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2024-06-11 06:45:58.111213: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-06-11 06:46:07.997437: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
[nltk_data] Downloading package stopwords to /home/tthiep/nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package averaged_perceptron_tagger to
[nltk_data] /home/tthiep/nltk_data...
[nltk_data] Package averaged_perceptron_tagger is already up-to-
[nltk_data] date!
[nltk_data] Downloading package universal_tagset to
[nltk_data] /home/tthiep/nltk_data...
[nltk_data] Package universal_tagset is already up-to-date!
textattack: Unknown if model of class <class 'transformers.models.bert.modeling_bert.BertForSequenceClassification'> compatible with goal function <class 'textattack.goal_functions.classification.untargeted_classification.UntargetedClassification'>.
Generating adversarial examples: 0%| | 0/1000 [00:00<?, ?it/s]Generating adversarial examples: 0%| | 1/1000 [00:00<13:53, 1.20it/s]Generating adversarial examples: 0%| | 2/1000 [00:01<08:24, 1.98it/s]Generating adversarial examples: 0%| | 3/1000 [00:01<06:28, 2.57it/s]Generating adversarial examples: 0%| | 4/1000 [00:01<05:33, 2.99it/s] 2024-06-11 06:50:37.719578: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.727378: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.727499: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.727838: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.727965: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.728069: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.817532: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.817671: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.817788: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
2024-06-11 06:50:37.819907: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1928] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 9803 MB memory: -> device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:02:00.0, compute capability: 7.5
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Training: 0%| | 0/102 [00:00<?, ?it/s]/home/tthiep/Hiep/Adversarial-Attacks/./adversarial_train/train_opti.py:114: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).
labels = torch.tensor(labels).to(device)
Training: 0%| | 0/102 [00:01<?, ?it/s]
Traceback (most recent call last):
File "/home/tthiep/Hiep/Adversarial-Attacks/./adversarial_train/train_opti.py", line 116, in <module>
outputs = model(**inputs, labels=labels)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 1691, in forward
outputs = self.bert(
^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 1137, in forward
encoder_outputs = self.encoder(
^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 690, in forward
layer_outputs = layer_module(
^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 580, in forward
self_attention_outputs = self.attention(
^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 519, in forward
attention_output = self.output(self_outputs[0], hidden_states)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/transformers/models/bert/modeling_bert.py", line 461, in forward
hidden_states = self.dense(hidden_states)
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1532, in _wrapped_call_impl
return self._call_impl(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1541, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/tthiep/.conda/envs/myenv/lib/python3.11/site-packages/torch/nn/modules/linear.py", line 116, in forward
return F.linear(input, self.weight, self.bias)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 14.00 MiB. GPU