metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
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("ruanwz/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 | tensorflow - pytorch - tf - pretrained - gpu | 11 | -1_tensorflow_pytorch_tf_pretrained |
| 0 | tokenizer - tokenizers - tokenize - tokenization - token | 2089 | 0_tokenizer_tokenizers_tokenize_tokenization |
| 1 | gpt2 - gpt - gpt2doubleheadsmodel - gpt2lmheadmodel - distilgpt2 | 1471 | 1_gpt2_gpt_gpt2doubleheadsmodel_gpt2lmheadmodel |
| 2 | ner - seq2seqtrainer - seq2seq - runseq2seqpy - valueerror | 856 | 2_ner_seq2seqtrainer_seq2seq_runseq2seqpy |
| 3 | modelcard - modelcards - card - model - cards | 601 | 3_modelcard_modelcards_card_model |
| 4 | trainer - trainertrain - trainers - training - evaluateduringtraining | 500 | 4_trainer_trainertrain_trainers_training |
| 5 | longformer - longformers - longformerformultiplechoice - tf - longformertokenizerfast | 455 | 5_longformer_longformers_longformerformultiplechoice_tf |
| 6 | typos - typo - fix - correction - fixed | 439 | 6_typos_typo_fix_correction |
| 7 | albertbasev2 - albertforpretraining - albert - albertformaskedlm - xlnet | 407 | 7_albertbasev2_albertforpretraining_albert_albertformaskedlm |
| 8 | summarization - summaries - summary - text - nlp | 351 | 8_summarization_summaries_summary_text |
| 9 | readmemd - readmetxt - readme - modelcard - file | 333 | 9_readmemd_readmetxt_readme_modelcard |
| 10 | transformerscli - transformers - transformer - transformerxl - importerror | 259 | 10_transformerscli_transformers_transformer_transformerxl |
| 11 | ci - testing - tests - test - slow | 228 | 11_ci_testing_tests_test |
| 12 | questionansweringpipeline - questionanswering - answering - tfalbertforquestionanswering - questionasnwering | 156 | 12_questionansweringpipeline_questionanswering_answering_tfalbertforquestionanswering |
| 13 | pipeline - pipelines - pipelinespy - pipelineexception - fixpipeline | 137 | 13_pipeline_pipelines_pipelinespy_pipelineexception |
| 14 | onnxonnxruntime - onnx - onnxexport - 04onnxexport - 04onnxexportipynb | 113 | 14_onnxonnxruntime_onnx_onnxexport_04onnxexport |
| 15 | benchmark - benchmarks - accuracy - evaluation - metrics | 98 | 15_benchmark_benchmarks_accuracy_evaluation |
| 16 | huggingfacemaster - huggingfacetokenizers297 - huggingface - huggingfaces - huggingfacetransformers | 81 | 16_huggingfacemaster_huggingfacetokenizers297_huggingface_huggingfaces |
| 17 | generationbeamsearchpy - generatebeamsearch - generatebeamsearchoutputs - beamsearch - nonbeamsearch | 69 | 17_generationbeamsearchpy_generatebeamsearch_generatebeamsearchoutputs_beamsearch |
| 18 | wav2vec2 - wav2vec - wav2vec20 - wav2vec2forctc - wav2vec2xlrswav2vec2 | 56 | 18_wav2vec2_wav2vec_wav2vec20_wav2vec2forctc |
| 19 | flax - flaxelectraformaskedlm - flaxelectraforpretraining - flaxjax - flaxelectramodel | 53 | 19_flax_flaxelectraformaskedlm_flaxelectraforpretraining_flaxjax |
| 20 | cachedir - cache - cachedpath - cached - caching | 43 | 20_cachedir_cache_cachedpath_cached |
| 21 | notebook - notebooks - colab - community - t5 | 33 | 21_notebook_notebooks_colab_community |
| 22 | wandbproject - wandb - sagemaker - sagemakertrainer - wandbcallback | 32 | 22_wandbproject_wandb_sagemaker_sagemakertrainer |
| 23 | bigbird - py7zr - tapas - tres - v4 | 32 | 23_bigbird_py7zr_tapas_tres |
| 24 | electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification | 28 | 24_electra_electrapretrainedmodel_electraformaskedlm_electraformultiplechoice |
| 25 | layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf | 24 | 25_layoutlm_layout_layoutlmtokenizer_layoutlmbaseuncased |
| 26 | isort - blackisortflake8 - github - repo - version | 18 | 26_isort_blackisortflake8_github_repo |
| 27 | pplm - pr - deprecated - variable - ppl | 14 | 27_pplm_pr_deprecated_variable |
| 28 | blenderbot - blenderbot3b - blenderbotforcausallm - chatbot - boto3 | 13 | 28_blenderbot_blenderbot3b_blenderbotforcausallm_chatbot |
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: 0.5.3
- Pandas: 1.5.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.2.2
- Transformers: 4.31.0
- Numba: 0.56.4
- Plotly: 5.15.0
- Python: 3.10.12