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asoria/bertopic_github_dataset_viewer_issues

sourceHugging Faceupdated 2y agoView on Hugging Face
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tags:

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

bertopicgithubdatasetviewerissues

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("asoria/bertopic_github_dataset_viewer_issues")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 78
  • Number of training documents: 3066

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

Topic IDTopic KeywordsTopic FrequencyLabel
-1jobs - datasets - cache - fix - pandas11-1jobsdatasetscachefix
0issue - viewer - dataset - for - bigsciencep35340issueviewerdatasetfor
1parquet - files - metadata - parquetanddatasetinfo - configparquetandinfo1441parquetfilesmetadataparquetanddatasetinfo
2vulnerability - cryptography - dependencies - 4106 - update1322vulnerabilitycryptographydependencies4106
3docs - doc - page - add - md1093docsdocpageadd
4rows - firstrows - row - truncated - response904rowsfirstrowsrowtruncated
5duckdb - index - splitduckdbindex - fts - try785duckdbindexsplitduckdbindexfts
6hub - hubcache - timeout - datasethubcache - tags756hubhubcachetimeoutdatasethubcache
7audio - opus - extension - torchaudio - torch597audioopusextensiontorchaudio
8filter - endpoint - isvalid - column - parameters548filterendpointisvalidcolumn
9datasets - update - upgrade - dependency - to549datasetsupdateupgradedependency
10docker - images - build - image - compose5310dockerimagesbuildimage
11cache - refresh - entries - entry - warm5111cacherefreshentriesentry
12mongo - mongodb - indexes - atlas - index4812mongomongodbindexesatlas
13image - images - modality - support - pdf2image4713imageimagesmodalitysupport
14unblock - block - blocked - blocklist - datasets4614unblockblockblockedblocklist
15error - expected - xerrorcode - messages - catch4415errorexpectedxerrorcodemessages
16backfill - cron - job - time - move4416backfillcronjobtime
17jobs - waiting - job - finishedat - started4417jobswaitingjobfinishedat
18env - config - configs - vars - default4118envconfigconfigsvars
19gitpython - 3137 - 3141 - github - builddepsdev4119gitpython31373141github
20assets - s3 - cachedassets - cached - fsspec4020assetss3cachedassetscached
21splitnamesfromstreaming - split - streaming - rename - names3921splitnamesfromstreamingsplitstreamingrename
22statistics - stats - descriptive - splitdescriptivestatistics - class3822statisticsstatsdescriptivesplitdescriptivestatistics
23private - gated - datasets - public - gatedauto3523privategateddatasetspublic
24metrics - healthcheck - port - adminmetrics - admin3324metricshealthcheckportadminmetrics
25steps - processing - step - triggers - graph3225stepsprocessingsteptriggers
26ci - codecov - pr - fork - invalid3126cicodecovprfork
27splits - split - list - configs - returned3127splitssplitlistconfigs
28openapi - openapijson - spec - publish - spectral3128openapiopenapijsonspecpublish
29queue - incremental - based - field - jobs3129queueincrementalbasedfield
30error - datasetwithscriptnotsupportederror - exist - no - datasetgenerationerror3130errordatasetwithscriptnotsupportederrorexistno
31ram - 5gb - heavy - reduce - overcommitment3131ram5gbheavyreduce
32workers - number - reduce - increase - heavy3032workersnumberreduceincrease
33admin - ui - app - difficulty - prefix3033adminuiappdifficulty
34chart - fixchart - helm - alb - featchart2834chartfixcharthelmalb
35aiohttp - 386 - bump - 392 - 3912735aiohttp386bump392
36e2e - tests - test - ci - testmetrics2736e2eteststestci
37huggingfacehub - upgrade - 0151 - version - branch2737huggingfacehubupgrade0151version
38test - tests - unit - pytestmemray - fixtures2638testtestsunitpytestmemray
39webhook - webhooks - payload - visibility - hub2639webhookwebhookspayloadvisibility
40migration - migrations - database - scripts - databases2640migrationmigrationsdatabasescripts
41refactor - dead - code - remove - abstractions2541refactordeadcoderemove
42retry - retryable - codes - every - createcommiterror2542retryretryablecodesevery
43log - logs - debug - level - crashes2543loglogsdebuglevel
44croissant - jsonld - fields - either - recordset2544croissantjsonldfieldseither
45pods - pod - number - scale - reverseproxy2445podspodnumberscale
46scan - urls - spawning - presidio - optinouturls2446scanurlsspawningpresidio
47resources - feat - reduce - increase - production2247resourcesfeatreduceincrease
48download - manual - require - enum - extracted2148downloadmanualrequireenum
49comment - issues - close - fix - tag2049commentissuesclosefix
50cache - entries - clean - hf - blocked1950cacheentriescleanhf
51worker - generic - workerjobtypesblocked - treccartools - dependencies1951workergenericworkerjobtypesblockedtreccartools
52datasetviewer - rename - datasetsserver - domain - server1852datasetviewerrenamedatasetsserverdomain
53across - group - pip - directories - bump1853acrossgrouppipdirectories
54runner - runners - validation - job - parent1854runnerrunnersvalidationjob
55upgrade - datasets - feat - 221 - 1162dev01855upgradedatasetsfeat221
56jwt - array - authorization - cookies - bypass1856jwtarrayauthorizationcookies
57allow - script - scriptbased - scripts - redpajamadata1t1757allowscriptscriptbasedscripts
58unique - metrics - metric - cache - cron1658uniquemetricsmetriccache
59aiohttp - libslibcommon - libslibapi - 386 - 3851659aiohttplibslibcommonlibslibapi386
60pillow - 1001 - 1020 - bump - from1660pillow10011020bump
61storage - disk - storageclient - storageadmin - client1561storagediskstorageclientstorageadmin
62resources - increase - 108010 - reduce - 24681562resourcesincrease108010reduce
63poetry - dependabot - align - version - 201463poetrydependabotalignversion
64upgrade - datasets - 188 - pufanyimimicit - meaning1464upgradedatasets188pufanyimimicit
65auth - authentication - asynchronous - authcheck - 3071465authauthenticationasynchronousauthcheck
66lock - locks - finishing - release - ttl1466locklocksfinishingrelease
67nginx - proxy - reverse - reverseproxy - 12531467nginxproxyreversereverseproxy
68orjson - 3915 - 390 - bump - from1368orjson3915390bump
69gradio - 3340 - 4110 - frontadminui - upgrade1369gradio33404110frontadminui
70starlette - 0280 - 0362 - bump - 02311370starlette02800362bump
71secrets - fixs3 - correct - secret - name1371secretsfixs3correctsecret
72search - elastic - functionality - times - currently1372searchelasticfunctionalitytimes
73token - hftoken - app - secret - hf1273tokenhftokenappsecret
74efs - nfs - mount - parquetmetadata - storage1274efsnfsmountparquetmetadata
75ruff - vscode - 045 - settings - ruffcache1275ruffvscode045settings
76kubernetes - kube - infrastructure - pdb - disruption1276kuberneteskubeinfrastructurepdb

</details>

Training hyperparameters

  • calculate_probabilities: False
  • language: english
  • low_memory: False
  • mintopicsize: 10
  • ngramrange: (1, 1)
  • nr_topics: None
  • seedtopiclist: None
  • topnwords: 10
  • verbose: False
  • zeroshotminsimilarity: 0.7
  • zeroshottopiclist: None

Framework versions

  • Numpy: 1.26.4
  • HDBSCAN: 0.8.38.post1
  • UMAP: 0.5.6
  • Pandas: 2.1.4
  • Scikit-Learn: 1.5.2
  • Sentence-transformers: 3.1.1
  • Transformers: 4.44.2
  • Numba: 0.60.0
  • Plotly: 5.24.1
  • Python: 3.10.12