softverse · PyPI · Python
transformers
Loaded by the replication code of 58 papers
6.4% of the 909 deposits with Python code; 55 from Dataverse, 3 from Zenodo.
Share of Python deposits, by year
Years with fewer than 30 deposits containing Python code are left out.
Journals
| Journal | Deposits |
|---|---|
| pan | 17 |
| BJPolS | 6 |
| PSRM | 6 |
| jop | 4 |
| culturalanalytics | 4 |
| researchandpolitics | 3 |
| ajps | 2 |
| the_review | 2 |
| Journal of the European Economic Association | 2 |
| rfs | 2 |
| qje | 1 |
| rac | 1 |
| lsq | 1 |
| perspectives | 1 |
| isq | 1 |
| jlc | 1 |
| cps | 1 |
| EDCC | 1 |
| polbehavior | 1 |
| Economic Journal | 1 |
Functions called
| Function | Deposits | Calls |
|---|---|---|
| AutoTokenizer | 37 | 115 |
| AutoModelForSequenceClassification | 28 | 74 |
| Trainer | 26 | 62 |
| TrainingArguments | 26 | 61 |
| pipeline | 18 | 49 |
| BertTokenizer | 10 | 19 |
| set_seed | 7 | 16 |
| EarlyStoppingCallback | 7 | 8 |
| BertForSequenceClassification | 5 | 11 |
| AutoModelForCausalLM | 5 | 6 |
| get_linear_schedule_with_warmup | 4 | 13 |
| AdamW | 4 | 8 |
| BertModel | 4 | 5 |
| TFBertModel | 3 | 7 |
| BertConfig | 3 | 6 |
| AutoModel | 3 | 5 |
| TextClassificationPipeline | 3 | 4 |
| DataCollatorWithPadding | 3 | 3 |
| DataCollatorForSeq2Seq | 2 | 13 |
| AutoModelForTokenClassification | 2 | 11 |
| DataCollatorForTokenClassification | 2 | 10 |
| DistilBertForSequenceClassification | 2 | 10 |
| RobertaForSequenceClassification | 2 | 6 |
| CLIPModel | 2 | 5 |
| CLIPProcessor | 2 | 4 |
| KeyDataset | 2 | 3 |
| AutoConfig | 2 | 2 |
| BitsAndBytesConfig | 2 | 2 |
| logging | 1 | 20 |
| AutoModelForSeq2SeqLM | 1 | 16 |
| DebertaV2Model | 1 | 12 |
| DebertaV2Tokenizer | 1 | 12 |
| Seq2SeqTrainer | 1 | 12 |
| Seq2SeqTrainingArguments | 1 | 12 |
| DistilBertTokenizerFast | 1 | 9 |
| RobertaTokenizerFast | 1 | 6 |
| BertJapaneseTokenizer | 1 | 5 |
| LlamaForCausalLM | 1 | 4 |
| LlamaTokenizer | 1 | 4 |
| BertForMaskedLM | 1 | 2 |
| BertTokenizerFast | 1 | 2 |
| CLIPTokenizer | 1 | 2 |
| DistilBertTokenizer | 1 | 2 |
| ViTImageProcessor | 1 | 2 |
| WEIGHTS_NAME | 1 | 2 |
| Wav2Vec2Model | 1 | 2 |
| Wav2Vec2Processor | 1 | 2 |
| AutoModelForNextSentencePrediction | 1 | 1 |
| BertForQuestionAnswering | 1 | 1 |
| DistilBertConfig | 1 | 1 |
A call is counted only where the code names the package, as in transformers::f() or through an import alias, so these undercount calls made after a plain library().
Versions researchers stated
| Version | Stated in | Deposits |
|---|---|---|
| ==4.51.3 | requirements_txt | 2 |
| ==4.40.2 | shell_install | 1 |
| ==4.40.1 | requirements_txt | 1 |
| ==4.45.2 | requirements_txt | 1 |
| ==4.12.3 | requirements_txt | 1 |
| ==4.12.0 | requirements_txt | 1 |
| >=4.21.0 | requirements_txt | 1 |
| ==5.9.0 | requirements_txt | 1 |
| ==4.34.0 | requirements_txt | 1 |
| ==4.44.2 | requirements_txt | 1 |
| ==4.53.2 | requirements_txt | 1 |
| ==4.18 | requirements_txt | 1 |
| ==4.38.2 | requirements_txt | 1 |
| ==4.33 | requirements_txt | 1 |
| ==4.28.0 | shell_install | 1 |
| ==4.28.1 | requirements_txt | 1 |
| ==4.30.2 | requirements_txt | 1 |
The 58 deposits
Badge
[](https://recite.github.io/softverse/p/pypi/transformers/)
copy
· without shields.io: [](https://recite.github.io/softverse/p/pypi/transformers/)