transformers_issues_topics
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("lbhjvh14/transformers_issues_topics")
topic_model.get_topic_info()
Topic overview
- Number of topics: 30
- Number of training documents: 9000
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | pretrained - tokenizer - tensorflow - tokenizers - tf | 11 | -1_pretrained_tokenizer_tensorflow_tokenizers |
| 0 | tokenizer - tokenizers - tokenization - tokenize - token | 2407 | 0_tokenizer_tokenizers_tokenization_tokenize |
| 1 | cuda - memory - tensorflow - pytorch - gpu | 1379 | 1_cuda_memory_tensorflow_pytorch |
| 2 | longformer - longformers - longformertokenizerfast - longformerformultiplechoice - tf | 791 | 2_longformer_longformers_longformertokenizerfast_longformerformultiplechoice |
| 3 | modelcard - modelcards - card - model - cards | 510 | 3_modelcard_modelcards_card_model |
| 4 | summarization - summaries - summary - sentences - text | 431 | 4_summarization_summaries_summary_sentences |
| 5 | s2s - seq2seq - runseq2seq - eval - examplesseq2seq | 405 | 5_s2s_seq2seq_runseq2seq_eval |
| 6 | squaddataset - attributeerror - squadpy - valueerror - modulenotfounderror | 381 | 6_squaddataset_attributeerror_squadpy_valueerror |
| 7 | typos - typo - doc - docstring - fix | 324 | 7_typos_typo_doc_docstring |
| 8 | readmemd - readmetxt - readme - modelcard - file | 299 | 8_readmemd_readmetxt_readme_modelcard |
| 9 | gpt2 - gpt2xl - gpt - gpt2tokenizer - gpt3 | 261 | 9_gpt2_gpt2xl_gpt_gpt2tokenizer |
| 10 | rag - ragtokenforgeneration - ragsequenceforgeneration - tokenizer - gluepy | 256 | 10_rag_ragtokenforgeneration_ragsequenceforgeneration_tokenizer |
| 11 | transformerscli - importerror - transformers - transformer - transformerxl | 232 | 11_transformerscli_importerror_transformers_transformer |
| 12 | ner - pipeline - pipelines - pipelinespy - nerpipeline | 196 | 12_ner_pipeline_pipelines_pipelinespy |
| 13 | testing - tests - test - installationtest - speedup | 189 | 13_testing_tests_test_installationtest |
| 14 | checkpoint - trainertrain - checkpoints - checkpointing - trainersavecheckpoint | 162 | 14_checkpoint_trainertrain_checkpoints_checkpointing |
| 15 | flax - flaxelectraformaskedlm - flaxelectraforpretraining - flaxjax - flaxelectramodel | 119 | 15_flax_flaxelectraformaskedlm_flaxelectraforpretraining_flaxjax |
| 16 | generationbeamsearchpy - generatebeamsearch - beamsearch - nonbeamsearch - beam | 109 | 16_generationbeamsearchpy_generatebeamsearch_beamsearch_nonbeamsearch |
| 17 | onnxonnxruntime - onnx - onnxexport - 04onnxexport - 04onnxexportipynb | 99 | 17_onnxonnxruntime_onnx_onnxexport_04onnxexport |
| 18 | labelsmoothednllloss - labelsmoothingfactor - label - labels - labelsmoothing | 86 | 18_labelsmoothednllloss_labelsmoothingfactor_label_labels |
| 19 | cachedir - cache - cachedpath - cached - caching | 77 | 19_cachedir_cache_cachedpath_cached |
| 20 | wav2vec2 - wav2vec - wav2vec20 - wav2vec2forctc - wav2vec2xlrswav2vec2 | 61 | 20_wav2vec2_wav2vec_wav2vec20_wav2vec2forctc |
| 21 | notebook - notebooks - community - colab - t5 | 55 | 21_notebook_notebooks_community_colab |
| 22 | wandbproject - wandb - wandbcallback - wandbdisabled - wandbdisabledtrue | 39 | 22_wandbproject_wandb_wandbcallback_wandbdisabled |
| 23 | electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification | 38 | 23_electra_electrapretrainedmodel_electraformaskedlm_electraformultiplechoice |
| 24 | layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf | 24 | 24_layoutlm_layout_layoutlmtokenizer_layoutlmbaseuncased |
| 25 | isort - blackisortflake8 - dependencies - github - matplotlib | 18 | 25_isort_blackisortflake8_dependencies_github |
| 26 | pplm - pr - deprecated - variable - ppl | 16 | 26_pplm_pr_deprecated_variable |
| 27 | ga - fork - forks - forked - push | 14 | 27_ga_fork_forks_forked |
| 28 | indexerror - runtimeerror - index - indices - missingindex | 11 | 28_indexerror_runtimeerror_index_indices |
Training hyperparameters
- calculate_probabilities: False
- language: english
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: 30
- seed_topic_list: None
- top_n_words: 10
- verbose: True
Framework versions
- Numpy: 1.23.5
- HDBSCAN: 0.8.33
- UMAP: 0.5.4
- Pandas: 1.5.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.2.2
- Transformers: 4.34.0
- Numba: 0.56.4
- Plotly: 5.15.0
- Python: 3.10.12
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