000000000000000e+01,4.700000000000000000e+01,-9.400000000000000000e+01,-9.100000000000000000e+01,-8.800000000000000000e+01,2.900000000000000000e+01,-1.260000000000000000e+02,-6.000000000000000000e+00,6.900000000000000000e+01,-9.700000000000000000e+01,7.100000000000000000e+01,-1.270000000000000000e+02,-9.100000000000000000e+01,1.900000000000000000e+01,-7.400000000000000000e+01,-5.000000000000000000e+01,-4.900000000000000000e+01,8.600000000000000000e+01,-4.200000000000000000e+01,1.100000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_mve_1/kernel.txt

@@ -1,21 +1,21 @@
-# 1,1,20,4
-2.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00
--3.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00
--2.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00
--2.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00
-2.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00
--1.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00
-0.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00
--3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00
-0.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00
--4.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00
-3.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00
--1.000000000000000000e+00,-4.000000000000000000e+00,-4.000000000000000000e+00,-1.000000000000000000e+00
-0.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00
-1.000000000000000000e+00,-4.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
--2.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,0.000000000000000000e+00
--2.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
-0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00
--3.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00
+# 20,4
+7.300000000000000000e+01,-2.500000000000000000e+01,-9.500000000000000000e+01,-7.500000000000000000e+01
+-1.030000000000000000e+02,1.050000000000000000e+02,-1.220000000000000000e+02,6.300000000000000000e+01
+2.100000000000000000e+01,1.900000000000000000e+01,8.100000000000000000e+01,3.100000000000000000e+01
+6.700000000000000000e+01,3.500000000000000000e+01,-5.800000000000000000e+01,-1.280000000000000000e+02
+9.500000000000000000e+01,2.600000000000000000e+01,1.170000000000000000e+02,-6.600000000000000000e+01
+8.200000000000000000e+01,3.700000000000000000e+01,9.600000000000000000e+01,-7.100000000000000000e+01
+-2.400000000000000000e+01,-3.400000000000000000e+01,1.300000000000000000e+01,3.600000000000000000e+01
+-7.200000000000000000e+01,8.300000000000000000e+01,4.500000000000000000e+01,3.700000000000000000e+01
+-9.000000000000000000e+00,-3.800000000000000000e+01,-2.900000000000000000e+01,-6.400000000000000000e+01
+-3.500000000000000000e+01,-1.000000000000000000e+01,-2.200000000000000000e+01,-7.100000000000000000e+01
+5.400000000000000000e+01,8.300000000000000000e+01,-5.500000000000000000e+01,3.400000000000000000e+01
+7.300000000000000000e+01,3.300000000000000000e+01,7.200000000000000000e+01,1.150000000000000000e+02
+-3.000000000000000000e+00,-9.800000000000000000e+01,-3.600000000000000000e+01,-1.600000000000000000e+01
+4.600000000000000000e+01,3.100000000000000000e+01,-1.000000000000000000e+00,-6.700000000000000000e+01
+-4.300000000000000000e+01,-6.000000000000000000e+01,-8.500000000000000000e+01,-2.200000000000000000e+01
+-3.200000000000000000e+01,1.240000000000000000e+02,1.170000000000000000e+02,4.400000000000000000e+01
+-7.700000000000000000e+01,-9.000000000000000000e+01,-7.100000000000000000e+01,-1.700000000000000000e+01
+-8.300000000000000000e+01,-3.100000000000000000e+01,-1.000000000000000000e+02,5.300000000000000000e+01
+1.900000000000000000e+01,-7.000000000000000000e+01,1.110000000000000000e+02,-3.200000000000000000e+01
+7.100000000000000000e+01,-1.050000000000000000e+02,1.100000000000000000e+02,5.900000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_null_bias_0/input.txt

@@ -1,3 +1,3 @@
-# 2,1,1,33
--3.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00
--2.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
+# 2,33
+-1.180000000000000000e+02,-1.000000000000000000e+01,-6.400000000000000000e+01,-8.600000000000000000e+01,9.100000000000000000e+01,-1.140000000000000000e+02,-2.900000000000000000e+01,-7.300000000000000000e+01,8.900000000000000000e+01,4.200000000000000000e+01,2.200000000000000000e+01,3.700000000000000000e+01,5.600000000000000000e+01,7.100000000000000000e+01,4.500000000000000000e+01,4.300000000000000000e+01,3.500000000000000000e+01,3.700000000000000000e+01,4.800000000000000000e+01,3.800000000000000000e+01,3.400000000000000000e+01,-4.900000000000000000e+01,-1.170000000000000000e+02,8.500000000000000000e+01,3.300000000000000000e+01,-7.800000000000000000e+01,-9.000000000000000000e+01,8.300000000000000000e+01,-1.000000000000000000e+01,5.300000000000000000e+01,2.100000000000000000e+01,3.900000000000000000e+01,-1.400000000000000000e+01
+3.100000000000000000e+01,5.800000000000000000e+01,2.800000000000000000e+01,1.400000000000000000e+01,-1.200000000000000000e+02,1.100000000000000000e+01,5.400000000000000000e+01,-2.100000000000000000e+01,-7.000000000000000000e+00,-8.300000000000000000e+01,6.900000000000000000e+01,-9.000000000000000000e+01,1.900000000000000000e+01,3.900000000000000000e+01,8.700000000000000000e+01,-4.500000000000000000e+01,1.160000000000000000e+02,-4.200000000000000000e+01,-4.000000000000000000e+00,-3.500000000000000000e+01,4.000000000000000000e+00,4.800000000000000000e+01,-5.400000000000000000e+01,9.400000000000000000e+01,-4.700000000000000000e+01,2.300000000000000000e+01,4.000000000000000000e+00,6.200000000000000000e+01,7.400000000000000000e+01,3.900000000000000000e+01,-1.210000000000000000e+02,-6.000000000000000000e+01,-8.300000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_null_bias_0/kernel.txt

@@ -1,34 +1,34 @@
-# 1,1,33,5
-0.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00
--3.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00,0.000000000000000000e+00
-1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00,0.000000000000000000e+00,-3.000000000000000000e+00
--2.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,-1.000000000000000000e+00
--2.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00
--4.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00
-0.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00
--4.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00
--4.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,-1.000000000000000000e+00
--3.000000000000000000e+00,-2.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00,-4.000000000000000000e+00
-2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00
--2.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00
--3.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,-4.000000000000000000e+00
-0.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00
-2.000000000000000000e+00,-4.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
--1.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00,0.000000000000000000e+00
-3.000000000000000000e+00,-1.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00
-2.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,-4.000000000000000000e+00,3.000000000000000000e+00
--2.000000000000000000e+00,-3.000000000000000000e+00,0.000000000000000000e+00,2.000000000000000000e+00,-4.000000000000000000e+00
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--3.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00
-0.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00,1.000000000000000000e+00,-3.000000000000000000e+00
-3.000000000000000000e+00,3.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00
-0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,1.000000000000000000e+00
--3.000000000000000000e+00,-4.000000000000000000e+00,0.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00
-3.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,-2.000000000000000000e+00
-3.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00,3.000000000000000000e+00
-3.000000000000000000e+00,-4.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,-4.000000000000000000e+00
--3.000000000000000000e+00,1.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00
-0.000000000000000000e+00,-3.000000000000000000e+00,2.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
-1.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00,-3.000000000000000000e+00
-1.000000000000000000e+00,2.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00,3.000000000000000000e+00
+# 33,5
+1.020000000000000000e+02,2.600000000000000000e+01,5.100000000000000000e+01,4.600000000000000000e+01,-2.900000000000000000e+01
+-5.400000000000000000e+01,-6.600000000000000000e+01,-8.800000000000000000e+01,-4.200000000000000000e+01,8.500000000000000000e+01
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+9.400000000000000000e+01,1.070000000000000000e+02,-2.300000000000000000e+01,-9.200000000000000000e+01,2.500000000000000000e+01
+-1.000000000000000000e+02,8.000000000000000000e+01,5.800000000000000000e+01,3.600000000000000000e+01,-3.200000000000000000e+01
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+8.900000000000000000e+01,2.700000000000000000e+01,1.700000000000000000e+01,-4.800000000000000000e+01,7.500000000000000000e+01
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+-9.100000000000000000e+01,3.900000000000000000e+01,-6.700000000000000000e+01,2.900000000000000000e+01,8.300000000000000000e+01
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+2.900000000000000000e+01,-3.300000000000000000e+01,8.200000000000000000e+01,-1.800000000000000000e+01,5.000000000000000000e+01
+-5.600000000000000000e+01,-9.000000000000000000e+01,-5.700000000000000000e+01,1.140000000000000000e+02,-1.090000000000000000e+02
+-7.300000000000000000e+01,1.300000000000000000e+01,2.800000000000000000e+01,-3.800000000000000000e+01,-1.700000000000000000e+01
+9.200000000000000000e+01,-8.500000000000000000e+01,1.000000000000000000e+00,-8.300000000000000000e+01,2.900000000000000000e+01
+-6.000000000000000000e+01,-1.220000000000000000e+02,8.800000000000000000e+01,1.030000000000000000e+02,3.400000000000000000e+01

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

@@ -1,2 +1,2 @@
 # 4
--5.000000000000000000e+00,-1.300000000000000000e+01,-1.200000000000000000e+01,7.000000000000000000e+00
+1.040000000000000000e+02,-1.110000000000000000e+02,6.200000000000000000e+01,-7.200000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_out_activation/input.txt

@@ -1,2 +1,2 @@
-# 1,1,1,10
-0.000000000000000000e+00,-5.000000000000000000e+00,-1.400000000000000000e+01,3.000000000000000000e+00,6.000000000000000000e+00,8.000000000000000000e+00,-9.000000000000000000e+00,1.100000000000000000e+01,-1.400000000000000000e+01,-1.400000000000000000e+01
+# 1,10
+-1.100000000000000000e+01,1.190000000000000000e+02,-7.400000000000000000e+01,1.090000000000000000e+02,-3.400000000000000000e+01,5.900000000000000000e+01,9.600000000000000000e+01,2.000000000000000000e+00,-1.150000000000000000e+02,5.500000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/fully_connected_out_activation/kernel.txt

@@ -1,11 +1,11 @@
-# 1,1,10,4
--5.000000000000000000e+00,-3.000000000000000000e+00,-6.000000000000000000e+00,1.300000000000000000e+01
-2.000000000000000000e+00,9.000000000000000000e+00,-5.000000000000000000e+00,-1.000000000000000000e+01
--1.000000000000000000e+01,-6.000000000000000000e+00,-3.000000000000000000e+00,-1.300000000000000000e+01
-1.000000000000000000e+01,0.000000000000000000e+00,-8.000000000000000000e+00,-1.300000000000000000e+01
-1.000000000000000000e+01,-6.000000000000000000e+00,9.000000000000000000e+00,-4.000000000000000000e+00
--2.000000000000000000e+00,-1.400000000000000000e+01,-1.100000000000000000e+01,-2.000000000000000000e+00
--1.300000000000000000e+01,9.000000000000000000e+00,6.000000000000000000e+00,1.000000000000000000e+00
-1.000000000000000000e+01,-1.100000000000000000e+01,-9.000000000000000000e+00,-1.000000000000000000e+00
--4.000000000000000000e+00,0.000000000000000000e+00,4.000000000000000000e+00,-1.500000000000000000e+01
--1.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00,-1.300000000000000000e+01
+# 10,4
+-9.600000000000000000e+01,-1.210000000000000000e+02,-1.000000000000000000e+00,8.700000000000000000e+01
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+-9.200000000000000000e+01,-5.500000000000000000e+01,5.100000000000000000e+01,-6.600000000000000000e+01
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+1.090000000000000000e+02,-1.200000000000000000e+02,7.000000000000000000e+00,-1.240000000000000000e+02

CMSIS/NN/Tests/UnitTest/PregeneratedData/int16xint8/bias.txt

@@ -1,2 +1,2 @@
 # 4
--1.000000000000000000e+00,-4.000000000000000000e+00,-3.000000000000000000e+00,-2.000000000000000000e+00
+-1.953300000000000000e+04,-3.397000000000000000e+03,-1.648700000000000000e+04,2.337600000000000000e+04

CMSIS/NN/Tests/UnitTest/PregeneratedData/int16xint8/input.txt

@@ -1,57 +1,57 @@
 # 1,8,7,3
-0.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00
--2.000000000000000000e+00,-2.000000000000000000e+00,-1.000000000000000000e+00
-1.000000000000000000e+00,0.000000000000000000e+00,-4.000000000000000000e+00
-0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00
-0.000000000000000000e+00,-4.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,1.000000000000000000e+00,0.000000000000000000e+00
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--1.000000000000000000e+00,-2.000000000000000000e+00,2.000000000000000000e+00
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--1.000000000000000000e+00,1.000000000000000000e+00,-2.000000000000000000e+00
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--4.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00
--3.000000000000000000e+00,-1.000000000000000000e+00,-2.000000000000000000e+00
--4.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
--3.000000000000000000e+00,3.000000000000000000e+00,-2.000000000000000000e+00
-2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00
--4.000000000000000000e+00,-3.000000000000000000e+00,-1.000000000000000000e+00
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--2.000000000000000000e+00,-2.000000000000000000e+00,-3.000000000000000000e+00
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--2.000000000000000000e+00,0.000000000000000000e+00,3.000000000000000000e+00
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--2.000000000000000000e+00,0.000000000000000000e+00,-1.000000000000000000e+00
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--2.000000000000000000e+00,-3.000000000000000000e+00,3.000000000000000000e+00
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--1.000000000000000000e+00,2.000000000000000000e+00,0.000000000000000000e+00
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CMSIS/NN/Tests/UnitTest/PregeneratedData/int16xint8/kernel.txt

@@ -1,25 +1,25 @@
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CMSIS/NN/Tests/UnitTest/PregeneratedData/kernel1x1/bias.txt

@@ -1,2 +1,2 @@
 # 17
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CMSIS/NN/Tests/UnitTest/PregeneratedData/kernel1x1/input.txt

@@ -1,226 +1,226 @@
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+1.220000000000000000e+02,-5.000000000000000000e+01,-7.100000000000000000e+01,2.000000000000000000e+01
+1.090000000000000000e+02,6.800000000000000000e+01,-2.600000000000000000e+01,4.100000000000000000e+01
+-1.020000000000000000e+02,-5.500000000000000000e+01,-1.060000000000000000e+02,-9.100000000000000000e+01
+1.220000000000000000e+02,-4.800000000000000000e+01,1.800000000000000000e+01,2.200000000000000000e+01
+-9.800000000000000000e+01,8.100000000000000000e+01,-4.000000000000000000e+00,1.090000000000000000e+02
+9.200000000000000000e+01,1.020000000000000000e+02,-2.000000000000000000e+01,-5.200000000000000000e+01
+4.200000000000000000e+01,1.110000000000000000e+02,-5.500000000000000000e+01,2.100000000000000000e+01
+-6.400000000000000000e+01,5.200000000000000000e+01,6.000000000000000000e+00,-4.500000000000000000e+01
+4.600000000000000000e+01,4.000000000000000000e+01,4.600000000000000000e+01,2.200000000000000000e+01
+6.100000000000000000e+01,5.600000000000000000e+01,-1.240000000000000000e+02,-1.040000000000000000e+02
+-5.000000000000000000e+00,1.260000000000000000e+02,7.100000000000000000e+01,5.600000000000000000e+01
+-1.000000000000000000e+02,3.900000000000000000e+01,2.600000000000000000e+01,4.400000000000000000e+01
+4.100000000000000000e+01,1.000000000000000000e+00,1.170000000000000000e+02,9.000000000000000000e+00
+1.000000000000000000e+00,-7.600000000000000000e+01,-1.000000000000000000e+02,1.230000000000000000e+02
+1.060000000000000000e+02,-6.700000000000000000e+01,-1.060000000000000000e+02,-2.600000000000000000e+01
+-9.900000000000000000e+01,-6.900000000000000000e+01,7.500000000000000000e+01,1.090000000000000000e+02
+-1.170000000000000000e+02,-6.600000000000000000e+01,-7.000000000000000000e+01,-2.300000000000000000e+01
+4.000000000000000000e+00,-3.500000000000000000e+01,7.700000000000000000e+01,-9.400000000000000000e+01
+-1.010000000000000000e+02,9.000000000000000000e+00,-1.250000000000000000e+02,-1.900000000000000000e+01
+5.100000000000000000e+01,5.600000000000000000e+01,1.000000000000000000e+01,-8.200000000000000000e+01
+1.080000000000000000e+02,-2.600000000000000000e+01,9.300000000000000000e+01,3.400000000000000000e+01
+6.500000000000000000e+01,9.800000000000000000e+01,1.000000000000000000e+02,8.900000000000000000e+01
+5.800000000000000000e+01,-4.900000000000000000e+01,-1.130000000000000000e+02,-3.500000000000000000e+01
+-8.600000000000000000e+01,-6.100000000000000000e+01,-4.000000000000000000e+00,-5.100000000000000000e+01
+1.180000000000000000e+02,2.600000000000000000e+01,-9.000000000000000000e+01,4.700000000000000000e+01
+1.210000000000000000e+02,1.090000000000000000e+02,-1.400000000000000000e+01,9.400000000000000000e+01
+-1.000000000000000000e+01,1.190000000000000000e+02,-2.400000000000000000e+01,8.200000000000000000e+01
+-8.100000000000000000e+01,-3.300000000000000000e+01,3.400000000000000000e+01,6.700000000000000000e+01
+9.800000000000000000e+01,8.900000000000000000e+01,-1.200000000000000000e+01,1.230000000000000000e+02
+6.300000000000000000e+01,-3.100000000000000000e+01,-5.600000000000000000e+01,9.600000000000000000e+01
+1.090000000000000000e+02,7.800000000000000000e+01,1.200000000000000000e+02,-7.200000000000000000e+01
+-1.080000000000000000e+02,-1.500000000000000000e+01,1.190000000000000000e+02,6.500000000000000000e+01
+-6.000000000000000000e+00,1.000000000000000000e+00,8.600000000000000000e+01,1.010000000000000000e+02
+1.000000000000000000e+00,-3.900000000000000000e+01,4.200000000000000000e+01,-1.050000000000000000e+02
+9.900000000000000000e+01,-7.900000000000000000e+01,-3.500000000000000000e+01,-1.500000000000000000e+01
+1.210000000000000000e+02,-7.100000000000000000e+01,-6.700000000000000000e+01,-3.300000000000000000e+01
+-1.270000000000000000e+02,-1.150000000000000000e+02,-5.100000000000000000e+01,6.200000000000000000e+01
+1.030000000000000000e+02,-2.900000000000000000e+01,-7.100000000000000000e+01,4.900000000000000000e+01
+-4.100000000000000000e+01,1.100000000000000000e+01,-6.400000000000000000e+01,-1.070000000000000000e+02
+-5.300000000000000000e+01,2.400000000000000000e+01,1.050000000000000000e+02,-2.400000000000000000e+01
+1.100000000000000000e+02,-8.000000000000000000e+01,8.000000000000000000e+01,5.200000000000000000e+01
+1.020000000000000000e+02,1.090000000000000000e+02,-3.000000000000000000e+01,5.700000000000000000e+01
+-5.500000000000000000e+01,1.100000000000000000e+01,3.600000000000000000e+01,-9.900000000000000000e+01
+-1.300000000000000000e+01,7.700000000000000000e+01,-8.000000000000000000e+00,-9.900000000000000000e+01
+5.900000000000000000e+01,-6.000000000000000000e+01,1.400000000000000000e+01,1.220000000000000000e+02
+9.100000000000000000e+01,1.040000000000000000e+02,6.600000000000000000e+01,-5.900000000000000000e+01
+-5.600000000000000000e+01,-1.180000000000000000e+02,9.500000000000000000e+01,6.200000000000000000e+01
+-8.500000000000000000e+01,-9.000000000000000000e+01,-5.400000000000000000e+01,8.700000000000000000e+01
+-1.150000000000000000e+02,-7.900000000000000000e+01,-3.300000000000000000e+01,3.800000000000000000e+01
+-2.800000000000000000e+01,0.000000000000000000e+00,4.600000000000000000e+01,-9.000000000000000000e+00
+-1.020000000000000000e+02,1.210000000000000000e+02,1.600000000000000000e+01,-1.260000000000000000e+02
+2.800000000000000000e+01,-8.800000000000000000e+01,-6.400000000000000000e+01,-6.200000000000000000e+01
+1.130000000000000000e+02,1.150000000000000000e+02,-9.000000000000000000e+01,-7.900000000000000000e+01
+-6.300000000000000000e+01,-8.300000000000000000e+01,3.900000000000000000e+01,1.800000000000000000e+01
+-6.000000000000000000e+00,1.400000000000000000e+01,-1.050000000000000000e+02,4.000000000000000000e+01
+9.800000000000000000e+01,5.400000000000000000e+01,-7.000000000000000000e+01,-6.900000000000000000e+01
+-3.900000000000000000e+01,-1.900000000000000000e+01,-5.700000000000000000e+01,4.000000000000000000e+01
+-6.400000000000000000e+01,1.220000000000000000e+02,-1.200000000000000000e+01,1.700000000000000000e+01
+-3.400000000000000000e+01,1.100000000000000000e+01,-9.800000000000000000e+01,-7.400000000000000000e+01
+-8.600000000000000000e+01,0.000000000000000000e+00,-1.240000000000000000e+02,-2.800000000000000000e+01
+4.500000000000000000e+01,-7.700000000000000000e+01,9.000000000000000000e+00,-1.200000000000000000e+01
+-9.100000000000000000e+01,-6.500000000000000000e+01,-2.800000000000000000e+01,-9.300000000000000000e+01
+-5.800000000000000000e+01,9.600000000000000000e+01,9.300000000000000000e+01,1.120000000000000000e+02
+-1.260000000000000000e+02,1.090000000000000000e+02,1.700000000000000000e+01,1.500000000000000000e+01
+8.700000000000000000e+01,1.120000000000000000e+02,1.120000000000000000e+02,-1.000000000000000000e+01
+-1.210000000000000000e+02,-9.600000000000000000e+01,7.600000000000000000e+01,4.500000000000000000e+01
+-1.060000000000000000e+02,5.700000000000000000e+01,3.300000000000000000e+01,1.900000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/kernel1x1/kernel.txt

@@ -1,5 +1,5 @@
 # 1,1,4,17
-1.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00
-2.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00
-1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00
-2.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,3.000000000000000000e+00,1.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,2.000000000000000000e+00,1.000000000000000000e+00,3.000000000000000000e+00,3.000000000000000000e+00
+6.300000000000000000e+01,-7.800000000000000000e+01,7.900000000000000000e+01,8.300000000000000000e+01,0.000000000000000000e+00,-7.900000000000000000e+01,-9.200000000000000000e+01,-1.030000000000000000e+02,1.130000000000000000e+02,-1.000000000000000000e+00,-1.270000000000000000e+02,-9.200000000000000000e+01,-1.900000000000000000e+01,-4.600000000000000000e+01,-9.500000000000000000e+01,-1.010000000000000000e+02,-8.300000000000000000e+01
+4.000000000000000000e+01,1.100000000000000000e+01,-7.700000000000000000e+01,-5.900000000000000000e+01,8.500000000000000000e+01,-4.900000000000000000e+01,5.000000000000000000e+01,-9.300000000000000000e+01,-3.100000000000000000e+01,9.200000000000000000e+01,3.000000000000000000e+00,2.500000000000000000e+01,1.000000000000000000e+01,9.800000000000000000e+01,7.200000000000000000e+01,2.100000000000000000e+01,1.210000000000000000e+02
+4.400000000000000000e+01,-2.200000000000000000e+01,7.900000000000000000e+01,-3.300000000000000000e+01,-8.900000000000000000e+01,2.100000000000000000e+01,-2.300000000000000000e+01,7.500000000000000000e+01,-1.070000000000000000e+02,3.400000000000000000e+01,-1.240000000000000000e+02,3.600000000000000000e+01,1.160000000000000000e+02,0.000000000000000000e+00,2.000000000000000000e+01,-5.700000000000000000e+01,9.200000000000000000e+01
+1.800000000000000000e+01,-9.500000000000000000e+01,-2.400000000000000000e+01,-3.500000000000000000e+01,-1.020000000000000000e+02,7.000000000000000000e+00,6.800000000000000000e+01,-6.200000000000000000e+01,7.400000000000000000e+01,-1.270000000000000000e+02,1.300000000000000000e+01,-6.600000000000000000e+01,1.130000000000000000e+02,4.700000000000000000e+01,-1.230000000000000000e+02,1.600000000000000000e+01,-8.000000000000000000e+00

CMSIS/NN/Tests/UnitTest/PregeneratedData/requantize_s64/bias.txt

@@ -1,2 +1,2 @@
 # 2
-1.590836480000000000e+09,2.583949568000000000e+09
+-6.290000000000000000e+02,2.281200000000000000e+04

CMSIS/NN/Tests/UnitTest/PregeneratedData/requantize_s64/input.txt

@@ -1,7 +1,7 @@
 # 1,2,3,2
--7.000000000000000000e+00,5.000000000000000000e+00
--7.000000000000000000e+00,-6.000000000000000000e+00
--3.000000000000000000e+00,7.000000000000000000e+00
--3.000000000000000000e+00,-4.000000000000000000e+00
-2.000000000000000000e+00,4.000000000000000000e+00
-5.000000000000000000e+00,-7.000000000000000000e+00
+8.200000000000000000e+01,6.600000000000000000e+01
+-3.000000000000000000e+01,-1.050000000000000000e+02
+9.500000000000000000e+01,7.400000000000000000e+01
+1.240000000000000000e+02,9.300000000000000000e+01
+-2.500000000000000000e+01,9.300000000000000000e+01
+5.700000000000000000e+01,-3.200000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/requantize_s64/kernel.txt

@@ -1,9 +1,9 @@
 # 2,2,2,2
--4.000000000000000000e+00,1.000000000000000000e+00
-1.000000000000000000e+00,0.000000000000000000e+00
-3.000000000000000000e+00,1.000000000000000000e+00
-3.000000000000000000e+00,-3.000000000000000000e+00
--2.000000000000000000e+00,-4.000000000000000000e+00
--6.000000000000000000e+00,-5.000000000000000000e+00
-0.000000000000000000e+00,-3.000000000000000000e+00
-0.000000000000000000e+00,5.000000000000000000e+00
+-2.200000000000000000e+01,7.200000000000000000e+01
+9.500000000000000000e+01,7.200000000000000000e+01
+3.000000000000000000e+00,-6.600000000000000000e+01
+-5.200000000000000000e+01,4.200000000000000000e+01
+-1.130000000000000000e+02,7.100000000000000000e+01
+1.200000000000000000e+02,6.000000000000000000e+00
+-1.130000000000000000e+02,-4.200000000000000000e+01
+6.000000000000000000e+00,-6.300000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/stride2pad1/bias.txt

@@ -1,2 +1,2 @@
 # 1
-2.000000000000000000e+00
+1.400000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/stride2pad1/input.txt

@@ -1,50 +1,50 @@
 # 1,7,7,1
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-1.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-3.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-1.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-3.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
-3.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
+2.700000000000000000e+01
+7.000000000000000000e+01
+-1.170000000000000000e+02
+4.500000000000000000e+01
+9.900000000000000000e+01
+1.000000000000000000e+02
+1.070000000000000000e+02
+-2.400000000000000000e+01
+5.000000000000000000e+00
+7.500000000000000000e+01
+1.060000000000000000e+02
+-1.900000000000000000e+01
+-7.000000000000000000e+01
+-1.230000000000000000e+02
+3.000000000000000000e+01
+5.500000000000000000e+01
+2.400000000000000000e+01
+-4.900000000000000000e+01
+7.100000000000000000e+01
+3.600000000000000000e+01
+-3.500000000000000000e+01
+-4.600000000000000000e+01
+-9.600000000000000000e+01
+-1.020000000000000000e+02
+-1.500000000000000000e+01
+-1.270000000000000000e+02
+1.210000000000000000e+02
+3.700000000000000000e+01
+-3.700000000000000000e+01
+-1.000000000000000000e+01
+-1.150000000000000000e+02
+8.200000000000000000e+01
+5.300000000000000000e+01
+-6.000000000000000000e+01
+-7.400000000000000000e+01
+3.800000000000000000e+01
+-1.090000000000000000e+02
+4.000000000000000000e+00
+5.300000000000000000e+01
+-9.500000000000000000e+01
+1.200000000000000000e+02
+5.000000000000000000e+00
+-1.220000000000000000e+02
+-7.100000000000000000e+01
+-1.170000000000000000e+02
+6.000000000000000000e+00
+3.900000000000000000e+01
+6.100000000000000000e+01
+8.800000000000000000e+01

CMSIS/NN/Tests/UnitTest/PregeneratedData/stride2pad1/kernel.txt

@@ -1,10 +1,10 @@
 # 3,3,1,1
-1.000000000000000000e+00
-3.000000000000000000e+00
-3.000000000000000000e+00
-3.000000000000000000e+00
-1.000000000000000000e+00
-3.000000000000000000e+00
-2.000000000000000000e+00
-1.000000000000000000e+00
-2.000000000000000000e+00
+7.000000000000000000e+01
+6.400000000000000000e+01
+-2.500000000000000000e+01
+8.000000000000000000e+00
+-1.000000000000000000e+01
+8.000000000000000000e+01
+2.800000000000000000e+01
+1.050000000000000000e+02
+-3.000000000000000000e+00

CMSIS/NN/Tests/UnitTest/README.md

@@ -33,7 +33,7 @@ Other required python packages are mbed-cli and and mbed-ls. It should not matte
 
 ### Generating new test data
 
-For generating new data, the python3 packages tensorflow, numpy and packaging are required. Tensorflow version 2 is required as a minimum.
+For generating new data, the python3 packages tensorflow, numpy and packaging are required. Tensorflow version 2.5 is required as a minimum.
 
 ## Getting started
 

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t basic_biases[1] = {2159};
+const int32_t basic_biases[1] = {14820};

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #define BASIC_OUT_CH 1
 #define BASIC_IN_CH 1
@@ -28,7 +28,7 @@
 #define BASIC_OUT_ACTIVATION_MAX 127
 #define BASIC_INPUT_BATCHES 1
 #define BASIC_INPUT_OFFSET 128
-#define BASIC_OUTPUT_OFFSET 0
+#define BASIC_OUTPUT_OFFSET 127
 #define BASIC_FILTER_X 2
 #define BASIC_FILTER_Y 4
 #define BASIC_STRIDE_X 1

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,10 +16,10 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t basic_input[40] = {-77, -77, 25,  25, -77, -26, -26, -26, 25,  -77, -77, -26, -77, -77,
-                              25,  -77, -77, 25, 25,  -77, 25,  -77, -26, -77, -26, -77, -26, 25,
-                              -26, -26, -26, 25, 25,  -77, 25,  -77, 25,  -77, -26, 25};
+const q7_t basic_input[40] = {-9,  -38, 76,  -40, 99,  60, 64,  52,  47,  -43, 72, 28,  -82, 61,
+                              -63, 48,  -21, -47, 74,  29, -28, 8,   -38, 13,  33, -45, 59,  -25,
+                              -8,  -50, 107, 81,  -77, 43, -82, 125, 83,  23,  17, 15};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/basic/output_mult_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t basic_output_mult[1] = {2037075735};
+const int32_t basic_output_mult[1] = {1877929154};

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,9 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t basic_output_ref[20] = {22, 30, 39, 32, 26, 28, 30, 29, 22, 27, 30, 31, 26, 31, 36, 28, 29, 32, 30, 29};
+const q7_t basic_output_ref[20] = {127, -128, 63,  -128, -128, 127, 127, 127, -41, 127,
+                                   -17, 127,  127, 127,  -128, 127, 127, 127, 127, 127};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/basic/output_shift_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t basic_output_shift[1] = {-11};
+const int32_t basic_output_shift[1] = {-5};

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #include "biases_data.h"
 #include "config_data.h"
 #include "input_data.h"

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

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t basic_weights[8] = {127, 127, 127, 85, 42, 42, 42, 42};
+const q7_t basic_weights[8] = {69, -84, -127, -24, 28, 45, 51, -53};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/biases_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_1_biases[3] = {-2699, 0, 2699};
+const int32_t conv_1_x_n_1_biases[3] = {34484, 23576, 2920};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/config_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #define CONV_1_X_N_1_OUT_CH 3
 #define CONV_1_X_N_1_IN_CH 3
@@ -24,11 +24,11 @@
 #define CONV_1_X_N_1_INPUT_H 5
 #define CONV_1_X_N_1_DST_SIZE 60
 #define CONV_1_X_N_1_INPUT_SIZE 75
-#define CONV_1_X_N_1_OUT_ACTIVATION_MIN -128
+#define CONV_1_X_N_1_OUT_ACTIVATION_MIN -127
 #define CONV_1_X_N_1_OUT_ACTIVATION_MAX 127
 #define CONV_1_X_N_1_INPUT_BATCHES 2
-#define CONV_1_X_N_1_INPUT_OFFSET 0
-#define CONV_1_X_N_1_OUTPUT_OFFSET 0
+#define CONV_1_X_N_1_INPUT_OFFSET 128
+#define CONV_1_X_N_1_OUTPUT_OFFSET -128
 #define CONV_1_X_N_1_FILTER_X 2
 #define CONV_1_X_N_1_FILTER_Y 1
 #define CONV_1_X_N_1_STRIDE_X 2

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/input_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,15 +16,16 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
 const q7_t conv_1_x_n_1_input[150] = {
-    42,  -85, -42, 42,  -85, -42, -42, 42,  -42, -85, 0,   -42, 42,  -42, 42,  42,  0,   -85, -42, -85, -42, 0,
-    -85, -42, 0,   42,  -42, 42,  0,   -42, 42,  -42, -85, 42,  -85, -42, 0,   0,   42,  -42, -42, -85, -85, 42,
-    -85, -42, -85, -42, 42,  -85, -42, 0,   -42, 0,   -42, -85, -85, -42, 42,  42,  42,  42,  -85, -85, 42,  0,
-    -85, 0,   0,   0,   42,  -42, 42,  -85, -42, 42,  -85, 42,  42,  0,   -42, -85, -85, -42, 0,   -42, 0,   -42,
-    -85, 42,  -85, 42,  -42, -42, -42, -42, 0,   -42, -42, -42, 0,   -42, 42,  42,  0,   -85, 42,  -85, 0,   -42,
-    42,  -42, -85, 0,   0,   -85, -85, -42, 0,   -85, 42,  0,   -85, 42,  -42, -42, 0,   -85, 42,  0,   -42, 42,
-    -42, -85, -85, 42,  -85, 0,   42,  0,   0,   42,  -42, -85, 0,   42,  -42, -42, -85, 42};
+    -121, 21,  5,   -103, -15,  24,  -128, -66,  -14,  116, -3,  49,  -75,  5,   -73, 61,  97,   -35, -22,
+    -103, -11, -7,  88,   24,   8,   65,   -21,  -50,  8,   16,  86,  -68,  -86, -36, -75, -15,  -28, -87,
+    83,   96,  110, -61,  -116, 88,  -78,  -109, -21,  -52, -17, -85, -126, -37, 3,   125, -70,  35,  57,
+    -12,  41,  -80, 80,   -43,  16,  -61,  -1,   26,   -4,  66,  -90, 88,   -95, 13,  43,  42,   42,  71,
+    0,    -82, -20, -25,  -90,  54,  -56,  44,   65,   -28, 49,  -11, -8,   16,  -45, -55, 80,   -44, -103,
+    -7,   115, -45, -74,  -111, 68,  10,   123,  117,  -48, -1,  23,  58,   -59, -22, -93, 34,   18,  98,
+    -2,   22,  -73, -99,  73,   100, -121, 74,   -70,  56,  67,  106, -67,  -24, -5,  31,  -106, 31,  -77,
+    55,   -65, 46,  -50,  122,  103, 45,   -104, -102, 22,  -50, 85,  123,  -50, 5,   79,  -86};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/output_mult_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_1_output_mult[3] = {1629660588, 1629660588, 1629660588};
+const int32_t conv_1_x_n_1_output_mult[3] = {1700032426, 1967630111, 1920407011};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/output_ref_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,10 +16,11 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t conv_1_x_n_1_output_ref[60] = {0,  -2, 0,  -1, -2, 4, -1, -2, 1,  -2, -1, 1, 1,  -1, 2,  -4, -2, 1,  4, -4,
-                                          4,  -2, -4, 1,  -4, 1, 0,  1,  -1, 6,  -4, 0, -2, 5,  -5, 4,  3,  -3, 7, -2,
-                                          -2, 1,  7,  -2, 7,  1, -5, 3,  0,  1,  3,  0, -3, -3, -2, 0,  -2, -3, 1, 1};
+const q7_t conv_1_x_n_1_output_ref[60] = {-32, -29, 34,  21,  -57, -17, 0,   -83, -44, -18, -40, 42, -9,  -2,   -62,
+                                          -47, 31,  35,  -11, -89, -87, -77, 41,  98,  -49, 47,  27, 52,  -127, -79,
+                                          -7,  -34, -59, -25, 9,   2,   -64, -6,  -9,  -32, 69,  32, -64, -16,  2,
+                                          -67, 4,   28,  52,  -85, 38,  -2,  -66, -43, -64, 15,  7,  23,  -62,  10};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/output_shift_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_1_output_shift[3] = {-11, -12, -11};
+const int32_t conv_1_x_n_1_output_shift[3] = {-8, -8, -8};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/test_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #include "biases_data.h"
 #include "config_data.h"
 #include "input_data.h"

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_1/weights_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t conv_1_x_n_1_weights[18] = {-127, 0, -64, 64, -64, 64, 127, 127, 0, 127, 127, 0, -127, 64, -64, 64, 0, -64};
+const q7_t conv_1_x_n_1_weights[18] = {-22, 44, -127, 81, -8, 38, 73, -127, 70, -86, 88, 35, -3, 26, 101, -65, 127, 88};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/biases_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_2_biases[1] = {0};
+const int32_t conv_1_x_n_2_biases[1] = {-17458};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/config_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #define CONV_1_X_N_2_OUT_CH 1
 #define CONV_1_X_N_2_IN_CH 3
@@ -24,11 +24,11 @@
 #define CONV_1_X_N_2_INPUT_H 11
 #define CONV_1_X_N_2_DST_SIZE 121
 #define CONV_1_X_N_2_INPUT_SIZE 363
-#define CONV_1_X_N_2_OUT_ACTIVATION_MIN -128
+#define CONV_1_X_N_2_OUT_ACTIVATION_MIN -111
 #define CONV_1_X_N_2_OUT_ACTIVATION_MAX 127
 #define CONV_1_X_N_2_INPUT_BATCHES 1
-#define CONV_1_X_N_2_INPUT_OFFSET 0
-#define CONV_1_X_N_2_OUTPUT_OFFSET 0
+#define CONV_1_X_N_2_INPUT_OFFSET 128
+#define CONV_1_X_N_2_OUTPUT_OFFSET 109
 #define CONV_1_X_N_2_FILTER_X 11
 #define CONV_1_X_N_2_FILTER_Y 1
 #define CONV_1_X_N_2_STRIDE_X 1

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/input_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,24 +16,28 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
 const q7_t conv_1_x_n_2_input[363] = {
-    -85, 0,   0,   42,  -42, 42,  -85, 0,   -85, -85, -42, -42, -85, -85, -42, 0,   -42, 0,   -85, 0,   42,  -85, -42,
-    42,  42,  -42, -85, 0,   -42, 0,   -85, 42,  -85, 0,   42,  0,   -42, -42, 42,  42,  0,   -42, 0,   0,   -85, -42,
-    -42, -42, -42, -42, 42,  -85, -85, 0,   -42, 42,  0,   0,   0,   -42, 42,  -85, 42,  0,   -85, -85, -42, 42,  -42,
-    -42, 0,   -42, -85, 42,  -42, 42,  -85, 0,   42,  42,  -42, -42, -85, -42, -42, -85, -85, -85, 0,   -42, 42,  0,
-    42,  -85, -85, 0,   0,   -42, 0,   42,  -42, 0,   -85, -85, -42, 0,   0,   -42, -42, 0,   42,  -85, -42, 0,   0,
-    -42, 0,   0,   -42, -85, -85, 0,   -42, -42, -85, 0,   42,  -85, 0,   42,  42,  0,   42,  -42, -42, 42,  0,   -85,
-    -85, -42, -85, -85, 42,  42,  0,   -85, 42,  -85, 0,   0,   0,   0,   42,  -85, -42, -85, -42, 0,   42,  -42, -42,
-    0,   -42, -42, 0,   -85, -85, 0,   42,  42,  -85, -42, -42, 42,  42,  0,   -85, -85, 0,   42,  0,   42,  -42, -85,
-    0,   -42, -42, 42,  -85, 42,  -42, 42,  0,   -85, -85, -85, -42, -85, 0,   -85, -42, -85, 42,  -42, 42,  0,   0,
-    0,   0,   -42, -42, 42,  0,   -42, 42,  42,  -42, 0,   0,   -85, -85, 0,   -85, 0,   0,   0,   42,  42,  -42, -42,
-    -42, 0,   -42, 0,   0,   0,   42,  0,   42,  42,  42,  -42, 42,  0,   0,   42,  -85, -42, -85, 0,   -85, -42, -85,
-    0,   -42, 0,   -85, -42, 0,   -85, 42,  -42, 0,   42,  -42, -42, 42,  -85, 0,   -42, -85, 42,  -42, -85, 42,  0,
-    -85, 0,   -85, -42, 42,  0,   -85, 42,  -85, 0,   -85, -85, 42,  42,  0,   42,  -85, -85, 0,   0,   -42, 0,   -42,
-    -85, 42,  -85, -42, -85, -42, -42, -42, -42, -85, 0,   42,  42,  -85, -42, 42,  0,   0,   0,   42,  42,  42,  0,
-    -42, 42,  0,   0,   -42, 0,   -42, 0,   42,  0,   0,   42,  0,   -42, -85, 0,   0,   0,   -42, -85, -42, 42,  -85,
-    -85, -42, 0,   -42, 42,  42,  0,   -42, -85, 42,  -85, 0,   -85, 42,  -42, -85, -85, -85};
+    -70,  -69,  2,    25,   -92, 40,   -82, -32,  63,   106,  -19,  -69,  112,  -98,  -10,  16,   -25,  26,  30,
+    61,   -69,  -37,  46,   116, -30,  -40, 123,  10,   52,   -35,  -91,  -97,  -102, -77,  -33,  -89,  59,  -32,
+    -39,  -13,  -4,   109,  -25, 50,   -53, 100,  -22,  31,   -45,  65,   -111, -9,   24,   39,   -28,  -98, -48,
+    -6,   -61,  53,   -9,   108, -34,  4,   47,   -90,  16,   45,   -74,  78,   -128, 9,    -35,  19,   -28, -56,
+    16,   -5,   -52,  111,  -49, -17,  -33, -66,  23,   -77,  89,   -48,  113,  -93,  27,   93,   82,   11,  -58,
+    -34,  -98,  34,   -63,  88,  -79,  77,  -78,  -127, 76,   9,    5,    15,   113,  33,   109,  116,  44,  -69,
+    90,   103,  -85,  -5,   10,  -65,  11,  -93,  70,   -113, 33,   120,  25,   100,  52,   28,   -113, -52, 8,
+    115,  5,    -13,  125,  121, -21,  -23, 78,   -105, -44,  121,  -89,  -45,  -44,  -126, 123,  54,   102, -63,
+    2,    111,  35,   -44,  11,  -64,  32,  -124, -59,  -66,  -44,  67,   -36,  40,   70,   40,   -50,  68,  87,
+    -12,  121,  71,   -36,  -52, -120, -16, -13,  87,   -122, -123, -115, 15,   71,   56,   -109, -111, 59,  -107,
+    -19,  -66,  29,   -47,  -83, -104, -30, -86,  104,  -80,  26,   104,  124,  -62,  77,   20,   6,    25,  87,
+    -122, -85,  77,   -41,  19,  52,   85,  40,   -108, -46,  -35,  26,   33,   -43,  80,   98,   -43,  4,   -86,
+    -100, -94,  -105, 64,   -11, -5,   -87, -10,  99,   -101, 44,   29,   111,  18,   110,  64,   -116, -12, -28,
+    -42,  -104, -39,  -113, -35, 45,   -75, -41,  -30,  49,   -57,  -32,  -66,  24,   -112, 10,   15,   66,  -65,
+    -65,  -107, 5,    -47,  -91, -6,   -23, 95,   3,    -117, -9,   -110, 8,    76,   -127, -54,  -123, -48, -49,
+    51,   26,   81,   -91,  38,  -37,  120, 58,   -74,  2,    32,   -8,   -37,  50,   61,   29,   115,  -17, 89,
+    -126, -22,  -56,  -109, -46, -92,  -32, -50,  -22,  -113, -60,  -38,  -41,  -65,  72,   -79,  -80,  40,  -115,
+    -97,  88,   -73,  -99,  -44, 108,  85,  60,   -21,  -48,  100,  -95,  -53,  3,    88,   11,   118,  -63, -62,
+    49,   -30,  -11,  -111, -23, 53,   62,  12,   75,   4,    92,   -122, -101, -68,  97,   31,   -31,  56,  -107,
+    36,   7};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/output_mult_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_2_output_mult[1] = {1629660588};
+const int32_t conv_1_x_n_2_output_mult[1] = {1385211554};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/output_ref_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,13 +16,14 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
 const q7_t conv_1_x_n_2_output_ref[121] = {
-    9,  5,  21, 17, 6,  8,  19, 14, 18, 15, -2, 4,  7,  5,  15, 2,  0,  17, 8, 23, 10, 10, 0,  5,  4,
-    15, 3,  23, 5,  18, 6,  15, 10, 14, 5,  -2, 16, 15, 11, 23, 11, 7,  9,  5, 0,  8,  3,  -1, 16, 11,
-    14, 19, 7,  10, 10, 3,  1,  2,  -2, 2,  -1, 20, 4,  12, 9,  7,  6,  -3, 0, -2, 8,  2,  14, 6,  2,
-    7,  7,  -1, 4,  -3, 12, 10, 15, 11, 10, 7,  3,  16, 1,  -6, 7,  -4, 7,  3, 15, 13, 1,  17, -8, 8,
-    11, 6,  2,  2,  18, 1,  17, 8,  -1, 7,  -3, 5,  3,  2,  -3, 10, 4,  23, 7, 12, 14};
+    33,  22,  127, 77,  -9,  5,   -82, 58,  123, 34,  83,  10,  -12, 76,  95,  53,  79,  -76,  2,   72,  69,
+    70,  -1,  20,  82,  66,  46,  -50, -29, 91,  64,  127, 72,  -26, 81,  89,  95,  42,  -111, -98, -23, 112,
+    116, 127, 127, 97,  127, 127, 59,  127, 12,  -14, 63,  119, 43,  -35, 127, 127, 48,  127,  76,  -35, 127,
+    127, 1,   98,  33,  -49, -1,  122, -64, -30, 36,  120, 127, 99,  64,  -82, 109, 127, 102,  104, 81,  -62,
+    7,   -19, 27,  127, -87, 48,  127, 44,  13,  72,  -83, 22,  96,  -20, 53,  79,  93,  48,   127, -10, 57,
+    -55, -76, 55,  13,  50,  -15, 24,  99,  2,   71,  59,  -75, 80,  108, 102, 44};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/output_shift_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_2_output_shift[1] = {-11};
+const int32_t conv_1_x_n_2_output_shift[1] = {-8};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/test_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #include "biases_data.h"
 #include "config_data.h"
 #include "input_data.h"

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_2/weights_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,10 +16,10 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const q7_t conv_1_x_n_2_weights[33] = {-127, -64, -127, 0,    -127, 0,    0,   64,  -64,  -127, -127,
-                                       64,   0,   64,   64,   -64,  -127, -64, -64, -127, 0,    64,
-                                       -127, -64, 0,    -127, 64,   -127, 0,   0,   64,   -64,  64};
+const q7_t conv_1_x_n_2_weights[33] = {-61, 123, -127, -46, 36,  -99, -58, -22, 91,  19, 88,
+                                       23,  26,  -61,  98,  -99, 1,   97,  21,  -47, 20, 48,
+                                       -54, 78,  -125, -52, -23, -64, -54, -79, -6,  84, 120};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_3/biases_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,8 +16,8 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
-const int32_t conv_1_x_n_3_biases[3] = {-2699, -2699, -2699};
+const int32_t conv_1_x_n_3_biases[3] = {27486, 29558, 15784};

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_3/config_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,7 +16,7 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #define CONV_1_X_N_3_OUT_CH 3
 #define CONV_1_X_N_3_IN_CH 1
@@ -24,11 +24,11 @@
 #define CONV_1_X_N_3_INPUT_H 11
 #define CONV_1_X_N_3_DST_SIZE 363
 #define CONV_1_X_N_3_INPUT_SIZE 121
-#define CONV_1_X_N_3_OUT_ACTIVATION_MIN -128
+#define CONV_1_X_N_3_OUT_ACTIVATION_MIN -88
 #define CONV_1_X_N_3_OUT_ACTIVATION_MAX 127
 #define CONV_1_X_N_3_INPUT_BATCHES 1
-#define CONV_1_X_N_3_INPUT_OFFSET 0
-#define CONV_1_X_N_3_OUTPUT_OFFSET 0
+#define CONV_1_X_N_3_INPUT_OFFSET 128
+#define CONV_1_X_N_3_OUTPUT_OFFSET 38
 #define CONV_1_X_N_3_FILTER_X 1
 #define CONV_1_X_N_3_FILTER_Y 11
 #define CONV_1_X_N_3_STRIDE_X 1

CMSIS/NN/Tests/UnitTest/TestCases/TestData/conv_1_x_n_3/input_data.h

@@ -1,5 +1,5 @@
 /*
- * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved.
+ * Copyright (C) 2010-2021 Arm Limited or its affiliates.
  *
  * SPDX-License-Identifier: Apache-2.0
  *
@@ -16,14 +16,14 @@
  * limitations under the License.
  */
 
-// Generated by generate_test_data.py using TFL version 2.4.1 as reference.
+// Generated by generate_test_data.py using TFL version 2.6.0 as reference.
 #pragma once
 #include <stdint.h>
 
 const q7_t conv_1_x_n_3_input[121] = {
-    42,  -85, -42, -85, 42,  42,  0,   -42, 0,   -85, -85, 0,   42,  42,  -42, 42,  -85, 0,   -85, -42, -85,
-    -42, 0,   -85, 42,  -42, 42,  0,   -42, 42,  -42, -85, -85, 0,   0,   0,   0,   -85, 42,  0,   0,   42,
-    42,  -85, -42, 0,   -42, 0,   -85, -42, 42,  0,   -42, 42,  42,  -85, -85, -85, -85, -85, -42, 0,   -85,
-    -42, -42, 42,  42,  -85, -42, 0,   42,  -42, 42,  -42, -42, -42, 0,   -42, 42,  -85, 42,  0,   -85, 42,
-    -42, 0,   -85, -42, 42,  42,  42,  -85, 42,  42,  -85, 0,   0,   -85, 0,   42,  -85, 42,  -42, 42,  0,
-    -42, 42,  -42, -42, 0,   -85, 0,   -42, 42,  -85, -42, -85, 42,  -85, -42, -42};
+    78,  -101, 79,  93,  -38, -32, 45,   -27,  106,  122,  -106, -16,  2,   48,  117, -97, -87, 59,  19,  -45,  -102,
+    42,  -55,  18,  -61, -3,  -57, 68,   103,  53,   -119, -33,  -11,  57,  -93, -17, 69,  -77, -27, -32, 78,   -74,
+    29,  -18,  -21, 19,  79,  71,  52,   96,   -101, -72,  50,   6,    12,  31,  12,  86,  81,  83,  103, -108, -126,
+    -46, -111, -71, -31, 39,  -23, -125, -122, 22,   -53,  2,    108,  -56, -44, 0,   61,  20,  -74, 30,  -8,   106,
+    86,  -32,  -56, -12, 27,  14,  46,   -121, 34,   -66,  -102, 97,   -16, 107, -22, 66,  -92, 61,  77,  89,   -13,
+    11,  -1,   -98, -74, -30, -98, 54,   -82,  124,  89,   -125, -116, 74,  -58, 6,   -9};