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lbhjvh14/
transformers_issues_topics

Name: transformers_issues_topics
Rating: 2.5 (6 reviews)

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("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