ef784a5b9046b1861de9d7ebba06e2d51a87c0cd,gluonbook/utils.py,,get_data_ch7,#,165

Before Change


    Get the data set used in Chapter 7.
    num_inputs = 2
    num_examples = 1000
    true_w = [2, -3.4]
    true_b = 4.2
    features = nd.random.normal(scale=1, shape=(num_examples, num_inputs))
    labels = true_w[0] * features[:, 0] + true_w[1] * features[:, 1] + true_b
    labels += nd.random.normal(scale=0.01, shape=labels.shape)
    return num_inputs, num_examples, true_w, true_b, features, labels


def get_fashion_mnist_labels(labels):
    Get text label for fashion mnist.

After Change


def get_data_ch7():
    Get the data set used in Chapter 7.
    data = np.genfromtxt("../data/airfoil_self_noise.dat", delimiter="\t")
    data = (data - data.mean(axis=0)) / data.std(axis=0)
    return nd.array(data[:, :-2]), nd.array(data[:,-1])


def get_fashion_mnist_labels(labels):
    Get text label for fashion mnist.
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 5

Instances


Project Name: d2l-ai/d2l-zh
Commit Name: ef784a5b9046b1861de9d7ebba06e2d51a87c0cd
Time: 2018-08-28
Author: muli@cs.cmu.edu
File Name: gluonbook/utils.py
Class Name:
Method Name: get_data_ch7


Project Name: keras-team/keras
Commit Name: 4a9f551a7a532c744dcb0fa90699ca3262d10bc0
Time: 2017-10-02
Author: ozabluda@gmail.com
File Name: examples/mnist_siamese_graph.py
Class Name:
Method Name: compute_accuracy


Project Name: tsurumeso/waifu2x-chainer
Commit Name: 055c61d73514d471158ee36b83762802c8d4e3d4
Time: 2018-07-14
Author: tsurumeso@gmail.com
File Name: lib/loss/clipped_weighted_huber_loss.py
Class Name: ClippedWeightedHuberLoss
Method Name: forward