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chromium / chromium / src / 523f7fcdbbe0ff85549f13f4e13d4ea63ea9c398 / . / chrome / browser / chromeos / power / ml / smart_dim / tf_native_inference.cc
blob: ddbd80356f6206ca45d0a2805289c964454e1de8 [file] [log] [blame]
// Copyright 2018 The Chromium Authors. All rights reserved.
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
// This file was generated using tf.native from a neural network trained by
// TensorFlow, then simplified and cleaned up by hand. Please do not edit except
// when updating to a new model.
#include "chrome/browser/chromeos/power/ml/smart_dim/tf_native_inference.h"
#include <algorithm>
#include <cmath>
#include <limits>
#include "base/logging.h"
namespace chromeos {
namespace power {
namespace ml {
namespace tfnative_model {
namespace {
// The size of a shape in terms of number of coefficients.
inline int32_t ShapeSize(const int32_t rank, const int32_t* shape) {
int32_t size = 1;
for (int32_t i = 0; i < rank; ++i)
size *= shape[i];
return size;
}
template <typename T>
void FullyConnected(const int32_t* __restrict input_shape,
const T* __restrict input_values,
const int32_t* __restrict weight_shape,
const T* __restrict weight_values,
const int32_t* __restrict bias_shape,
const T* __restrict bias_values,
T* __restrict output_values) {
const int32_t batch_size = input_shape[0];
const int32_t num_inputs = weight_shape[0];
const int32_t num_outputs = weight_shape[1];
CHECK_EQ(input_shape[1], num_inputs);
CHECK_EQ(bias_shape[0], num_outputs);
for (int32_t batch = 0; batch < batch_size; ++batch) {
for (int32_t out_i = 0; out_i < num_outputs; ++out_i) {
T value = 0;
for (int32_t in_i = 0; in_i < num_inputs; ++in_i) {
value += input_values[batch * num_inputs + in_i] *
weight_values[in_i * num_outputs + out_i];
}
value += bias_values[out_i];
output_values[batch * num_outputs + out_i] = value;
}
}
}
// -----------------------------------------------------------------------------
// Simple unary ops
// -----------------------------------------------------------------------------
template <typename T>
void Relu(const int32_t rank,
const int32_t* __restrict input_shape,
const T* __restrict input_values,
T* __restrict output_values) {
const int32_t size = ShapeSize(rank, input_shape);
for (int32_t i = 0; i < size; ++i) {
const T value = input_values[i];
output_values[i] = std::max(value, static_cast<T>(0));
}
}
// -----------------------------------------------------------------------------
// Dequantize ops
// -----------------------------------------------------------------------------
template <typename T>
void DequantizeMinFirst(const int32_t rank,
const int32_t* __restrict input_shape,
const T* __restrict input_values,
const float* __restrict min_range,
const float* __restrict max_range,
float* __restrict output_values) {
const int32_t size = ShapeSize(rank, input_shape);
const float range_scale = (max_range[0] - min_range[0]) /
(static_cast<float>(std::numeric_limits<T>::max()) -
std::numeric_limits<T>::min());
const float range_min_rounded =
(max_range[0] == min_range[0]
? min_range[0]
: round(min_range[0] / range_scale) * range_scale);
for (int32_t i = 0; i < size; i++) {
output_values[i] = ((static_cast<int32_t>(input_values[i]) -
std::numeric_limits<T>::min()) *
range_scale) +
range_min_rounded;
}
}
// -----------------------------------------------------------------------------
// CONSTANTS
// Note that for now, endianness of the target machine needs to match that of
// the one training was performed on.
// -----------------------------------------------------------------------------
const int32_t dnn_logits_biases__2__cf__2_shape[1] = {1};
const union {
uint8_t bytes[4];
float values[1];
} dnn_logits_biases__2__cf__2 = {{
0xde, 0x82, 0x1e, 0x3d,
}};
const int32_t dnn_hiddenlayer_0_weights__1__cf__1_quantized_const_shape[2] = {
FEATURES_SIZE, DNN_BIASES_SIZE};
const union {
uint8_t bytes[DNN_WEIGHTS_SIZE];
uint8_t values[DNN_WEIGHTS_SIZE];
} dnn_hiddenlayer_0_weights__1__cf__1_quantized_const = {{
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0x6c, 0x78, 0x75, 0x79, 0x82, 0x6f, 0x73, 0x69, 0x7d, 0x74, 0x54, 0x71,
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0x76, 0x7a, 0x9c, 0x78, 0x7c, 0x95, 0x4d, 0x50, 0x96, 0x78, 0x7c, 0x6b,
0x8b, 0x96, 0x8a, 0x68, 0x65, 0x6a, 0x57, 0x71, 0x7e, 0x5c, 0xb4, 0x64,
0x70, 0x70, 0x94, 0x70, 0x76, 0x68, 0x70, 0x98, 0x96, 0x85, 0x77, 0x73,
0x87, 0x6c, 0x86, 0x76, 0xcb, 0x8d, 0x87, 0x67, 0x80, 0x7e, 0x92, 0x72,
0x8c, 0x5c, 0x71, 0x8d, 0x7d, 0x55, 0x71, 0x6c, 0x7b, 0x75, 0x9a, 0x84,
0x70, 0x67, 0x6e, 0x65, 0x65, 0x6f, 0x6b, 0x6e, 0x6f, 0x6e, 0x69, 0x6d,
0x6d, 0x69, 0x6b, 0x64, 0x69, 0x6d, 0x6f, 0x72, 0x6b, 0x6c, 0x68, 0x6e,
0x6f, 0x6d, 0x6b, 0x6c, 0x6e, 0x70, 0x6e, 0x65, 0x66, 0x6d, 0x4e, 0x6b,
0x69, 0x60, 0x6b, 0x6c, 0x50, 0x70, 0x64, 0x6a, 0x5e, 0x71, 0x72, 0x6e,
0x72, 0x67, 0x75, 0x6f, 0x60, 0x71, 0x71, 0x6f, 0x71, 0x60, 0x57, 0x61,
0x60, 0x6f, 0x7b, 0x77, 0x76, 0x6f, 0x7a, 0x75, 0x7c, 0x6e, 0x78, 0x84,
0x81, 0x52, 0x6a, 0x6f, 0x64, 0x75, 0x7d, 0x89, 0x78, 0x6e, 0x7e, 0x70,
0x74, 0x79, 0x7a, 0x5b, 0x75, 0x77, 0x67, 0x7f, 0x5f, 0x7b, 0x72, 0x72,
0x76, 0x65, 0x79, 0x7b, 0x93, 0x7b, 0x7c, 0x5d, 0x7f, 0x85, 0x6f, 0x5a,
0x79, 0x6c, 0x73, 0x71, 0x80, 0x87, 0x7c, 0x75, 0x69, 0x84, 0x87, 0x81,
}};
const union {
uint8_t bytes[4];
float values[1];
} dnn_hiddenlayer_0_weights__1__cf__1_quantized_min = {{
0x77, 0xe6, 0x47, 0xc1,
}};
const int32_t dnn_logits_weights__3__cf__3_shape[2] = {DNN_BIASES_SIZE, 1};
const union {
uint8_t bytes[2 * 2 * DNN_BIASES_SIZE];
float values[DNN_BIASES_SIZE];
} dnn_logits_weights__3__cf__3 = {{
0xef, 0x68, 0x61, 0xbd, 0xe0, 0x99, 0x5a, 0x3d, 0x5a, 0x63, 0xb4, 0x3d,
0x87, 0x88, 0x26, 0xbe, 0x71, 0x95, 0x75, 0x3d, 0x88, 0x5b, 0x46, 0x3d,
0x35, 0x40, 0x47, 0xbd, 0xdd, 0x36, 0x62, 0xbd, 0x4d, 0x0e, 0x8e, 0x3d,
0x0f, 0x5e, 0x69, 0x3d, 0x94, 0x0d, 0xd4, 0x3d, 0x2d, 0xc7, 0x8b, 0xbd,
0xe1, 0x18, 0x52, 0x3d, 0x54, 0xbd, 0xb3, 0x3d, 0x15, 0x2e, 0xbf, 0xbd,
0xf7, 0xae, 0xb3, 0xbd, 0x0f, 0x85, 0x77, 0xbd, 0xdd, 0x25, 0xad, 0xbd,
0x15, 0xac, 0x06, 0x3e, 0x61, 0xc3, 0x9a, 0x3d, 0xc4, 0xca, 0x6a, 0x3d,
0xe7, 0x15, 0x7a, 0x3d, 0xf6, 0xd5, 0xbb, 0x3d, 0x73, 0x68, 0xb4, 0x3d,
0x4f, 0xea, 0x65, 0x3d, 0x82, 0x9f, 0x11, 0xbd, 0xc0, 0x41, 0x56, 0xbd,
0x6a, 0x7b, 0x8b, 0xbd, 0x00, 0xb4, 0x75, 0xbd, 0x1d, 0x7e, 0x3a, 0xbd,
0x6a, 0x66, 0xaa, 0x3d, 0x2f, 0x8c, 0xa8, 0xbd, 0x43, 0xfb, 0xd5, 0xbd,
0xcd, 0x19, 0x9d, 0x3d, 0xa3, 0x23, 0x0a, 0x3e, 0x19, 0xfa, 0x2a, 0x3d,
0x86, 0x8e, 0xf7, 0x3c, 0xcc, 0x5e, 0x81, 0x3d, 0xde, 0x0a, 0x55, 0xbd,
0x68, 0x3d, 0x85, 0x3d, 0x0f, 0x91, 0x4d, 0xbe, 0xe5, 0x67, 0x87, 0x3d,
0x9d, 0xf3, 0x89, 0x3d, 0xeb, 0x10, 0x76, 0xbd, 0x6a, 0xaf, 0x77, 0xbe,
0x8b, 0x90, 0x39, 0x3d, 0xbb, 0x92, 0x0f, 0x3e, 0xab, 0x86, 0x56, 0x3d,
0x43, 0xa0, 0x3b, 0xbd, 0xc0, 0xd0, 0x6e, 0x3d, 0x44, 0xf3, 0xc4, 0xbd,
0xc9, 0xa8, 0x1d, 0x3d, 0xe7, 0xd9, 0x6a, 0xbd, 0xfe, 0x78, 0x46, 0x3d,
0x57, 0x98, 0x86, 0x3d, 0x05, 0xb3, 0xa2, 0xbd, 0x13, 0xaa, 0x37, 0xbd,
0xd2, 0x77, 0x8e, 0xbd, 0xfa, 0x3e, 0xc3, 0x3d, 0x62, 0x28, 0xcb, 0xbd,
}};
const union {
uint8_t bytes[4];
float values[1];
} dnn_hiddenlayer_0_weights__1__cf__1_quantized_max = {{
0x33, 0x8b, 0x75, 0x41,
}};
const int32_t dnn_hiddenlayer_0_biases__0__cf__0_shape[1] = {DNN_BIASES_SIZE};
const union {
uint8_t bytes[2 * 2 * DNN_BIASES_SIZE];
float values[DNN_BIASES_SIZE];
} dnn_hiddenlayer_0_biases__0__cf__0 = {{
0xc9, 0x07, 0xbd, 0xbe, 0xa3, 0xf2, 0x2d, 0xbf, 0x33, 0x91, 0x43, 0xbf,
0x03, 0xfc, 0x00, 0xc0, 0xb7, 0x9e, 0x82, 0xbf, 0x6a, 0xd2, 0x0c, 0xbf,
0x4e, 0x99, 0x64, 0xbf, 0x7f, 0xfc, 0xe6, 0xbe, 0x11, 0xed, 0x3b, 0xbf,
0x50, 0xf0, 0x34, 0xbf, 0xcd, 0xbc, 0xbb, 0xbf, 0x80, 0xdb, 0x73, 0xbf,
0x82, 0x41, 0x3d, 0xbf, 0xee, 0xd3, 0x8c, 0xbf, 0xa1, 0x42, 0x28, 0xbf,
0x34, 0xb4, 0x87, 0xbf, 0x70, 0x7e, 0x51, 0xbf, 0x55, 0xce, 0x08, 0xbf,
0x2e, 0xf1, 0x9b, 0xbf, 0x8e, 0xc4, 0xa3, 0xbe, 0x13, 0x63, 0x39, 0xbf,
0xbf, 0x11, 0x41, 0xbf, 0xdb, 0xc7, 0xe1, 0xbf, 0x4e, 0x84, 0x31, 0xbf,
0xc9, 0xa0, 0x1f, 0xbf, 0xf4, 0x51, 0x4b, 0xbf, 0xf6, 0xb6, 0x21, 0xbf,
0x5a, 0x73, 0x4c, 0xbf, 0x14, 0xac, 0xb6, 0xbe, 0x9a, 0x26, 0x28, 0xbf,
0x8f, 0x03, 0xcf, 0xbe, 0x0a, 0x7c, 0x61, 0xbf, 0x4c, 0x6a, 0x52, 0xbf,
0x1c, 0x11, 0x3b, 0xbf, 0x5c, 0xe5, 0xbe, 0xbf, 0xb0, 0xfa, 0x76, 0xbf,
0xce, 0x1f, 0x5b, 0xbf, 0xe1, 0x69, 0x66, 0xbf, 0x34, 0x39, 0x51, 0xbf,
0xdb, 0xc0, 0x68, 0xbf, 0xca, 0x5a, 0x7d, 0xc0, 0x6a, 0xe3, 0x41, 0xbf,
0x30, 0x7b, 0x38, 0xbf, 0x7a, 0x50, 0x1d, 0xbf, 0x19, 0x17, 0xef, 0xbf,
0x30, 0xdc, 0xce, 0xbe, 0x67, 0x8e, 0xa7, 0xbf, 0x2e, 0x03, 0x35, 0xbf,
0xbb, 0x71, 0x89, 0xbe, 0x78, 0xae, 0xbb, 0xbe, 0xf3, 0xd1, 0x97, 0xbc,
0xf0, 0xbe, 0xc1, 0xbe, 0x92, 0x6d, 0x34, 0xbf, 0xde, 0xc5, 0xc3, 0xbe,
0xe2, 0x48, 0x30, 0xbf, 0x69, 0x13, 0x25, 0xbf, 0x91, 0xea, 0xb6, 0xbe,
0x35, 0xea, 0x11, 0xc0, 0x9d, 0xa5, 0xc5, 0xbf, 0xb5, 0xe4, 0x82, 0xbf,
}};
} // anonymous namespace
// -----------------------------------------------------------------------------
// INFERENCE
// -----------------------------------------------------------------------------
void Inference(const float* __restrict features /* shape: 1,FEATURES_SIZE */
,
float* __restrict prediction /* shape: 1,1 */
,
FixedAllocations* __restrict fixed) {
const int32_t features_shape[] = {1, FEATURES_SIZE};
// dnn/hiddenlayer_0/weights/_1__cf__1
DequantizeMinFirst<uint8_t>(
2, dnn_hiddenlayer_0_weights__1__cf__1_quantized_const_shape,
dnn_hiddenlayer_0_weights__1__cf__1_quantized_const.values,
dnn_hiddenlayer_0_weights__1__cf__1_quantized_min.values,
dnn_hiddenlayer_0_weights__1__cf__1_quantized_max.values, fixed->alloc0);
fixed->alloc0_shape[0] = FEATURES_SIZE;
fixed->alloc0_shape[1] = DNN_BIASES_SIZE;
// dnn/hiddenlayer_0/MatMul_merged_with_dnn/hiddenlayer_0/BiasAdd
FullyConnected<float>(features_shape, features, fixed->alloc0_shape,
fixed->alloc0, dnn_hiddenlayer_0_biases__0__cf__0_shape,
dnn_hiddenlayer_0_biases__0__cf__0.values,
fixed->alloc1);
fixed->alloc1_shape[0] = 1;
fixed->alloc1_shape[1] = DNN_BIASES_SIZE;
// dnn/hiddenlayer_0/hiddenlayer_0/Relu
Relu<float>(2, // rank
fixed->alloc1_shape, fixed->alloc1, fixed->alloc0);
fixed->alloc0_shape[0] = 1;
fixed->alloc0_shape[1] = DNN_BIASES_SIZE;
// dnn/logits/MatMul_merged_with_dnn/logits/BiasAdd
FullyConnected<float>(
fixed->alloc0_shape, fixed->alloc0, dnn_logits_weights__3__cf__3_shape,
dnn_logits_weights__3__cf__3.values, dnn_logits_biases__2__cf__2_shape,
dnn_logits_biases__2__cf__2.values, prediction);
}
} // namespace tfnative_model
} // namespace ml
} // namespace power
} // namespace chromeos