├── .flake8 ├── .gitattributes ├── .gitignore ├── .gitmodules ├── LICENSE ├── README.md ├── checkpoints ├── cifarnet │ └── cifar10 │ │ ├── pretrained.data-00000-of-00001 │ │ └── pretrained.index └── lenet5 │ └── mnist │ ├── pretrained.data-00000-of-00001 │ ├── pretrained.index │ ├── pretrained.meta │ ├── pruned.data-00000-of-00001 │ └── pruned.index ├── datasets ├── cifar10.yaml ├── cifar10 │ ├── labels.txt │ ├── test.tfrecord │ └── train.tfrecord ├── cifar100.yaml ├── cifar100 │ ├── train.tfrecord │ └── validation.tfrecord ├── flowers.yaml ├── flowers │ └── labels.txt ├── imagenet.yaml ├── imagenet │ └── labels.txt ├── mnist.yaml ├── mnist │ ├── labels.txt │ ├── test.tfrecord │ └── train.tfrecord ├── voc.yaml └── voc │ └── labels.txt ├── docs ├── export_guide │ ├── guide_export.md │ ├── guide_export.py │ └── info.yaml ├── fbs.md ├── fbs.png ├── focused.pdf └── training │ └── alexnet.md ├── external ├── convert ├── hadamard.yaml ├── rules │ ├── forget_interval.yaml │ ├── keras_nasnet_mobile.yaml │ ├── keras_resnet_v1_50.yaml │ ├── keras_resnet_v2_50.yaml │ ├── pytorch_alexnet.yaml │ ├── pytorch_resnet18.yaml │ ├── pytorch_squeezenet_v10.yaml │ ├── pytorch_squeezenet_v11.yaml │ ├── pytorch_vgg16bn.yaml │ ├── slim_inception_v3.yaml │ ├── slim_mobilenet.yaml │ ├── slim_mobilenet_v2.yaml │ ├── slim_resnet_v2_50.yaml │ ├── slim_vgg16.yaml │ ├── tf_resnet18.yaml │ ├── weights_pytorch_tiny_yolo.yaml │ └── weights_pytorch_yolo2.yaml ├── se-resnet50-cifar10.yaml └── squeeze_lenet.yaml ├── mayo ├── __init__.py ├── cli.py ├── config.py ├── estimate.py ├── log.py ├── meta.yaml ├── net │ ├── __init__.py │ ├── base.py │ ├── graph.py │ └── tf │ │ ├── __init__.py │ │ ├── base.py │ │ ├── estimate.py │ │ ├── gate │ │ ├── __init__.py │ │ ├── base.py │ │ ├── layers.py │ │ ├── naive.py │ │ ├── parametric.py │ │ ├── sparse.py │ │ └── squeeze.py │ │ ├── hadamard.py │ │ ├── layers.py │ │ └── transform.py ├── objects │ ├── __init__.py │ └── normalize.py ├── override │ ├── __init__.py │ ├── base.py │ ├── gate.py │ ├── lra.py │ ├── prune │ │ ├── __init__.py │ │ ├── base.py │ │ ├── dns.py │ │ ├── filter.py │ │ └── netslim.py │ ├── quantize │ │ ├── __init__.py │ │ ├── base.py │ │ ├── fixed.py │ │ ├── float.py │ │ ├── incremental.py │ │ ├── mixed.py │ │ ├── recentralize.py │ │ └── ternary.py │ └── util.py ├── parse.py ├── plot.py ├── session │ ├── __init__.py │ ├── base.py │ ├── checkpoint.py │ ├── eval.py │ ├── profile.py │ ├── search.py │ ├── test.py │ └── train.py ├── system.yaml ├── task │ ├── __init__.py │ ├── base.py │ └── image │ │ ├── __init__.py │ │ ├── augment.py │ │ ├── base.py │ │ ├── classify.py │ │ ├── detect │ │ ├── __init__.py │ │ ├── base.py │ │ ├── opensans.ttf │ │ ├── util.py │ │ └── yolo.py │ │ └── generate.py └── util │ ├── __init__.py │ ├── change.py │ ├── collections.py │ ├── common.py │ ├── format.py │ └── object.py ├── models ├── alexnet.yaml ├── alexnet_bn.yaml ├── cifarnet.yaml ├── cifarnet_slim.yaml ├── examples │ ├── lenet5_multiprecision.yaml │ └── multiprecision.md ├── gate │ ├── alexnet.yaml │ ├── cifarnet.yaml │ ├── inception_v3.yaml │ ├── input │ │ ├── cifarnet.yaml │ │ ├── lenet5.yaml │ │ └── vgg16.yaml │ ├── lenet5.yaml │ ├── mobilenet.yaml │ ├── readme.md │ ├── resnet18.yaml │ ├── resnet50.yaml │ ├── squeezenet_v11.yaml │ ├── vgg16.yaml │ └── vgg16_compact.yaml ├── hadamard │ ├── cifarnet.yaml │ └── mobilenet.yaml ├── inception_v1.yaml ├── inception_v3.yaml ├── lenet5.yaml ├── lenet5_bn.yaml ├── lenet5_res.yaml ├── mobilenet.yaml ├── mobilenet_v2.yaml ├── nasnet.yaml ├── override │ ├── _global.yaml │ ├── alexnet.yaml │ ├── alexnet_bn.yaml │ ├── cifarnet.yaml │ ├── inception_v1.yaml │ ├── legacy │ │ ├── gate │ │ │ ├── alexnet.yaml │ │ │ ├── cifarnet.yaml │ │ │ ├── lenet5.yaml │ │ │ ├── mobilenet.yaml │ │ │ ├── squeezenet10.yaml │ │ │ └── vgg16.yaml │ │ ├── lra │ │ │ └── lenet5.yaml │ │ ├── prune │ │ │ ├── dns │ │ │ │ ├── alexnet.yaml │ │ │ │ ├── cifarnet.yaml │ │ │ │ ├── lenet5.yaml │ │ │ │ ├── mobilenet.yaml │ │ │ │ ├── resnet18.yaml │ │ │ │ ├── squeezenet10.yaml │ │ │ │ └── vgg16.yaml │ │ │ ├── filter │ │ │ │ ├── cifarnet.yaml │ │ │ │ └── lenet5.yaml │ │ │ ├── meanstd │ │ │ │ ├── cifarnet.yaml │ │ │ │ └── squeezenet10_meanstd.yaml │ │ │ └── netslim │ │ │ │ ├── alexnet.yaml │ │ │ │ ├── cifarnet.yaml │ │ │ │ ├── lenet5.yaml │ │ │ │ ├── mobilenet.yaml │ │ │ │ ├── resnet18.yaml │ │ │ │ └── vgg16_bn.yaml │ │ └── quantize │ │ │ ├── alexnet │ │ │ ├── dfp.yaml │ │ │ ├── fixed.yaml │ │ │ ├── float.yaml │ │ │ ├── recentralized │ │ │ │ ├── dfp.yaml │ │ │ │ └── fixed.yaml │ │ │ ├── shift.yaml │ │ │ └── shift_activations.yaml │ │ │ ├── cifarnet │ │ │ ├── dfp.yaml │ │ │ ├── fixed.yaml │ │ │ ├── float.yaml │ │ │ ├── recentralized │ │ │ │ ├── dfp.yaml │ │ │ │ ├── fixed.yaml │ │ │ │ ├── float.yaml │ │ │ │ └── shift.yaml │ │ │ ├── shift.yaml │ │ │ ├── shift_activations.yaml │ │ │ └── sparse │ │ │ │ ├── dfp.yaml │ │ │ │ ├── fixed.yaml │ │ │ │ ├── float.yaml │ │ │ │ └── shift.yaml │ │ │ ├── lenet5 │ │ │ ├── dfp.yaml │ │ │ ├── fixed.yaml │ │ │ ├── float.yaml │ │ │ ├── recentralized │ │ │ │ ├── lenet5_re_dfp_auto.yaml │ │ │ │ ├── lenet5_re_float_auto.yaml │ │ │ │ ├── lenet5_re_fp_auto.yaml │ │ │ │ └── lenet5_re_shift_auto.yaml │ │ │ ├── shift.yaml │ │ │ └── shift_activations.yaml │ │ │ ├── mobilenet │ │ │ ├── shift_activations.yaml │ │ │ └── shift_weights_incremental.yaml │ │ │ └── resnet18 │ │ │ ├── shift_activations.yaml │ │ │ ├── shift_weights_incremental.yaml │ │ │ └── sparse │ │ │ └── shift.yaml │ ├── lenet5.yaml │ ├── lenet5_bn.yaml │ ├── lenet5_kaizo.yaml │ ├── lenet_res.yaml │ ├── mobilenet.yaml │ ├── mobilenet_v2.yaml │ ├── nasnet.yaml │ ├── prune │ │ ├── dns.yaml │ │ └── netslim.yaml │ ├── quantize │ │ ├── channel_ternary.yaml │ │ ├── dfp.yaml │ │ ├── fixed.yaml │ │ ├── fixed_incremental.yaml │ │ ├── fixed_incremental_sparse.yaml │ │ ├── float.yaml │ │ ├── mixed.yaml │ │ ├── recentralize.yaml │ │ ├── shift.yaml │ │ ├── shift_activations.yaml │ │ ├── shift_incremental.yaml │ │ ├── shift_sparse.yaml │ │ ├── shift_sparse_recen.yaml │ │ ├── ternary.yaml │ │ └── ternary_incremental.yaml │ ├── resnet18.yaml │ ├── resnet_v2_50_slim.yaml │ ├── squeezenet10.yaml │ ├── vgg16.yaml │ └── vgg16_bn.yaml ├── plot │ ├── alexnet.yaml │ └── lenet5.yaml ├── resnet18.yaml ├── resnet18_cifar100.yaml ├── resnet50.yaml ├── resnet_v2_50.yaml ├── resnet_v2_50_slim.yaml ├── squeezenet_v10.yaml ├── squeezenet_v11.yaml ├── tiny_yolo.yaml ├── vgg16.yaml ├── vgg16_bn.yaml ├── vgg16_compact.yaml ├── vgg16_compact_gate.yaml └── yolo2.yaml ├── my ├── my.py ├── requirements.txt ├── scripts ├── autorun │ └── multiple_fixedpoint.py ├── eval_selected.py ├── export_mobilenet_shift.py ├── export_slim_model.py ├── fp_quan │ ├── run_fixedp_incre_quan.py │ ├── run_fixedp_quan.py │ └── run_pruned_fixedp_incre_quan.py ├── gating │ ├── cifarnet.yaml │ ├── heatmap.py │ ├── info.py │ └── normalizer_search.py └── slim_mac_count.py ├── tests ├── common.py ├── test_config.py ├── 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