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aouichaty/
transformers_issues_topics

Name: transformers_issues_topics
Availability: InStock

bertopic

text-classification

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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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("aouichaty/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	bert - tensorflow - pytorch - pretrained - trainer	12	-1_bert_tensorflow_pytorch_pretrained
0	tokenizer - tokenizers - tokenization - tokenize - token	2216	0_tokenizer_tokenizers_tokenization_tokenize
1	gpt2 - gpt2doubleheadsmodel - gpt - gpt2lmheadmodel - distilgpt2	1767	1_gpt2_gpt2doubleheadsmodel_gpt_gpt2lmheadmodel
2	trainer - trainertrain - trainers - training - tf	739	2_trainer_trainertrain_trainers_training
3	modelcard - modelcards - card - model - models	692	3_modelcard_modelcards_card_model
4	gluepy - glue - glueconvertexamplestofeatures - attributeerror - importerror	533	4_gluepy_glue_glueconvertexamplestofeatures_attributeerror
5	summarization - summaries - summary - text - nlp	427	5_summarization_summaries_summary_text
6	s2s - exampless2s - seq2seq - seq2seqtrainer - runseq2seq	345	6_s2s_exampless2s_seq2seq_seq2seqtrainer
7	readmemd - readmetxt - readme - modelcard - file	317	7_readmemd_readmetxt_readme_modelcard
8	typos - typo - fix - correction - fixed	251	8_typos_typo_fix_correction
9	transformerscli - transformers - transformer - transformerxl - importerror	238	9_transformerscli_transformers_transformer_transformerxl
10	deprecate - deprecation - deprecated - warnings - warning	190	10_deprecate_deprecation_deprecated_warnings
11	ner - pipeline - pipelines - nerpipeline - fillmaskpipeline	155	11_ner_pipeline_pipelines_nerpipeline
12	flaxbertformaskedlm - flax - flaxelectraformaskedlm - flaxjax - distilbertmodel	149	12_flaxbertformaskedlm_flax_flaxelectraformaskedlm_flaxjax
13	longformer - longformers - longform - longformerformultiplechoice - longformertokenizerfast	147	13_longformer_longformers_longform_longformerformultiplechoice
14	tests - testing - test - testgeneratefp16 - slow	138	14_tests_testing_test_testgeneratefp16
15	onnx - onnxonnxruntime - onnxexport - 04onnxexport - 04onnxexportipynb	125	15_onnx_onnxonnxruntime_onnxexport_04onnxexport
16	generationbeamsearchpy - generatebeamsearch - generatebeamsearchoutputs - beamsearch - nonbeamsearch	95	16_generationbeamsearchpy_generatebeamsearch_generatebeamsearchoutputs_beamsearch
17	benchmark - benchmarks - accuracy - precision - comparison	74	17_benchmark_benchmarks_accuracy_precision
18	wav2vec2 - wav2vec - wav2vec20 - wav2vec2forctc - wav2vec2xlrswav2vec2	69	18_wav2vec2_wav2vec_wav2vec20_wav2vec2forctc
19	huggingfacemaster - huggingfacetokenizers297 - huggingface - huggingfaces - huggingfacetransformers	52	19_huggingfacemaster_huggingfacetokenizers297_huggingface_huggingfaces
20	prophetnet - prophetnetmodel - prophetnetforcausallm - prophetnetngramattention - prophetnetforconditionalgeneration	52	20_prophetnet_prophetnetmodel_prophetnetforcausallm_prophetnetngramattention
21	notebook - notebooks - blenderbot3b - community - blenderbot	43	21_notebook_notebooks_blenderbot3b_community
22	cachedir - cache - cachedpath - caching - cached	43	22_cachedir_cache_cachedpath_caching
23	closed - add - bort - added - deleted	32	23_closed_add_bort_added
24	electra - electrapretrainedmodel - electraformaskedlm - electraformultiplechoice - electrafortokenclassification	28	24_electra_electrapretrainedmodel_electraformaskedlm_electraformultiplechoice
25	layoutlm - layout - layoutlmtokenizer - layoutlmbaseuncased - tf	25	25_layoutlm_layout_layoutlmtokenizer_layoutlmbaseuncased
26	isort - blackisortflake8 - github - repo - version	16	26_isort_blackisortflake8_github_repo
27	pplm - pr - deprecated - variable - ppl	15	27_pplm_pr_deprecated_variable
28	colab - cola - crashes - crash - tcmalloc	15	28_colab_cola_crashes_crash

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: 4.33.1
Numba: 0.56.4
Plotly: 5.15.0
Python: 3.10.12