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Update introyt model tutorial APIs #3895

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Update introyt model tutorial APIs #3895

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8 changes: 4 additions & 4 deletions beginner_source/introyt/modelsyt_tutorial.py
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Original file line number Diff line number Diff line change
Expand Up @@ -48,12 +48,12 @@ class is a subclass of ``torch.Tensor``, with the special behavior that
class TinyModel(torch.nn.Module):

def __init__(self):
super(TinyModel, self).__init__()
super().__init__()

self.linear1 = torch.nn.Linear(100, 200)
self.activation = torch.nn.ReLU()
self.linear2 = torch.nn.Linear(200, 10)
self.softmax = torch.nn.Softmax()
self.softmax = torch.nn.Softmax(dim=1)

def forward(self, x):
x = self.linear1(x)
Expand Down Expand Up @@ -150,7 +150,7 @@ def forward(self, x):
class LeNet(torch.nn.Module):

def __init__(self):
super(LeNet, self).__init__()
super().__init__()
# 1 input image channel (black & white), 6 output channels, 5x5 square convolution
# kernel
self.conv1 = torch.nn.Conv2d(1, 6, 5)
Expand Down Expand Up @@ -249,7 +249,7 @@ def num_flat_features(self, x):
class LSTMTagger(torch.nn.Module):

def __init__(self, embedding_dim, hidden_dim, vocab_size, tagset_size):
super(LSTMTagger, self).__init__()
super().__init__()
self.hidden_dim = hidden_dim

self.word_embeddings = torch.nn.Embedding(vocab_size, embedding_dim)
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