diff options
Diffstat (limited to 'Drivers/CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_s16.c')
-rw-r--r-- | Drivers/CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_s16.c | 97 |
1 files changed, 97 insertions, 0 deletions
diff --git a/Drivers/CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_s16.c b/Drivers/CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_s16.c new file mode 100644 index 0000000..46df578 --- /dev/null +++ b/Drivers/CMSIS/NN/Source/FullyConnectedFunctions/arm_fully_connected_s16.c @@ -0,0 +1,97 @@ +/* + * Copyright (C) 2010-2021 Arm Limited or its affiliates. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/* ---------------------------------------------------------------------- + * Project: CMSIS NN Library + * Title: arm_fully_connected_s16 + * Description: Fully connected function compatible with TF Lite. + * + * $Date: 3. August 2021 + * $Revision: V.1.0.0 + * + * Target Processor: Cortex-M and Cortex-A cores + * + * -------------------------------------------------------------------- */ + +#include "arm_nnfunctions.h" +#include "arm_nnsupportfunctions.h" + +/** + * @ingroup groupNN + */ + +/** + * @addtogroup FC + * @{ + */ + +/* + * S16 basic fully-connected and matrix multiplication layer function for TensorFlow Lite + * + * Refer header file for details. + * + */ +arm_status arm_fully_connected_s16(const cmsis_nn_context *ctx, + const cmsis_nn_fc_params *fc_params, + const cmsis_nn_per_tensor_quant_params *quant_params, + const cmsis_nn_dims *input_dims, + const q15_t *input, + const cmsis_nn_dims *filter_dims, + const q7_t *kernel, + const cmsis_nn_dims *bias_dims, + const int64_t *bias, + const cmsis_nn_dims *output_dims, + q15_t *output) +{ + (void)bias_dims; + (void)ctx; + (void)fc_params->filter_offset; + + int32_t batch_cnt = input_dims->n; + + const q31_t reduced_multiplier = REDUCE_MULTIPLIER(quant_params->multiplier); + + while (batch_cnt) + { + arm_nn_vec_mat_mult_t_s16(input, + kernel, + bias, + output, + reduced_multiplier, + quant_params->shift, + filter_dims->n, /* col_dim or accum_depth */ + output_dims->c, /* row_dim or output_depth */ + fc_params->activation.min, + fc_params->activation.max); + input += filter_dims->n; + output += output_dims->c; + batch_cnt--; + } + + return (ARM_MATH_SUCCESS); +} + +int32_t arm_fully_connected_s16_get_buffer_size(const cmsis_nn_dims *filter_dims) +{ + (void)filter_dims; + return 0; +} + +/** + * @} end of FC group + */ |