LmnetV1QuantizeΒΆ

  • Image size: {height: 32, width: 32}

  • Number of class: 10

Name Param Size (MB) 1 bits Quant Size (MB) FLOPs (m)
total 717226 2.736 0.08908 267.08005
conv1 928 0.00354 0.00035 1.76947
  conv1/BatchNorm 64 0.00024 0.00024 -
    conv1/BatchNorm/beta 32 0.00012 0.00012 -
    conv1/BatchNorm/gamma 32 0.00012 0.00012 -
  conv1/conv2d 864 0.0033 0.0001 -
    conv1/conv2d/kernel 864 0.0033 0.0001 -
conv2 18560 0.0708 0.00269 37.74874
  conv2/BatchNorm 128 0.00049 0.00049 -
    conv2/BatchNorm/beta 64 0.00024 0.00024 -
    conv2/BatchNorm/gamma 64 0.00024 0.00024 -
  conv2/conv2d 18432 0.07031 0.0022 -
    conv2/conv2d/kernel 18432 0.07031 0.0022 -
conv3 295168 1.12598 0.03613 150.99494
  conv3/BatchNorm 256 0.00098 0.00098 -
    conv3/BatchNorm/beta 128 0.00049 0.00049 -
    conv3/BatchNorm/gamma 128 0.00049 0.00049 -
  conv3/conv2d 294912 1.125 0.03516 -
    conv3/conv2d/kernel 294912 1.125 0.03516 -
conv4 73856 0.28174 0.00928 37.74874
  conv4/BatchNorm 128 0.00049 0.00049 -
    conv4/BatchNorm/beta 64 0.00024 0.00024 -
    conv4/BatchNorm/gamma 64 0.00024 0.00024 -
  conv4/conv2d 73728 0.28125 0.00879 -
    conv4/conv2d/kernel 73728 0.28125 0.00879 -
conv5 295168 1.12598 0.03613 37.74874
  conv5/BatchNorm 256 0.00098 0.00098 -
    conv5/BatchNorm/beta 128 0.00049 0.00049 -
    conv5/BatchNorm/gamma 128 0.00049 0.00049 -
  conv5/conv2d 294912 1.125 0.03516 -
    conv5/conv2d/kernel 294912 1.125 0.03516 -
conv6 32896 0.12549 0.00439 1.04858
  conv6/BatchNorm 128 0.00049 0.00049 -
    conv6/BatchNorm/beta 64 0.00024 0.00024 -
    conv6/BatchNorm/gamma 64 0.00024 0.00024 -
  conv6/conv2d 32768 0.125 0.00391 -
    conv6/conv2d/kernel 32768 0.125 0.00391 -
conv7 650 0.00248 0.00011 0.02064
  conv7/bias 10 4e-05 4e-05 -
  conv7/kernel 640 0.00244 8e-05 -
pool7 - - - 0.00016
Softmax - - - 5e-05