TAU20 pytorch linear regression

This commit is contained in:
ksanu 2019-11-19 23:01:29 +01:00
parent b62a6b4641
commit a65241a464
5 changed files with 1020 additions and 999 deletions

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@ -34,13 +34,13 @@ X_testA = pandas.read_csv('test-A/in.tsv', sep='\t', header=None, names=names)
X_testA.drop('opis', axis=1, inplace=True) X_testA.drop('opis', axis=1, inplace=True)
X_testA = encoder(X_testA) X_testA = encoder(X_testA)
data_train = X_train[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values data_train = X_train[['Powierzchnia w m2', 'Liczba pokoi']].values
data_train = np.hstack((data_train, np.ones((data_train.shape[0], 1), dtype=data_train.dtype))) data_train = np.hstack((data_train, np.ones((data_train.shape[0], 1), dtype=data_train.dtype)))
x = torch.tensor(data_train , dtype=torch.float) x = torch.tensor(data_train , dtype=torch.float)
y = torch.tensor(y_train, dtype=torch.float) y = torch.tensor(y_train, dtype=torch.float)
w = torch.tensor([0, 0, 0, 0, 0], dtype=torch.float, requires_grad=True) w = torch.tensor([0, 0, 0], dtype=torch.float, requires_grad=True)
learning_rate = torch.tensor(0.00000001) learning_rate = torch.tensor(0.00000001)
for _ in range(100000): for _ in range(100000):
@ -55,13 +55,13 @@ w.requires_grad_(False)
data_dev = X_dev0[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values data_dev = X_dev0[['Powierzchnia w m2', 'Liczba pokoi']].values
data_dev = np.hstack((data_dev, np.ones((data_dev.shape[0], 1), dtype=data_dev.dtype))) data_dev = np.hstack((data_dev, np.ones((data_dev.shape[0], 1), dtype=data_dev.dtype)))
x_dev = torch.tensor(data_dev, dtype=torch.float) x_dev = torch.tensor(data_dev, dtype=torch.float)
data_testA = X_testA[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values data_testA = X_testA[['Powierzchnia w m2', 'Liczba pokoi']].values
data_testA = np.hstack((data_testA, np.ones((data_testA.shape[0], 1), dtype=data_testA.dtype))) data_testA = np.hstack((data_testA, np.ones((data_testA.shape[0], 1), dtype=data_testA.dtype)))
x_test = torch.tensor(data_testA , dtype=torch.float) x_test = torch.tensor(data_testA , dtype=torch.float)

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