Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 Arm Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 24 | #ifndef ARM_COMPUTE_CLSOFTMAXLAYER_H |
| 25 | #define ARM_COMPUTE_CLSOFTMAXLAYER_H |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 26 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/runtime/CL/CLTensor.h" |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 28 | #include "arm_compute/runtime/CL/functions/CLPermute.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 29 | #include "arm_compute/runtime/IFunction.h" |
Georgios Pinitas | baf174e | 2017-09-08 19:47:30 +0100 | [diff] [blame] | 30 | #include "arm_compute/runtime/IMemoryManager.h" |
Georgios Pinitas | 26014cf | 2019-09-09 19:00:57 +0100 | [diff] [blame] | 31 | #include "arm_compute/runtime/MemoryGroup.h" |
Georgios Pinitas | baf174e | 2017-09-08 19:47:30 +0100 | [diff] [blame] | 32 | |
| 33 | #include <memory> |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 34 | |
| 35 | namespace arm_compute |
| 36 | { |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 37 | class CLCompileContext; |
| 38 | class CLLogits1DMaxShiftExpSumKernel; |
| 39 | class CLLogits1DNormKernel; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 40 | class ICLTensor; |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 41 | class ITensorInfo; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 42 | |
| 43 | /** Basic function to compute a SoftmaxLayer. |
| 44 | * |
| 45 | * Softmax is calculated by : |
Georgios Pinitas | 388d3ec | 2017-11-02 12:17:56 +0000 | [diff] [blame] | 46 | * @f[ out = exp((x - max(x)) * beta) / sum(exp((x - max(x)) * beta)) @f] |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 47 | * |
Sang-Hoon Park | 62eeb53 | 2019-10-29 13:13:19 +0000 | [diff] [blame] | 48 | * Log Softmax is calculated by : |
Sang-Hoon Park | a0205b9 | 2020-07-07 09:36:09 +0100 | [diff] [blame] | 49 | * @f[ out = (x - max(x) * beta) - log(\sum{e^{x - max(x) * beta}}) @f] |
Sang-Hoon Park | 62eeb53 | 2019-10-29 13:13:19 +0000 | [diff] [blame] | 50 | * |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 51 | * This function runs the following kernels: |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 52 | * -# If axis is not 0: |
| 53 | * -# @ref CLPermute |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 54 | * -# @ref CLLogits1DNormKernel |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 55 | * -# @ref CLLogits1DMaxShiftExpSumKernel |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 56 | */ |
Sang-Hoon Park | 62eeb53 | 2019-10-29 13:13:19 +0000 | [diff] [blame] | 57 | template <bool IS_LOG = false> |
| 58 | class CLSoftmaxLayerGeneric : public IFunction |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 59 | { |
| 60 | public: |
| 61 | /** Constructor */ |
Sang-Hoon Park | 62eeb53 | 2019-10-29 13:13:19 +0000 | [diff] [blame] | 62 | CLSoftmaxLayerGeneric(std::shared_ptr<IMemoryManager> memory_manager = nullptr); |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 63 | /** Prevent instances of this class from being copied */ |
| 64 | CLSoftmaxLayerGeneric(const CLSoftmaxLayerGeneric &) = delete; |
| 65 | /** Prevent instances of this class from being copied */ |
| 66 | CLSoftmaxLayerGeneric &operator=(const CLSoftmaxLayerGeneric &) = delete; |
| 67 | /** Prevent instances of this class to be moved */ |
| 68 | CLSoftmaxLayerGeneric(CLSoftmaxLayerGeneric &&) = delete; |
| 69 | /** Prevent instances of this class to be moved */ |
| 70 | CLSoftmaxLayerGeneric &operator=(CLSoftmaxLayerGeneric &&) = delete; |
| 71 | /** Default destructor */ |
| 72 | ~CLSoftmaxLayerGeneric(); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 73 | /** Set the input and output tensors. |
| 74 | * |
morgolock | 9c7fed8 | 2020-08-05 12:30:56 +0100 | [diff] [blame] | 75 | * @param[in] input Source tensor. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32 for Softmax and F16/F32 for Log Softmax |
| 76 | * @param[out] output Destination tensor. Data types supported: same as @p input |
| 77 | * @param[in] beta (Optional) A scaling factor for the exponent. Defaults to 1.f |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 78 | * @param[in] axis (Optional) The dimension in which to apply the function. E.g. for input of shape 4x5x6 and |
| 79 | * axis=1, softmax will be applied to 4x6=24 vectors of size 5. Defaults to 0 |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 80 | */ |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 81 | void configure(const ICLTensor *input, ICLTensor *output, float beta = 1.0f, int32_t axis = 0); |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 82 | /** Set the input and output tensors. |
| 83 | * |
| 84 | * @param[in] compile_context The compile context to be used. |
Michele Di Giorgio | f6f7876 | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 85 | * @param[in] input Source tensor. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32 for Softmax and F16/F32 for Log Softmax |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 86 | * @param[out] output Destination tensor. Data types supported: same as @p input |
| 87 | * @param[in] beta (Optional) A scaling factor for the exponent. Defaults to 1.f |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 88 | * @param[in] axis (Optional) The dimension in which to apply the function. E.g. for input of shape 4x5x6 and |
| 89 | * axis=1, softmax will be applied to 4x6=24 vectors of size 5. Defaults to 0 |
Manuel Bottini | 2b84be5 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 90 | */ |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 91 | void configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, float beta = 1.0f, int32_t axis = 0); |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 92 | /** Static function to check if given info will lead to a valid configuration of @ref CLSoftmaxLayer |
| 93 | * |
morgolock | 9c7fed8 | 2020-08-05 12:30:56 +0100 | [diff] [blame] | 94 | * @param[in] input Source tensor. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32 for Softmax and F16/F32 for Log Softmax |
| 95 | * @param[in] output Destination tensor. Data types supported: same as @p input |
| 96 | * @param[in] beta (Optional) A scaling factor for the exponent. Defaults to 1.f |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 97 | * @param[in] axis (Optional) The dimension in which to apply the function. E.g. for input of shape 4x5x6 and |
| 98 | * axis=1, softmax will be applied to 4x6=24 vectors of size 5. Defaults to 0 |
morgolock | 9c7fed8 | 2020-08-05 12:30:56 +0100 | [diff] [blame] | 99 | * |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 100 | * @return a status |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 101 | */ |
SiCong Li | 96209c7 | 2020-08-21 12:28:30 +0100 | [diff] [blame] | 102 | static Status validate(const ITensorInfo *input, const ITensorInfo *output, float beta = 1.0f, int32_t axis = 0); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 103 | |
| 104 | // Inherited methods overridden: |
| 105 | void run() override; |
| 106 | |
| 107 | private: |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 108 | MemoryGroup _memory_group; |
| 109 | CLPermute _permute_input; |
| 110 | CLPermute _permute_output; |
| 111 | std::unique_ptr<CLLogits1DMaxShiftExpSumKernel> _max_shift_exp_sum_kernel; |
| 112 | std::unique_ptr<CLLogits1DNormKernel> _norm_kernel; |
| 113 | CLTensor _max; |
| 114 | CLTensor _sum; |
| 115 | CLTensor _tmp; |
| 116 | CLTensor _input_permuted; |
| 117 | CLTensor _output_permuted; |
| 118 | bool _needs_permute; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 119 | }; |
Sang-Hoon Park | 62eeb53 | 2019-10-29 13:13:19 +0000 | [diff] [blame] | 120 | |
| 121 | using CLSoftmaxLayer = CLSoftmaxLayerGeneric<false>; |
| 122 | using CLLogSoftmaxLayer = CLSoftmaxLayerGeneric<true>; |
| 123 | } // namespace arm_compute |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 124 | #endif /* ARM_COMPUTE_CLSOFTMAXLAYER_H */ |