| /* |
| * Copyright 2024 Google LLC |
| * |
| * 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 |
| * |
| * http://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 "crt/kelvin.h" |
| #include "tflm/opt/opt.h" |
| #include "tflm/opt/util.h" |
| |
| namespace kelvin::opt { |
| void MulS16(const tflite::ArithmeticParams& params, |
| const tflite::RuntimeShape& input1_shape, |
| const int16_t* input1_data, |
| const tflite::RuntimeShape& input2_shape, |
| const int16_t* input2_data, |
| const tflite::RuntimeShape& output_shape, int16_t* output_data) { |
| const int32_t input1_offset = params.input1_offset; |
| const int32_t input2_offset = params.input2_offset; |
| const int32_t output_offset = params.output_offset; |
| const int32_t output_mult = params.output_multiplier; |
| const int32_t output_shift = params.output_shift; |
| const int32_t output_activation_min = params.quantized_activation_min; |
| const int32_t output_activation_max = params.quantized_activation_max; |
| |
| const int block_size = |
| MatchingElementsSize(input1_shape, input2_shape, output_shape); |
| |
| int blocks = block_size; |
| int vl; |
| getmaxvl_h(vl); |
| while (blocks) { |
| int count = std::min(blocks, vl); |
| |
| // Widen input1 to 32-bit wide values (in vm0, vm1). |
| vld_h_lp_xx_m(vm0, input1_data, count); |
| vaddw_w_vx_m(vm0, vm0, input1_offset); |
| |
| // Widen input2 to 32-bit wide values (in vm2, vm3). |
| vld_h_lp_xx_m(vm2, input2_data, count); |
| vaddw_w_vx_m(vm2, vm2, input2_offset); |
| |
| // Multiply the rescaled inputs. |
| vmul_w_vv_m(vm0, vm0, vm2); |
| vmul_w_vv_m(vm1, vm1, vm3); |
| |
| // Rescale the summed output. |
| rescale_m(vm0, vm0, output_mult, output_shift, output_offset); |
| rescale_m(vm1, vm1, output_mult, output_shift, output_offset); |
| |
| // Clamp to the provided range. |
| vmin_w_vx_m(vm0, vm0, output_activation_max); |
| vmin_w_vx_m(vm1, vm1, output_activation_max); |
| vmax_w_vx_m(vm0, vm0, output_activation_min); |
| vmax_w_vx_m(vm1, vm1, output_activation_min); |
| |
| // Swizzle and narrow back to bytes. |
| vand_w_vx_m(vm0, vm0, 0xFFFF); |
| vand_w_vx_m(vm1, vm1, 0xFFFF); |
| vsll_w_vx_m(vm1, vm1, 16); |
| vor_vv_m(vm0, vm0, vm1); |
| |
| // Store to memory. |
| vst_h_lp_xx_m(vm0, output_data, count); |
| |
| blocks -= count; |
| } |
| } |
| |
| } // namespace kelvin::opt |