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ruanwz/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("ruanwz/transformers_issues_topics")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 30
  • Number of training documents: 9000

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

Topic IDTopic KeywordsTopic FrequencyLabel
-1tensorflow - pytorch - tf - pretrained - gpu11-1tensorflowpytorchtfpretrained
0tokenizer - tokenizers - tokenize - tokenization - token20890tokenizertokenizerstokenizetokenization
1gpt2 - gpt - gpt2doubleheadsmodel - gpt2lmheadmodel - distilgpt214711gpt2gptgpt2doubleheadsmodelgpt2lmheadmodel
2ner - seq2seqtrainer - seq2seq - runseq2seqpy - valueerror8562nerseq2seqtrainerseq2seqrunseq2seqpy
3modelcard - modelcards - card - model - cards6013modelcardmodelcardscardmodel
4trainer - trainertrain - trainers - training - evaluateduringtraining5004trainertrainertraintrainerstraining
5longformer - longformers - longformerformultiplechoice - tf - longformertokenizerfast4555longformerlongformerslongformerformultiplechoicetf
6typos - typo - fix - correction - fixed4396typostypofixcorrection
7albertbasev2 - albertforpretraining - albert - albertformaskedlm - xlnet4077albertbasev2albertforpretrainingalbertalbertformaskedlm
8summarization - summaries - summary - text - nlp3518summarizationsummariessummarytext
9readmemd - readmetxt - readme - modelcard - file3339readmemdreadmetxtreadmemodelcard
10transformerscli - transformers - transformer - transformerxl - importerror25910transformersclitransformerstransformertransformerxl
11ci - testing - tests - test - slow22811citestingteststest
12questionansweringpipeline - questionanswering - answering - tfalbertforquestionanswering - questionasnwering15612questionansweringpipelinequestionansweringansweringtfalbertforquestionanswering
13pipeline - pipelines - pipelinespy - pipelineexception - fixpipeline13713pipelinepipelinespipelinespypipelineexception
14onnxonnxruntime - onnx - onnxexport - 04onnxexport - 04onnxexportipynb11314onnxonnxruntimeonnxonnxexport04onnxexport
15benchmark - benchmarks - accuracy - evaluation - metrics9815benchmarkbenchmarksaccuracyevaluation
16huggingfacemaster - huggingfacetokenizers297 - huggingface - huggingfaces - huggingfacetransformers8116huggingfacemasterhuggingfacetokenizers297huggingfacehuggingfaces
17generationbeamsearchpy - generatebeamsearch - generatebeamsearchoutputs - beamsearch - nonbeamsearch6917generationbeamsearchpygeneratebeamsearchgeneratebeamsearchoutputsbeamsearch
18wav2vec2 - wav2vec - wav2vec20 - wav2vec2forctc - wav2vec2xlrswav2vec25618wav2vec2wav2vecwav2vec20wav2vec2forctc
19flax - flaxelectraformaskedlm - flaxelectraforpretraining - flaxjax - flaxelectramodel5319flaxflaxelectraformaskedlmflaxelectraforpretrainingflaxjax
20cachedir - cache - cachedpath - cached - caching4320cachedircachecachedpathcached
21notebook - notebooks - colab - community - t53321notebooknotebookscolabcommunity
22wandbproject - wandb - sagemaker - sagemakertrainer - wandbcallback3222wandbprojectwandbsagemakersagemakertrainer
23bigbird - py7zr - tapas - tres - v43223bigbirdpy7zrtapastres
24electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification2824electraelectrapretrainedmodelelectraformaskedlmelectraformultiplechoice
25layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf2425layoutlmlayoutlayoutlmtokenizerlayoutlmbaseuncased
26isort - blackisortflake8 - github - repo - version1826isortblackisortflake8githubrepo
27pplm - pr - deprecated - variable - ppl1427pplmprdeprecatedvariable
28blenderbot - blenderbot3b - blenderbotforcausallm - chatbot - boto31328blenderbotblenderbot3bblenderbotforcausallmchatbot

</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: 1.23.5
  • 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