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Diffstat (limited to 'Drivers/CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c')
-rw-r--r-- | Drivers/CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c | 96 |
1 files changed, 96 insertions, 0 deletions
diff --git a/Drivers/CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c b/Drivers/CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c new file mode 100644 index 0000000..cb8a08f --- /dev/null +++ b/Drivers/CMSIS/NN/Source/ActivationFunctions/arm_nn_activations_q15.c @@ -0,0 +1,96 @@ +/* + * Copyright (C) 2010-2020 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_nn_activations_q15.c + * Description: Q15 neural network activation function using direct table look-up + * + * $Date: 09. October 2020 + * $Revision: V.1.0.1 + * + * Target Processor: Cortex-M cores + * + * -------------------------------------------------------------------- */ + +#include "arm_nn_tables.h" +#include "arm_nnfunctions.h" + +/** + * @ingroup groupNN + */ + +/** + * @addtogroup Acti + * @{ + */ + +/** + * @brief neural network activation function using direct table look-up + * + * @note Refer header file for details. + * + */ + +void arm_nn_activations_direct_q15(q15_t *data, uint16_t size, uint16_t int_width, arm_nn_activation_type type) +{ + uint16_t i = size; + q15_t *pIn = data; + q15_t *pOut = data; + uint16_t shift_size = 8 + 3 - int_width; + uint32_t bit_mask = 0x7FF >> int_width; + uint32_t full_frac = bit_mask + 1; + const q15_t *lookup_table; + + switch (type) + { + case ARM_SIGMOID: + lookup_table = sigmoidTable_q15; + break; + case ARM_TANH: + default: + lookup_table = tanhTable_q15; + break; + } + + while (i) + { + q15_t out; + q15_t in = *pIn++; + q15_t frac = (uint32_t)in & bit_mask; + q15_t value = lookup_table[(uint8_t)(in >> shift_size)]; + if ((in >> shift_size) != 0x7f) + { + q15_t value2 = lookup_table[(uint8_t)(1 + ((uint8_t)(in >> shift_size)))]; + /* doing the interpolation here for better accuracy */ + out = ((q31_t)(full_frac - frac) * value + (q31_t)value2 * frac) >> shift_size; + } + else + { + /* the largest positive value does not have a right side for linear interpolation */ + out = value; + } + + *pOut++ = out; + i--; + } +} + +/** + * @} end of Acti group + */ |