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davanstrien/transformers_issues_topics

sourceHugging Faceupdated 3y agoView on Hugging Face
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tags:

  • bertopic libraryname: bertopic pipelinetag: text-classification ---

transformersissuestopics

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:

python
from bertopic import BERTopic
topic_model = BERTopic.load("davanstrien/transformers_issues_topics")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 30
  • Number of training documents: 7235

<details> <summary>Click here for an overview of all topics.</summary>

Topic IDTopic KeywordsTopic FrequencyLabel
-1encoder - bert - tensorflow - decoder - output11-1encoderberttensorflowdecoder
0tokenizer - tokenizers - tokenization - tokenize - berttokenizer22650tokenizertokenizerstokenizationtokenize
1cuda - runtimeerror - conda - pytorch - tensorflow15131cudaruntimeerrorcondapytorch
2readmemd - readmetxt - readme - docstring - docstrings7632readmemdreadmetxtreadmedocstring
3trainertrain - trainer - trainertfpy - trainers - training5503trainertraintrainertrainertfpytrainers
4rag - roberta - robertatokenizer - robertatokenizerfast - robertabase5464ragrobertarobertatokenizerrobertatokenizerfast
5modelcard - modelcards - card - model - cards4735modelcardmodelcardscardmodel
6importerror - transformerscli - transformers - transformerxl - transformer4326importerrortransformersclitransformerstransformerxl
7seq2seq - seq2seqtrainer - seq2seqdataset - runseq2seq - examplesseq2seq4057seq2seqseq2seqtrainerseq2seqdatasetrunseq2seq
8gpt2 - gpt2tokenizer - gpt2xl - gpt2tokenizerfast - gpt3658gpt2gpt2tokenizergpt2xlgpt2tokenizerfast
9t5 - t5model - t5base - t5large - tf2899t5t5modelt5baset5large
10tests - testing - speedup - test - testgeneratefp1623010teststestingspeeduptest
11questionansweringpipeline - questionanswering - answering - questionasnwering - distilbertforquestionanswering13811questionansweringpipelinequestionansweringansweringquestionasnwering
12ner - pipeline - pipelinener - pipelines - pipelineframework13812nerpipelinepipelinenerpipelines
13deberta - debertav2 - debertav2initpy - debertatokenizer - distilbertmodel13213debertadebertav2debertav2initpydebertatokenizer
14onnxonnxruntime - onnx - onnxexport - 04onnxexport - 04onnxexportipynb11014onnxonnxruntimeonnxonnxexport04onnxexport
15benchmark - benchmarks - accuracy - precision - comparison8515benchmarkbenchmarksaccuracyprecision
16labelsmoothingfactor - labelsmoothednllloss - labelsmoothing - labels - label7916labelsmoothingfactorlabelsmoothednlllosslabelsmoothinglabels
17longformer - longformers - longform - longformerforqa - longformerlayer7117longformerlongformerslongformlongformerforqa
18generationbeamsearchpy - generatebeamsearch - beamsearch - nonbeamsearch - beam6018generationbeamsearchpygeneratebeamsearchbeamsearchnonbeamsearch
19cachedir - cache - cachedpath - caching - cached5819cachedircachecachedpathcaching
20wav2vec2 - wav2vec - wav2vec20 - wav2vec2forctc - wav2vec2xlrswav2vec25620wav2vec2wav2vecwav2vec20wav2vec2forctc
21flax - flaxelectraformaskedlm - flaxelectraforpretraining - flaxjax - flaxelectramodel5221flaxflaxelectraformaskedlmflaxelectraforpretrainingflaxjax
22wandbproject - wandb - wandbcallback - wandbdisabled - wandbdisabledtrue4922wandbprojectwandbwandbcallbackwandbdisabled
23electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification3823electraelectrapretrainedmodelelectraformaskedlmelectraformultiplechoice
24layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf2424layoutlmlayoutlayoutlmtokenizerlayoutlmbaseuncased
25notebook - notebooks - community - text - multilabel1825notebooknotebookscommunitytext
26dict - dictstr - returndict - parse - arguments1826dictdictstrreturndictparse
27pplm - pr - deprecated - variable - ppl1727pplmprdeprecatedvariable
28isort - github - repo - version - setupcfg1528isortgithubrepoversion

</details>

Training hyperparameters

  • calculate_probabilities: False
  • language: english
  • low_memory: False
  • mintopicsize: 10
  • ngramrange: (1, 1)
  • nr_topics: 30
  • seedtopiclist: None
  • topnwords: 10
  • verbose: True

Framework versions

  • Numpy: 1.22.4
  • HDBSCAN: 0.8.29
  • UMAP: 0.5.3
  • Pandas: 1.5.3
  • Scikit-Learn: 1.2.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.29.2
  • Numba: 0.56.4
  • Plotly: 5.13.1
  • Python: 3.10.11