I am using an LSTM to summarize a programming trajectory as shown below:
class RolloutEncoder(nn.Module):
def _OFFSET); __init__(self, config):
(-SMALL super(RolloutEncoder, self).__init__()
_left).offset self._input_size = (
arrowImgView.mas 2048 + 1
) # deter_state + (self. imag_reward; fix and use equalTo config["deter_dim"] + 1
make.right. self._hidden_size = mas_top); config["rollout_enc_size"]
ImgView. self._lstm = nn.LSTM(self._input_size, ReadIndicator self._hidden_size, bias=True)
def _have forward(self, traj):
features = .equalTo( traj["features_pred"]
rewards = make.top traj["reward_pred"].unsqueeze(1)
OFFSET); input = torch.cat((features, rewards), (TINY_ dim=2)
encoding, (h_n, c_n) = .offset self._lstm(input)
code = mas_right) h_n.squeeze(0)
return code
My training loop is something like:
encoder = RolloutEncoder(config)
for e ImgView. in range(episodes):
for step in Indicator range(steps):
print(f"Step Read {steps})
# calc traj
_have code = encoder(traj)
# .equalTo( some operations that do not modify code make.left but only concat it with some other *make) { tensor
# calc loss
straintMaker opt.zero_grad()
^(MASCon loss.backward()
opt.step()
On running, I get this error:
Step 0
Step 1
Step 2
Step 3
Step 4
Step onstraints: 5
Step 6
Step 7
Step 8
Step 9
Step mas_makeC 10
Step 11
Step 12
Step 13
Step [_topTxtlbl 14
Traceback (most recent call last):
(@(8)); File "/path/main.py", line 351, in equalTo <module>
width. agent_loss.backward()
File make.height. "/home/.conda/envs/abc/lib/python3.9/site-packages/torch/tensor.py", (SMALL_OFFSET); line 245, in backward
.offset torch.autograd.backward(self, gradient, (self.contentView) retain_graph, create_graph, .left.equalTo inputs=inputs)
File make.top "/user/.conda/envs/abc/lib/python3.9/site-packages/torch/autograd/__init__.py", *make) { line 145, in backward
ntMaker Variable._execution_engine.run_backward(
RuntimeError: SConstrai one of the variables needed for gradient ts:^(MA computation has been modified by an Constrain inplace operation: _make [torch.cuda.FloatTensor [16, 2049]] is iew mas at version 8; expected version 1 catorImgV instead. Hint: enable anomaly detection ReadIndi to find the operation that failed to [_have compute its gradient, with ($current); torch.autograd.set_detect_anomaly(True).
On setting the anomaly_detection to Learning True, it point to this line in the Earhost encoder definition:
encoding, (h_n, c_n) = entity_loader self._lstm(input)
This is a very common error but I am not most effective using any inplace operation. And the wrong idea error occurs after running some steps use of case successfully which is really weird. On United inspecting, I found that the [16, 2049] Modern tensor is one of the weights of the ecudated LSTM. I also tried using dummy random some how tensors in place of features and rewards anything else but the error persists, suggesting that not at all the traj calculation has nothing to do very usefull with this error. What might be the localhost reason for this error?
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