使用transformers过程中出现的bug

1. The following model_kwargs are not used by the model: ['encoder_hidden_states', 'encoder_attention_mask'] (note: typos in the generate arguments will also show up in this list)

使用text_decoder就出现上述错误，这是由于transformers版本不兼容导致的

from transformers import AutoModel, AutoConfig, BertGenerationDecoder
decoder_config = AutoConfig.from_pretrained(args['text_checkpoint'])

text_decoder = BertGenerationDecoder(config=decoder_config)

output = self.text_decoder.generate(input_ids=cls_input_ids, 
                                    encoder_hidden_states=encoder_hidden_states, 
                                    encoder_attention_mask=encoder_attention_mask,  
                                    max_length=self.args['max_seq_length'], 
                                    do_sample=True, 
                                    num_beams=self.args['beam_size'], 
                                    length_penalty=1.0, use_cache=True,
                                    )

解决办法：将transformer的版本换到以下范围, 4.15.0<=transformers<4.22.0，transformers>=4.25.0

比如：pip install transformers==4.25.1 or pip install transformers==4.20.1

2. No module named 'transformers.generation_beam_constraints' (其中transformers==4.28.1)

（1）解决办法

将：from transformers import generation_beam_constraints

改为：from transformers.generation import beam_constraints

（2）其他例子

有问题的代码：

# 可以在transformers == 4.23.1版本上面运行
from transformers.generation_beam_constraints import Constraint
from transformers.generation_beam_search import BeamScorer, BeamSearchScorer
from transformers.generation_logits_process import (
    EncoderNoRepeatNGramLogitsProcessor,
    ForcedBOSTokenLogitsProcessor,
    ForcedEOSTokenLogitsProcessor,
    HammingDiversityLogitsProcessor,
    InfNanRemoveLogitsProcessor,
    LogitsProcessorList,
    MinLengthLogitsProcessor,
    NoBadWordsLogitsProcessor,
    NoRepeatNGramLogitsProcessor,
    PrefixConstrainedLogitsProcessor,
    RepetitionPenaltyLogitsProcessor,
    TemperatureLogitsWarper,
    TopKLogitsWarper,
    TopPLogitsWarper,

)
from transformers.generation_stopping_criteria import (
    MaxLengthCriteria,
    MaxTimeCriteria,
    StoppingCriteria,
    StoppingCriteriaList,
    validate_stopping_criteria,
)

修正后的代码：

# 可以在transformers == 4.28.1版本上面运行
from transformers.generation.beam_constraints import Constraint
from transformers.generation.beam_search import BeamScorer, BeamSearchScorer
from transformers.generation.logits_process import (
    EncoderNoRepeatNGramLogitsProcessor,
    ForcedBOSTokenLogitsProcessor,
    ForcedEOSTokenLogitsProcessor,
    HammingDiversityLogitsProcessor,
    InfNanRemoveLogitsProcessor,
    LogitsProcessorList,
    MinLengthLogitsProcessor,
    NoBadWordsLogitsProcessor,
    NoRepeatNGramLogitsProcessor,
    PrefixConstrainedLogitsProcessor,
    RepetitionPenaltyLogitsProcessor,
    TemperatureLogitsWarper,
    TopKLogitsWarper,
    TopPLogitsWarper,

)
from transformers.generation.stopping_criteria import (
    MaxLengthCriteria,
    MaxTimeCriteria,
    StoppingCriteria,
    StoppingCriteriaList,
    validate_stopping_criteria,
)