e0a649263bdc4b9803c4103f288a0675ebbecd5d,keras_applications/resnet_common.py,,block3,#Any#Any#Any#Any#Any#Any#Any#,194

Before Change


    x = layers.ZeroPadding2D(padding=((1, 1), (1, 1)), name=name + "_2_pad")(x)
    x = layers.DepthwiseConv2D(kernel_size, strides=stride, depth_multiplier=c,
                               use_bias=False, name=name + "_2_conv")(x)
    x_shape = backend.int_shape(x)[1:-1]
    x = layers.Reshape(x_shape + (groups, c, c))(x)
    output_shape = x_shape + (groups, c) if backend.backend() == "theano" else None
    x = layers.Lambda(lambda x: sum([x[:, :, :, :, i] for i in range(c)]),
                      output_shape=output_shape, name=name + "_2_reduce")(x)

After Change


    x = layers.ZeroPadding2D(padding=((1, 1), (1, 1)), name=name + "_2_pad")(x)
    x = layers.DepthwiseConv2D(kernel_size, strides=stride, depth_multiplier=c,
                               use_bias=False, name=name + "_2_conv")(x)
    kernel = np.zeros((1, 1, filters * c, filters), dtype=np.float32)
    for i in range(filters):
        start = (i // c) * c * c + i % c
        end = start + c * c
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: keras-team/keras-applications
Commit Name: e0a649263bdc4b9803c4103f288a0675ebbecd5d
Time: 2019-10-13
Author: me@taehoonlee.com
File Name: keras_applications/resnet_common.py
Class Name:
Method Name: block3


Project Name: broadinstitute/keras-rcnn
Commit Name: b540e054944fce7065635ac7891f65571ffc4d55
Time: 2017-06-10
Author: jujihong.cn@gmail.com
File Name: keras_rcnn/backend/tensorflow_backend.py
Class Name:
Method Name: crop_and_resize


Project Name: stellargraph/stellargraph
Commit Name: 145170ca9bbd89aa01d8a40841e3c039d3683af8
Time: 2019-06-03
Author: andrew.docherty@data61.csiro.au
File Name: stellargraph/layer/graph_attention.py
Class Name: GraphAttention
Method Name: call