| #include "edge-impulse-sdk/classifier/ei_classifier_config.h" |
| #if EI_CLASSIFIER_TFLITE_LOAD_CMSIS_NN_SOURCES |
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| #include "edge-impulse-sdk/CMSIS/NN/Include/arm_nnfunctions.h" |
| #include "edge-impulse-sdk/CMSIS/NN/Include/arm_nnsupportfunctions.h" |
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| arm_cmsis_nn_status arm_elementwise_add_s8(const int8_t *input_1_vect, |
| const int8_t *input_2_vect, |
| const int32_t input_1_offset, |
| const int32_t input_1_mult, |
| const int32_t input_1_shift, |
| const int32_t input_2_offset, |
| const int32_t input_2_mult, |
| const int32_t input_2_shift, |
| const int32_t left_shift, |
| int8_t *output, |
| const int32_t out_offset, |
| const int32_t out_mult, |
| const int32_t out_shift, |
| const int32_t out_activation_min, |
| const int32_t out_activation_max, |
| const int32_t block_size) |
| { |
| #if defined(ARM_MATH_MVEI) |
| int32_t count = block_size; |
|
|
| while (count > 0) |
| { |
| int32x4_t vect_1; |
| int32x4_t vect_2; |
|
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| mve_pred16_t p = vctp32q((uint32_t)count); |
|
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| vect_1 = vldrbq_z_s32(input_1_vect, p); |
| vect_2 = vldrbq_z_s32(input_2_vect, p); |
|
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| vect_1 = vaddq_s32(vect_1, vdupq_n_s32(input_1_offset)); |
| vect_2 = vaddq_s32(vect_2, vdupq_n_s32(input_2_offset)); |
|
|
| vect_1 = vshlq_r_s32(vect_1, left_shift); |
| vect_2 = vshlq_r_s32(vect_2, left_shift); |
|
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| vect_1 = arm_requantize_mve(vect_1, input_1_mult, input_1_shift); |
| vect_2 = arm_requantize_mve(vect_2, input_2_mult, input_2_shift); |
|
|
| vect_1 = vaddq_s32(vect_1, vect_2); |
| vect_1 = arm_requantize_mve(vect_1, out_mult, out_shift); |
|
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| vect_1 = vaddq_n_s32(vect_1, out_offset); |
|
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| vect_1 = vmaxq_s32(vect_1, vdupq_n_s32(out_activation_min)); |
| vect_1 = vminq_s32(vect_1, vdupq_n_s32(out_activation_max)); |
|
|
| input_1_vect += 4; |
| input_2_vect += 4; |
| vstrbq_p_s32(output, vect_1, p); |
|
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| output += 4; |
| count -= 4; |
| } |
| #else |
| int32_t loop_count; |
| int32_t input_1; |
| int32_t input_2; |
| int32_t sum; |
|
|
| #if defined(ARM_MATH_DSP) |
| int32_t a_1, b_1, a_2, b_2; |
|
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| int32_t offset_1_packed, offset_2_packed; |
|
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| int8_t r1, r2, r3, r4; |
|
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| offset_1_packed = (input_1_offset << 16U) | (input_1_offset & 0x0FFFFL); |
| offset_2_packed = (input_2_offset << 16U) | (input_2_offset & 0x0FFFFL); |
|
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| loop_count = block_size >> 2; |
|
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| while (loop_count > 0) |
| { |
| |
| |
| input_1_vect = read_and_pad_reordered(input_1_vect, &b_1, &a_1); |
| input_2_vect = read_and_pad_reordered(input_2_vect, &b_2, &a_2); |
|
|
| a_1 = __SADD16(a_1, offset_1_packed); |
| b_1 = __SADD16(b_1, offset_1_packed); |
|
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| a_2 = __SADD16(a_2, offset_2_packed); |
| b_2 = __SADD16(b_2, offset_2_packed); |
|
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| |
| input_1 = (b_1 & 0x0FFFF) << left_shift; |
|
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| input_1 = arm_nn_requantize(input_1, input_1_mult, input_1_shift); |
|
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| input_2 = (b_2 & 0x0FFFF) << left_shift; |
| input_2 = arm_nn_requantize(input_2, input_2_mult, input_2_shift); |
|
|
| sum = input_1 + input_2; |
| sum = arm_nn_requantize(sum, out_mult, out_shift); |
| sum += out_offset; |
| sum = MAX(sum, out_activation_min); |
| sum = MIN(sum, out_activation_max); |
| r1 = (q7_t)sum; |
|
|
| |
| input_1 = ((b_1 >> 16) & 0x0FFFF) << left_shift; |
| input_1 = arm_nn_requantize(input_1, input_1_mult, input_1_shift); |
|
|
| input_2 = ((b_2 >> 16) & 0x0FFFF) << left_shift; |
| input_2 = arm_nn_requantize(input_2, input_2_mult, input_2_shift); |
|
|
| sum = input_1 + input_2; |
| sum = arm_nn_requantize(sum, out_mult, out_shift); |
| sum += out_offset; |
| sum = MAX(sum, out_activation_min); |
| sum = MIN(sum, out_activation_max); |
| r3 = (q7_t)sum; |
|
|
| |
| input_1 = (a_1 & 0x0FFFF) << left_shift; |
| input_1 = arm_nn_requantize(input_1, input_1_mult, input_1_shift); |
|
|
| input_2 = (a_2 & 0x0FFFF) << left_shift; |
| input_2 = arm_nn_requantize(input_2, input_2_mult, input_2_shift); |
|
|
| sum = input_1 + input_2; |
| sum = arm_nn_requantize(sum, out_mult, out_shift); |
| sum += out_offset; |
| sum = MAX(sum, out_activation_min); |
| sum = MIN(sum, out_activation_max); |
| r2 = (q7_t)sum; |
|
|
| |
| input_1 = ((a_1 >> 16) & 0x0FFFF) << left_shift; |
| input_1 = arm_nn_requantize(input_1, input_1_mult, input_1_shift); |
|
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| input_2 = ((a_2 >> 16) & 0x0FFFF) << left_shift; |
| input_2 = arm_nn_requantize(input_2, input_2_mult, input_2_shift); |
|
|
| sum = input_1 + input_2; |
| sum = arm_nn_requantize(sum, out_mult, out_shift); |
| sum += out_offset; |
| sum = MAX(sum, out_activation_min); |
| sum = MIN(sum, out_activation_max); |
| r4 = (q7_t)sum; |
|
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| arm_nn_write_q7x4_ia(&output, PACK_Q7x4_32x1(r1, r2, r3, r4)); |
|
|
| loop_count--; |
| } |
|
|
| loop_count = block_size & 0x3; |
| #else |
| loop_count = block_size; |
| #endif |
|
|
| while (loop_count > 0) |
| { |
| |
|
|
| input_1 = (*input_1_vect++ + input_1_offset) << left_shift; |
| input_2 = (*input_2_vect++ + input_2_offset) << left_shift; |
|
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| input_1 = arm_nn_requantize(input_1, input_1_mult, input_1_shift); |
| input_2 = arm_nn_requantize(input_2, input_2_mult, input_2_shift); |
|
|
| sum = input_1 + input_2; |
| sum = arm_nn_requantize(sum, out_mult, out_shift); |
| sum += out_offset; |
|
|
| sum = MAX(sum, out_activation_min); |
| sum = MIN(sum, out_activation_max); |
|
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| *output++ = (q7_t)sum; |
|
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| |
| loop_count--; |
| } |
|
|
| #endif |
|
|
| return (ARM_CMSIS_NN_SUCCESS); |
| } |
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| #endif |
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