1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2020 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust 25*c217d954SCole Faust #ifndef ARM_COMPUTE_GRAPH_EDSR_H 26*c217d954SCole Faust #define ARM_COMPUTE_GRAPH_EDSR_H 27*c217d954SCole Faust 28*c217d954SCole Faust #include "arm_compute/graph.h" 29*c217d954SCole Faust 30*c217d954SCole Faust #include "utils/GraphUtils.h" 31*c217d954SCole Faust 32*c217d954SCole Faust class GraphEdsr 33*c217d954SCole Faust { 34*c217d954SCole Faust public: GraphEdsr()35*c217d954SCole Faust GraphEdsr() 36*c217d954SCole Faust : _graph(0, "EDSR") 37*c217d954SCole Faust { 38*c217d954SCole Faust } 39*c217d954SCole Faust setup(const arm_compute::utils::CommonGraphParams & common_params,const arm_compute::utils::SimpleOption<std::string> & expected_output_filename)40*c217d954SCole Faust bool setup(const arm_compute::utils::CommonGraphParams &common_params, const arm_compute::utils::SimpleOption<std::string> &expected_output_filename) 41*c217d954SCole Faust { 42*c217d954SCole Faust using namespace arm_compute; 43*c217d954SCole Faust using namespace arm_compute::graph; 44*c217d954SCole Faust using namespace arm_compute::utils; 45*c217d954SCole Faust using namespace arm_compute::graph_utils; 46*c217d954SCole Faust 47*c217d954SCole Faust const auto &data_path = common_params.data_path; 48*c217d954SCole Faust const auto &target = common_params.target; 49*c217d954SCole Faust 50*c217d954SCole Faust NodeID id_upscale_net_FakeQuantWithMinMaxVars_transposed = _graph.add_node<ConstNode>( 51*c217d954SCole Faust TensorDescriptor 52*c217d954SCole Faust { 53*c217d954SCole Faust TensorShape{ 12, 2, 2, 3 }, 54*c217d954SCole Faust DataType::QASYMM8, 55*c217d954SCole Faust QuantizationInfo(0.00393533194437623, 1), 56*c217d954SCole Faust DataLayout::NHWC }); 57*c217d954SCole Faust INode *node_upscale_net_FakeQuantWithMinMaxVars_transposed = _graph.node(id_upscale_net_FakeQuantWithMinMaxVars_transposed); 58*c217d954SCole Faust node_upscale_net_FakeQuantWithMinMaxVars_transposed->set_common_node_parameters(NodeParams{ "upscale_net_FakeQuantWithMinMaxVars_transposed", target }); 59*c217d954SCole Faust node_upscale_net_FakeQuantWithMinMaxVars_transposed->output(0)->set_accessor(get_weights_accessor(data_path, 60*c217d954SCole Faust "/cnn_data/edsr_model/upscale_net_FakeQuantWithMinMaxVars_transposed.npy", DataLayout::NHWC)); 61*c217d954SCole Faust 62*c217d954SCole Faust NodeID id_pre_upscale_Conv2D_bias = _graph.add_node<ConstNode>( 63*c217d954SCole Faust TensorDescriptor 64*c217d954SCole Faust { 65*c217d954SCole Faust TensorShape{ 12 }, 66*c217d954SCole Faust DataType::S32, 67*c217d954SCole Faust QuantizationInfo(2.9644968435604824e-06), 68*c217d954SCole Faust DataLayout::NHWC }); 69*c217d954SCole Faust INode *node_pre_upscale_Conv2D_bias = _graph.node(id_pre_upscale_Conv2D_bias); 70*c217d954SCole Faust node_pre_upscale_Conv2D_bias->set_common_node_parameters(NodeParams{ "pre_upscale_Conv2D_bias", target }); 71*c217d954SCole Faust node_pre_upscale_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/pre_upscale_Conv2D_bias.npy", DataLayout::NHWC)); 72*c217d954SCole Faust 73*c217d954SCole Faust NodeID id_pre_upscale_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 74*c217d954SCole Faust TensorDescriptor 75*c217d954SCole Faust { 76*c217d954SCole Faust TensorShape{ 256, 3, 3, 12 }, 77*c217d954SCole Faust DataType::QASYMM8, 78*c217d954SCole Faust QuantizationInfo(0.000455576169770211, 128), 79*c217d954SCole Faust DataLayout::NHWC }); 80*c217d954SCole Faust INode *node_pre_upscale_FakeQuantWithMinMaxVars = _graph.node(id_pre_upscale_FakeQuantWithMinMaxVars); 81*c217d954SCole Faust node_pre_upscale_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "pre_upscale_FakeQuantWithMinMaxVars", target }); 82*c217d954SCole Faust node_pre_upscale_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/pre_upscale_FakeQuantWithMinMaxVars.npy", 83*c217d954SCole Faust DataLayout::NHWC)); 84*c217d954SCole Faust 85*c217d954SCole Faust NodeID id_post_residual_Conv2D_bias = _graph.add_node<ConstNode>( 86*c217d954SCole Faust TensorDescriptor 87*c217d954SCole Faust { 88*c217d954SCole Faust TensorShape{ 256 }, 89*c217d954SCole Faust DataType::S32, 90*c217d954SCole Faust QuantizationInfo(1.2760000345224398e-06), 91*c217d954SCole Faust DataLayout::NHWC }); 92*c217d954SCole Faust INode *node_post_residual_Conv2D_bias = _graph.node(id_post_residual_Conv2D_bias); 93*c217d954SCole Faust node_post_residual_Conv2D_bias->set_common_node_parameters(NodeParams{ "post_residual_Conv2D_bias", target }); 94*c217d954SCole Faust node_post_residual_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/post_residual_Conv2D_bias.npy", DataLayout::NHWC)); 95*c217d954SCole Faust 96*c217d954SCole Faust NodeID id_post_residual_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 97*c217d954SCole Faust TensorDescriptor 98*c217d954SCole Faust { 99*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 100*c217d954SCole Faust DataType::QASYMM8, 101*c217d954SCole Faust QuantizationInfo(0.00036424631252884865, 129), 102*c217d954SCole Faust DataLayout::NHWC }); 103*c217d954SCole Faust INode *node_post_residual_FakeQuantWithMinMaxVars = _graph.node(id_post_residual_FakeQuantWithMinMaxVars); 104*c217d954SCole Faust node_post_residual_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "post_residual_FakeQuantWithMinMaxVars", target }); 105*c217d954SCole Faust node_post_residual_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/post_residual_FakeQuantWithMinMaxVars.npy", 106*c217d954SCole Faust DataLayout::NHWC)); 107*c217d954SCole Faust 108*c217d954SCole Faust NodeID id_mul_15_y = _graph.add_node<ConstNode>( 109*c217d954SCole Faust TensorDescriptor 110*c217d954SCole Faust { 111*c217d954SCole Faust TensorShape{ 1 }, 112*c217d954SCole Faust DataType::QASYMM8, 113*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 114*c217d954SCole Faust DataLayout::NHWC }); 115*c217d954SCole Faust INode *node_mul_15_y = _graph.node(id_mul_15_y); 116*c217d954SCole Faust node_mul_15_y->set_common_node_parameters(NodeParams{ "mul_15_y", target }); 117*c217d954SCole Faust node_mul_15_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_15_y.npy", DataLayout::NHWC)); 118*c217d954SCole Faust 119*c217d954SCole Faust NodeID id_block_15_1_Conv2D_bias = _graph.add_node<ConstNode>( 120*c217d954SCole Faust TensorDescriptor 121*c217d954SCole Faust { 122*c217d954SCole Faust TensorShape{ 256 }, 123*c217d954SCole Faust DataType::S32, 124*c217d954SCole Faust QuantizationInfo(1.2441644230420934e-06), 125*c217d954SCole Faust DataLayout::NHWC }); 126*c217d954SCole Faust INode *node_block_15_1_Conv2D_bias = _graph.node(id_block_15_1_Conv2D_bias); 127*c217d954SCole Faust node_block_15_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_15_1_Conv2D_bias", target }); 128*c217d954SCole Faust node_block_15_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_15_1_Conv2D_bias.npy", DataLayout::NHWC)); 129*c217d954SCole Faust 130*c217d954SCole Faust NodeID id_block_15_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 131*c217d954SCole Faust TensorDescriptor 132*c217d954SCole Faust { 133*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 134*c217d954SCole Faust DataType::QASYMM8, 135*c217d954SCole Faust QuantizationInfo(0.00037038681330159307, 125), 136*c217d954SCole Faust DataLayout::NHWC }); 137*c217d954SCole Faust INode *node_block_15_1_FakeQuantWithMinMaxVars = _graph.node(id_block_15_1_FakeQuantWithMinMaxVars); 138*c217d954SCole Faust node_block_15_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_15_1_FakeQuantWithMinMaxVars", target }); 139*c217d954SCole Faust node_block_15_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_15_1_FakeQuantWithMinMaxVars.npy", 140*c217d954SCole Faust DataLayout::NHWC)); 141*c217d954SCole Faust 142*c217d954SCole Faust NodeID id_mul_14_y = _graph.add_node<ConstNode>( 143*c217d954SCole Faust TensorDescriptor 144*c217d954SCole Faust { 145*c217d954SCole Faust TensorShape{ 1 }, 146*c217d954SCole Faust DataType::QASYMM8, 147*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 148*c217d954SCole Faust DataLayout::NHWC }); 149*c217d954SCole Faust INode *node_mul_14_y = _graph.node(id_mul_14_y); 150*c217d954SCole Faust node_mul_14_y->set_common_node_parameters(NodeParams{ "mul_14_y", target }); 151*c217d954SCole Faust node_mul_14_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_14_y.npy", DataLayout::NHWC)); 152*c217d954SCole Faust 153*c217d954SCole Faust NodeID id_block_14_1_Conv2D_bias = _graph.add_node<ConstNode>( 154*c217d954SCole Faust TensorDescriptor 155*c217d954SCole Faust { 156*c217d954SCole Faust TensorShape{ 256 }, 157*c217d954SCole Faust DataType::S32, 158*c217d954SCole Faust QuantizationInfo(1.3417260333881131e-06), 159*c217d954SCole Faust DataLayout::NHWC }); 160*c217d954SCole Faust INode *node_block_14_1_Conv2D_bias = _graph.node(id_block_14_1_Conv2D_bias); 161*c217d954SCole Faust node_block_14_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_14_1_Conv2D_bias", target }); 162*c217d954SCole Faust node_block_14_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_14_1_Conv2D_bias.npy", DataLayout::NHWC)); 163*c217d954SCole Faust 164*c217d954SCole Faust NodeID id_block_14_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 165*c217d954SCole Faust TensorDescriptor 166*c217d954SCole Faust { 167*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 168*c217d954SCole Faust DataType::QASYMM8, 169*c217d954SCole Faust QuantizationInfo(0.00040307495510205626, 127), 170*c217d954SCole Faust DataLayout::NHWC }); 171*c217d954SCole Faust INode *node_block_14_1_FakeQuantWithMinMaxVars = _graph.node(id_block_14_1_FakeQuantWithMinMaxVars); 172*c217d954SCole Faust node_block_14_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_14_1_FakeQuantWithMinMaxVars", target }); 173*c217d954SCole Faust node_block_14_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_14_1_FakeQuantWithMinMaxVars.npy", 174*c217d954SCole Faust DataLayout::NHWC)); 175*c217d954SCole Faust 176*c217d954SCole Faust NodeID id_mul_13_y = _graph.add_node<ConstNode>( 177*c217d954SCole Faust TensorDescriptor 178*c217d954SCole Faust { 179*c217d954SCole Faust TensorShape{ 1 }, 180*c217d954SCole Faust DataType::QASYMM8, 181*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 182*c217d954SCole Faust DataLayout::NHWC }); 183*c217d954SCole Faust INode *node_mul_13_y = _graph.node(id_mul_13_y); 184*c217d954SCole Faust node_mul_13_y->set_common_node_parameters(NodeParams{ "mul_13_y", target }); 185*c217d954SCole Faust node_mul_13_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_13_y.npy", DataLayout::NHWC)); 186*c217d954SCole Faust 187*c217d954SCole Faust NodeID id_block_13_1_Conv2D_bias = _graph.add_node<ConstNode>( 188*c217d954SCole Faust TensorDescriptor 189*c217d954SCole Faust { 190*c217d954SCole Faust TensorShape{ 256 }, 191*c217d954SCole Faust DataType::S32, 192*c217d954SCole Faust QuantizationInfo(1.2636977544389083e-06), 193*c217d954SCole Faust DataLayout::NHWC }); 194*c217d954SCole Faust INode *node_block_13_1_Conv2D_bias = _graph.node(id_block_13_1_Conv2D_bias); 195*c217d954SCole Faust node_block_13_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_13_1_Conv2D_bias", target }); 196*c217d954SCole Faust node_block_13_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_13_1_Conv2D_bias.npy", DataLayout::NHWC)); 197*c217d954SCole Faust 198*c217d954SCole Faust NodeID id_block_13_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 199*c217d954SCole Faust TensorDescriptor 200*c217d954SCole Faust { 201*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 202*c217d954SCole Faust DataType::QASYMM8, 203*c217d954SCole Faust QuantizationInfo(0.0003858553245663643, 131), 204*c217d954SCole Faust DataLayout::NHWC }); 205*c217d954SCole Faust INode *node_block_13_1_FakeQuantWithMinMaxVars = _graph.node(id_block_13_1_FakeQuantWithMinMaxVars); 206*c217d954SCole Faust node_block_13_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_13_1_FakeQuantWithMinMaxVars", target }); 207*c217d954SCole Faust node_block_13_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_13_1_FakeQuantWithMinMaxVars.npy", 208*c217d954SCole Faust DataLayout::NHWC)); 209*c217d954SCole Faust 210*c217d954SCole Faust NodeID id_mul_12_y = _graph.add_node<ConstNode>( 211*c217d954SCole Faust TensorDescriptor 212*c217d954SCole Faust { 213*c217d954SCole Faust TensorShape{ 1 }, 214*c217d954SCole Faust DataType::QASYMM8, 215*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 216*c217d954SCole Faust DataLayout::NHWC }); 217*c217d954SCole Faust INode *node_mul_12_y = _graph.node(id_mul_12_y); 218*c217d954SCole Faust node_mul_12_y->set_common_node_parameters(NodeParams{ "mul_12_y", target }); 219*c217d954SCole Faust node_mul_12_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_12_y.npy", DataLayout::NHWC)); 220*c217d954SCole Faust 221*c217d954SCole Faust NodeID id_block_12_1_Conv2D_bias = _graph.add_node<ConstNode>( 222*c217d954SCole Faust TensorDescriptor 223*c217d954SCole Faust { 224*c217d954SCole Faust TensorShape{ 256 }, 225*c217d954SCole Faust DataType::S32, 226*c217d954SCole Faust QuantizationInfo(1.3479783547154511e-06), 227*c217d954SCole Faust DataLayout::NHWC }); 228*c217d954SCole Faust INode *node_block_12_1_Conv2D_bias = _graph.node(id_block_12_1_Conv2D_bias); 229*c217d954SCole Faust node_block_12_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_12_1_Conv2D_bias", target }); 230*c217d954SCole Faust node_block_12_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_12_1_Conv2D_bias.npy", DataLayout::NHWC)); 231*c217d954SCole Faust 232*c217d954SCole Faust NodeID id_block_12_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 233*c217d954SCole Faust TensorDescriptor 234*c217d954SCole Faust { 235*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 236*c217d954SCole Faust DataType::QASYMM8, 237*c217d954SCole Faust QuantizationInfo(0.00041212860378436744, 130), 238*c217d954SCole Faust DataLayout::NHWC }); 239*c217d954SCole Faust INode *node_block_12_1_FakeQuantWithMinMaxVars = _graph.node(id_block_12_1_FakeQuantWithMinMaxVars); 240*c217d954SCole Faust node_block_12_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_12_1_FakeQuantWithMinMaxVars", target }); 241*c217d954SCole Faust node_block_12_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_12_1_FakeQuantWithMinMaxVars.npy", 242*c217d954SCole Faust DataLayout::NHWC)); 243*c217d954SCole Faust 244*c217d954SCole Faust NodeID id_mul_11_y = _graph.add_node<ConstNode>( 245*c217d954SCole Faust TensorDescriptor 246*c217d954SCole Faust { 247*c217d954SCole Faust TensorShape{ 1 }, 248*c217d954SCole Faust DataType::QASYMM8, 249*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 250*c217d954SCole Faust DataLayout::NHWC }); 251*c217d954SCole Faust INode *node_mul_11_y = _graph.node(id_mul_11_y); 252*c217d954SCole Faust node_mul_11_y->set_common_node_parameters(NodeParams{ "mul_11_y", target }); 253*c217d954SCole Faust node_mul_11_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_11_y.npy", DataLayout::NHWC)); 254*c217d954SCole Faust 255*c217d954SCole Faust NodeID id_block_11_1_Conv2D_bias = _graph.add_node<ConstNode>( 256*c217d954SCole Faust TensorDescriptor 257*c217d954SCole Faust { 258*c217d954SCole Faust TensorShape{ 256 }, 259*c217d954SCole Faust DataType::S32, 260*c217d954SCole Faust QuantizationInfo(1.2847248171965475e-06), 261*c217d954SCole Faust DataLayout::NHWC }); 262*c217d954SCole Faust INode *node_block_11_1_Conv2D_bias = _graph.node(id_block_11_1_Conv2D_bias); 263*c217d954SCole Faust node_block_11_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_11_1_Conv2D_bias", target }); 264*c217d954SCole Faust node_block_11_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_11_1_Conv2D_bias.npy", DataLayout::NHWC)); 265*c217d954SCole Faust 266*c217d954SCole Faust NodeID id_block_11_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 267*c217d954SCole Faust TensorDescriptor 268*c217d954SCole Faust { 269*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 270*c217d954SCole Faust DataType::QASYMM8, 271*c217d954SCole Faust QuantizationInfo(0.00040296532097272575, 131), 272*c217d954SCole Faust DataLayout::NHWC }); 273*c217d954SCole Faust INode *node_block_11_1_FakeQuantWithMinMaxVars = _graph.node(id_block_11_1_FakeQuantWithMinMaxVars); 274*c217d954SCole Faust node_block_11_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_11_1_FakeQuantWithMinMaxVars", target }); 275*c217d954SCole Faust node_block_11_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_11_1_FakeQuantWithMinMaxVars.npy", 276*c217d954SCole Faust DataLayout::NHWC)); 277*c217d954SCole Faust 278*c217d954SCole Faust NodeID id_mul_10_y = _graph.add_node<ConstNode>( 279*c217d954SCole Faust TensorDescriptor 280*c217d954SCole Faust { 281*c217d954SCole Faust TensorShape{ 1 }, 282*c217d954SCole Faust DataType::QASYMM8, 283*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 284*c217d954SCole Faust DataLayout::NHWC }); 285*c217d954SCole Faust INode *node_mul_10_y = _graph.node(id_mul_10_y); 286*c217d954SCole Faust node_mul_10_y->set_common_node_parameters(NodeParams{ "mul_10_y", target }); 287*c217d954SCole Faust node_mul_10_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_10_y.npy", DataLayout::NHWC)); 288*c217d954SCole Faust 289*c217d954SCole Faust NodeID id_block_10_1_Conv2D_bias = _graph.add_node<ConstNode>( 290*c217d954SCole Faust TensorDescriptor 291*c217d954SCole Faust { 292*c217d954SCole Faust TensorShape{ 256 }, 293*c217d954SCole Faust DataType::S32, 294*c217d954SCole Faust QuantizationInfo(1.1997129831797793e-06), 295*c217d954SCole Faust DataLayout::NHWC }); 296*c217d954SCole Faust INode *node_block_10_1_Conv2D_bias = _graph.node(id_block_10_1_Conv2D_bias); 297*c217d954SCole Faust node_block_10_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_10_1_Conv2D_bias", target }); 298*c217d954SCole Faust node_block_10_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_10_1_Conv2D_bias.npy", DataLayout::NHWC)); 299*c217d954SCole Faust 300*c217d954SCole Faust NodeID id_block_10_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 301*c217d954SCole Faust TensorDescriptor 302*c217d954SCole Faust { 303*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 304*c217d954SCole Faust DataType::QASYMM8, 305*c217d954SCole Faust QuantizationInfo(0.00036640543839894235, 129), 306*c217d954SCole Faust DataLayout::NHWC }); 307*c217d954SCole Faust INode *node_block_10_1_FakeQuantWithMinMaxVars = _graph.node(id_block_10_1_FakeQuantWithMinMaxVars); 308*c217d954SCole Faust node_block_10_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_10_1_FakeQuantWithMinMaxVars", target }); 309*c217d954SCole Faust node_block_10_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_10_1_FakeQuantWithMinMaxVars.npy", 310*c217d954SCole Faust DataLayout::NHWC)); 311*c217d954SCole Faust 312*c217d954SCole Faust NodeID id_mul_9_y = _graph.add_node<ConstNode>( 313*c217d954SCole Faust TensorDescriptor 314*c217d954SCole Faust { 315*c217d954SCole Faust TensorShape{ 1 }, 316*c217d954SCole Faust DataType::QASYMM8, 317*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 318*c217d954SCole Faust DataLayout::NHWC }); 319*c217d954SCole Faust INode *node_mul_9_y = _graph.node(id_mul_9_y); 320*c217d954SCole Faust node_mul_9_y->set_common_node_parameters(NodeParams{ "mul_9_y", target }); 321*c217d954SCole Faust node_mul_9_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_9_y.npy", DataLayout::NHWC)); 322*c217d954SCole Faust 323*c217d954SCole Faust NodeID id_block_9_1_Conv2D_bias = _graph.add_node<ConstNode>( 324*c217d954SCole Faust TensorDescriptor 325*c217d954SCole Faust { 326*c217d954SCole Faust TensorShape{ 256 }, 327*c217d954SCole Faust DataType::S32, 328*c217d954SCole Faust QuantizationInfo(1.1920226370421005e-06), 329*c217d954SCole Faust DataLayout::NHWC }); 330*c217d954SCole Faust INode *node_block_9_1_Conv2D_bias = _graph.node(id_block_9_1_Conv2D_bias); 331*c217d954SCole Faust node_block_9_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_9_1_Conv2D_bias", target }); 332*c217d954SCole Faust node_block_9_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_9_1_Conv2D_bias.npy", DataLayout::NHWC)); 333*c217d954SCole Faust 334*c217d954SCole Faust NodeID id_block_9_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 335*c217d954SCole Faust TensorDescriptor 336*c217d954SCole Faust { 337*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 338*c217d954SCole Faust DataType::QASYMM8, 339*c217d954SCole Faust QuantizationInfo(0.0003706997958943248, 129), 340*c217d954SCole Faust DataLayout::NHWC }); 341*c217d954SCole Faust INode *node_block_9_1_FakeQuantWithMinMaxVars = _graph.node(id_block_9_1_FakeQuantWithMinMaxVars); 342*c217d954SCole Faust node_block_9_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_9_1_FakeQuantWithMinMaxVars", target }); 343*c217d954SCole Faust node_block_9_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_9_1_FakeQuantWithMinMaxVars.npy", 344*c217d954SCole Faust DataLayout::NHWC)); 345*c217d954SCole Faust 346*c217d954SCole Faust NodeID id_mul_8_y = _graph.add_node<ConstNode>( 347*c217d954SCole Faust TensorDescriptor 348*c217d954SCole Faust { 349*c217d954SCole Faust TensorShape{ 1 }, 350*c217d954SCole Faust DataType::QASYMM8, 351*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 352*c217d954SCole Faust DataLayout::NHWC }); 353*c217d954SCole Faust INode *node_mul_8_y = _graph.node(id_mul_8_y); 354*c217d954SCole Faust node_mul_8_y->set_common_node_parameters(NodeParams{ "mul_8_y", target }); 355*c217d954SCole Faust node_mul_8_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_8_y.npy", DataLayout::NHWC)); 356*c217d954SCole Faust 357*c217d954SCole Faust NodeID id_block_8_1_Conv2D_bias = _graph.add_node<ConstNode>( 358*c217d954SCole Faust TensorDescriptor 359*c217d954SCole Faust { 360*c217d954SCole Faust TensorShape{ 256 }, 361*c217d954SCole Faust DataType::S32, 362*c217d954SCole Faust QuantizationInfo(1.218903321387188e-06), 363*c217d954SCole Faust DataLayout::NHWC }); 364*c217d954SCole Faust INode *node_block_8_1_Conv2D_bias = _graph.node(id_block_8_1_Conv2D_bias); 365*c217d954SCole Faust node_block_8_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_8_1_Conv2D_bias", target }); 366*c217d954SCole Faust node_block_8_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_8_1_Conv2D_bias.npy", DataLayout::NHWC)); 367*c217d954SCole Faust 368*c217d954SCole Faust NodeID id_block_8_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 369*c217d954SCole Faust TensorDescriptor 370*c217d954SCole Faust { 371*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 372*c217d954SCole Faust DataType::QASYMM8, 373*c217d954SCole Faust QuantizationInfo(0.00038377835880964994, 127), 374*c217d954SCole Faust DataLayout::NHWC }); 375*c217d954SCole Faust INode *node_block_8_1_FakeQuantWithMinMaxVars = _graph.node(id_block_8_1_FakeQuantWithMinMaxVars); 376*c217d954SCole Faust node_block_8_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_8_1_FakeQuantWithMinMaxVars", target }); 377*c217d954SCole Faust node_block_8_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_8_1_FakeQuantWithMinMaxVars.npy", 378*c217d954SCole Faust DataLayout::NHWC)); 379*c217d954SCole Faust 380*c217d954SCole Faust NodeID id_mul_7_y = _graph.add_node<ConstNode>( 381*c217d954SCole Faust TensorDescriptor 382*c217d954SCole Faust { 383*c217d954SCole Faust TensorShape{ 1 }, 384*c217d954SCole Faust DataType::QASYMM8, 385*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 386*c217d954SCole Faust DataLayout::NHWC }); 387*c217d954SCole Faust INode *node_mul_7_y = _graph.node(id_mul_7_y); 388*c217d954SCole Faust node_mul_7_y->set_common_node_parameters(NodeParams{ "mul_7_y", target }); 389*c217d954SCole Faust node_mul_7_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_7_y.npy", DataLayout::NHWC)); 390*c217d954SCole Faust 391*c217d954SCole Faust NodeID id_block_7_1_Conv2D_bias = _graph.add_node<ConstNode>( 392*c217d954SCole Faust TensorDescriptor 393*c217d954SCole Faust { 394*c217d954SCole Faust TensorShape{ 256 }, 395*c217d954SCole Faust DataType::S32, 396*c217d954SCole Faust QuantizationInfo(1.257252392861119e-06), 397*c217d954SCole Faust DataLayout::NHWC }); 398*c217d954SCole Faust INode *node_block_7_1_Conv2D_bias = _graph.node(id_block_7_1_Conv2D_bias); 399*c217d954SCole Faust node_block_7_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_7_1_Conv2D_bias", target }); 400*c217d954SCole Faust node_block_7_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_7_1_Conv2D_bias.npy", DataLayout::NHWC)); 401*c217d954SCole Faust 402*c217d954SCole Faust NodeID id_block_7_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 403*c217d954SCole Faust TensorDescriptor 404*c217d954SCole Faust { 405*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 406*c217d954SCole Faust DataType::QASYMM8, 407*c217d954SCole Faust QuantizationInfo(0.00039844686398282647, 129), 408*c217d954SCole Faust DataLayout::NHWC }); 409*c217d954SCole Faust INode *node_block_7_1_FakeQuantWithMinMaxVars = _graph.node(id_block_7_1_FakeQuantWithMinMaxVars); 410*c217d954SCole Faust node_block_7_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_7_1_FakeQuantWithMinMaxVars", target }); 411*c217d954SCole Faust node_block_7_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_7_1_FakeQuantWithMinMaxVars.npy", 412*c217d954SCole Faust DataLayout::NHWC)); 413*c217d954SCole Faust 414*c217d954SCole Faust NodeID id_mul_6_y = _graph.add_node<ConstNode>( 415*c217d954SCole Faust TensorDescriptor 416*c217d954SCole Faust { 417*c217d954SCole Faust TensorShape{ 1 }, 418*c217d954SCole Faust DataType::QASYMM8, 419*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 420*c217d954SCole Faust DataLayout::NHWC }); 421*c217d954SCole Faust INode *node_mul_6_y = _graph.node(id_mul_6_y); 422*c217d954SCole Faust node_mul_6_y->set_common_node_parameters(NodeParams{ "mul_6_y", target }); 423*c217d954SCole Faust node_mul_6_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_6_y.npy", DataLayout::NHWC)); 424*c217d954SCole Faust 425*c217d954SCole Faust NodeID id_block_6_1_Conv2D_bias = _graph.add_node<ConstNode>( 426*c217d954SCole Faust TensorDescriptor 427*c217d954SCole Faust { 428*c217d954SCole Faust TensorShape{ 256 }, 429*c217d954SCole Faust DataType::S32, 430*c217d954SCole Faust QuantizationInfo(1.244850636794581e-06), 431*c217d954SCole Faust DataLayout::NHWC }); 432*c217d954SCole Faust INode *node_block_6_1_Conv2D_bias = _graph.node(id_block_6_1_Conv2D_bias); 433*c217d954SCole Faust node_block_6_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_6_1_Conv2D_bias", target }); 434*c217d954SCole Faust node_block_6_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_6_1_Conv2D_bias.npy", DataLayout::NHWC)); 435*c217d954SCole Faust 436*c217d954SCole Faust NodeID id_block_6_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 437*c217d954SCole Faust TensorDescriptor 438*c217d954SCole Faust { 439*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 440*c217d954SCole Faust DataType::QASYMM8, 441*c217d954SCole Faust QuantizationInfo(0.00040187727427110076, 132), 442*c217d954SCole Faust DataLayout::NHWC }); 443*c217d954SCole Faust INode *node_block_6_1_FakeQuantWithMinMaxVars = _graph.node(id_block_6_1_FakeQuantWithMinMaxVars); 444*c217d954SCole Faust node_block_6_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_6_1_FakeQuantWithMinMaxVars", target }); 445*c217d954SCole Faust node_block_6_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_6_1_FakeQuantWithMinMaxVars.npy", 446*c217d954SCole Faust DataLayout::NHWC)); 447*c217d954SCole Faust 448*c217d954SCole Faust NodeID id_mul_5_y = _graph.add_node<ConstNode>( 449*c217d954SCole Faust TensorDescriptor 450*c217d954SCole Faust { 451*c217d954SCole Faust TensorShape{ 1 }, 452*c217d954SCole Faust DataType::QASYMM8, 453*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 454*c217d954SCole Faust DataLayout::NHWC }); 455*c217d954SCole Faust INode *node_mul_5_y = _graph.node(id_mul_5_y); 456*c217d954SCole Faust node_mul_5_y->set_common_node_parameters(NodeParams{ "mul_5_y", target }); 457*c217d954SCole Faust node_mul_5_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_5_y.npy", DataLayout::NHWC)); 458*c217d954SCole Faust 459*c217d954SCole Faust NodeID id_block_5_1_Conv2D_bias = _graph.add_node<ConstNode>( 460*c217d954SCole Faust TensorDescriptor 461*c217d954SCole Faust { 462*c217d954SCole Faust TensorShape{ 256 }, 463*c217d954SCole Faust DataType::S32, 464*c217d954SCole Faust QuantizationInfo(1.241092718373693e-06), 465*c217d954SCole Faust DataLayout::NHWC }); 466*c217d954SCole Faust INode *node_block_5_1_Conv2D_bias = _graph.node(id_block_5_1_Conv2D_bias); 467*c217d954SCole Faust node_block_5_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_5_1_Conv2D_bias", target }); 468*c217d954SCole Faust node_block_5_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_5_1_Conv2D_bias.npy", DataLayout::NHWC)); 469*c217d954SCole Faust 470*c217d954SCole Faust NodeID id_block_5_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 471*c217d954SCole Faust TensorDescriptor 472*c217d954SCole Faust { 473*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 474*c217d954SCole Faust DataType::QASYMM8, 475*c217d954SCole Faust QuantizationInfo(0.0003938926674891263, 129), 476*c217d954SCole Faust DataLayout::NHWC }); 477*c217d954SCole Faust INode *node_block_5_1_FakeQuantWithMinMaxVars = _graph.node(id_block_5_1_FakeQuantWithMinMaxVars); 478*c217d954SCole Faust node_block_5_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_5_1_FakeQuantWithMinMaxVars", target }); 479*c217d954SCole Faust node_block_5_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_5_1_FakeQuantWithMinMaxVars.npy", 480*c217d954SCole Faust DataLayout::NHWC)); 481*c217d954SCole Faust 482*c217d954SCole Faust NodeID id_mul_4_y = _graph.add_node<ConstNode>( 483*c217d954SCole Faust TensorDescriptor 484*c217d954SCole Faust { 485*c217d954SCole Faust TensorShape{ 1 }, 486*c217d954SCole Faust DataType::QASYMM8, 487*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 488*c217d954SCole Faust DataLayout::NHWC }); 489*c217d954SCole Faust INode *node_mul_4_y = _graph.node(id_mul_4_y); 490*c217d954SCole Faust node_mul_4_y->set_common_node_parameters(NodeParams{ "mul_4_y", target }); 491*c217d954SCole Faust node_mul_4_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_4_y.npy", DataLayout::NHWC)); 492*c217d954SCole Faust 493*c217d954SCole Faust NodeID id_block_4_1_Conv2D_bias = _graph.add_node<ConstNode>( 494*c217d954SCole Faust TensorDescriptor 495*c217d954SCole Faust { 496*c217d954SCole Faust TensorShape{ 256 }, 497*c217d954SCole Faust DataType::S32, 498*c217d954SCole Faust QuantizationInfo(1.1748390988941537e-06), 499*c217d954SCole Faust DataLayout::NHWC }); 500*c217d954SCole Faust INode *node_block_4_1_Conv2D_bias = _graph.node(id_block_4_1_Conv2D_bias); 501*c217d954SCole Faust node_block_4_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_4_1_Conv2D_bias", target }); 502*c217d954SCole Faust node_block_4_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_4_1_Conv2D_bias.npy", DataLayout::NHWC)); 503*c217d954SCole Faust 504*c217d954SCole Faust NodeID id_block_4_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 505*c217d954SCole Faust TensorDescriptor 506*c217d954SCole Faust { 507*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 508*c217d954SCole Faust DataType::QASYMM8, 509*c217d954SCole Faust QuantizationInfo(0.0003788181929849088, 129), 510*c217d954SCole Faust DataLayout::NHWC }); 511*c217d954SCole Faust INode *node_block_4_1_FakeQuantWithMinMaxVars = _graph.node(id_block_4_1_FakeQuantWithMinMaxVars); 512*c217d954SCole Faust node_block_4_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_4_1_FakeQuantWithMinMaxVars", target }); 513*c217d954SCole Faust node_block_4_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_4_1_FakeQuantWithMinMaxVars.npy", 514*c217d954SCole Faust DataLayout::NHWC)); 515*c217d954SCole Faust 516*c217d954SCole Faust NodeID id_mul_3_y = _graph.add_node<ConstNode>( 517*c217d954SCole Faust TensorDescriptor 518*c217d954SCole Faust { 519*c217d954SCole Faust TensorShape{ 1 }, 520*c217d954SCole Faust DataType::QASYMM8, 521*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 522*c217d954SCole Faust DataLayout::NHWC }); 523*c217d954SCole Faust INode *node_mul_3_y = _graph.node(id_mul_3_y); 524*c217d954SCole Faust node_mul_3_y->set_common_node_parameters(NodeParams{ "mul_3_y", target }); 525*c217d954SCole Faust node_mul_3_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_3_y.npy", DataLayout::NHWC)); 526*c217d954SCole Faust 527*c217d954SCole Faust NodeID id_block_3_1_Conv2D_bias = _graph.add_node<ConstNode>( 528*c217d954SCole Faust TensorDescriptor 529*c217d954SCole Faust { 530*c217d954SCole Faust TensorShape{ 256 }, 531*c217d954SCole Faust DataType::S32, 532*c217d954SCole Faust QuantizationInfo(1.1937011095142225e-06), 533*c217d954SCole Faust DataLayout::NHWC }); 534*c217d954SCole Faust INode *node_block_3_1_Conv2D_bias = _graph.node(id_block_3_1_Conv2D_bias); 535*c217d954SCole Faust node_block_3_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_3_1_Conv2D_bias", target }); 536*c217d954SCole Faust node_block_3_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_3_1_Conv2D_bias.npy", DataLayout::NHWC)); 537*c217d954SCole Faust 538*c217d954SCole Faust NodeID id_block_3_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 539*c217d954SCole Faust TensorDescriptor 540*c217d954SCole Faust { 541*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 542*c217d954SCole Faust DataType::QASYMM8, 543*c217d954SCole Faust QuantizationInfo(0.0003944312920793891, 129), 544*c217d954SCole Faust DataLayout::NHWC }); 545*c217d954SCole Faust INode *node_block_3_1_FakeQuantWithMinMaxVars = _graph.node(id_block_3_1_FakeQuantWithMinMaxVars); 546*c217d954SCole Faust node_block_3_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_3_1_FakeQuantWithMinMaxVars", target }); 547*c217d954SCole Faust node_block_3_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_3_1_FakeQuantWithMinMaxVars.npy", 548*c217d954SCole Faust DataLayout::NHWC)); 549*c217d954SCole Faust 550*c217d954SCole Faust NodeID id_mul_2_y = _graph.add_node<ConstNode>( 551*c217d954SCole Faust TensorDescriptor 552*c217d954SCole Faust { 553*c217d954SCole Faust TensorShape{ 1 }, 554*c217d954SCole Faust DataType::QASYMM8, 555*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 556*c217d954SCole Faust DataLayout::NHWC }); 557*c217d954SCole Faust INode *node_mul_2_y = _graph.node(id_mul_2_y); 558*c217d954SCole Faust node_mul_2_y->set_common_node_parameters(NodeParams{ "mul_2_y", target }); 559*c217d954SCole Faust node_mul_2_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_2_y.npy", DataLayout::NHWC)); 560*c217d954SCole Faust 561*c217d954SCole Faust NodeID id_block_2_1_Conv2D_bias = _graph.add_node<ConstNode>( 562*c217d954SCole Faust TensorDescriptor 563*c217d954SCole Faust { 564*c217d954SCole Faust TensorShape{ 256 }, 565*c217d954SCole Faust DataType::S32, 566*c217d954SCole Faust QuantizationInfo(1.1634580232566805e-06), 567*c217d954SCole Faust DataLayout::NHWC }); 568*c217d954SCole Faust INode *node_block_2_1_Conv2D_bias = _graph.node(id_block_2_1_Conv2D_bias); 569*c217d954SCole Faust node_block_2_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_2_1_Conv2D_bias", target }); 570*c217d954SCole Faust node_block_2_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_2_1_Conv2D_bias.npy", DataLayout::NHWC)); 571*c217d954SCole Faust 572*c217d954SCole Faust NodeID id_block_2_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 573*c217d954SCole Faust TensorDescriptor 574*c217d954SCole Faust { 575*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 576*c217d954SCole Faust DataType::QASYMM8, 577*c217d954SCole Faust QuantizationInfo(0.0003789655165746808, 132), 578*c217d954SCole Faust DataLayout::NHWC }); 579*c217d954SCole Faust INode *node_block_2_1_FakeQuantWithMinMaxVars = _graph.node(id_block_2_1_FakeQuantWithMinMaxVars); 580*c217d954SCole Faust node_block_2_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_2_1_FakeQuantWithMinMaxVars", target }); 581*c217d954SCole Faust node_block_2_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_2_1_FakeQuantWithMinMaxVars.npy", 582*c217d954SCole Faust DataLayout::NHWC)); 583*c217d954SCole Faust 584*c217d954SCole Faust NodeID id_mul_1_y = _graph.add_node<ConstNode>( 585*c217d954SCole Faust TensorDescriptor 586*c217d954SCole Faust { 587*c217d954SCole Faust TensorShape{ 1 }, 588*c217d954SCole Faust DataType::QASYMM8, 589*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 590*c217d954SCole Faust DataLayout::NHWC }); 591*c217d954SCole Faust INode *node_mul_1_y = _graph.node(id_mul_1_y); 592*c217d954SCole Faust node_mul_1_y->set_common_node_parameters(NodeParams{ "mul_1_y", target }); 593*c217d954SCole Faust node_mul_1_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_1_y.npy", DataLayout::NHWC)); 594*c217d954SCole Faust 595*c217d954SCole Faust NodeID id_block_1_1_Conv2D_bias = _graph.add_node<ConstNode>( 596*c217d954SCole Faust TensorDescriptor 597*c217d954SCole Faust { 598*c217d954SCole Faust TensorShape{ 256 }, 599*c217d954SCole Faust DataType::S32, 600*c217d954SCole Faust QuantizationInfo(1.197920255435747e-06), 601*c217d954SCole Faust DataLayout::NHWC }); 602*c217d954SCole Faust INode *node_block_1_1_Conv2D_bias = _graph.node(id_block_1_1_Conv2D_bias); 603*c217d954SCole Faust node_block_1_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_1_1_Conv2D_bias", target }); 604*c217d954SCole Faust node_block_1_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_1_1_Conv2D_bias.npy", DataLayout::NHWC)); 605*c217d954SCole Faust 606*c217d954SCole Faust NodeID id_block_1_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 607*c217d954SCole Faust TensorDescriptor 608*c217d954SCole Faust { 609*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 610*c217d954SCole Faust DataType::QASYMM8, 611*c217d954SCole Faust QuantizationInfo(0.00038527738070115447, 132), 612*c217d954SCole Faust DataLayout::NHWC }); 613*c217d954SCole Faust INode *node_block_1_1_FakeQuantWithMinMaxVars = _graph.node(id_block_1_1_FakeQuantWithMinMaxVars); 614*c217d954SCole Faust node_block_1_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_1_1_FakeQuantWithMinMaxVars", target }); 615*c217d954SCole Faust node_block_1_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_1_1_FakeQuantWithMinMaxVars.npy", 616*c217d954SCole Faust DataLayout::NHWC)); 617*c217d954SCole Faust 618*c217d954SCole Faust NodeID id_mul_y = _graph.add_node<ConstNode>( 619*c217d954SCole Faust TensorDescriptor 620*c217d954SCole Faust { 621*c217d954SCole Faust TensorShape{ 1 }, 622*c217d954SCole Faust DataType::QASYMM8, 623*c217d954SCole Faust QuantizationInfo(0.0003921568568330258), 624*c217d954SCole Faust DataLayout::NHWC }); 625*c217d954SCole Faust INode *node_mul_y = _graph.node(id_mul_y); 626*c217d954SCole Faust node_mul_y->set_common_node_parameters(NodeParams{ "mul_y", target }); 627*c217d954SCole Faust node_mul_y->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/mul_y.npy", DataLayout::NHWC)); 628*c217d954SCole Faust 629*c217d954SCole Faust NodeID id_block_0_1_Conv2D_bias = _graph.add_node<ConstNode>( 630*c217d954SCole Faust TensorDescriptor 631*c217d954SCole Faust { 632*c217d954SCole Faust TensorShape{ 256 }, 633*c217d954SCole Faust DataType::S32, 634*c217d954SCole Faust QuantizationInfo(1.315485519626236e-06), 635*c217d954SCole Faust DataLayout::NHWC }); 636*c217d954SCole Faust INode *node_block_0_1_Conv2D_bias = _graph.node(id_block_0_1_Conv2D_bias); 637*c217d954SCole Faust node_block_0_1_Conv2D_bias->set_common_node_parameters(NodeParams{ "block_0_1_Conv2D_bias", target }); 638*c217d954SCole Faust node_block_0_1_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_0_1_Conv2D_bias.npy", DataLayout::NHWC)); 639*c217d954SCole Faust 640*c217d954SCole Faust NodeID id_block_0_1_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 641*c217d954SCole Faust TensorDescriptor 642*c217d954SCole Faust { 643*c217d954SCole Faust TensorShape{ 256, 3, 3, 256 }, 644*c217d954SCole Faust DataType::QASYMM8, 645*c217d954SCole Faust QuantizationInfo(0.00039420535904355347, 129), 646*c217d954SCole Faust DataLayout::NHWC }); 647*c217d954SCole Faust INode *node_block_0_1_FakeQuantWithMinMaxVars = _graph.node(id_block_0_1_FakeQuantWithMinMaxVars); 648*c217d954SCole Faust node_block_0_1_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "block_0_1_FakeQuantWithMinMaxVars", target }); 649*c217d954SCole Faust node_block_0_1_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/block_0_1_FakeQuantWithMinMaxVars.npy", 650*c217d954SCole Faust DataLayout::NHWC)); 651*c217d954SCole Faust 652*c217d954SCole Faust NodeID id_pre_residual_Conv2D_bias = _graph.add_node<ConstNode>( 653*c217d954SCole Faust TensorDescriptor 654*c217d954SCole Faust { 655*c217d954SCole Faust TensorShape{ 256 }, 656*c217d954SCole Faust DataType::S32, 657*c217d954SCole Faust QuantizationInfo(1.7214160834555514e-06), 658*c217d954SCole Faust DataLayout::NHWC }); 659*c217d954SCole Faust INode *node_pre_residual_Conv2D_bias = _graph.node(id_pre_residual_Conv2D_bias); 660*c217d954SCole Faust node_pre_residual_Conv2D_bias->set_common_node_parameters(NodeParams{ "pre_residual_Conv2D_bias", target }); 661*c217d954SCole Faust node_pre_residual_Conv2D_bias->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/pre_residual_Conv2D_bias.npy", DataLayout::NHWC)); 662*c217d954SCole Faust 663*c217d954SCole Faust NodeID id_pre_residual_FakeQuantWithMinMaxVars = _graph.add_node<ConstNode>( 664*c217d954SCole Faust TensorDescriptor 665*c217d954SCole Faust { 666*c217d954SCole Faust TensorShape{ 3, 3, 3, 256 }, 667*c217d954SCole Faust DataType::QASYMM8, 668*c217d954SCole Faust QuantizationInfo(0.0004389610840007663, 127), 669*c217d954SCole Faust DataLayout::NHWC }); 670*c217d954SCole Faust INode *node_pre_residual_FakeQuantWithMinMaxVars = _graph.node(id_pre_residual_FakeQuantWithMinMaxVars); 671*c217d954SCole Faust node_pre_residual_FakeQuantWithMinMaxVars->set_common_node_parameters(NodeParams{ "pre_residual_FakeQuantWithMinMaxVars", target }); 672*c217d954SCole Faust node_pre_residual_FakeQuantWithMinMaxVars->output(0)->set_accessor(get_weights_accessor(data_path, "/cnn_data/edsr_model/pre_residual_FakeQuantWithMinMaxVars.npy", 673*c217d954SCole Faust DataLayout::NHWC)); 674*c217d954SCole Faust 675*c217d954SCole Faust TensorShape input_shape{}; 676*c217d954SCole Faust input_shape.set(0, 3, false).set(1, 360, false).set(2, 640, false).set(3, 1, false); 677*c217d954SCole Faust 678*c217d954SCole Faust NodeID id_input = _graph.add_node<InputNode>( 679*c217d954SCole Faust TensorDescriptor 680*c217d954SCole Faust { 681*c217d954SCole Faust input_shape, 682*c217d954SCole Faust DataType::QASYMM8, 683*c217d954SCole Faust QuantizationInfo(0.003921568859368563), 684*c217d954SCole Faust DataLayout::NHWC }); 685*c217d954SCole Faust INode *node_input = _graph.node(id_input); 686*c217d954SCole Faust node_input->set_common_node_parameters(NodeParams{ "input", target }); 687*c217d954SCole Faust node_input->output(0)->set_accessor(get_input_accessor(common_params)); 688*c217d954SCole Faust 689*c217d954SCole Faust NodeID id_pre_residual_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 690*c217d954SCole Faust PadStrideInfo 691*c217d954SCole Faust { 692*c217d954SCole Faust 1, 1, 693*c217d954SCole Faust 1, 1, 694*c217d954SCole Faust 1, 1, 695*c217d954SCole Faust DimensionRoundingType::FLOOR }, 696*c217d954SCole Faust 1, 697*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 698*c217d954SCole Faust FastMathHint::Disabled, 699*c217d954SCole Faust QuantizationInfo(0.0033370566088706255, 96)); 700*c217d954SCole Faust INode *node_pre_residual_BiasAdd = _graph.node(id_pre_residual_BiasAdd); 701*c217d954SCole Faust node_pre_residual_BiasAdd->set_common_node_parameters(NodeParams{ "pre_residual_BiasAdd", target }); 702*c217d954SCole Faust _graph.add_connection(id_input, 0, id_pre_residual_BiasAdd, 0); 703*c217d954SCole Faust _graph.add_connection(id_pre_residual_FakeQuantWithMinMaxVars, 0, id_pre_residual_BiasAdd, 1); 704*c217d954SCole Faust _graph.add_connection(id_pre_residual_Conv2D_bias, 0, id_pre_residual_BiasAdd, 2); 705*c217d954SCole Faust 706*c217d954SCole Faust NodeID id_block_0_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 707*c217d954SCole Faust PadStrideInfo 708*c217d954SCole Faust { 709*c217d954SCole Faust 1, 1, 710*c217d954SCole Faust 1, 1, 711*c217d954SCole Faust 1, 1, 712*c217d954SCole Faust DimensionRoundingType::FLOOR }, 713*c217d954SCole Faust 1, 714*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 715*c217d954SCole Faust FastMathHint::Disabled, 716*c217d954SCole Faust QuantizationInfo(0.007344874087721109, 185)); 717*c217d954SCole Faust INode *node_block_0_1_BiasAdd = _graph.node(id_block_0_1_BiasAdd); 718*c217d954SCole Faust node_block_0_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_0_1_BiasAdd", target }); 719*c217d954SCole Faust _graph.add_connection(id_pre_residual_BiasAdd, 0, id_block_0_1_BiasAdd, 0); 720*c217d954SCole Faust _graph.add_connection(id_block_0_1_FakeQuantWithMinMaxVars, 0, id_block_0_1_BiasAdd, 1); 721*c217d954SCole Faust _graph.add_connection(id_block_0_1_Conv2D_bias, 0, id_block_0_1_BiasAdd, 2); 722*c217d954SCole Faust 723*c217d954SCole Faust NodeID id_mul = _graph.add_node<EltwiseLayerNode>( 724*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0006341293919831514, 174 } }); 725*c217d954SCole Faust INode *node_mul = _graph.node(id_mul); 726*c217d954SCole Faust node_mul->set_common_node_parameters(NodeParams{ "mul", target }); 727*c217d954SCole Faust _graph.add_connection(id_block_0_1_BiasAdd, 0, id_mul, 0); 728*c217d954SCole Faust _graph.add_connection(id_mul_y, 0, id_mul, 1); 729*c217d954SCole Faust 730*c217d954SCole Faust NodeID id_add = _graph.add_node<EltwiseLayerNode>( 731*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0031092411372810602, 95 } }); 732*c217d954SCole Faust INode *node_add = _graph.node(id_add); 733*c217d954SCole Faust node_add->set_common_node_parameters(NodeParams{ "add", target }); 734*c217d954SCole Faust _graph.add_connection(id_pre_residual_BiasAdd, 0, id_add, 0); 735*c217d954SCole Faust _graph.add_connection(id_mul, 0, id_add, 1); 736*c217d954SCole Faust 737*c217d954SCole Faust NodeID id_block_1_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 738*c217d954SCole Faust PadStrideInfo 739*c217d954SCole Faust { 740*c217d954SCole Faust 1, 1, 741*c217d954SCole Faust 1, 1, 742*c217d954SCole Faust 1, 1, 743*c217d954SCole Faust DimensionRoundingType::FLOOR }, 744*c217d954SCole Faust 1, 745*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 746*c217d954SCole Faust FastMathHint::Disabled, 747*c217d954SCole Faust QuantizationInfo(0.005333727691322565, 117)); 748*c217d954SCole Faust INode *node_block_1_1_BiasAdd = _graph.node(id_block_1_1_BiasAdd); 749*c217d954SCole Faust node_block_1_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_1_1_BiasAdd", target }); 750*c217d954SCole Faust _graph.add_connection(id_add, 0, id_block_1_1_BiasAdd, 0); 751*c217d954SCole Faust _graph.add_connection(id_block_1_1_FakeQuantWithMinMaxVars, 0, id_block_1_1_BiasAdd, 1); 752*c217d954SCole Faust _graph.add_connection(id_block_1_1_Conv2D_bias, 0, id_block_1_1_BiasAdd, 2); 753*c217d954SCole Faust 754*c217d954SCole Faust NodeID id_mul_1 = _graph.add_node<EltwiseLayerNode>( 755*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004965941770933568, 122 } }); 756*c217d954SCole Faust INode *node_mul_1 = _graph.node(id_mul_1); 757*c217d954SCole Faust node_mul_1->set_common_node_parameters(NodeParams{ "mul_1", target }); 758*c217d954SCole Faust _graph.add_connection(id_block_1_1_BiasAdd, 0, id_mul_1, 0); 759*c217d954SCole Faust _graph.add_connection(id_mul_1_y, 0, id_mul_1, 1); 760*c217d954SCole Faust 761*c217d954SCole Faust NodeID id_add_1 = _graph.add_node<EltwiseLayerNode>( 762*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0030700892675668, 96 } }); 763*c217d954SCole Faust INode *node_add_1 = _graph.node(id_add_1); 764*c217d954SCole Faust node_add_1->set_common_node_parameters(NodeParams{ "add_1", target }); 765*c217d954SCole Faust _graph.add_connection(id_add, 0, id_add_1, 0); 766*c217d954SCole Faust _graph.add_connection(id_mul_1, 0, id_add_1, 1); 767*c217d954SCole Faust 768*c217d954SCole Faust NodeID id_block_2_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 769*c217d954SCole Faust PadStrideInfo 770*c217d954SCole Faust { 771*c217d954SCole Faust 1, 1, 772*c217d954SCole Faust 1, 1, 773*c217d954SCole Faust 1, 1, 774*c217d954SCole Faust DimensionRoundingType::FLOOR }, 775*c217d954SCole Faust 1, 776*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 777*c217d954SCole Faust FastMathHint::Disabled, 778*c217d954SCole Faust QuantizationInfo(0.004199742339551449, 132)); 779*c217d954SCole Faust INode *node_block_2_1_BiasAdd = _graph.node(id_block_2_1_BiasAdd); 780*c217d954SCole Faust node_block_2_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_2_1_BiasAdd", target }); 781*c217d954SCole Faust _graph.add_connection(id_add_1, 0, id_block_2_1_BiasAdd, 0); 782*c217d954SCole Faust _graph.add_connection(id_block_2_1_FakeQuantWithMinMaxVars, 0, id_block_2_1_BiasAdd, 1); 783*c217d954SCole Faust _graph.add_connection(id_block_2_1_Conv2D_bias, 0, id_block_2_1_BiasAdd, 2); 784*c217d954SCole Faust 785*c217d954SCole Faust NodeID id_mul_2 = _graph.add_node<EltwiseLayerNode>( 786*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004133903712499887, 130 } }); 787*c217d954SCole Faust INode *node_mul_2 = _graph.node(id_mul_2); 788*c217d954SCole Faust node_mul_2->set_common_node_parameters(NodeParams{ "mul_2", target }); 789*c217d954SCole Faust _graph.add_connection(id_block_2_1_BiasAdd, 0, id_mul_2, 0); 790*c217d954SCole Faust _graph.add_connection(id_mul_2_y, 0, id_mul_2, 1); 791*c217d954SCole Faust 792*c217d954SCole Faust NodeID id_add_2 = _graph.add_node<EltwiseLayerNode>( 793*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.003026385325938463, 94 } }); 794*c217d954SCole Faust INode *node_add_2 = _graph.node(id_add_2); 795*c217d954SCole Faust node_add_2->set_common_node_parameters(NodeParams{ "add_2", target }); 796*c217d954SCole Faust _graph.add_connection(id_add_1, 0, id_add_2, 0); 797*c217d954SCole Faust _graph.add_connection(id_mul_2, 0, id_add_2, 1); 798*c217d954SCole Faust 799*c217d954SCole Faust NodeID id_block_3_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 800*c217d954SCole Faust PadStrideInfo 801*c217d954SCole Faust { 802*c217d954SCole Faust 1, 1, 803*c217d954SCole Faust 1, 1, 804*c217d954SCole Faust 1, 1, 805*c217d954SCole Faust DimensionRoundingType::FLOOR }, 806*c217d954SCole Faust 1, 807*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 808*c217d954SCole Faust FastMathHint::Disabled, 809*c217d954SCole Faust QuantizationInfo(0.003977528307586908, 142)); 810*c217d954SCole Faust INode *node_block_3_1_BiasAdd = _graph.node(id_block_3_1_BiasAdd); 811*c217d954SCole Faust node_block_3_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_3_1_BiasAdd", target }); 812*c217d954SCole Faust _graph.add_connection(id_add_2, 0, id_block_3_1_BiasAdd, 0); 813*c217d954SCole Faust _graph.add_connection(id_block_3_1_FakeQuantWithMinMaxVars, 0, id_block_3_1_BiasAdd, 1); 814*c217d954SCole Faust _graph.add_connection(id_block_3_1_Conv2D_bias, 0, id_block_3_1_BiasAdd, 2); 815*c217d954SCole Faust 816*c217d954SCole Faust NodeID id_mul_3 = _graph.add_node<EltwiseLayerNode>( 817*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0003943995980080217, 141 } }); 818*c217d954SCole Faust INode *node_mul_3 = _graph.node(id_mul_3); 819*c217d954SCole Faust node_mul_3->set_common_node_parameters(NodeParams{ "mul_3", target }); 820*c217d954SCole Faust _graph.add_connection(id_block_3_1_BiasAdd, 0, id_mul_3, 0); 821*c217d954SCole Faust _graph.add_connection(id_mul_3_y, 0, id_mul_3, 1); 822*c217d954SCole Faust 823*c217d954SCole Faust NodeID id_add_3 = _graph.add_node<EltwiseLayerNode>( 824*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.003101327223703265, 98 } }); 825*c217d954SCole Faust INode *node_add_3 = _graph.node(id_add_3); 826*c217d954SCole Faust node_add_3->set_common_node_parameters(NodeParams{ "add_3", target }); 827*c217d954SCole Faust _graph.add_connection(id_add_2, 0, id_add_3, 0); 828*c217d954SCole Faust _graph.add_connection(id_mul_3, 0, id_add_3, 1); 829*c217d954SCole Faust 830*c217d954SCole Faust NodeID id_block_4_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 831*c217d954SCole Faust PadStrideInfo 832*c217d954SCole Faust { 833*c217d954SCole Faust 1, 1, 834*c217d954SCole Faust 1, 1, 835*c217d954SCole Faust 1, 1, 836*c217d954SCole Faust DimensionRoundingType::FLOOR }, 837*c217d954SCole Faust 1, 838*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 839*c217d954SCole Faust FastMathHint::Disabled, 840*c217d954SCole Faust QuantizationInfo(0.0045388080179691315, 146)); 841*c217d954SCole Faust INode *node_block_4_1_BiasAdd = _graph.node(id_block_4_1_BiasAdd); 842*c217d954SCole Faust node_block_4_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_4_1_BiasAdd", target }); 843*c217d954SCole Faust _graph.add_connection(id_add_3, 0, id_block_4_1_BiasAdd, 0); 844*c217d954SCole Faust _graph.add_connection(id_block_4_1_FakeQuantWithMinMaxVars, 0, id_block_4_1_BiasAdd, 1); 845*c217d954SCole Faust _graph.add_connection(id_block_4_1_Conv2D_bias, 0, id_block_4_1_BiasAdd, 2); 846*c217d954SCole Faust 847*c217d954SCole Faust NodeID id_mul_4 = _graph.add_node<EltwiseLayerNode>( 848*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00044342130422592163, 143 } }); 849*c217d954SCole Faust INode *node_mul_4 = _graph.node(id_mul_4); 850*c217d954SCole Faust node_mul_4->set_common_node_parameters(NodeParams{ "mul_4", target }); 851*c217d954SCole Faust _graph.add_connection(id_block_4_1_BiasAdd, 0, id_mul_4, 0); 852*c217d954SCole Faust _graph.add_connection(id_mul_4_y, 0, id_mul_4, 1); 853*c217d954SCole Faust 854*c217d954SCole Faust NodeID id_add_4 = _graph.add_node<EltwiseLayerNode>( 855*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.003150839824229479, 98 } }); 856*c217d954SCole Faust INode *node_add_4 = _graph.node(id_add_4); 857*c217d954SCole Faust node_add_4->set_common_node_parameters(NodeParams{ "add_4", target }); 858*c217d954SCole Faust _graph.add_connection(id_add_3, 0, id_add_4, 0); 859*c217d954SCole Faust _graph.add_connection(id_mul_4, 0, id_add_4, 1); 860*c217d954SCole Faust 861*c217d954SCole Faust NodeID id_block_5_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 862*c217d954SCole Faust PadStrideInfo 863*c217d954SCole Faust { 864*c217d954SCole Faust 1, 1, 865*c217d954SCole Faust 1, 1, 866*c217d954SCole Faust 1, 1, 867*c217d954SCole Faust DimensionRoundingType::FLOOR }, 868*c217d954SCole Faust 1, 869*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 870*c217d954SCole Faust FastMathHint::Disabled, 871*c217d954SCole Faust QuantizationInfo(0.00402890844270587, 132)); 872*c217d954SCole Faust INode *node_block_5_1_BiasAdd = _graph.node(id_block_5_1_BiasAdd); 873*c217d954SCole Faust node_block_5_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_5_1_BiasAdd", target }); 874*c217d954SCole Faust _graph.add_connection(id_add_4, 0, id_block_5_1_BiasAdd, 0); 875*c217d954SCole Faust _graph.add_connection(id_block_5_1_FakeQuantWithMinMaxVars, 0, id_block_5_1_BiasAdd, 1); 876*c217d954SCole Faust _graph.add_connection(id_block_5_1_Conv2D_bias, 0, id_block_5_1_BiasAdd, 2); 877*c217d954SCole Faust 878*c217d954SCole Faust NodeID id_mul_5 = _graph.add_node<EltwiseLayerNode>( 879*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004023382789455354, 132 } }); 880*c217d954SCole Faust INode *node_mul_5 = _graph.node(id_mul_5); 881*c217d954SCole Faust node_mul_5->set_common_node_parameters(NodeParams{ "mul_5", target }); 882*c217d954SCole Faust _graph.add_connection(id_block_5_1_BiasAdd, 0, id_mul_5, 0); 883*c217d954SCole Faust _graph.add_connection(id_mul_5_y, 0, id_mul_5, 1); 884*c217d954SCole Faust 885*c217d954SCole Faust NodeID id_add_5 = _graph.add_node<EltwiseLayerNode>( 886*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0030975888948887587, 94 } }); 887*c217d954SCole Faust INode *node_add_5 = _graph.node(id_add_5); 888*c217d954SCole Faust node_add_5->set_common_node_parameters(NodeParams{ "add_5", target }); 889*c217d954SCole Faust _graph.add_connection(id_add_4, 0, id_add_5, 0); 890*c217d954SCole Faust _graph.add_connection(id_mul_5, 0, id_add_5, 1); 891*c217d954SCole Faust 892*c217d954SCole Faust NodeID id_block_6_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 893*c217d954SCole Faust PadStrideInfo 894*c217d954SCole Faust { 895*c217d954SCole Faust 1, 1, 896*c217d954SCole Faust 1, 1, 897*c217d954SCole Faust 1, 1, 898*c217d954SCole Faust DimensionRoundingType::FLOOR }, 899*c217d954SCole Faust 1, 900*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 901*c217d954SCole Faust FastMathHint::Disabled, 902*c217d954SCole Faust QuantizationInfo(0.00421866774559021, 125)); 903*c217d954SCole Faust INode *node_block_6_1_BiasAdd = _graph.node(id_block_6_1_BiasAdd); 904*c217d954SCole Faust node_block_6_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_6_1_BiasAdd", target }); 905*c217d954SCole Faust _graph.add_connection(id_add_5, 0, id_block_6_1_BiasAdd, 0); 906*c217d954SCole Faust _graph.add_connection(id_block_6_1_FakeQuantWithMinMaxVars, 0, id_block_6_1_BiasAdd, 1); 907*c217d954SCole Faust _graph.add_connection(id_block_6_1_Conv2D_bias, 0, id_block_6_1_BiasAdd, 2); 908*c217d954SCole Faust 909*c217d954SCole Faust NodeID id_mul_6 = _graph.add_node<EltwiseLayerNode>( 910*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00041950203012675047, 125 } }); 911*c217d954SCole Faust INode *node_mul_6 = _graph.node(id_mul_6); 912*c217d954SCole Faust node_mul_6->set_common_node_parameters(NodeParams{ "mul_6", target }); 913*c217d954SCole Faust _graph.add_connection(id_block_6_1_BiasAdd, 0, id_mul_6, 0); 914*c217d954SCole Faust _graph.add_connection(id_mul_6_y, 0, id_mul_6, 1); 915*c217d954SCole Faust 916*c217d954SCole Faust NodeID id_add_6 = _graph.add_node<EltwiseLayerNode>( 917*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.003155382815748453, 92 } }); 918*c217d954SCole Faust INode *node_add_6 = _graph.node(id_add_6); 919*c217d954SCole Faust node_add_6->set_common_node_parameters(NodeParams{ "add_6", target }); 920*c217d954SCole Faust _graph.add_connection(id_add_5, 0, id_add_6, 0); 921*c217d954SCole Faust _graph.add_connection(id_mul_6, 0, id_add_6, 1); 922*c217d954SCole Faust 923*c217d954SCole Faust NodeID id_block_7_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 924*c217d954SCole Faust PadStrideInfo 925*c217d954SCole Faust { 926*c217d954SCole Faust 1, 1, 927*c217d954SCole Faust 1, 1, 928*c217d954SCole Faust 1, 1, 929*c217d954SCole Faust DimensionRoundingType::FLOOR }, 930*c217d954SCole Faust 1, 931*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 932*c217d954SCole Faust FastMathHint::Disabled, 933*c217d954SCole Faust QuantizationInfo(0.004250136204063892, 143)); 934*c217d954SCole Faust INode *node_block_7_1_BiasAdd = _graph.node(id_block_7_1_BiasAdd); 935*c217d954SCole Faust node_block_7_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_7_1_BiasAdd", target }); 936*c217d954SCole Faust _graph.add_connection(id_add_6, 0, id_block_7_1_BiasAdd, 0); 937*c217d954SCole Faust _graph.add_connection(id_block_7_1_FakeQuantWithMinMaxVars, 0, id_block_7_1_BiasAdd, 1); 938*c217d954SCole Faust _graph.add_connection(id_block_7_1_Conv2D_bias, 0, id_block_7_1_BiasAdd, 2); 939*c217d954SCole Faust 940*c217d954SCole Faust NodeID id_mul_7 = _graph.add_node<EltwiseLayerNode>( 941*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00042401350219734013, 142 } }); 942*c217d954SCole Faust INode *node_mul_7 = _graph.node(id_mul_7); 943*c217d954SCole Faust node_mul_7->set_common_node_parameters(NodeParams{ "mul_7", target }); 944*c217d954SCole Faust _graph.add_connection(id_block_7_1_BiasAdd, 0, id_mul_7, 0); 945*c217d954SCole Faust _graph.add_connection(id_mul_7_y, 0, id_mul_7, 1); 946*c217d954SCole Faust 947*c217d954SCole Faust NodeID id_add_7 = _graph.add_node<EltwiseLayerNode>( 948*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0031760605052113533, 86 } }); 949*c217d954SCole Faust INode *node_add_7 = _graph.node(id_add_7); 950*c217d954SCole Faust node_add_7->set_common_node_parameters(NodeParams{ "add_7", target }); 951*c217d954SCole Faust _graph.add_connection(id_add_6, 0, id_add_7, 0); 952*c217d954SCole Faust _graph.add_connection(id_mul_7, 0, id_add_7, 1); 953*c217d954SCole Faust 954*c217d954SCole Faust NodeID id_block_8_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 955*c217d954SCole Faust PadStrideInfo 956*c217d954SCole Faust { 957*c217d954SCole Faust 1, 1, 958*c217d954SCole Faust 1, 1, 959*c217d954SCole Faust 1, 1, 960*c217d954SCole Faust DimensionRoundingType::FLOOR }, 961*c217d954SCole Faust 1, 962*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 963*c217d954SCole Faust FastMathHint::Disabled, 964*c217d954SCole Faust QuantizationInfo(0.004277155734598637, 123)); 965*c217d954SCole Faust INode *node_block_8_1_BiasAdd = _graph.node(id_block_8_1_BiasAdd); 966*c217d954SCole Faust node_block_8_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_8_1_BiasAdd", target }); 967*c217d954SCole Faust _graph.add_connection(id_add_7, 0, id_block_8_1_BiasAdd, 0); 968*c217d954SCole Faust _graph.add_connection(id_block_8_1_FakeQuantWithMinMaxVars, 0, id_block_8_1_BiasAdd, 1); 969*c217d954SCole Faust _graph.add_connection(id_block_8_1_Conv2D_bias, 0, id_block_8_1_BiasAdd, 2); 970*c217d954SCole Faust 971*c217d954SCole Faust NodeID id_mul_8 = _graph.add_node<EltwiseLayerNode>( 972*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00042673019925132394, 123 } }); 973*c217d954SCole Faust INode *node_mul_8 = _graph.node(id_mul_8); 974*c217d954SCole Faust node_mul_8->set_common_node_parameters(NodeParams{ "mul_8", target }); 975*c217d954SCole Faust _graph.add_connection(id_block_8_1_BiasAdd, 0, id_mul_8, 0); 976*c217d954SCole Faust _graph.add_connection(id_mul_8_y, 0, id_mul_8, 1); 977*c217d954SCole Faust 978*c217d954SCole Faust NodeID id_add_8 = _graph.add_node<EltwiseLayerNode>( 979*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0032156009692698717, 86 } }); 980*c217d954SCole Faust INode *node_add_8 = _graph.node(id_add_8); 981*c217d954SCole Faust node_add_8->set_common_node_parameters(NodeParams{ "add_8", target }); 982*c217d954SCole Faust _graph.add_connection(id_add_7, 0, id_add_8, 0); 983*c217d954SCole Faust _graph.add_connection(id_mul_8, 0, id_add_8, 1); 984*c217d954SCole Faust 985*c217d954SCole Faust NodeID id_block_9_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 986*c217d954SCole Faust PadStrideInfo 987*c217d954SCole Faust { 988*c217d954SCole Faust 1, 1, 989*c217d954SCole Faust 1, 1, 990*c217d954SCole Faust 1, 1, 991*c217d954SCole Faust DimensionRoundingType::FLOOR }, 992*c217d954SCole Faust 1, 993*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 994*c217d954SCole Faust FastMathHint::Disabled, 995*c217d954SCole Faust QuantizationInfo(0.00445037754252553, 129)); 996*c217d954SCole Faust INode *node_block_9_1_BiasAdd = _graph.node(id_block_9_1_BiasAdd); 997*c217d954SCole Faust node_block_9_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_9_1_BiasAdd", target }); 998*c217d954SCole Faust _graph.add_connection(id_add_8, 0, id_block_9_1_BiasAdd, 0); 999*c217d954SCole Faust _graph.add_connection(id_block_9_1_FakeQuantWithMinMaxVars, 0, id_block_9_1_BiasAdd, 1); 1000*c217d954SCole Faust _graph.add_connection(id_block_9_1_Conv2D_bias, 0, id_block_9_1_BiasAdd, 2); 1001*c217d954SCole Faust 1002*c217d954SCole Faust NodeID id_mul_9 = _graph.add_node<EltwiseLayerNode>( 1003*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004448975087143481, 129 } }); 1004*c217d954SCole Faust INode *node_mul_9 = _graph.node(id_mul_9); 1005*c217d954SCole Faust node_mul_9->set_common_node_parameters(NodeParams{ "mul_9", target }); 1006*c217d954SCole Faust _graph.add_connection(id_block_9_1_BiasAdd, 0, id_mul_9, 0); 1007*c217d954SCole Faust _graph.add_connection(id_mul_9_y, 0, id_mul_9, 1); 1008*c217d954SCole Faust 1009*c217d954SCole Faust NodeID id_add_9 = _graph.add_node<EltwiseLayerNode>( 1010*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0032742770854383707, 80 } }); 1011*c217d954SCole Faust INode *node_add_9 = _graph.node(id_add_9); 1012*c217d954SCole Faust node_add_9->set_common_node_parameters(NodeParams{ "add_9", target }); 1013*c217d954SCole Faust _graph.add_connection(id_add_8, 0, id_add_9, 0); 1014*c217d954SCole Faust _graph.add_connection(id_mul_9, 0, id_add_9, 1); 1015*c217d954SCole Faust 1016*c217d954SCole Faust NodeID id_block_10_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1017*c217d954SCole Faust PadStrideInfo 1018*c217d954SCole Faust { 1019*c217d954SCole Faust 1, 1, 1020*c217d954SCole Faust 1, 1, 1021*c217d954SCole Faust 1, 1, 1022*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1023*c217d954SCole Faust 1, 1024*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1025*c217d954SCole Faust FastMathHint::Disabled, 1026*c217d954SCole Faust QuantizationInfo(0.003614710411056876, 131)); 1027*c217d954SCole Faust INode *node_block_10_1_BiasAdd = _graph.node(id_block_10_1_BiasAdd); 1028*c217d954SCole Faust node_block_10_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_10_1_BiasAdd", target }); 1029*c217d954SCole Faust _graph.add_connection(id_add_9, 0, id_block_10_1_BiasAdd, 0); 1030*c217d954SCole Faust _graph.add_connection(id_block_10_1_FakeQuantWithMinMaxVars, 0, id_block_10_1_BiasAdd, 1); 1031*c217d954SCole Faust _graph.add_connection(id_block_10_1_Conv2D_bias, 0, id_block_10_1_BiasAdd, 2); 1032*c217d954SCole Faust 1033*c217d954SCole Faust NodeID id_mul_10 = _graph.add_node<EltwiseLayerNode>( 1034*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00036083892337046564, 130 } }); 1035*c217d954SCole Faust INode *node_mul_10 = _graph.node(id_mul_10); 1036*c217d954SCole Faust node_mul_10->set_common_node_parameters(NodeParams{ "mul_10", target }); 1037*c217d954SCole Faust _graph.add_connection(id_block_10_1_BiasAdd, 0, id_mul_10, 0); 1038*c217d954SCole Faust _graph.add_connection(id_mul_10_y, 0, id_mul_10, 1); 1039*c217d954SCole Faust 1040*c217d954SCole Faust NodeID id_add_10 = _graph.add_node<EltwiseLayerNode>( 1041*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0031881770119071007, 81 } }); 1042*c217d954SCole Faust INode *node_add_10 = _graph.node(id_add_10); 1043*c217d954SCole Faust node_add_10->set_common_node_parameters(NodeParams{ "add_10", target }); 1044*c217d954SCole Faust _graph.add_connection(id_add_9, 0, id_add_10, 0); 1045*c217d954SCole Faust _graph.add_connection(id_mul_10, 0, id_add_10, 1); 1046*c217d954SCole Faust 1047*c217d954SCole Faust NodeID id_block_11_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1048*c217d954SCole Faust PadStrideInfo 1049*c217d954SCole Faust { 1050*c217d954SCole Faust 1, 1, 1051*c217d954SCole Faust 1, 1, 1052*c217d954SCole Faust 1, 1, 1053*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1054*c217d954SCole Faust 1, 1055*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1056*c217d954SCole Faust FastMathHint::Disabled, 1057*c217d954SCole Faust QuantizationInfo(0.003969002980738878, 133)); 1058*c217d954SCole Faust INode *node_block_11_1_BiasAdd = _graph.node(id_block_11_1_BiasAdd); 1059*c217d954SCole Faust node_block_11_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_11_1_BiasAdd", target }); 1060*c217d954SCole Faust _graph.add_connection(id_add_10, 0, id_block_11_1_BiasAdd, 0); 1061*c217d954SCole Faust _graph.add_connection(id_block_11_1_FakeQuantWithMinMaxVars, 0, id_block_11_1_BiasAdd, 1); 1062*c217d954SCole Faust _graph.add_connection(id_block_11_1_Conv2D_bias, 0, id_block_11_1_BiasAdd, 2); 1063*c217d954SCole Faust 1064*c217d954SCole Faust NodeID id_mul_11 = _graph.add_node<EltwiseLayerNode>( 1065*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0003968806122429669, 133 } }); 1066*c217d954SCole Faust INode *node_mul_11 = _graph.node(id_mul_11); 1067*c217d954SCole Faust node_mul_11->set_common_node_parameters(NodeParams{ "mul_11", target }); 1068*c217d954SCole Faust _graph.add_connection(id_block_11_1_BiasAdd, 0, id_mul_11, 0); 1069*c217d954SCole Faust _graph.add_connection(id_mul_11_y, 0, id_mul_11, 1); 1070*c217d954SCole Faust 1071*c217d954SCole Faust NodeID id_add_11 = _graph.add_node<EltwiseLayerNode>( 1072*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0032707711216062307, 80 } }); 1073*c217d954SCole Faust INode *node_add_11 = _graph.node(id_add_11); 1074*c217d954SCole Faust node_add_11->set_common_node_parameters(NodeParams{ "add_11", target }); 1075*c217d954SCole Faust _graph.add_connection(id_add_10, 0, id_add_11, 0); 1076*c217d954SCole Faust _graph.add_connection(id_mul_11, 0, id_add_11, 1); 1077*c217d954SCole Faust 1078*c217d954SCole Faust NodeID id_block_12_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1079*c217d954SCole Faust PadStrideInfo 1080*c217d954SCole Faust { 1081*c217d954SCole Faust 1, 1, 1082*c217d954SCole Faust 1, 1, 1083*c217d954SCole Faust 1, 1, 1084*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1085*c217d954SCole Faust 1, 1086*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1087*c217d954SCole Faust FastMathHint::Disabled, 1088*c217d954SCole Faust QuantizationInfo(0.004366801120340824, 110)); 1089*c217d954SCole Faust INode *node_block_12_1_BiasAdd = _graph.node(id_block_12_1_BiasAdd); 1090*c217d954SCole Faust node_block_12_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_12_1_BiasAdd", target }); 1091*c217d954SCole Faust _graph.add_connection(id_add_11, 0, id_block_12_1_BiasAdd, 0); 1092*c217d954SCole Faust _graph.add_connection(id_block_12_1_FakeQuantWithMinMaxVars, 0, id_block_12_1_BiasAdd, 1); 1093*c217d954SCole Faust _graph.add_connection(id_block_12_1_Conv2D_bias, 0, id_block_12_1_BiasAdd, 2); 1094*c217d954SCole Faust 1095*c217d954SCole Faust NodeID id_mul_12 = _graph.add_node<EltwiseLayerNode>( 1096*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004365936329122633, 110 } }); 1097*c217d954SCole Faust INode *node_mul_12 = _graph.node(id_mul_12); 1098*c217d954SCole Faust node_mul_12->set_common_node_parameters(NodeParams{ "mul_12", target }); 1099*c217d954SCole Faust _graph.add_connection(id_block_12_1_BiasAdd, 0, id_mul_12, 0); 1100*c217d954SCole Faust _graph.add_connection(id_mul_12_y, 0, id_mul_12, 1); 1101*c217d954SCole Faust 1102*c217d954SCole Faust NodeID id_add_12 = _graph.add_node<EltwiseLayerNode>( 1103*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.003275055903941393, 79 } }); 1104*c217d954SCole Faust INode *node_add_12 = _graph.node(id_add_12); 1105*c217d954SCole Faust node_add_12->set_common_node_parameters(NodeParams{ "add_12", target }); 1106*c217d954SCole Faust _graph.add_connection(id_add_11, 0, id_add_12, 0); 1107*c217d954SCole Faust _graph.add_connection(id_mul_12, 0, id_add_12, 1); 1108*c217d954SCole Faust 1109*c217d954SCole Faust NodeID id_block_13_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1110*c217d954SCole Faust PadStrideInfo 1111*c217d954SCole Faust { 1112*c217d954SCole Faust 1, 1, 1113*c217d954SCole Faust 1, 1, 1114*c217d954SCole Faust 1, 1, 1115*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1116*c217d954SCole Faust 1, 1117*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1118*c217d954SCole Faust FastMathHint::Disabled, 1119*c217d954SCole Faust QuantizationInfo(0.004386766813695431, 139)); 1120*c217d954SCole Faust INode *node_block_13_1_BiasAdd = _graph.node(id_block_13_1_BiasAdd); 1121*c217d954SCole Faust node_block_13_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_13_1_BiasAdd", target }); 1122*c217d954SCole Faust _graph.add_connection(id_add_12, 0, id_block_13_1_BiasAdd, 0); 1123*c217d954SCole Faust _graph.add_connection(id_block_13_1_FakeQuantWithMinMaxVars, 0, id_block_13_1_BiasAdd, 1); 1124*c217d954SCole Faust _graph.add_connection(id_block_13_1_Conv2D_bias, 0, id_block_13_1_BiasAdd, 2); 1125*c217d954SCole Faust 1126*c217d954SCole Faust NodeID id_mul_13 = _graph.add_node<EltwiseLayerNode>( 1127*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004385628562886268, 139 } }); 1128*c217d954SCole Faust INode *node_mul_13 = _graph.node(id_mul_13); 1129*c217d954SCole Faust node_mul_13->set_common_node_parameters(NodeParams{ "mul_13", target }); 1130*c217d954SCole Faust _graph.add_connection(id_block_13_1_BiasAdd, 0, id_mul_13, 0); 1131*c217d954SCole Faust _graph.add_connection(id_mul_13_y, 0, id_mul_13, 1); 1132*c217d954SCole Faust 1133*c217d954SCole Faust NodeID id_add_13 = _graph.add_node<EltwiseLayerNode>( 1134*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0033287261612713337, 78 } }); 1135*c217d954SCole Faust INode *node_add_13 = _graph.node(id_add_13); 1136*c217d954SCole Faust node_add_13->set_common_node_parameters(NodeParams{ "add_13", target }); 1137*c217d954SCole Faust _graph.add_connection(id_add_12, 0, id_add_13, 0); 1138*c217d954SCole Faust _graph.add_connection(id_mul_13, 0, id_add_13, 1); 1139*c217d954SCole Faust 1140*c217d954SCole Faust NodeID id_block_14_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1141*c217d954SCole Faust PadStrideInfo 1142*c217d954SCole Faust { 1143*c217d954SCole Faust 1, 1, 1144*c217d954SCole Faust 1, 1, 1145*c217d954SCole Faust 1, 1, 1146*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1147*c217d954SCole Faust 1, 1148*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1149*c217d954SCole Faust FastMathHint::Disabled, 1150*c217d954SCole Faust QuantizationInfo(0.0038069337606430054, 130)); 1151*c217d954SCole Faust INode *node_block_14_1_BiasAdd = _graph.node(id_block_14_1_BiasAdd); 1152*c217d954SCole Faust node_block_14_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_14_1_BiasAdd", target }); 1153*c217d954SCole Faust _graph.add_connection(id_add_13, 0, id_block_14_1_BiasAdd, 0); 1154*c217d954SCole Faust _graph.add_connection(id_block_14_1_FakeQuantWithMinMaxVars, 0, id_block_14_1_BiasAdd, 1); 1155*c217d954SCole Faust _graph.add_connection(id_block_14_1_Conv2D_bias, 0, id_block_14_1_BiasAdd, 2); 1156*c217d954SCole Faust 1157*c217d954SCole Faust NodeID id_mul_14 = _graph.add_node<EltwiseLayerNode>( 1158*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.00037829321809113026, 130 } }); 1159*c217d954SCole Faust INode *node_mul_14 = _graph.node(id_mul_14); 1160*c217d954SCole Faust node_mul_14->set_common_node_parameters(NodeParams{ "mul_14", target }); 1161*c217d954SCole Faust _graph.add_connection(id_block_14_1_BiasAdd, 0, id_mul_14, 0); 1162*c217d954SCole Faust _graph.add_connection(id_mul_14_y, 0, id_mul_14, 1); 1163*c217d954SCole Faust 1164*c217d954SCole Faust NodeID id_add_14 = _graph.add_node<EltwiseLayerNode>( 1165*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0033590947277843952, 77 } }); 1166*c217d954SCole Faust INode *node_add_14 = _graph.node(id_add_14); 1167*c217d954SCole Faust node_add_14->set_common_node_parameters(NodeParams{ "add_14", target }); 1168*c217d954SCole Faust _graph.add_connection(id_add_13, 0, id_add_14, 0); 1169*c217d954SCole Faust _graph.add_connection(id_mul_14, 0, id_add_14, 1); 1170*c217d954SCole Faust 1171*c217d954SCole Faust NodeID id_block_15_1_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1172*c217d954SCole Faust PadStrideInfo 1173*c217d954SCole Faust { 1174*c217d954SCole Faust 1, 1, 1175*c217d954SCole Faust 1, 1, 1176*c217d954SCole Faust 1, 1, 1177*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1178*c217d954SCole Faust 1, 1179*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1180*c217d954SCole Faust FastMathHint::Disabled, 1181*c217d954SCole Faust QuantizationInfo(0.004009159281849861, 130)); 1182*c217d954SCole Faust INode *node_block_15_1_BiasAdd = _graph.node(id_block_15_1_BiasAdd); 1183*c217d954SCole Faust node_block_15_1_BiasAdd->set_common_node_parameters(NodeParams{ "block_15_1_BiasAdd", target }); 1184*c217d954SCole Faust _graph.add_connection(id_add_14, 0, id_block_15_1_BiasAdd, 0); 1185*c217d954SCole Faust _graph.add_connection(id_block_15_1_FakeQuantWithMinMaxVars, 0, id_block_15_1_BiasAdd, 1); 1186*c217d954SCole Faust _graph.add_connection(id_block_15_1_Conv2D_bias, 0, id_block_15_1_BiasAdd, 2); 1187*c217d954SCole Faust 1188*c217d954SCole Faust NodeID id_mul_15 = _graph.add_node<EltwiseLayerNode>( 1189*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Mul, QuantizationInfo{ 0.0004008286341559142, 130 } }); 1190*c217d954SCole Faust INode *node_mul_15 = _graph.node(id_mul_15); 1191*c217d954SCole Faust node_mul_15->set_common_node_parameters(NodeParams{ "mul_15", target }); 1192*c217d954SCole Faust _graph.add_connection(id_block_15_1_BiasAdd, 0, id_mul_15, 0); 1193*c217d954SCole Faust _graph.add_connection(id_mul_15_y, 0, id_mul_15, 1); 1194*c217d954SCole Faust 1195*c217d954SCole Faust NodeID id_add_15 = _graph.add_node<EltwiseLayerNode>( 1196*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0035031239967793226, 78 } }); 1197*c217d954SCole Faust INode *node_add_15 = _graph.node(id_add_15); 1198*c217d954SCole Faust node_add_15->set_common_node_parameters(NodeParams{ "add_15", target }); 1199*c217d954SCole Faust _graph.add_connection(id_add_14, 0, id_add_15, 0); 1200*c217d954SCole Faust _graph.add_connection(id_mul_15, 0, id_add_15, 1); 1201*c217d954SCole Faust 1202*c217d954SCole Faust NodeID id_post_residual_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1203*c217d954SCole Faust PadStrideInfo 1204*c217d954SCole Faust { 1205*c217d954SCole Faust 1, 1, 1206*c217d954SCole Faust 1, 1, 1207*c217d954SCole Faust 1, 1, 1208*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1209*c217d954SCole Faust 1, 1210*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1211*c217d954SCole Faust FastMathHint::Disabled, 1212*c217d954SCole Faust QuantizationInfo(0.005167999770492315, 112)); 1213*c217d954SCole Faust INode *node_post_residual_BiasAdd = _graph.node(id_post_residual_BiasAdd); 1214*c217d954SCole Faust node_post_residual_BiasAdd->set_common_node_parameters(NodeParams{ "post_residual_BiasAdd", target }); 1215*c217d954SCole Faust _graph.add_connection(id_add_15, 0, id_post_residual_BiasAdd, 0); 1216*c217d954SCole Faust _graph.add_connection(id_post_residual_FakeQuantWithMinMaxVars, 0, id_post_residual_BiasAdd, 1); 1217*c217d954SCole Faust _graph.add_connection(id_post_residual_Conv2D_bias, 0, id_post_residual_BiasAdd, 2); 1218*c217d954SCole Faust 1219*c217d954SCole Faust NodeID id_add_16 = _graph.add_node<EltwiseLayerNode>( 1220*c217d954SCole Faust descriptors::EltwiseLayerDescriptor{ EltwiseOperation::Add, QuantizationInfo{ 0.0065071373246610165, 89 } }); 1221*c217d954SCole Faust INode *node_add_16 = _graph.node(id_add_16); 1222*c217d954SCole Faust node_add_16->set_common_node_parameters(NodeParams{ "add_16", target }); 1223*c217d954SCole Faust _graph.add_connection(id_post_residual_BiasAdd, 0, id_add_16, 0); 1224*c217d954SCole Faust _graph.add_connection(id_pre_residual_BiasAdd, 0, id_add_16, 1); 1225*c217d954SCole Faust 1226*c217d954SCole Faust NodeID id_pre_upscale_BiasAdd = _graph.add_node<ConvolutionLayerNode>( 1227*c217d954SCole Faust PadStrideInfo 1228*c217d954SCole Faust { 1229*c217d954SCole Faust 1, 1, 1230*c217d954SCole Faust 1, 1, 1231*c217d954SCole Faust 1, 1, 1232*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1233*c217d954SCole Faust 1, 1234*c217d954SCole Faust arm_compute::graph::ConvolutionMethod::Default, 1235*c217d954SCole Faust FastMathHint::Disabled, 1236*c217d954SCole Faust QuantizationInfo(0.005013593938201666, 26)); 1237*c217d954SCole Faust INode *node_pre_upscale_BiasAdd = _graph.node(id_pre_upscale_BiasAdd); 1238*c217d954SCole Faust node_pre_upscale_BiasAdd->set_common_node_parameters(NodeParams{ "pre_upscale_BiasAdd", target }); 1239*c217d954SCole Faust _graph.add_connection(id_add_16, 0, id_pre_upscale_BiasAdd, 0); 1240*c217d954SCole Faust _graph.add_connection(id_pre_upscale_FakeQuantWithMinMaxVars, 0, id_pre_upscale_BiasAdd, 1); 1241*c217d954SCole Faust _graph.add_connection(id_pre_upscale_Conv2D_bias, 0, id_pre_upscale_BiasAdd, 2); 1242*c217d954SCole Faust 1243*c217d954SCole Faust NodeID id_upscale_net_FakeQuantWithMinMaxVars_1 = _graph.add_node<DeconvolutionLayerNode>( 1244*c217d954SCole Faust descriptors::DeconvolutionLayerDescriptor 1245*c217d954SCole Faust { 1246*c217d954SCole Faust PadStrideInfo{ 1247*c217d954SCole Faust 2, 2, 1248*c217d954SCole Faust 0, 0, 1249*c217d954SCole Faust 0, 0, 1250*c217d954SCole Faust DimensionRoundingType::FLOOR }, 1251*c217d954SCole Faust QuantizationInfo{ 0.004990961868315935, 26 } }); 1252*c217d954SCole Faust INode *node_upscale_net_FakeQuantWithMinMaxVars_1 = _graph.node(id_upscale_net_FakeQuantWithMinMaxVars_1); 1253*c217d954SCole Faust node_upscale_net_FakeQuantWithMinMaxVars_1->set_common_node_parameters(NodeParams{ "upscale_net_FakeQuantWithMinMaxVars_1", target }); 1254*c217d954SCole Faust _graph.add_connection(id_pre_upscale_BiasAdd, 0, id_upscale_net_FakeQuantWithMinMaxVars_1, 0); 1255*c217d954SCole Faust _graph.add_connection(id_upscale_net_FakeQuantWithMinMaxVars_transposed, 0, id_upscale_net_FakeQuantWithMinMaxVars_1, 1); 1256*c217d954SCole Faust TensorShape output_shape; 1257*c217d954SCole Faust output_shape.set(0, 3, false).set(1, 720, false).set(2, 1280, false).set(3, 1, false); 1258*c217d954SCole Faust 1259*c217d954SCole Faust NodeID id_output_140211982446376 = _graph.add_node<OutputNode>(); 1260*c217d954SCole Faust INode *node_output_140211982446376 = _graph.node(id_output_140211982446376); 1261*c217d954SCole Faust node_output_140211982446376->set_common_node_parameters(NodeParams{ "output_140211982446376", target }); 1262*c217d954SCole Faust _graph.add_connection(id_upscale_net_FakeQuantWithMinMaxVars_1, 0, id_output_140211982446376, 0); 1263*c217d954SCole Faust node_output_140211982446376->input(0)->set_accessor(get_npy_output_accessor(expected_output_filename.value(), output_shape, common_params.data_type, 1264*c217d954SCole Faust common_params.data_layout)); 1265*c217d954SCole Faust 1266*c217d954SCole Faust return true; 1267*c217d954SCole Faust } 1268*c217d954SCole Faust graph()1269*c217d954SCole Faust arm_compute::graph::Graph &graph() 1270*c217d954SCole Faust { 1271*c217d954SCole Faust return _graph; 1272*c217d954SCole Faust } 1273*c217d954SCole Faust 1274*c217d954SCole Faust private: 1275*c217d954SCole Faust arm_compute::graph::Graph _graph; 1276*c217d954SCole Faust }; 1277*c217d954SCole Faust 1278*c217d954SCole Faust #endif /* ARM_COMPUTE_GRAPH_EDSR_H */ 1279