拥抱面变形器CUDA错误:CUBLAS_STATUS_NOT_INITIALIZE

问题描述 投票:0回答:0

我正在尝试微调 Facebook BART 模型,我正在关注这篇文章,以便使用我自己的数据集对文本进行分类。

我正在使用 Trainer 对象来训练:

training_args = TrainingArguments(
    output_dir=model_directory,      # output directory
    num_train_epochs=1,              # total number of training epochs - 3
    per_device_train_batch_size=4,  # batch size per device during training - 16
    per_device_eval_batch_size=16,   # batch size for evaluation - 64
    warmup_steps=50,                # number of warmup steps for learning rate scheduler - 500
    weight_decay=0.01,               # strength of weight decay
    logging_dir=model_logs,          # directory for storing logs
    logging_steps=10,
)

model = BartForSequenceClassification.from_pretrained("facebook/bart-base") # bart-large-mnli

trainer = Trainer(
    model=model,                          # the instantiated 🤗 Transformers model to be trained
    args=training_args,                   # training arguments, defined above
    compute_metrics=new_compute_metrics,  # a function to compute the metrics
    train_dataset=train_dataset,          # training dataset
    eval_dataset=val_dataset              # evaluation dataset
)

这是我使用的分词器:

from transformers import BartTokenizerFast
tokenizer = BartTokenizerFast.from_pretrained('facebook/bart-base')

但是当我使用

trainer.train()
时,我得到以下信息:

打印以下内容:

***** Running training *****
  Num examples = 172
  Num Epochs = 1
  Instantaneous batch size per device = 4
  Total train batch size (w. parallel, distributed & accumulation) = 16
  Gradient Accumulation steps = 1
  Total optimization steps = 11

紧随其后的是这个错误:

RuntimeError: Caught RuntimeError in replica 1 on device 1.
Original Traceback (most recent call last):
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/parallel/parallel_apply.py", line 61, in _worker
    output = module(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/transformers/models/bart/modeling_bart.py", line 1496, in forward
    outputs = self.model(
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/transformers/models/bart/modeling_bart.py", line 1222, in forward
    encoder_outputs = self.encoder(
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/transformers/models/bart/modeling_bart.py", line 846, in forward
    layer_outputs = encoder_layer(
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/transformers/models/bart/modeling_bart.py", line 323, in forward
    hidden_states, attn_weights, _ = self.self_attn(
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/transformers/models/bart/modeling_bart.py", line 191, in forward
    query_states = self.q_proj(hidden_states) * self.scaling
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1130, in _call_impl
    return forward_call(*input, **kwargs)
  File "/databricks/python/lib/python3.9/site-packages/torch/nn/modules/linear.py", line 114, in forward
    return F.linear(input, self.weight, self.bias)
RuntimeError: CUDA error: CUBLAS_STATUS_NOT_INITIALIZED when calling `cublasCreate(handle)`

我搜索了这个网站和 GitHub 以及拥抱脸论坛,但仍然没有找到任何可以帮助我解决这个问题的东西(我尝试添加更多内存、降低批次和预热、重新启动、指定 CPU 或 GPU 等等,但是没有一个对我有用)

为此我正在使用 Databricks,集群:Standard_NC24s_v3 有 4 个 GPU,2 到 6 个工人

如果您需要任何其他信息,请发表评论,我会尽快添加

python pytorch huggingface-transformers text-classification huggingface
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