pytorch实现lstm代码
时间: 2023-10-28 21:06:59 浏览: 91
project2_pytorch实现lstm_
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可以的,以下是一个简单的PyTorch实现LSTM的代码:
```
import torch
import torch.nn as nn
class LSTM(nn.Module):
def __init__(self, input_dim, hidden_dim, batch_size, num_layers):
super(LSTM, self).__init__()
self.hidden_dim = hidden_dim
self.batch_size = batch_size
self.num_layers = num_layers
self.lstm = nn.LSTM(input_dim, hidden_dim, num_layers, batch_first=True)
self.fc = nn.Linear(hidden_dim, 1)
def init_hidden(self):
return (torch.zeros(self.num_layers, self.batch_size, self.hidden_dim),
torch.zeros(self.num_layers, self.batch_size, self.hidden_dim))
def forward(self, x):
self.hidden = self.init_hidden()
out, self.hidden = self.lstm(x, self.hidden)
out = out[:, -1, :]
out = self.fc(out)
return out
```
希望对你有帮助!
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