├── .gitignore ├── LICENSE ├── README.md ├── rpi_prototype ├── cpp_bnn │ ├── README.md │ ├── build │ │ └── exe_files │ │ │ ├── cpp_library_test_code │ │ │ ├── test_armadillo │ │ │ ├── test_blas │ │ │ ├── test_blis │ │ │ ├── test_boost │ │ │ └── test_neon_simd │ │ │ ├── integration_test │ │ │ ├── massif.out.test_mlp_vanilla_opt_1000_epoch_3 │ │ │ ├── massif.out.test_mlp_vanilla_opt_100_epoch_3 │ │ │ ├── massif.out.test_mlp_vanilla_opt_200_epoch_3 │ │ │ ├── massif.out.test_mlp_vanilla_opt_400_epoch_3 │ │ │ ├── massif.out.test_mlp_vanilla_opt_500_epoch_3 │ │ │ ├── massif.out.test_mlp_xnor_opt_100_epoch_3 │ │ │ ├── massif.out.test_mlp_xnor_opt_200_epoch_3 │ │ │ ├── massif.out.test_vanilla_100_epoch_3 │ │ │ ├── massif.out.test_vanilla_200_epoch_3 │ │ │ ├── massif.out.test_vanilla_400_epoch_3 │ │ │ ├── massif.out.test_vanilla_500_epoch_3 │ │ │ ├── massif.out.test_vanilla_opt_100_epoch_3 │ │ │ ├── massif.out.test_vanilla_opt_200_epoch_3 │ │ │ ├── massif.out.test_vanilla_opt_400_epoch_3 │ │ │ ├── massif.out.test_vanilla_opt_500_epoch_3 │ │ │ ├── massif.out.test_vanilla_ovw1d_100_epoch_3 │ │ │ ├── massif.out.test_vanilla_ovw1d_200_epoch_3 │ │ │ ├── massif.out.test_vanilla_ovw1d_200_epoch_3_RVO_fail │ │ │ ├── massif.out.test_vanilla_ovw1d_200_epoch_3_no_reserve │ │ │ ├── massif.out.test_vanilla_ovw1d_400_epoch_3 │ │ │ ├── massif.out.test_xnor_1000_epoch_3 │ │ │ ├── massif.out.test_xnor_100_epoch_3 │ │ │ ├── massif.out.test_xnor_100_epoch_3_float16 │ │ │ ├── massif.out.test_xnor_100_epoch_3_no_reserve │ │ │ ├── massif.out.test_xnor_200_epoch_3 │ │ │ ├── massif.out.test_xnor_200_epoch_3_no_reserve │ │ │ ├── massif.out.test_xnor_400_epoch_3 │ │ │ ├── massif.out.test_xnor_500_epoch_3 │ │ │ ├── massif.out.test_xnor_opt_1000_epoch_3 │ │ │ ├── massif.out.test_xnor_opt_100_epoch_3 │ │ │ ├── massif.out.test_xnor_opt_200_epoch_3 │ │ │ ├── massif.out.test_xnor_opt_400_epoch_3 │ │ │ ├── massif.out.test_xnor_opt_500_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_1000_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_100_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_100_epoch_3_forward │ │ │ ├── massif.out.test_xnor_ovw1d_100_epoch_3_forward_reserve │ │ │ ├── massif.out.test_xnor_ovw1d_200_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_200_epoch_3_RVO_fail │ │ │ ├── massif.out.test_xnor_ovw1d_400_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_500_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_po2_1000_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_po2_100_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_po2_200_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_po2_400_epoch_3 │ │ │ ├── massif.out.test_xnor_ovw1d_po2_500_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_100_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_100_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_200_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_200_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_400_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_400_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_40_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_40_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_500_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_500_epoch_3 │ │ │ ├── massif.out.vanilla_naive_layer_test_80_baseline │ │ │ ├── massif.out.vanilla_naive_layer_test_80_epoch_3 │ │ │ ├── massif.out.vanilla_optimized_test_layers_10_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_100_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_100_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_200_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_200_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_400_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_400_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_40_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_40_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_500_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_500_epoch_3 │ │ │ ├── massif.out.xnor_naive_layer_test_80_baseline │ │ │ ├── massif.out.xnor_naive_layer_test_80_epoch_3 │ │ │ ├── massif.out.xnor_optimized_mlp_100_epoch_1 │ │ │ └── mlp_results │ │ │ │ ├── massif.out.test_mlp_vanilla_1000_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_100_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_200_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_400_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_500_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_100_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_opt_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_1000_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_100_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_200_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_400_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_500_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw1d_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw_100_baseline │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw_100_epoch_1 │ │ │ │ ├── massif.out.test_mlp_vanilla_ovw_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_1000_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_100_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_100_epoch_3_float16 │ │ │ │ ├── massif.out.test_mlp_xnor_100_epoch_3_po2_5_bits │ │ │ │ ├── massif.out.test_mlp_xnor_200_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_400_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_500_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_500_epoch_3_float16 │ │ │ │ ├── massif.out.test_mlp_xnor_500_epoch_3_po2_5_bits │ │ │ │ ├── massif.out.test_mlp_xnor_500_epoch_3_po2_5_bits_reserve │ │ │ │ ├── massif.out.test_mlp_xnor_opt_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_opt_100_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_opt_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_opt_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_opt_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_opt_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_1000_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_100_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_500_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw1d_500_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_1000_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_1000_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_100_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_100_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_100_epoch_3_reserve │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_200_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_200_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_400_baseline │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_400_epoch_3 │ │ │ │ ├── massif.out.test_mlp_xnor_ovw_500_baseline │ │ │ │ └── massif.out.test_mlp_xnor_ovw_500_epoch_3 │ │ │ ├── makefile_integration_test │ │ │ ├── makefile_naive_layers │ │ │ ├── makefile_naive_layers_ovw │ │ │ ├── makefile_optimized_layers │ │ │ ├── makefile_ovw_naive_layers │ │ │ ├── makefile_test │ │ │ ├── naive_layer_test_exe │ │ │ ├── test_binary_vanilla │ │ │ ├── test_binary_xnor │ │ │ ├── test_convnet_vanilla │ │ │ ├── test_convnet_xnor │ │ │ ├── test_mlp_vanilla │ │ │ ├── test_mlp_vanilla_opt │ │ │ ├── test_mlp_vanilla_ovw │ │ │ ├── test_mlp_vanilla_ovw1d │ │ │ ├── test_mlp_xnor │ │ │ ├── test_mlp_xnor_opt │ │ │ ├── test_mlp_xnor_ovw │ │ │ ├── test_mlp_xnor_po2 │ │ │ ├── test_vanilla_binarynet_opt │ │ │ └── test_xnor_binarynet_opt │ │ │ ├── naive_layers │ │ │ ├── common_layers │ │ │ │ ├── activation_layer.o │ │ │ │ ├── flatten.o │ │ │ │ ├── loss.o │ │ │ │ ├── max_pooling.o │ │ │ │ ├── optimizers.o │ │ │ │ └── softmax.o │ │ │ ├── vanilla_layers │ │ │ │ ├── vanilla_batchnorm_conv.o │ │ │ │ ├── vanilla_batchnorm_dense.o │ │ │ │ ├── vanilla_convolution.o │ │ │ │ ├── vanilla_convolution_ovw1d.o │ │ │ │ ├── vanilla_dense.o │ │ │ │ ├── vanilla_dense_ovw.o │ │ │ │ └── vanilla_dense_ovw1d.o │ │ │ └── xnor_layers │ │ │ │ ├── batchnorm.o │ │ │ │ ├── batchnorm_conv.o │ │ │ │ ├── batchnorm_dense.o │ │ │ │ ├── convolution.o │ │ │ │ ├── dense.o │ │ │ │ ├── gradient_quantisation_utils.o │ │ │ │ ├── xnor_batchnorm_conv.o │ │ │ │ ├── xnor_batchnorm_dense.o │ │ │ │ ├── xnor_convolution.o │ │ │ │ ├── xnor_convolution_ovw1d.o │ │ │ │ ├── xnor_dense.o │ │ │ │ ├── xnor_dense_ovw.o │ │ │ │ └── xnor_dense_ovw1d.o │ │ │ ├── naive_layers_ov │ │ │ └── naive_layers │ │ │ │ ├── common_layers │ │ │ │ ├── activation_layer.o │ │ │ │ ├── flatten.o │ │ │ │ ├── loss.o │ │ │ │ ├── max_pooling.o │ │ │ │ └── softmax.o │ │ │ │ ├── vanilla_layers │ │ │ │ ├── vanilla_batchnorm_conv.o │ │ │ │ ├── vanilla_batchnorm_dense.o │ │ │ │ ├── vanilla_convolution.o │ │ │ │ └── vanilla_dense.o │ │ │ │ └── xnor_layers │ │ │ │ ├── batchnorm.o │ │ │ │ ├── batchnorm_conv.o │ │ │ │ ├── batchnorm_dense.o │ │ │ │ ├── convolution.o │ │ │ │ ├── dense.o │ │ │ │ ├── gradient_quantisation_utils.o │ │ │ │ ├── xnor_batchnorm_conv.o │ │ │ │ ├── xnor_batchnorm_dense.o │ │ │ │ ├── xnor_convolution.o │ │ │ │ └── xnor_dense.o │ │ │ ├── optimized_layers │ │ │ ├── vanilla_layers │ │ │ │ ├── opt_vanilla_convolution.o │ │ │ │ └── opt_vanilla_dense.o │ │ │ └── xnor_layers │ │ │ │ ├── opt_vanilla_dense.o │ │ │ │ ├── opt_xnor_convolution.o │ │ │ │ ├── opt_xnor_dense.o │ │ │ │ └── po2_xnor_dense.o │ │ │ └── test_exe │ │ │ ├── test_opt_vanilla_dense │ │ │ ├── test_opt_xnor_convolution │ │ │ └── test_opt_xnor_dense │ └── lib │ │ ├── integration_test │ │ ├── model_signatures.h │ │ ├── opt_vanilla_BinaryNet.cpp │ │ ├── opt_vanilla_multilayer_perceptron.cpp │ │ ├── opt_vanilla_naive_layer_test.cpp │ │ ├── opt_xnor_BinaryNet.cpp │ │ ├── opt_xnor_multilayer_perceptron.cpp │ │ ├── opt_xnor_naive_layer_test.cpp │ │ ├── ovw1d_vanilla_multilayer_perceptron.cpp │ │ ├── ovw1d_xnor_multilayer_perceptron.cpp │ │ ├── ovw_vanilla_multilayer_perceptron.cpp │ │ ├── ovw_vanilla_naive_layer_test.cpp │ │ ├── ovw_xnor_multilayer_perceptron.cpp │ │ ├── ovw_xnor_naive_layer_test.cpp │ │ ├── po2_ovw_xnor_naive_layer_test.cpp │ │ ├── po2_xnor_multilayer_perceptron.cpp │ │ ├── vanilla_binarynet.cpp │ │ ├── vanilla_convnet.cpp │ │ ├── vanilla_multilayer_perceptron.cpp │ │ ├── vanilla_naive_layer_test.cpp │ │ ├── xnor_binarynet.cpp │ │ ├── xnor_convnet.cpp │ │ ├── xnor_multilayer_perceptron.cpp │ │ └── xnor_naive_layer_test.cpp │ │ ├── library_test_code │ │ ├── arma_main.cpp │ │ ├── blas_main.cpp │ │ ├── boost_main.cpp │ │ ├── eigen_main.cpp │ │ ├── makefile_library_test_code │ │ ├── memory_profile_results │ │ │ ├── O2 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_armadillo_O2_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_blas_O2_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_256_FP32_old │ │ │ │ ├── massif.outtest_boost_O2_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_boost_O2_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_eigen3_O2_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_128_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_256_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_512_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_64_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O2_batch_size_64_FP32 │ │ │ │ └── massif.outtest_neon_simd_O2_batch_size_64_mix_INT8_FP32 │ │ │ ├── O3 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_armadillo_O3_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_blas_O3_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_boost_O3_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_eigen3_O3_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_1024_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_128_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_2048_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_256_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_512_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_64_FP16 │ │ │ │ ├── massif.outtest_neon_simd_O3_batch_size_64_FP32 │ │ │ │ └── massif.outtest_neon_simd_O3_batch_size_64_mix_INT8_FP32 │ │ │ └── Ofast │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_armadillo_Ofast_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_blas_Ofast_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_boost_Ofast_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_64_FP32 │ │ │ │ ├── massif.outtest_eigen3_Ofast_batch_size_64_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_1024_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_1024_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_1024_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_128_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_128_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_128_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_2048_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_2048_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_2048_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_256_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_256_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_256_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_512_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_512_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_512_mix_INT8_FP32 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_64_FP16 │ │ │ │ ├── massif.outtest_neon_simd_Ofast_batch_size_64_FP32 │ │ │ │ └── massif.outtest_neon_simd_Ofast_batch_size_64_mix_INT8_FP32 │ │ ├── neon_main.cpp │ │ ├── test_exe │ │ │ ├── test_armadillo_O2 │ │ │ ├── test_armadillo_O3 │ │ │ ├── test_armadillo_Ofast │ │ │ ├── test_blas_O2 │ │ │ ├── test_blas_O3 │ │ │ ├── test_blas_Ofast │ │ │ ├── test_boost_O2 │ │ │ ├── test_boost_O3 │ │ │ ├── test_boost_Ofast │ │ │ ├── test_eigen3_O2 │ │ │ ├── test_eigen3_O3 │ │ │ ├── test_eigen3_Ofast │ │ │ ├── test_neon_simd_O2 │ │ │ ├── test_neon_simd_O3 │ │ │ ├── test_neon_simd_Ofast │ │ │ ├── test_vector_O2 │ │ │ ├── test_vector_O3 │ │ │ └── test_vector_Ofast │ │ └── vector_main.cpp │ │ ├── misc │ │ ├── batch_norm.cpp │ │ ├── batch_norm.h │ │ ├── bit_utils.cpp │ │ ├── bit_utils.h │ │ ├── cpp_profile_main.cpp │ │ ├── cpp_profile_mat_1024.cpp │ │ ├── cpp_profile_mat_2048.cpp │ │ ├── cpp_profile_mat_test.cpp │ │ ├── data_types.h │ │ ├── dense.cpp │ │ ├── dense.h │ │ ├── grad_quan_new │ │ │ ├── gradient_quantisation_utils.cpp │ │ │ ├── gradient_quantisation_utils.h │ │ │ └── test_code.cpp │ │ ├── gradient_quantisation.cpp │ │ ├── gradient_quantisation.h │ │ ├── initializers.cpp │ │ └── initializers.h │ │ ├── naive_layers │ │ ├── common_layers │ │ │ ├── activation_layer │ │ │ │ ├── activation_layer.cpp │ │ │ │ ├── activation_layer.h │ │ │ │ └── test_activation_layer_main.cpp │ │ │ ├── flatten_layer │ │ │ │ ├── flatten_layer.cpp │ │ │ │ ├── flatten_layer.h │ │ │ │ └── test_flatten_main.cpp │ │ │ ├── pooling_layers │ │ │ │ ├── pooling_layers.cpp │ │ │ │ ├── pooling_layers.h │ │ │ │ └── test_pooling_layers_main.cpp │ │ │ └── softmax_layer │ │ │ │ ├── softmax.cpp │ │ │ │ ├── softmax.h │ │ │ │ └── test_softmax_main.cpp │ │ ├── loss │ │ │ ├── loss.cpp │ │ │ ├── loss.h │ │ │ └── test_cross_entropy_main.cpp │ │ ├── vanilla_layers │ │ │ ├── batchnorm │ │ │ │ ├── test_batchnorm_main.cpp │ │ │ │ ├── vanilla_batchnorm.h │ │ │ │ ├── vanilla_batchnorm_conv.cpp │ │ │ │ └── vanilla_batchnorm_dense.cpp │ │ │ ├── convolution │ │ │ │ ├── test_convolution_main.cpp │ │ │ │ ├── vanilla_convolution.cpp │ │ │ │ └── vanilla_convolution.h │ │ │ └── dense │ │ │ │ ├── test_dense_main.cpp │ │ │ │ ├── vanilla_dense.cpp │ │ │ │ └── vanilla_dense.h │ │ └── xnor_layers │ │ │ ├── batchnorm │ │ │ ├── test_batchnorm_main.cpp │ │ │ ├── xnor_batchnorm.h │ │ │ ├── xnor_batchnorm_conv.cpp │ │ │ └── xnor_batchnorm_dense.cpp │ │ │ ├── convolution │ │ │ ├── test_convolution_main.cpp │ │ │ ├── xnor_convolution.cpp │ │ │ └── xnor_convolution.h │ │ │ └── dense │ │ │ ├── test_dense_main.cpp │ │ │ ├── xnor_dense.cpp │ │ │ └── xnor_dense.h │ │ ├── naive_layers_ovw │ │ ├── vanilla_layers │ │ │ ├── convolution │ │ │ │ ├── test_convolution_main.cpp │ │ │ │ ├── vanilla_convolution_ovw.h │ │ │ │ └── vanilla_convolution_ovw1d.cpp │ │ │ └── dense │ │ │ │ ├── test_dense_main.cpp │ │ │ │ ├── vanilla_dense_ovw.cpp │ │ │ │ ├── vanilla_dense_ovw.h │ │ │ │ └── vanilla_dense_ovw1d.cpp │ │ └── xnor_layers │ │ │ ├── convolution │ │ │ ├── test_convolution_main.cpp │ │ │ ├── xnor_convolution_ovw.h │ │ │ └── xnor_convolution_ovw1d.cpp │ │ │ └── dense │ │ │ ├── test_dense_main.cpp │ │ │ ├── xnor_dense_ovw.cpp │ │ │ ├── xnor_dense_ovw.h │ │ │ └── xnor_dense_ovw1d.cpp │ │ ├── optimized_layers │ │ ├── vanilla_layers │ │ │ ├── convolution │ │ │ │ ├── opt_vanilla_convolution.cpp │ │ │ │ ├── opt_vanilla_convolution.h │ │ │ │ └── test_convolution_main.cpp │ │ │ └── dense │ │ │ │ ├── opt_vanilla_dense.cpp │ │ │ │ ├── opt_vanilla_dense.h │ │ │ │ └── test_dense_main.cpp │ │ └── xnor_layers │ │ │ ├── convolution │ │ │ ├── opt_xnor_convolution.cpp │ │ │ ├── opt_xnor_convolution.h │ │ │ └── test_convolution_main.cpp │ │ │ └── dense │ │ │ ├── opt_xnor_dense.cpp │ │ │ ├── opt_xnor_dense.h │ │ │ └── test_dense_main.cpp │ │ ├── optimizers │ │ ├── optimizers.cpp │ │ ├── optimizers.h │ │ └── test_optimizers.cpp │ │ ├── po2_layers │ │ ├── makefile_po2_layers │ │ ├── test_exe │ │ │ └── test_po2_xnor_dense │ │ └── xnor_layers │ │ │ ├── convolution │ │ │ ├── test_convolution_main.cpp │ │ │ ├── xnor_convolution_ovw.h │ │ │ └── xnor_convolution_ovw1d.cpp │ │ │ └── dense │ │ │ ├── test_dense_main.cpp │ │ │ ├── xnor_dense_po2.cpp │ │ │ └── xnor_dense_po2.h │ │ ├── tests │ │ ├── test_1.csv │ │ ├── test_blas │ │ ├── test_conv_utils.cpp │ │ ├── test_conv_utils_ovw │ │ ├── test_conv_utils_ovw.cpp │ │ ├── test_csv_reader │ │ ├── test_csv_reader.cpp │ │ ├── test_data_type │ │ ├── test_data_types.cpp │ │ ├── test_initialiser.cpp │ │ ├── test_optimized_mattrix_operations.cpp │ │ └── tests_exe │ │ │ ├── test_conv_utils │ │ │ ├── test_data_type │ │ │ └── test_initialiser │ │ └── utils │ │ ├── arithmetic_ops.h │ │ ├── base_layer.h │ │ ├── batch_norm_utils.h │ │ ├── bit_packing.h │ │ ├── check_utils.h │ │ ├── conv_utils.h │ │ ├── conv_utils_ovw.h │ │ ├── csv_reader.h │ │ ├── data_type.h │ │ ├── dot_utils.h │ │ ├── gradient_quantisation.h │ │ ├── initialiser.h │ │ ├── matrix_memory_utils.h │ │ ├── optimized_matrix_operations.h │ │ ├── pybind_data_type.h │ │ └── test_buffers.cpp └── python_bnn │ ├── README.md │ ├── __init__.py │ ├── core │ ├── __init__.py │ ├── base_layers.py │ ├── initializers.py │ ├── keras_models │ │ ├── __init__.py │ │ ├── keras_binary_models │ │ │ ├── __init__.py │ │ │ └── binary_tf_model.py │ │ ├── keras_full_precision_model │ │ │ ├── __init__.py │ │ │ ├── binary_tf_model.py │ │ │ └── full_precision_tf_model.py │ │ └── keras_xnor_models │ │ │ ├── __init__.py │ │ │ └── binarization_utils.py │ ├── label_utils.py │ ├── losses.py │ ├── model.py │ ├── numpy_models │ │ ├── __init__.py │ │ ├── binary_models │ │ │ ├── __init__.py │ │ │ ├── activation_layers.py │ │ │ ├── binarization_utils.py │ │ │ └── layers.py │ │ ├── full_precision_models │ │ │ ├── __init__.py │ │ │ ├── activation_layers.py │ │ │ ├── layers.py │ │ │ └── pooling_layers.py │ │ └── xnor_models │ │ │ ├── __init__.py │ │ │ ├── bit_packed_layers.py │ │ │ └── gradient_quantization_utils.py │ ├── optimizers.py │ ├── test │ │ ├── __init__.py │ │ ├── numpy_models │ │ │ ├── binary_models │ │ │ │ ├── test_activation_layers.py │ │ │ │ ├── test_binarization_utils.py │ │ │ │ └── test_layers.py │ │ │ ├── full_precision_models │ │ │ │ ├── __init__.py │ │ │ │ ├── test_activation_layers.py │ │ │ │ ├── test_layers.py │ │ │ │ └── test_pooling_layers.py │ │ │ └── xnor_models │ │ │ │ ├── test_bit_packed_layers.py │ │ │ │ └── test_gradient_quantization_utils.py │ │ ├── test_helper │ │ │ ├── __init__.py │ │ │ ├── assert_helper.py │ │ │ ├── binary_tf_model.py │ │ │ └── full_precision_tf_model.py │ │ ├── test_initializers.py │ │ ├── test_losses.py │ │ ├── test_optimizers.py │ │ └── utils │ │ │ └── test_conv_utils.py │ └── utils │ │ ├── bit_packing_utils.py │ │ ├── conv_utils.py │ │ └── training_utils.py │ ├── memory_profiler │ ├── binary_model_keras_training │ │ ├── MNIST-CIFAR-SVHN │ │ │ └── Binary.py │ │ ├── binarization_utils.py │ │ ├── env.txt │ │ ├── model_architectures.py │ │ └── readme.txt │ ├── binary_net.py │ ├── keras_models.py │ ├── numpy_models.py │ └── test_np_op.py │ ├── models_from_papers │ ├── MLP_MNIST_KERAS.ipynb │ ├── MLP_MNIST_Numpy.ipynb │ ├── MLP_MNIST_pipeline.py │ ├── binary_net_training_pipeline.py │ └── mlp_dataset_to_csv.ipynb │ └── unit_test.ipynb └── training_emulation_on_gpu ├── MNIST-CIFAR-SVHN └── Binary.py ├── README.md ├── binarization_utils.py ├── env.txt └── model_architectures.py /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | __pycache__ -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/awai54st/Enabling-Binary-Neural-Network-Training-on-the-Edge/HEAD/LICENSE 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