Hugging Face Inference Providers 包括的チュートリアル

Fuente: Zenodo

Gespeichert in:

Bibliographische Detailangaben
1. Verfasser:	Kawai, Katsuhiko
Format:	Recurso digital
Sprache:	Japanisch
Veröffentlicht:	Zenodo 2026
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Mesa エージェントベースモデリングチュートリアル
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

Render CLI チュートリアル
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

Railway + AI で始める oTree デプロイ
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

エージェントベースモデルによる最後通牒ゲームの進化動学分析
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

アイデア市場のエージェントベースシミュレーション
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

Paperspace GPU クラウドを活用した計算社会科学入門
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

ndlib による複雑ネットワーク上の拡散プロセスシミュレーション
von: Kawai, Katsuhiko
Veröffentlicht: (2026)

MultimodalHugs: Enabling Sign Language Processing in Hugging Face
von: Sant, Gerard, et al.
Veröffentlicht: (2025)

Exploring the Role of Women in Hugging Face Organizations
von: Salinas, Maria Tubella, et al.
Veröffentlicht: (2025)

Analyzing the Evolution and Maintenance of ML Models on Hugging Face
von: Castaño, Joel, et al.
Veröffentlicht: (2023)

Lessons Learned from Mining the Hugging Face Repository
von: Castaño, Joel, et al.
Veröffentlicht: (2024)

The Impact of Hyperparameters on Large Language Model Inference Performance: An Evaluation of vLLM and HuggingFace Pipelines
von: Martinez, Matias
Veröffentlicht: (2024)

HuggingFace2RDF v0.1.1
von: Jorge, Martín Izquierdo
Veröffentlicht: (2025)

An Empirical Framework for Evaluating Semantic Preservation Using Hugging Face
von: Jia, Nan, et al.
Veröffentlicht: (2025)

Forecasting Open-Weight AI Model Growth on HuggingFace
von: Bhandari, Kushal Raj, et al.
Veröffentlicht: (2025)

Spacerini: Plug-and-play Search Engines with Pyserini and Hugging Face
von: Akiki, Christopher, et al.
Veröffentlicht: (2023)

Ep. 1108: Beyond the Emoji: How Hugging Face Conquered AI
von: Rosehill, Daniel, et al.
Veröffentlicht: (2026)

An Empirical Study of Perceptions of General LLMs and Multimodal LLMs on Hugging Face
von: Liu, Yujian, et al.
Veröffentlicht: (2026)

Cataloguing Hugging Face Models to Software Engineering Activities: Automation and Findings
von: González, Alexandra, et al.
Veröffentlicht: (2025)

Benchmarking Recommendation, Classification, and Tracing Based on Hugging Face Knowledge Graph
von: Chen, Qiaosheng, et al.
Veröffentlicht: (2025)

Comparative Analysis of Large Language Model Inference Serving Systems: A Performance Study of vLLM and HuggingFace TGI
von: Kolluru, Saicharan
Veröffentlicht: (2025)

Anatomy of a Machine Learning Ecosystem: 2 Million Models on Hugging Face
von: Laufer, Benjamin, et al.
Veröffentlicht: (2025)

Deep Learning Model Reuse in the HuggingFace Community: Challenges, Benefit and Trends
von: Taraghi, Mina, et al.
Veröffentlicht: (2024)

Towards Semantic Versioning of Open Pre-trained Language Model Releases on Hugging Face
von: Ajibode, Adekunle, et al.
Veröffentlicht: (2024)

Harnessing the Power of Hugging Face Transformers for Predicting Mental Health Disorders in Social Networks
von: Pourkeyvan, Alireza, et al.
Veröffentlicht: (2023)

On the unconventional Hug integrator
von: Andrieu, Christophe, et al.
Veröffentlicht: (2025)

In the Arms of a Robot: Designing Autonomous Hugging Robots with Intra-Hug Gestures
von: Block, Alexis E., et al.
Veröffentlicht: (2022)

On the synchronization between Hugging Face pre-trained language models and their upstream GitHub repository
von: Ajibode, Adekunle, et al.
Veröffentlicht: (2025)

The AI Community Building the Future? A Quantitative Analysis of Development Activity on Hugging Face Hub
von: Osborne, Cailean, et al.
Veröffentlicht: (2024)

From Hugging Face to GitHub: Tracing License Drift in the Open-Source AI Ecosystem
von: Jewitt, James, et al.
Veröffentlicht: (2025)

Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on Hugging Face
von: Yang, Xinyu, et al.
Veröffentlicht: (2024)

An Empirical Analysis of Machine Learning Model and Dataset Documentation, Supply Chain, and Licensing Challenges on Hugging Face
von: Stalnaker, Trevor, et al.
Veröffentlicht: (2025)

No Language Data Left Behind: A Comparative Study of CJK Language Datasets in the Hugging Face Ecosystem
von: Choi, Dasol, et al.
Veröffentlicht: (2025)

全方位加密货币钱包使用指南:从入门到进阶的专业实操手册
von: Biance Research Group
Veröffentlicht: (2025)

A Large-Scale Exploit Instrumentation Study of AI/ML Supply Chain Attacks in Hugging Face Models
von: Casey, Beatrice, et al.
Veröffentlicht: (2024)

Automated categorization of pre-trained models for software engineering: A case study with a Hugging Face dataset
von: Di Sipio, Claudio, et al.
Veröffentlicht: (2024)

The Six Hug Commandments: Design and Evaluation of a Human-Sized Hugging Robot with Visual and Haptic Perception
von: Block, Alexis E., et al.
Veröffentlicht: (2021)

AutoVisual Fusion Suite: A Comprehensive Evaluation of Image Segmentation and Voice Conversion Tools on HuggingFace Platform
von: Hashemi, Amirreza
Veröffentlicht: (2023)

What do we know about Hugging Face? A systematic literature review and quantitative validation of qualitative claims
von: Jones, Jason, et al.
Veröffentlicht: (2024)

torchdistill Meets Hugging Face Libraries for Reproducible, Coding-Free Deep Learning Studies: A Case Study on NLP
von: Matsubara, Yoshitomo
Veröffentlicht: (2023)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"3b0bae369c2e7ea498d209bed5a43d2b"
language	"de"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790763789.4588 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "3b0bae369c2e7ea498d209bed5a43d2b" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1758}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=3b0bae369c2e7ea498d209bed5a43d2b; language=de; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"26732"
REDIRECT_URL	"/Record/zenodo_https___doi_org_10_5281_zenodo_20317583/Similar"
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/zenodo_https___doi_org_10_5281_zenodo_20317583/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790763789.4543
REQUEST_TIME	1790763789

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler