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/cmsis-nn-latest/Documentation/Doxygen/
Dnn.dxy.in1 # SPDX-FileCopyrightText: Copyright 2022-2024 Arm Limited and/or its affiliates <open-source-office…
3 # SPDX-License-Identifier: Apache-2.0
5 # Licensed under the Apache License, Version 2.0 (the License); you may
9 # www.apache.org/licenses/LICENSE-2.0
20 # doxygen (www.doxygen.org) for a project.
33 # Use doxygen to compare the used configuration file with the template
35 # doxygen -x [configFile]
36 # Use doxygen to compare the used configuration file with the template
39 # doxygen -x_noenv [configFile]
41 #---------------------------------------------------------------------------
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Dgen_doc.sh3 # SPDX-FileCopyrightText: Copyright 2022-2024 Arm Limited and/or its affiliates <open-source-office…
5 # SPDX-License-Identifier: Apache-2.0
7 # Licensed under the Apache License, Version 2.0 (the License); you may
11 # www.apache.org/licenses/LICENSE-2.0
19 # Version: 3.0
20 # Date: 2024-01-09
21 # This bash script generates CMSIS-NN Documentation:
23 # Pre-requisites:
24 # - bash shell (for Windows: install git for Windows)
25 # - doxygen 1.9.6
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/cmsis-nn-latest/Documentation/
DREADME.md1 # CMSIS-NN Documentation
3 CMSIS-NN Documentation in HTML format is published online at [https://arm-software.github.io/CMSIS-…
5 The version drop-down menu there allows to switch between the documentation provided with offical r…
7 …umentation source is maintained in `Documentation/Doxygen/` folder as a mixture of markdown and do…
9 Generating the HTML-formatted documentation from the source is done with `gen_doc.sh` script:
12 CMSIS-NN $ ./Documentation/Doxygen/gen_doc.sh
15 The script expects specific version of [doxygen](https://www.doxygen.nl/) to be installed locally. …
/cmsis-nn-latest/.github/workflows/
Dpack.yml11 group: ${{ github.workflow }}-${{ github.ref }}
12 cancel-in-progress: true
17 runs-on: ubuntu-22.04
19 - uses: actions/checkout@v4
21 fetch-depth: 0
23 - name: Fetch tags
25 git fetch --tags --force
27 - uses: Open-CMSIS-Pack/gen-pack-action@main
29 doxygen-version: 1.9.6
30 packchk-version: 1.4.1
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/cmsis-nn-latest/Documentation/Doxygen/style_template/
Dheader.html1 <!-- HTML header for doxygen 1.9.6-->
2 <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "https://www.w3.org/TR/xhtml1/DTD/xh…
5 <meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
6 <meta http-equiv="X-UA-Compatible" content="IE=11"/>
7 <meta name="viewport" content="width=device-width, initial-scale=1"/>
8 <!--BEGIN PROJECT_NAME--><title>$projectname: $title</title><!--END PROJECT_NAME-->
9 <!--BEGIN !PROJECT_NAME--><title>$title</title><!--END !PROJECT_NAME-->
10 <!--BEGIN DISABLE_INDEX-->
11 <!--BEGIN FULL_SIDEBAR-->
13 <!--END FULL_SIDEBAR-->
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/cmsis-nn-latest/
DREADME.md3 performance and minimize the memory footprint of neural networks on Arm Cortex-M processors.
7 …-NN is bit-exact with Tensorflow Lite reference kernels. In some cases TFL and TFLM reference kern…
12 [here](https://github.com/ARM-software/CMSIS-NN/releases) .
18 …pure C implementation for an operator. This is used for processors like Arm Cortex-M0 or Cortex-M3.
21 processors here are Cortex-M4 or a Cortex-M33 configured with optional DSP extension.
24 Processors with Arm Helium Technology use the Arm M-profile Vector Extension(MVE) instructions for …
25 Examples are Cortex-M55 or Cortex-M85 configured with MVE.
28 | --------------- | ----------- | ---------- |------------|-------------| -------------|-----------…
59 the function to an appropriate Doxygen group as well.
61 ### Doxygen subsection
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Dgen_pack.sh2 # Version: 3.0
3 # Date: 2024-01-09
4 # This bash script generates a CMSIS-NN Software Pack:
7 set -o pipefail
9 # Set version of gen pack library
10 # For available versions see https://github.com/Open-CMSIS-Pack/gen-pack/tags.
15 DEFAULT_ARGS=(-c "v")
17 # Pack warehouse directory - destination
49 Documentation/Doxygen
73 # - full Tag annotations, release descriptions, or commit messages (in order)
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/cmsis-nn-latest/Source/NNSupportFunctions/
Darm_s8_to_s16_unordered_with_offset.c2 …* SPDX-FileCopyrightText: Copyright 2023 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
61 block_cnt--; in arm_s8_to_s16_unordered_with_offset()
69 block_cnt--; in arm_s8_to_s16_unordered_with_offset()
75 * @} end of Doxygen group
Darm_q7_to_q15_with_offset.c2 …* SPDX-FileCopyrightText: Copyright 2010-2023 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
59 block_cnt--; in arm_q7_to_q15_with_offset()
92 block_cnt--; in arm_q7_to_q15_with_offset()
98 /* Run the below code for Cortex-M0 */ in arm_q7_to_q15_with_offset()
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Darm_nn_mat_mul_core_4x_s8.c2 …* SPDX-FileCopyrightText: Copyright 2010-2022 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target Processor: Cortex-M processors
28 * -------------------------------------------------------------------- */
115 sum_tmp *= conv_params->input_offset; in arm_nn_mat_mul_core_4x_s8()
122 res = arm_requantize_mve(res, quant_params->multiplier[i], quant_params->shift[i]); in arm_nn_mat_mul_core_4x_s8()
123 res = vaddq_n_s32(res, conv_params->output_offset); in arm_nn_mat_mul_core_4x_s8()
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Darm_nn_depthwise_conv_nt_t_s8.c2 …* SPDX-FileCopyrightText: Copyright 2010-2020, 2022 Arm Limited and/or its affiliates <open-source…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target Processor: Cortex-M processors with MVE extension.
28 * -------------------------------------------------------------------- */
67 num_ch_to_process -= 4, offset += 4, out += 4, i_loop_cnt++) in arm_nn_depthwise_conv_nt_t_s8()
168 * @} end of Doxygen group
Darm_nn_depthwise_conv_nt_t_s16.c2 …* SPDX-FileCopyrightText: Copyright 2022 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target Processor: Cortex-M processors with MVE extension
28 * -------------------------------------------------------------------- */
65 num_ch_to_process -= 4, offset += 4, out += 4, i_loop_cnt++) in arm_nn_depthwise_conv_nt_t_s16()
150 out -= (4 - tail_ch); in arm_nn_depthwise_conv_nt_t_s16()
170 * @} end of Doxygen group
Darm_nn_depthwise_conv_nt_t_padded_s8.c2 …* SPDX-FileCopyrightText: Copyright 2010-2020, 2022 Arm Limited and/or its affiliates <open-source…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target Processor: Cortex-M processors with MVE extension
28 * -------------------------------------------------------------------- */
76 num_ch_to_process -= 4, out += 4, offset += 4, i_loop_cnt++) in arm_nn_depthwise_conv_nt_t_padded_s8()
175 * @} end of Doxygen group
Darm_nn_depthwise_conv_nt_t_s4.c2 * SPDX-FileCopyrightText: Copyright 2010-2020, 2022, 2024 Arm Limited and/or its affiliates
3 * <open-source-office@arm.com>
5 * SPDX-License-Identifier: Apache-2.0
7 * Licensed under the Apache License, Version 2.0 (the License); you may
11 * www.apache.org/licenses/LICENSE-2.0
20 /* ----------------------------------------------------------------------
28 * Target Processor: Cortex-M processors with MVE extension.
29 * -------------------------------------------------------------------- */
71 num_ch_to_process -= 4, offset += 4, out += 4, i_loop_cnt++) in arm_nn_depthwise_conv_nt_t_s4()
226 * @} end of Doxygen group
/cmsis-nn-latest/Source/FullyConnectedFunctions/
Darm_batch_matmul_s16.c2 * SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office.com>
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
57 const int32_t output_batch = output_dims->n; in arm_batch_matmul_s16()
58 const int32_t output_height = output_dims->h; in arm_batch_matmul_s16()
59 const int32_t lhs_rows = input_lhs_dims->w; in arm_batch_matmul_s16()
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Darm_batch_matmul_s8.c2 * SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office.com>
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
58 if (ctx->buf == NULL) in arm_batch_matmul_s8()
62 int32_t *vector_sum_buf = (int32_t *)ctx->buf; in arm_batch_matmul_s8()
64 const int32_t output_batch = output_dims->n; in arm_batch_matmul_s8()
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/cmsis-nn-latest/Source/SoftmaxFunctions/
Darm_nn_softmax_common_s8.c2 …* SPDX-FileCopyrightText: Copyright 2022-2023 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
28 * -------------------------------------------------------------------- */
85 diff = input[col] - max; in arm_nn_softmax_common_s8()
93 const int32_t shifted_scale = ONE_OVER1((sum > 0 ? sum << headroom : 0) - (1 << 31)); in arm_nn_softmax_common_s8()
100 bits_over_unit = ACCUM_BITS - headroom + 15; in arm_nn_softmax_common_s8()
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/cmsis-nn-latest/Source/BasicMathFunctions/
Darm_elementwise_mul_s16.c2 …* SPDX-FileCopyrightText: Copyright 2022-2023 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
89 loop_count -= 4; in arm_elementwise_mul_s16()
131 loop_count--; in arm_elementwise_mul_s16()
151 loop_count--; in arm_elementwise_mul_s16()
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Darm_elementwise_mul_acc_s16.c2 …* SPDX-FileCopyrightText: Copyright 2022, 2024 Arm Limited and/or its affiliates <open-source-offi…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
94 loop_count -= 4; in arm_elementwise_mul_acc_s16()
139 loop_count--; in arm_elementwise_mul_acc_s16()
159 loop_count--; in arm_elementwise_mul_acc_s16()
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Darm_elementwise_mul_s16_batch_offset.c2 …* SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
93 loop_count -= 4; in arm_elementwise_mul_s16_batch_offset()
139 loop_count--; in arm_elementwise_mul_s16_batch_offset()
159 output += (batch_offset - 1) * block_size; in arm_elementwise_mul_s16_batch_offset()
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Darm_elementwise_mul_s8.c2 …* SPDX-FileCopyrightText: Copyright 2010-2023 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
92 num_elements -= 4; in arm_elementwise_mul_s8()
156 loop_count--; in arm_elementwise_mul_s8()
180 loop_count--; in arm_elementwise_mul_s8()
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Darm_elementwise_add_s16.c2 …* SPDX-FileCopyrightText: Copyright 2022 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target Processor: Cortex-M CPUs
29 * -------------------------------------------------------------------- */
103 count -= 4; in arm_elementwise_add_s16()
140 loop_count--; in arm_elementwise_add_s16()
162 loop_count--; in arm_elementwise_add_s16()
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Darm_minimum_s8.c2 …* SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
58 flat_size -= 16; in arm_min_no_broadcast_s8()
66 --flat_size; in arm_min_no_broadcast_s8()
88 flat_size -= 16; in arm_min_scalar_s8()
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Darm_elementwise_add_s8.c2 …* SPDX-FileCopyrightText: Copyright 2010-2023 Arm Limited and/or its affiliates <open-source-offic…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
104 count -= 4; in arm_elementwise_add_s8()
196 loop_count--; in arm_elementwise_add_s8()
224 loop_count--; in arm_elementwise_add_s8()
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Darm_maximum_s8.c2 …* SPDX-FileCopyrightText: Copyright 2024 Arm Limited and/or its affiliates <open-source-office@arm…
4 * SPDX-License-Identifier: Apache-2.0
6 * Licensed under the Apache License, Version 2.0 (the License); you may
10 * www.apache.org/licenses/LICENSE-2.0
19 /* ----------------------------------------------------------------------
27 * Target : Arm(R) M-Profile Architecture
29 * -------------------------------------------------------------------- */
58 flat_size -= 16; in arm_max_no_broadcast_s8()
66 --flat_size; in arm_max_no_broadcast_s8()
87 flat_size -= 16; in arm_max_scalar_s8()
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