RoBERTa doesn't print a warning when no special tokens are passed.
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@@ -169,18 +169,6 @@ class RobertaModel(BertModel):
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self.embeddings = RobertaEmbeddings(config)
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self.embeddings = RobertaEmbeddings(config)
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self.init_weights()
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self.init_weights()
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def forward(self, input_ids, attention_mask=None, token_type_ids=None, position_ids=None, head_mask=None):
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if input_ids[:, 0].sum().item() != 0:
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logger.warning("A sequence with no special tokens has been passed to the RoBERTa model. "
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"This model requires special tokens in order to work. "
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"Please specify add_special_tokens=True in your tokenize.encode()"
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"or tokenizer.convert_tokens_to_ids().")
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return super(RobertaModel, self).forward(input_ids,
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attention_mask=attention_mask,
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token_type_ids=token_type_ids,
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position_ids=position_ids,
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head_mask=head_mask)
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@add_start_docstrings("""RoBERTa Model with a `language modeling` head on top. """,
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@add_start_docstrings("""RoBERTa Model with a `language modeling` head on top. """,
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ROBERTA_START_DOCSTRING, ROBERTA_INPUTS_DOCSTRING)
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ROBERTA_START_DOCSTRING, ROBERTA_INPUTS_DOCSTRING)
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@@ -65,22 +65,6 @@ class TFRobertaMainLayer(TFBertMainLayer):
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super(TFRobertaMainLayer, self).__init__(config, **kwargs)
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super(TFRobertaMainLayer, self).__init__(config, **kwargs)
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self.embeddings = TFRobertaEmbeddings(config, name='embeddings')
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self.embeddings = TFRobertaEmbeddings(config, name='embeddings')
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def call(self, inputs, **kwargs):
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# Check that input_ids starts with control token
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if isinstance(inputs, (tuple, list)):
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input_ids = inputs[0]
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elif isinstance(inputs, dict):
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input_ids = inputs.get('input_ids')
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else:
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input_ids = inputs
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if tf.not_equal(tf.reduce_sum(input_ids[:, 0]), 0):
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tf.print("A sequence with no special tokens has been passed to the RoBERTa model. "
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"This model requires special tokens in order to work. "
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"Please specify add_special_tokens=True in your encoding.")
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return super(TFRobertaMainLayer, self).call(inputs, **kwargs)
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class TFRobertaPreTrainedModel(TFPreTrainedModel):
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class TFRobertaPreTrainedModel(TFPreTrainedModel):
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""" An abstract class to handle weights initialization and
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""" An abstract class to handle weights initialization and
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