diff options
| author | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2020-05-03 19:53:02 +0200 |
|---|---|---|
| committer | jaseg <git-bigdata-wsl-arch@jaseg.de> | 2020-05-03 19:53:02 +0200 |
| commit | 2628932a40d769d8d0180ba6fed1e7b9b2718982 (patch) | |
| tree | ea485897653003d01cd16e2b506f69363928fafa /Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test | |
| parent | 972da3c0fd449dd6153edaf3c56e0c50d16b726b (diff) | |
| download | minikbd-2628932a40d769d8d0180ba6fed1e7b9b2718982.tar.gz minikbd-2628932a40d769d8d0180ba6fed1e7b9b2718982.tar.bz2 minikbd-2628932a40d769d8d0180ba6fed1e7b9b2718982.zip | |
minkbd: repo restructure
Diffstat (limited to 'Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test')
23 files changed, 0 insertions, 2385 deletions
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM0/RTE_Components.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM0/RTE_Components.h deleted file mode 100644 index bf1d6d1..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM0/RTE_Components.h +++ /dev/null @@ -1,20 +0,0 @@ -
-/*
- * Auto generated Run-Time-Environment Component Configuration File
- * *** Do not modify ! ***
- *
- * Project: 'arm_nnexamples_cifar10'
- * Target: 'ARMCM0'
- */
-
-#ifndef RTE_COMPONENTS_H
-#define RTE_COMPONENTS_H
-
-
-/*
- * Define the Device Header File:
- */
-#define CMSIS_device_header "ARMCM0.h"
-
-
-#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM3/RTE_Components.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM3/RTE_Components.h deleted file mode 100644 index 6993e2a..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM3/RTE_Components.h +++ /dev/null @@ -1,26 +0,0 @@ -
-/*
- * Auto generated Run-Time-Environment Component Configuration File
- * *** Do not modify ! ***
- *
- * Project: 'arm_nnexamples_nn_test'
- * Target: 'ARMCM3'
- */
-
-#ifndef RTE_COMPONENTS_H
-#define RTE_COMPONENTS_H
-
-
-/*
- * Define the Device Header File:
- */
-#define CMSIS_device_header "ARMCM3.h"
-
-#define RTE_Compiler_IO_STDERR /* Compiler I/O: STDERR */
- #define RTE_Compiler_IO_STDERR_ITM /* Compiler I/O: STDERR ITM */
-#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
- #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
-#define RTE_Compiler_IO_TTY /* Compiler I/O: TTY */
- #define RTE_Compiler_IO_TTY_ITM /* Compiler I/O: TTY ITM */
-
-#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM4_FP/RTE_Components.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM4_FP/RTE_Components.h deleted file mode 100644 index 374579e..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM4_FP/RTE_Components.h +++ /dev/null @@ -1,26 +0,0 @@ -
-/*
- * Auto generated Run-Time-Environment Component Configuration File
- * *** Do not modify ! ***
- *
- * Project: 'arm_nnexamples_nn_test'
- * Target: 'ARMCM4_FP'
- */
-
-#ifndef RTE_COMPONENTS_H
-#define RTE_COMPONENTS_H
-
-
-/*
- * Define the Device Header File:
- */
-#define CMSIS_device_header "ARMCM4_FP.h"
-
-#define RTE_Compiler_IO_STDERR /* Compiler I/O: STDERR */
- #define RTE_Compiler_IO_STDERR_ITM /* Compiler I/O: STDERR ITM */
-#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
- #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
-#define RTE_Compiler_IO_TTY /* Compiler I/O: TTY */
- #define RTE_Compiler_IO_TTY_ITM /* Compiler I/O: TTY ITM */
-
-#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM7_SP/RTE_Components.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM7_SP/RTE_Components.h deleted file mode 100644 index 40dfc78..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/RTE/_ARMCM7_SP/RTE_Components.h +++ /dev/null @@ -1,26 +0,0 @@ -
-/*
- * Auto generated Run-Time-Environment Component Configuration File
- * *** Do not modify ! ***
- *
- * Project: 'arm_nnexamples_nn_test'
- * Target: 'ARMCM7_SP'
- */
-
-#ifndef RTE_COMPONENTS_H
-#define RTE_COMPONENTS_H
-
-
-/*
- * Define the Device Header File:
- */
-#define CMSIS_device_header "ARMCM7_SP.h"
-
-#define RTE_Compiler_IO_STDERR /* Compiler I/O: STDERR */
- #define RTE_Compiler_IO_STDERR_ITM /* Compiler I/O: STDERR ITM */
-#define RTE_Compiler_IO_STDOUT /* Compiler I/O: STDOUT */
- #define RTE_Compiler_IO_STDOUT_ITM /* Compiler I/O: STDOUT ITM */
-#define RTE_Compiler_IO_TTY /* Compiler I/O: TTY */
- #define RTE_Compiler_IO_TTY_ITM /* Compiler I/O: TTY ITM */
-
-#endif /* RTE_COMPONENTS_H */
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref.c deleted file mode 100644 index 4aa6077..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref.c +++ /dev/null @@ -1,71 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_convolve_HWC_q15_ref(const q15_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q15_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q15_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- )
-{
- int i, j, k, l, m, n;
- int conv_out;
- int in_row, in_col;
-
- for (i = 0; i < ch_im_out; i++)
- {
- for (j = 0; j < dim_im_out; j++)
- {
- for (k = 0; k < dim_im_out; k++)
- {
-#ifndef ARM_NN_TRUNCATE
- conv_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- conv_out = bias[i] << bias_shift;
-#endif
- for (m = 0; m < dim_kernel; m++)
- {
- for (n = 0; n < dim_kernel; n++)
- {
- in_row = stride * j + m - padding;
- in_col = stride * k + n - padding;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
- {
- for (l = 0; l < ch_im_in; l++)
- {
- conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] *
- wt[i * ch_im_in * dim_kernel * dim_kernel + (m * dim_kernel + n) * ch_im_in + l];
- }
- }
- }
- }
- Im_out[i + (j * dim_im_out + k) * ch_im_out] = (q15_t) __SSAT((conv_out >> out_shift), 16);
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref_nonsquare.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref_nonsquare.c deleted file mode 100644 index 69efcb2..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q15_ref_nonsquare.c +++ /dev/null @@ -1,83 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void
-arm_convolve_HWC_q15_nonsquare_ref(const q15_t * Im_in,
- const uint16_t dim_im_in_x,
- const uint16_t dim_im_in_y,
- const uint16_t ch_im_in,
- const q15_t * wt,
- const uint16_t ch_im_out,
- const uint16_t dim_kernel_x,
- const uint16_t dim_kernel_y,
- const uint16_t padding_x,
- const uint16_t padding_y,
- const uint16_t stride_x,
- const uint16_t stride_y,
- const q15_t * bias,
- const uint16_t bias_shift,
- const uint16_t out_shift,
- q15_t * Im_out,
- const uint16_t dim_im_out_x,
- const uint16_t dim_im_out_y,
- q15_t * bufferA,
- q7_t * bufferB)
-
-{
- uint16_t i, j, k, l, m, n;
- int conv_out;
- signed char in_row, in_col;
-
- for (i = 0; i < ch_im_out; i++)
- {
- for (j = 0; j < dim_im_out_y; j++)
- {
- for (k = 0; k < dim_im_out_x; k++)
- {
-#ifndef ARM_NN_TRUNCATE
- conv_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- conv_out = bias[i] << bias_shift;
-#endif
- for (m = 0; m < dim_kernel_y; m++)
- {
- for (n = 0; n < dim_kernel_x; n++)
- {
- in_row = stride_y * j + m - padding_y;
- in_col = stride_x * k + n - padding_x;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x)
- {
- for (l = 0; l < ch_im_in; l++)
- {
- conv_out +=
- Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in +
- l] * wt[i * ch_im_in * dim_kernel_x * dim_kernel_y + (m * dim_kernel_x +
- n) * ch_im_in + l];
- }
- }
- }
- }
- Im_out[i + (j * dim_im_out_x + k) * ch_im_out] = (q15_t) __SSAT((conv_out >> out_shift), 16);
- }
- }
- }
-}
-
-
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref.c deleted file mode 100644 index aaf25ba..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref.c +++ /dev/null @@ -1,72 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_convolve_HWC_q7_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q7_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- )
-{
- int i, j, k, l, m, n;
- int conv_out;
- int in_row, in_col;
-
- for (i = 0; i < ch_im_out; i++)
- {
- for (j = 0; j < dim_im_out; j++)
- {
- for (k = 0; k < dim_im_out; k++)
- {
-#ifndef ARM_NN_TRUNCATE
- conv_out = ((q31_t) (bias[i]) << bias_shift) + (0x1 << (out_shift - 1));
-#else
- conv_out = bias[i] << bias_shift;
-#endif
- for (m = 0; m < dim_kernel; m++)
- {
- for (n = 0; n < dim_kernel; n++)
- {
- // if-for implementation
- in_row = stride * j + m - padding;
- in_col = stride * k + n - padding;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
- {
- for (l = 0; l < ch_im_in; l++)
- {
- conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] *
- wt[i * ch_im_in * dim_kernel * dim_kernel + (m * dim_kernel + n) * ch_im_in + l];
- }
- }
- }
- }
- Im_out[i + (j * dim_im_out + k) * ch_im_out] = (q7_t) __SSAT((conv_out >> out_shift), 8);
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref_nonsquare.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref_nonsquare.c deleted file mode 100644 index e731d07..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_convolve_HWC_q7_ref_nonsquare.c +++ /dev/null @@ -1,78 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_convolve_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
- const uint16_t dim_im_in_x, // input image dimention x
- const uint16_t dim_im_in_y, // input image dimention y
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel_x, // filter kernel size x
- const uint16_t dim_kernel_y, // filter kernel size y
- const uint16_t padding_x, // padding sizes x
- const uint16_t padding_y, // padding sizes y
- const uint16_t stride_x, // stride x
- const uint16_t stride_y, // stride y
- const q7_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image
- const uint16_t dim_im_out_x, // output image dimension x
- const uint16_t dim_im_out_y, // output image dimension y
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- )
-{
- int i, j, k, l, m, n;
- int conv_out;
- int in_row, in_col;
-
- for (i = 0; i < ch_im_out; i++)
- {
- for (j = 0; j < dim_im_out_y; j++)
- {
- for (k = 0; k < dim_im_out_x; k++)
- {
-#ifndef ARM_NN_TRUNCATE
- conv_out = ((q31_t) (bias[i]) << bias_shift) + (0x1 << (out_shift - 1));
-#else
- conv_out = bias[i] << bias_shift;
-#endif
- for (m = 0; m < dim_kernel_y; m++)
- {
- for (n = 0; n < dim_kernel_x; n++)
- {
- // if-for implementation
- in_row = stride_y * j + m - padding_y;
- in_col = stride_x * k + n - padding_x;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x)
- {
- for (l = 0; l < ch_im_in; l++)
- {
- conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + l] *
- wt[i * ch_im_in * dim_kernel_y * dim_kernel_x + (m * dim_kernel_x + n) * ch_im_in +
- l];
- }
- }
- }
- }
- Im_out[i + (j * dim_im_out_x + k) * ch_im_out] = (q7_t) __SSAT((conv_out >> out_shift), 8);
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c deleted file mode 100644 index 970effc..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref.c +++ /dev/null @@ -1,70 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q7_t * bias, // bias
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- q7_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- )
-{
- int i_out_y, i_out_x, i_ch_out;
- int i_ker_y, i_ker_x;
- for (i_out_y = 0; i_out_y < dim_im_out; i_out_y++)
- {
- for (i_out_x = 0; i_out_x < dim_im_out; i_out_x++)
- {
- for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++)
- {
- // for each output
-#ifndef ARM_NN_TRUNCATE
- int conv_out = (bias[i_ch_out] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int conv_out = bias[i_ch_out] << bias_shift;
-#endif
- for (i_ker_y = 0; i_ker_y < dim_kernel; i_ker_y++)
- {
- for (i_ker_x = 0; i_ker_x < dim_kernel; i_ker_x++)
- {
- int in_row = stride * i_out_y + i_ker_y - padding;
- int in_col = stride * i_out_x + i_ker_x - padding;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && in_col < dim_im_in)
- {
- conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + i_ch_out] *
- wt[(i_ker_y * dim_kernel + i_ker_x) * ch_im_out + i_ch_out];
- }
- }
- }
- Im_out[(i_out_y * dim_im_out + i_out_x) * ch_im_out + i_ch_out] =
- (q7_t) __SSAT((conv_out >> out_shift), 8);
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref_nonsquare.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref_nonsquare.c deleted file mode 100644 index 8fa4147..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_depthwise_separable_conv_HWC_q7_ref_nonsquare.c +++ /dev/null @@ -1,75 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
- const uint16_t dim_im_in_x, // input image dimention x
- const uint16_t dim_im_in_y, // input image dimention y
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel_x, // filter kernel size x
- const uint16_t dim_kernel_y, // filter kernel size y
- const uint16_t padding_x, // padding sizes x
- const uint16_t padding_y, // padding sizes y
- const uint16_t stride_x, // stride x
- const uint16_t stride_y, // stride y
- const q7_t * bias, // bias
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- q7_t * Im_out, // output image
- const uint16_t dim_im_out_x, // output image dimension x
- const uint16_t dim_im_out_y, // output image dimension y
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- )
-{
- int i_out_y, i_out_x, i_ch_out;
- int i_ker_y, i_ker_x;
- for (i_out_y = 0; i_out_y < dim_im_out_y; i_out_y++)
- {
- for (i_out_x = 0; i_out_x < dim_im_out_x; i_out_x++)
- {
- for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++)
- {
- // for each output
-#ifndef ARM_NN_TRUNCATE
- int conv_out = (bias[i_ch_out] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int conv_out = bias[i_ch_out] << bias_shift;
-#endif
- for (i_ker_y = 0; i_ker_y < dim_kernel_y; i_ker_y++)
- {
- for (i_ker_x = 0; i_ker_x < dim_kernel_x; i_ker_x++)
- {
- int in_row = stride_y * i_out_y + i_ker_y - padding_y;
- int in_col = stride_x * i_out_x + i_ker_x - padding_x;
- if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x)
- {
- conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + i_ch_out] *
- wt[(i_ker_y * dim_kernel_x + i_ker_x) * ch_im_out + i_ch_out];
- }
- }
- }
- Im_out[(i_out_y * dim_im_out_x + i_out_x) * ch_im_out + i_ch_out] =
- (q7_t) __SSAT((conv_out >> out_shift), 8);
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_opt_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_opt_ref.c deleted file mode 100644 index 6fe5e2b..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_opt_ref.c +++ /dev/null @@ -1,120 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_mat_q7_vec_q15_opt_ref(const q15_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer)
-{
-
- uint16_t rowCnt = num_of_rows >> 2;
- const q7_t *pB = pM;
- const q15_t *pA;
- q15_t *pO = pOut;
- const q7_t *pBias = bias;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- q31_t sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- q31_t sum = *pBias++ << bias_shift;
- q31_t sum2 = *pBias++ << bias_shift;
- q31_t sum3 = *pBias++ << bias_shift;
- q31_t sum4 = *pBias++ << bias_shift;
-#endif
-
- uint16_t colCnt = dim_vec >> 1;
-
- while (colCnt)
- {
- q15_t inA1 = *pA++;
- q15_t inA2 = *pA++;
-
- q7_t inB1 = *pB++;
- q7_t inB3 = *pB++;
- q7_t inB2 = *pB++;
- q7_t inB4 = *pB++;
-
- sum += inA1 * inB1 + inA2 * inB2;
- sum2 += inA1 * inB3 + inA2 * inB4;
-
- inB1 = *pB++;
- inB3 = *pB++;
- inB2 = *pB++;
- inB4 = *pB++;
-
- sum3 += inA1 * inB1 + inA2 * inB2;
- sum4 += inA1 * inB3 + inA2 * inB4;
-
- colCnt--;
- }
- colCnt = dim_vec & 0x1;
- while (colCnt)
- {
- q15_t inA = *pA++;
- q7_t inB = *pB++;
- sum += inA * inB;
- inB = *pB++;
- sum2 += inA * inB;
- inB = *pB++;
- sum3 += inA * inB;
- inB = *pB++;
- sum4 += inA * inB;
-
- colCnt--;
- }
- *pO++ = (q15_t) __SSAT((sum >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum2 >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum3 >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum4 >> out_shift), 16);
-
- rowCnt--;
- }
-
- rowCnt = num_of_rows & 0x3;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = *pBias++ << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- q15_t inA = *pA++;
- q7_t inB = *pB++;
- ip_out += inA * inB;
- }
- *pO++ = (q15_t) __SSAT((ip_out >> out_shift), 16);
-
- rowCnt--;
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_ref.c deleted file mode 100644 index 6a4d385..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_mat_q7_vec_q15_ref.c +++ /dev/null @@ -1,43 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_mat_q7_vec_q15_ref(const q15_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer)
-{
- for (int i = 0; i < num_of_rows; i++)
- {
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = bias[i] << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- ip_out += pV[j] * pM[i * dim_vec + j];
- }
- pOut[i] = (q15_t) __SSAT((ip_out >> out_shift), 16);
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_opt_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_opt_ref.c deleted file mode 100644 index 475c757..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_opt_ref.c +++ /dev/null @@ -1,119 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_q15_opt_ref(const q15_t * pV, // pointer to vector
- const q15_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q15_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer)
-{
-
- uint16_t rowCnt = num_of_rows >> 2;
- const q15_t *pB = pM;
- const q15_t *pA;
- q15_t *pO = pOut;
- const q15_t *pBias = bias;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- q31_t sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- q31_t sum = *pBias++ << bias_shift;
- q31_t sum2 = *pBias++ << bias_shift;
- q31_t sum3 = *pBias++ << bias_shift;
- q31_t sum4 = *pBias++ << bias_shift;
-#endif
-
- uint16_t colCnt = dim_vec >> 1;
-
- while (colCnt)
- {
- q15_t inA1 = *pA++;
- q15_t inA2 = *pA++;
-
- q15_t inB1 = *pB++;
- q15_t inB2 = *pB++;
- sum += inA1 * inB1 + inA2 * inB2;
-
- inB1 = *pB++;
- inB2 = *pB++;
- sum2 += inA1 * inB1 + inA2 * inB2;
-
- inB1 = *pB++;
- inB2 = *pB++;
- sum3 += inA1 * inB1 + inA2 * inB2;
-
- inB1 = *pB++;
- inB2 = *pB++;
- sum4 += inA1 * inB1 + inA2 * inB2;
-
- colCnt--;
- }
- colCnt = dim_vec & 0x1;
- while (colCnt)
- {
- q15_t inA = *pA++;
- q15_t inB = *pB++;
- sum += inA * inB;
- inB = *pB++;
- sum2 += inA * inB;
- inB = *pB++;
- sum3 += inA * inB;
- inB = *pB++;
- sum4 += inA * inB;
- colCnt--;
- }
- *pO++ = (q15_t) __SSAT((sum >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum2 >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum3 >> out_shift), 16);
- *pO++ = (q15_t) __SSAT((sum4 >> out_shift), 16);
-
- rowCnt--;
- }
-
- rowCnt = num_of_rows & 0x3;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = *pBias++ << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- q15_t inA = *pA++;
- q15_t inB = *pB++;
- ip_out += inA * inB;
- }
- *pO++ = (q15_t) __SSAT((ip_out >> out_shift), 16);
-
- rowCnt--;
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_ref.c deleted file mode 100644 index 3fd0bc0..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q15_ref.c +++ /dev/null @@ -1,43 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_q15_ref(const q15_t * pV, // pointer to vector
- const q15_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q15_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer)
-{
- for (int i = 0; i < num_of_rows; i++)
- {
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = bias[i] << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- ip_out += pV[j] * pM[i * dim_vec + j];
- }
- pOut[i] = (q15_t) __SSAT((ip_out >> out_shift), 16);
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_opt_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_opt_ref.c deleted file mode 100644 index cee8faa..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_opt_ref.c +++ /dev/null @@ -1,138 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_q7_opt_ref(const q7_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q7_t * pOut, // output operand
- q15_t * vec_buffer)
-{
-
- uint16_t rowCnt = num_of_rows >> 2;
- const q7_t *pB = pM;
- const q7_t *pA;
- q7_t *pO = pOut;
- const q7_t *pBias = bias;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- q31_t sum = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum2 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum3 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
- q31_t sum4 = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- q31_t sum = *pBias++ << bias_shift;
- q31_t sum2 = *pBias++ << bias_shift;
- q31_t sum3 = *pBias++ << bias_shift;
- q31_t sum4 = *pBias++ << bias_shift;
-#endif
-
- uint16_t colCnt = dim_vec >> 2;
-
- while (colCnt)
- {
- q7_t inA1 = *pA++;
- q7_t inA3 = *pA++;
- q7_t inA2 = *pA++;
- q7_t inA4 = *pA++;
-
- q7_t inB1 = *pB++;
- q7_t inB3 = *pB++;
- q7_t inB2 = *pB++;
- q7_t inB4 = *pB++;
-
- sum += inA1 * inB1 + inA2 * inB2;
- sum2 += inA1 * inB3 + inA2 * inB4;
-
- inB1 = *pB++;
- inB3 = *pB++;
- inB2 = *pB++;
- inB4 = *pB++;
-
- sum3 += inA1 * inB1 + inA2 * inB2;
- sum4 += inA1 * inB3 + inA2 * inB4;
-
- inB1 = *pB++;
- inB3 = *pB++;
- inB2 = *pB++;
- inB4 = *pB++;
-
- sum += inA3 * inB1 + inA4 * inB2;
- sum2 += inA3 * inB3 + inA4 * inB4;
-
- inB1 = *pB++;
- inB3 = *pB++;
- inB2 = *pB++;
- inB4 = *pB++;
-
- sum3 += inA3 * inB1 + inA4 * inB2;
- sum4 += inA3 * inB3 + inA4 * inB4;
-
- colCnt--;
- }
- colCnt = dim_vec & 0x3;
- while (colCnt)
- {
- q7_t inA = *pA++;
- q7_t inB = *pB++;
- sum += inA * inB;
- inB = *pB++;
- sum2 += inA * inB;
- inB = *pB++;
- sum3 += inA * inB;
- inB = *pB++;
- sum4 += inA * inB;
-
- colCnt--;
- }
- *pO++ = (q7_t) __SSAT((sum >> out_shift), 8);
- *pO++ = (q7_t) __SSAT((sum2 >> out_shift), 8);
- *pO++ = (q7_t) __SSAT((sum3 >> out_shift), 8);
- *pO++ = (q7_t) __SSAT((sum4 >> out_shift), 8);
-
- rowCnt--;
- }
-
- rowCnt = num_of_rows & 0x3;
-
- while (rowCnt)
- {
- pA = pV;
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (*pBias++ << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = *pBias++ << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- q7_t inA = *pA++;
- q7_t inB = *pB++;
- ip_out += inA * inB;
- }
- *pO++ = (q7_t) __SSAT((ip_out >> out_shift), 8);
-
- rowCnt--;
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_ref.c deleted file mode 100644 index 78c891c..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_fully_connected_q7_ref.c +++ /dev/null @@ -1,43 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_fully_connected_q7_ref(const q7_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q7_t * pOut, // output operand
- q15_t * vec_buffer)
-{
- for (int i = 0; i < num_of_rows; i++)
- {
-#ifndef ARM_NN_TRUNCATE
- int ip_out = (bias[i] << bias_shift) + (0x1 << (out_shift - 1));
-#else
- int ip_out = bias[i] << bias_shift;
-#endif
- for (int j = 0; j < dim_vec; j++)
- {
- ip_out += pV[j] * pM[i * dim_vec + j];
- }
- pOut[i] = (q7_t) __SSAT((ip_out >> out_shift), 8);
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_nn_mult_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_nn_mult_ref.c deleted file mode 100644 index e78850f..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_nn_mult_ref.c +++ /dev/null @@ -1,58 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "arm_math.h"
-#include "arm_nnfunctions.h"
-
-void arm_nn_mult_q7_ref(q7_t * pSrcA,
- q7_t * pSrcB,
- q7_t * pDst,
- const uint16_t out_shift,
- uint32_t blockSize) {
- uint16_t i;
-
-for (i = 0; i < blockSize; i++)
- {
- q31_t product = pSrcA[i] * pSrcB[i];
-#ifndef ARM_NN_TRUNCATE
- pDst[i] = (q7_t)__SSAT((product + (0x1 << (out_shift - 1)))>>out_shift, 8);
-#else
- pDst[i] = (q7_t)__SSAT(product >> out_shift, 8);
-#endif
- }
-}
-
-void arm_nn_mult_q15_ref(q15_t * pSrcA,
- q15_t * pSrcB,
- q15_t * pDst,
- const uint16_t out_shift,
- uint32_t blockSize) {
- uint16_t i;
-
-for (i = 0; i < blockSize; i++)
- {
- q31_t product = pSrcA[i] * pSrcB[i];
-#ifndef ARM_NN_TRUNCATE
- pDst[i] = (q15_t)__SSAT((product + (0x1 << (out_shift - 1)))>>out_shift, 16);
-#else
- pDst[i] = (q15_t)__SSAT(product >> out_shift, 16);
-#endif
-
-
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_pool_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_pool_ref.c deleted file mode 100644 index b75a0a2..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_pool_ref.c +++ /dev/null @@ -1,96 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "ref_functions.h"
-
-void arm_avepool_q7_HWC_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimension
- const uint16_t ch_im_in, // number of input image channels
- const uint16_t dim_kernel, // window kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const uint16_t dim_im_out, // output image dimension
- q7_t * bufferA, // a buffer for local storage
- q7_t * Im_out)
-{
- int16_t i_ch_in, i_x, i_y;
- int16_t k_x, k_y;
-
- for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++)
- {
- for (i_y = 0; i_y < dim_im_out; i_y++)
- {
- for (i_x = 0; i_x < dim_im_out; i_x++)
- {
- int sum = 0;
- int count = 0;
- for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++)
- {
- for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++)
- {
- if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in)
- {
- sum += Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)];
- count++;
- }
- }
- }
- Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = sum / count;
- }
- }
- }
-}
-
-void arm_maxpool_q7_HWC_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimension
- const uint16_t ch_im_in, // number of input image channels
- const uint16_t dim_kernel, // window kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const uint16_t dim_im_out, // output image dimension
- q7_t * bufferA, // a buffer for local storage
- q7_t * Im_out)
-{
- int16_t i_ch_in, i_x, i_y;
- int16_t k_x, k_y;
-
- for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++)
- {
- for (i_y = 0; i_y < dim_im_out; i_y++)
- {
- for (i_x = 0; i_x < dim_im_out; i_x++)
- {
- int max = -129;
- for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; k_y++)
- {
- for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; k_x++)
- {
- if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in)
- {
- if (Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)] > max)
- {
- max = Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)];
- }
- }
- }
- }
- Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = max;
- }
- }
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_relu_ref.c b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_relu_ref.c deleted file mode 100644 index 9397ef1..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/arm_relu_ref.c +++ /dev/null @@ -1,42 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#include "arm_math.h"
-#include "arm_nnfunctions.h"
-
-void arm_relu_q7_ref(q7_t * data, uint16_t size)
-{
- uint16_t i;
-
- for (i = 0; i < size; i++)
- {
- if (data[i] < 0)
- data[i] = 0;
- }
-}
-
-void arm_relu_q15_ref(q15_t * data, uint16_t size)
-{
- uint16_t i;
-
- for (i = 0; i < size; i++)
- {
- if (data[i] < 0)
- data[i] = 0;
- }
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/fully_connected_testing_weights.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/fully_connected_testing_weights.h deleted file mode 100644 index 31cdcb0..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/fully_connected_testing_weights.h +++ /dev/null @@ -1,7 +0,0 @@ -#define IP2_WEIGHT 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-
-#define IP4_WEIGHT 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-
-#define IP4_q7_q15_WEIGHT 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-
-#define IP4_WEIGHT_Q15 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diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/ref_functions.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/ref_functions.h deleted file mode 100644 index 5a25ffa..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/Ref_Implementations/ref_functions.h +++ /dev/null @@ -1,250 +0,0 @@ -/*
- * Copyright (C) 2010-2018 Arm Limited or its affiliates. All rights reserved.
- *
- * SPDX-License-Identifier: Apache-2.0
- *
- * Licensed under the Apache License, Version 2.0 (the License); you may
- * not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an AS IS BASIS, WITHOUT
- * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-#ifndef _REF_FUNCTIONS_H_
-#define _REF_FUNCTIONS_H_
-
-#include "arm_math.h"
-#include "arm_nnfunctions.h"
-//#include "arm_nnsupportfunctions.h"
-#include "fully_connected_testing_weights.h"
-
-#ifdef __cplusplus
-extern "C"
-{
-#endif
-
-/*
- *
- * Convolution reference implemenation
- *
- */
-
- void arm_convolve_HWC_q7_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q7_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- );
-
- void arm_convolve_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
- const uint16_t dim_im_in_x, // input image dimention x
- const uint16_t dim_im_in_y, // input image dimention y
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel_x, // filter kernel size x
- const uint16_t dim_kernel_y, // filter kernel size y
- const uint16_t padding_x, // padding sizes x
- const uint16_t padding_y, // padding sizes y
- const uint16_t stride_x, // stride x
- const uint16_t stride_y, // stride y
- const q7_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q7_t * Im_out, // output image
- const uint16_t dim_im_out_x, // output image dimension x
- const uint16_t dim_im_out_y, // output image dimension y
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- );
-
- void arm_convolve_HWC_q15_ref(const q15_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q15_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q15_t * bias, // bias
- const uint16_t bias_shift, const uint16_t out_shift, q15_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- );
- void arm_convolve_HWC_q15_nonsquare_ref(const q15_t * Im_in,
- const uint16_t dim_im_in_x,
- const uint16_t dim_im_in_y,
- const uint16_t ch_im_in,
- const q15_t * wt,
- const uint16_t ch_im_out,
- const uint16_t dim_kernel_x,
- const uint16_t dim_kernel_y,
- const uint16_t padding_x,
- const uint16_t padding_y,
- const uint16_t stride_x,
- const uint16_t stride_y,
- const q15_t * bias,
- const uint16_t bias_shift,
- const uint16_t out_shift,
- q15_t * Im_out,
- const uint16_t dim_im_out_x,
- const uint16_t dim_im_out_y,
- q15_t * bufferA,
- q7_t * bufferB);
-
- void arm_depthwise_separable_conv_HWC_q7_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimention
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel, // filter kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const q7_t * bias, // bias
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- q7_t * Im_out, // output image
- const uint16_t dim_im_out, // output image dimension
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- );
- void arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(const q7_t * Im_in, // input image
- const uint16_t dim_im_in_x, // input image dimention x
- const uint16_t dim_im_in_y, // input image dimention y
- const uint16_t ch_im_in, // number of input image channels
- const q7_t * wt, // kernel weights
- const uint16_t ch_im_out, // number of filters, i.e., output image channels
- const uint16_t dim_kernel_x, // filter kernel size x
- const uint16_t dim_kernel_y, // filter kernel size y
- const uint16_t padding_x, // padding sizes x
- const uint16_t padding_y, // padding sizes y
- const uint16_t stride_x, // stride x
- const uint16_t stride_y, // stride y
- const q7_t * bias, // bias
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- q7_t * Im_out, // output image
- const uint16_t dim_im_out_x, // output image dimension x
- const uint16_t dim_im_out_y, // output image dimension y
- q15_t * bufferA, //buffer space for input
- q7_t * bufferB //buffer space for output
- );
-
-/*
- *
- * Fully-connected reference implemenation
- *
- */
-
- void arm_fully_connected_q7_ref(const q7_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q7_t * pOut, // output operand
- q15_t * vec_buffer);
-
- void arm_fully_connected_q15_ref(const q15_t * pV, // pointer to vector
- const q15_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q15_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer);
-
- void arm_fully_connected_mat_q7_vec_q15_ref(const q15_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer);
-
- void arm_fully_connected_q7_opt_ref(const q7_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q7_t * pOut, // output operand
- q15_t * vec_buffer);
-
- void arm_fully_connected_q15_opt_ref(const q15_t * pV, // pointer to vector
- const q15_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q15_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer);
-
- void arm_fully_connected_mat_q7_vec_q15_opt_ref(const q15_t * pV, // pointer to vector
- const q7_t * pM, // pointer to matrix
- const uint16_t dim_vec, // length of the vector
- const uint16_t num_of_rows, // numCol of A
- const uint16_t bias_shift, // amount of left-shift for bias
- const uint16_t out_shift, // amount of right-shift for output
- const q7_t * bias, q15_t * pOut, // output operand
- q15_t * vec_buffer);
-
-/*
- *
- * Pooling reference implemenation
- *
- */
-
- void arm_avepool_q7_HWC_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimension
- const uint16_t ch_im_in, // number of input image channels
- const uint16_t dim_kernel, // window kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const uint16_t dim_im_out, // output image dimension
- q7_t * bufferA, // a buffer for local storage
- q7_t * Im_out);
-
- void arm_maxpool_q7_HWC_ref(const q7_t * Im_in, // input image
- const uint16_t dim_im_in, // input image dimension
- const uint16_t ch_im_in, // number of input image channels
- const uint16_t dim_kernel, // window kernel size
- const uint16_t padding, // padding sizes
- const uint16_t stride, // stride
- const uint16_t dim_im_out, // output image dimension
- q7_t * bufferA, // a buffer for local storage
- q7_t * Im_out);
-
-/*
- *
- * Other reference implemenation
- *
- */
-
- void arm_relu_q7_ref(q7_t * data, uint16_t size);
-
- void arm_relu_q15_ref(q15_t * data, uint16_t size);
-
- void arm_nn_mult_q7_ref(q7_t * pSrcA, q7_t * pSrcB, q7_t * pDst, const uint16_t out_shift, uint32_t blockSize);
-
- void arm_nn_mult_q15_ref(q15_t * pSrcA, q15_t * pSrcB, q15_t * pDst, const uint16_t out_shift, uint32_t blockSize);
-
-#ifdef __cplusplus
-}
-#endif
-
-#endif
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp deleted file mode 100644 index 41088fe..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.cpp +++ /dev/null @@ -1,801 +0,0 @@ -/* ----------------------------------------------------------------------
-* Copyright (C) 2010-2018 Arm Limited. All rights reserved.
-*
-*
-* Project: CMSIS NN Library
-* Title: arm_nnexamples_nn_test.cpp
-*
-* Description: Example code for NN kernel testing.
-*
-* Target Processor: Cortex-M cores
-*
-* Redistribution and use in source and binary forms, with or without
-* modification, are permitted provided that the following conditions
-* are met:
-* - Redistributions of source code must retain the above copyright
-* notice, this list of conditions and the following disclaimer.
-* - Redistributions in binary form must reproduce the above copyright
-* notice, this list of conditions and the following disclaimer in
-* the documentation and/or other materials provided with the
-* distribution.
-* - Neither the name of ARM LIMITED nor the names of its contributors
-* may be used to endorse or promote products derived from this
-* software without specific prior written permission.
-*
-* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
-* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
-* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
-* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
-* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
-* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
-* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
-* LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
-* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
-* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
-* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
-* POSSIBILITY OF SUCH DAMAGE.
-* -------------------------------------------------------------------- */
-
-#include "arm_nnexamples_nn_test.h"
-
-//#define TEST_SIGMOID
-//#define TEST_TANH
-#define TEST_POOL
-#define TEST_RELU
-#define TEST_IP
-#define TEST_CONV
-#define TEST_NONSQUARE
-#define TEST_NNMULT
-
-int test_index = 0;
-q7_t test_flags[50];
-bool test_pass;
-
-int main()
-{
- printf("start tests\n");
-
- srand(1);
-
- // common pointers for testing data
- q7_t *test1;
- q15_t *test2;
- q7_t *test3;
- q15_t *test4;
-
- for (test_index = 0; test_index<50; test_index++) {
- test_flags[test_index] = -1;
- }
- test_index = 0;
-
-#ifdef TEST_NNMULT
-#define NNMULT_DIM 128
- test1 = new q7_t[NNMULT_DIM*2];
- test2 = new q15_t[NNMULT_DIM*2];
- test3 = new q7_t[NNMULT_DIM*2];
- test4 = new q15_t[NNMULT_DIM*2];
-
- q7_t * mult_out_q7 = test3;
- q7_t * mult_ref_q7 = test3 + NNMULT_DIM;
- q15_t * mult_out_q15 = test4;
- q15_t * mult_ref_q15 = test4 + NNMULT_DIM;
-
- for (int i=0;i<NNMULT_DIM*2;i++) {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- }
-
- // Test q7
- arm_nn_mult_q7(test1, test1+NNMULT_DIM, mult_out_q7, 5, NNMULT_DIM);
-
- arm_nn_mult_q7_ref(test1, test1+NNMULT_DIM, mult_ref_q7, 5, NNMULT_DIM);
-
- verify_results_q7(mult_out_q7, mult_ref_q7, NNMULT_DIM);
-
- arm_nn_mult_q7(test1, test1+NNMULT_DIM, mult_out_q7, 9, NNMULT_DIM);
-
- arm_nn_mult_q7_ref(test1, test1+NNMULT_DIM, mult_ref_q7, 9, NNMULT_DIM);
-
- verify_results_q7(mult_out_q7, mult_ref_q7, NNMULT_DIM);
-
- // Test q15
- arm_nn_mult_q15(test2, test2+NNMULT_DIM, mult_out_q15, 13, NNMULT_DIM);
-
- arm_nn_mult_q15_ref(test2, test2+NNMULT_DIM, mult_ref_q15, 13, NNMULT_DIM);
-
- verify_results_q15(mult_out_q15, mult_ref_q15, NNMULT_DIM);
-
- arm_nn_mult_q15(test2, test2+NNMULT_DIM, mult_out_q15, 18, NNMULT_DIM);
-
- arm_nn_mult_q15_ref(test2, test2+NNMULT_DIM, mult_ref_q15, 18, NNMULT_DIM);
-
- verify_results_q15(mult_out_q15, mult_ref_q15, NNMULT_DIM);
-
-#endif
-
-#ifdef TEST_SIGMOID
-
-#define SIGMOID_DIM 128
-
- /* This part tests the running of sigmoid functions */
-
- test1 = new q7_t[SIGMOID_DIM];
- test2 = new q15_t[SIGMOID_DIM];
- test3 = new q7_t[SIGMOID_DIM];
- test4 = new q15_t[SIGMOID_DIM];
-
- srand(1);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- arm_nn_activations_direct_q7(test3, SIGMOID_DIM, 3, ARM_SIGMOID);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- printf("in: %d out: %d\n", test1[i], test3[i]);
- }
-
- printf("start testing q15_t sigmoid\n\n");
-
- arm_nn_activations_direct_q15(test4, SIGMOID_DIM, 3, ARM_SIGMOID);
-
- for (int i = 0; i < SIGMOID_DIM; i++)
- {
- printf("in: %d out: %d\n", test2[i], test4[i]);
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_TANH
-
-#define TANH_DIM 128
-
- /* This part tests the running of sigmoid functions */
-
- test1 = new q7_t[TANH_DIM];
- test2 = new q15_t[TANH_DIM];
- test3 = new q7_t[TANH_DIM];
- test4 = new q15_t[TANH_DIM];
-
- srand(1);
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- arm_nn_activations_direct_q7(test3, TANH_DIM, 3, ARM_TANH);
-
- printf("start testing q7_t tanh\n\n");
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- printf("in: %d out: %d\n", test1[i], test3[i]);
- }
-
- printf("start testing q15_t tanh\n\n");
-
- arm_nn_activations_direct_q15(test4, TANH_DIM, 3, ARM_TANH);
-
- for (int i = 0; i < TANH_DIM; i++)
- {
- printf("in: %d out: %d\n", test2[i], test4[i]);
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_POOL
-
-#define POOL_IM_DIM 32
-#define POOL_IM_CH 8
-
- test1 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH * 2];
- test2 = new q15_t[POOL_IM_DIM * POOL_IM_CH];
- test3 = new q7_t[POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH];
-
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- test1[i] = (rand() % 256 - 128);
- }
-
- q7_t *img_in = test1 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH;
- q7_t *pool_out_ref = test3;
- q7_t *pool_out_opt = test3 + POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH / 2;
-
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- test3[i] = 0;
- }
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- initialize_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
-
- printf("Start maxpool reference implementation\n");
-
- arm_maxpool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start maxpool opt implementation\n");
-
- arm_maxpool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
-
- verify_results_q7(pool_out_ref, pool_out_opt, POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start avepool ref implementation\n");
-
- arm_avepool_q7_HWC_ref(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_ref);
-
- // copy over the img input
- for (int i = 0; i < POOL_IM_DIM * POOL_IM_DIM * POOL_IM_CH; i++)
- {
- img_in[i] = test1[i];
- }
-
- printf("Start avepool opt implementation\n");
-
- arm_avepool_q7_HWC(img_in, POOL_IM_DIM, POOL_IM_CH, 3, 0, 2, POOL_IM_DIM / 2, (q7_t *) test2, pool_out_opt);
-
- // special check here
- bool if_ave_pool_match = true;
- for (int i = 0; i < POOL_IM_DIM / 2 * POOL_IM_DIM / 2 * POOL_IM_CH; i++)
- {
- // we tolerate at most difference of 1 here because of rounding errors
- if (pool_out_ref[i] - pool_out_opt[i] >= 2 || pool_out_opt[i] - pool_out_ref[i] >= 2)
- {
- printf("Output mismatch at %d, expected %d, actual %d\n", i, pool_out_ref[i], pool_out_opt[i]);
- if_ave_pool_match = false;
- }
- }
- if (if_ave_pool_match == true)
- {
- printf("Outputs match.\n");
- }
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
-
-#endif
-
-#ifdef TEST_RELU
-
-#define RELU_DIM 127
-
- test1 = new q7_t[RELU_DIM];
- test2 = new q15_t[RELU_DIM];
- test3 = new q7_t[RELU_DIM];
- test4 = new q15_t[RELU_DIM];
-
- for (int i = 0; i < RELU_DIM; i++)
- {
- test1[i] = (rand() % 256 - 128);
- test2[i] = (rand() % 65536 - 32768);
- test3[i] = test1[i];
- test4[i] = test2[i];
- }
-
- q7_t *relu_ref_data_q7 = test1;
- q7_t *relu_opt_data_q7 = test3;
- q15_t *relu_ref_data_q15 = test2;
- q15_t *relu_opt_data_q15 = test4;
-
- printf("Start ref relu q7 implementation\n");
-
- arm_relu_q7_ref(relu_ref_data_q7, RELU_DIM);
-
- printf("Start opt relu q7 implementation\n");
-
- arm_relu_q7(relu_opt_data_q7, RELU_DIM);
-
- verify_results_q7(relu_ref_data_q7, relu_opt_data_q7, RELU_DIM);
-
- printf("Start ref relu q15 implementation\n");
-
- arm_relu_q15_ref(relu_ref_data_q15, RELU_DIM);
-
- printf("Start opt relu q15 implementation\n");
-
- arm_relu_q15(relu_opt_data_q15, RELU_DIM);
-
- verify_results_q15(relu_ref_data_q15, relu_opt_data_q15, RELU_DIM);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_IP
-
-#define IP_ROW_DIM 127
-#define IP_COL_DIM 127
-
- q7_t ip_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
- q7_t ip_q7_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT;
- q7_t ip_q7_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_q7_q15_WEIGHT;
- q15_t ip_q15_weights[IP_ROW_DIM * IP_COL_DIM] = IP2_WEIGHT;
- q15_t ip_q15_opt_weights[IP_ROW_DIM * IP_COL_DIM] = IP4_WEIGHT_Q15;
-
- test1 = new q7_t[IP_COL_DIM + IP_ROW_DIM];
- test2 = new q15_t[IP_COL_DIM];
- test3 = new q7_t[IP_ROW_DIM * 3];
- test4 = new q15_t[IP_COL_DIM + IP_ROW_DIM * 2];
-
- for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
- for (int i = 0; i < IP_ROW_DIM * 3; i++)
- {
- test3[i] = 0;
- }
-
- q7_t *ip_bias_q7 = test1 + IP_COL_DIM;
-
- q7_t *ip_out_q7_ref = test3;
- q7_t *ip_out_q7_opt = test3 + IP_ROW_DIM;
- q7_t *ip_out_q7_opt_fast = test3 + 2 * IP_ROW_DIM;
- q15_t *ip_out_q15_ref = test4 + IP_COL_DIM;
- q15_t *ip_out_q15_opt = test4 + IP_COL_DIM + IP_ROW_DIM;
-
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
- initialize_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- printf("Start ref q7 implementation\n");
-
- arm_fully_connected_q7_ref(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_ref, test2);
-
- printf("Start q7 implementation\n");
-
- arm_fully_connected_q7(test1, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt, test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt, IP_ROW_DIM);
-
- printf("Start q7 ref opt implementation\n");
-
- arm_fully_connected_q7_opt_ref(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q7_opt_fast, test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- printf("Start q7 opt implementation\n");
-
- arm_fully_connected_q7_opt(test1, ip_q7_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q7_opt_fast,
- test2);
-
- verify_results_q7(ip_out_q7_ref, ip_out_q7_opt_fast, IP_ROW_DIM);
-
- for (int i = 0; i < IP_ROW_DIM + IP_COL_DIM; i++)
- {
- test4[i] = (rand() % 65536 - 32768);
- }
-
- initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref q15 implementation\n");
-
- arm_fully_connected_q15_ref(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_ref, NULL);
-
- printf("Start q15 implementation\n");
-
- arm_fully_connected_q15(test4, ip_q15_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref opt q15 implementation\n");
-
- arm_fully_connected_q15_opt_ref(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt,
- NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start opt q15 implementation\n");
-
- arm_fully_connected_q15_opt(test4, ip_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, test2, ip_out_q15_opt, NULL);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- initialize_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_ref(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_ref,
- test2);
-
- printf("Start q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15(test4, ip_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7, ip_out_q15_opt,
- test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start ref opt q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_opt_ref(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q15_opt, test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- printf("Start opt q7_q15 implementation\n");
-
- arm_fully_connected_mat_q7_vec_q15_opt(test4, ip_q7_q15_opt_weights, IP_COL_DIM, IP_ROW_DIM, 1, 7, ip_bias_q7,
- ip_out_q15_opt, test2);
-
- verify_results_q15(ip_out_q15_ref, ip_out_q15_opt, IP_ROW_DIM);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
-#ifdef TEST_NONSQUARE
-
-/* Use RCONV to differential with square CONV */
-
-#define RCONV_IM_DIM_X 10
-#define RCONV_IM_DIM_Y 8
-#define RCONV_IM_CH 4
-#define RCONV_KER_DIM_X 5
-#define RCONV_KER_DIM_Y 3
-#define RCONV_STRIDE_X 1
-#define RCONV_STRIDE_Y 1
-#define RCONV_PADDING_X 2
-#define RCONV_PADDING_Y 1
-#define RCONV_OUT_CH 4
-#define RCONV_OUT_DIM_X 10
-#define RCONV_OUT_DIM_Y 8
-
- test1 = new q7_t[RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH];
- test2 = new q15_t[2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH];
- test3 =
- new q7_t[RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH];
-
- for (int i = 0; i < RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i < RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH; i++)
- {
- test3[i] = rand() % 256 - 100;
- }
-
- q7_t *rconv_weight_q7 = test1;
- q7_t *rconv_bias_q7 = test1 + RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH;
-
- q15_t *rconv_buf = test2;
-
- q7_t *rconv_im_in_q7 = test3;
- q7_t *rconv_im_out_ref_q7 = test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH;
- q7_t *rconv_im_out_opt_q7 =
- test3 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q7 nonsquare ref implementation\n");
- arm_convolve_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q7 nonsquare opt implementation\n");
- arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q7 nonsquare ref implementation\n");
- arm_convolve_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q7 nonsquare basic implementation\n");
- arm_convolve_HWC_q7_basic_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- initialize_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start 1x1 conv q7 nonsquare fast implementation\n");
- arm_convolve_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
- RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start 1x1 conv q7 nonsquare dedicated function implementation\n");
- arm_convolve_1x1_HWC_q7_fast_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q7,
- RCONV_OUT_CH, 1, 1, 0, 0, RCONV_STRIDE_X,
- RCONV_STRIDE_Y, rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start depthwise separable conv q7 nonsquare ref implementation\n");
- arm_depthwise_separable_conv_HWC_q7_ref_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
- rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
- RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
- rconv_bias_q7, 1, 7, rconv_im_out_ref_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start depthwise separable conv q7 nonsquare opt implementation\n");
- arm_depthwise_separable_conv_HWC_q7_nonsquare(rconv_im_in_q7, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH,
- rconv_weight_q7, RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y,
- RCONV_PADDING_X, RCONV_PADDING_Y, RCONV_STRIDE_X, RCONV_STRIDE_Y,
- rconv_bias_q7, 1, 7, rconv_im_out_opt_q7, RCONV_OUT_DIM_X,
- RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q7(rconv_im_out_ref_q7, rconv_im_out_opt_q7, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
-
- test2 = new q15_t[RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH]; // weights + bias
- test4 = new q15_t[2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH //buffer
- + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH]; // i/o
-
- for (int i = 0; i < RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH + RCONV_OUT_CH; i++)
- {
- test2[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i < 2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH
- + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH + 2 * RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
- i++)
- {
- test4[i] = rand() % 256 - 100;
- }
-
- q15_t *rconv_weight_q15 = test2;
- q15_t *rconv_bias_q15 = test2 + RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH * RCONV_OUT_CH;
-
- rconv_buf = test4;
-
- q15_t *rconv_im_in_q15 = test4 + 2 * RCONV_KER_DIM_Y * RCONV_KER_DIM_X * RCONV_IM_CH;
- q15_t *rconv_im_out_ref_q15 = rconv_im_in_q15 + RCONV_IM_DIM_Y * RCONV_IM_DIM_X * RCONV_IM_CH;
- q15_t *rconv_im_out_opt_q15 = rconv_im_out_ref_q15 + RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH;
-
- initialize_results_q15(rconv_im_out_ref_q15, rconv_im_out_opt_q15, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- printf("start conv q15 nonsquare ref implementation\n");
- arm_convolve_HWC_q15_nonsquare_ref(rconv_im_in_q15, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q15,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q15, 1, 7, rconv_im_out_ref_q15,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- printf("start conv q5 nonsquare opt implementation\n");
- arm_convolve_HWC_q15_fast_nonsquare(rconv_im_in_q15, RCONV_IM_DIM_X, RCONV_IM_DIM_Y, RCONV_IM_CH, rconv_weight_q15,
- RCONV_OUT_CH, RCONV_KER_DIM_X, RCONV_KER_DIM_Y, RCONV_PADDING_X, RCONV_PADDING_Y,
- RCONV_STRIDE_X, RCONV_STRIDE_Y, rconv_bias_q15, 1, 7, rconv_im_out_opt_q15,
- RCONV_OUT_DIM_X, RCONV_OUT_DIM_Y, rconv_buf, NULL);
-
- verify_results_q15(rconv_im_out_ref_q15, rconv_im_out_opt_q15, RCONV_OUT_DIM_Y * RCONV_OUT_DIM_X * RCONV_OUT_CH);
-
- delete [] test2;
- delete [] test4;
-#endif
-
-#ifdef TEST_CONV
-
-#define CONV_IM_DIM 16
-#define CONV_IM_CH 16
-#define CONV_KER_DIM 5
-#define CONV_OUT_CH 16
-#define CONV_OUT_DIM 16
-
- test1 = new q7_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
- test2 =
- new q15_t[CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH];
- test3 = new q7_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
- test4 = new q15_t[CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH];
-
- for (int i = 0; i < CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
- {
- test1[i] = rand() % 256 - 100;
- }
-
- for (int i = 0;
- i <
- CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH + CONV_OUT_CH; i++)
- {
- test2[i] = (rand() % 65536 - 32768);
- }
-
- for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
- {
- test3[i] = rand() % 256 - 100;
- }
-
- for (int i = 0; i < CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + 2 * CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH; i++)
- {
- test4[i] = (rand() % 65536 - 32768);
- }
-
- q7_t *conv_weight_q7 = test1;
- q7_t *conv_bias_q7 = test1 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
-
- q15_t *conv_weight_q15 = test2;
- q15_t *conv_buf = test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
- q15_t *conv_bias_q15 =
- test2 + CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH +
- 2 * CONV_KER_DIM * CONV_KER_DIM * CONV_IM_CH * CONV_OUT_CH;
-
- q7_t *conv_im_in_q7 = test3;
- q7_t *conv_im_out_ref_q7 = test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
- q7_t *conv_im_out_opt_q7 =
- test3 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
-
- q15_t *conv_im_in_q15 = test4;
- q15_t *conv_im_out_ref_q15 = test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH;
- q15_t *conv_im_out_opt_q15 =
- test4 + CONV_IM_DIM * CONV_IM_DIM * CONV_IM_CH + CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH;
-
- initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 ref implementation\n");
-
- arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 basic implementation\n");
-
- arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 fast implementation\n");
-
- arm_convolve_HWC_q7_fast(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // testing with RGB
- printf("start q7 ref implementation for RGB\n");
-
- arm_convolve_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 basic implementation for RGB\n");
-
- arm_convolve_HWC_q7_basic(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 RGB implementation for RGB\n");
-
- arm_convolve_HWC_q7_RGB(conv_im_in_q7, CONV_IM_DIM, 3, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // testing q15
- initialize_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q15 ref implementation\n");
-
- arm_convolve_HWC_q15_ref(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_ref_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q15 basic implementation\n");
-
- arm_convolve_HWC_q15_basic(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q15 fast implementation\n");
-
- arm_convolve_HWC_q15_fast(conv_im_in_q15, CONV_IM_DIM, CONV_IM_CH, conv_weight_q15,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q15, 0, 15, conv_im_out_opt_q15,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q15(conv_im_out_ref_q15, conv_im_out_opt_q15, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- // depthwise separable conv
- initialize_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- printf("start q7 depthwise_separable_conv ref implementation\n");
-
- arm_depthwise_separable_conv_HWC_q7_ref(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_ref_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- printf("start q7 depthwise_separable_conv implementation\n");
-
- arm_depthwise_separable_conv_HWC_q7(conv_im_in_q7, CONV_IM_DIM, CONV_IM_CH, conv_weight_q7,
- CONV_OUT_CH, CONV_KER_DIM, 2, 1, conv_bias_q7, 1, 7, conv_im_out_opt_q7,
- CONV_OUT_DIM, conv_buf, NULL);
-
- verify_results_q7(conv_im_out_ref_q7, conv_im_out_opt_q7, CONV_OUT_DIM * CONV_OUT_DIM * CONV_OUT_CH);
-
- delete[]test1;
- delete[]test2;
- delete[]test3;
- delete[]test4;
-
-#endif
-
- test_pass = true;
- test_index = 0;
- while (test_flags[test_index] != -1) {
- if (test_flags[test_index]) {
- test_pass = false;
- }
- test_index ++;
- }
- if (test_pass) {
- printf("All tests passed\n");
- } else {
- printf("Test failed passed\n");
- }
-
- return 0;
-}
diff --git a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.h b/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.h deleted file mode 100644 index 2e33988..0000000 --- a/Blink/Drivers/CMSIS/NN/NN_Lib_Tests/nn_test/arm_nnexamples_nn_test.h +++ /dev/null @@ -1,78 +0,0 @@ -#ifndef _MAIN_H_
-#define _MAIN_H_
-
-#include <stdio.h>
-#include <stdlib.h>
-#include <math.h>
-
-#include "arm_math.h"
-
-#include "arm_nnfunctions.h"
-#include "ref_functions.h"
-
-extern int test_index;
-extern q7_t test_flags[50];
-
-void initialize_results_q7(q7_t * ref, q7_t * opt, int length)
-{
- arm_fill_q7(0, ref, length);
- arm_fill_q7(37, opt, length);
-}
-
-void initialize_results_q15(q15_t * ref, q15_t * opt, int length)
-{
- arm_fill_q15(0, ref, length);
- arm_fill_q15(0x5F5, opt, length);
-}
-
-void verify_results_q7(q7_t * ref, q7_t * opt, int length)
-{
-
- bool if_match = true;
-
- for (int i = 0; i < length; i++)
- {
- if (ref[i] != opt[i])
- {
- printf("Output mismatch at %d, expected %d, actual %d\r\n", i, ref[i], opt[i]);
-
- if_match = false;
- }
- }
-
- if (if_match == true)
- {
- printf("Outputs match.\r\n\r\n");
- test_flags[test_index++] = 0;
- } else {
- test_flags[test_index++] = 1;
- }
-
-}
-
-void verify_results_q15(q15_t * ref, q15_t * opt, int length)
-{
-
- bool if_match = true;
-
- for (int i = 0; i < length; i++)
- {
- if (ref[i] != opt[i])
- {
- printf("Output mismatch at %d, expected %d, actual %d\r\n", i, ref[i], opt[i]);
-
- if_match = false;
- }
- }
-
- if (if_match == true)
- {
- printf("Outputs match.\r\n\r\n");
- test_flags[test_index++] = 0;
- } else {
- test_flags[test_index++] = 1;
- }
-
-}
-
-#endif
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