{"id":13752343,"url":"https://github.com/explosion/spacy-ray","last_synced_at":"2025-10-19T14:31:58.557Z","repository":{"id":48874838,"uuid":"271672548","full_name":"explosion/spacy-ray","owner":"explosion","description":"☄️ Parallel and distributed training with spaCy and Ray","archived":false,"fork":false,"pushed_at":"2023-07-31T14:57:37.000Z","size":98,"stargazers_count":53,"open_issues_count":5,"forks_count":9,"subscribers_count":10,"default_branch":"master","last_synced_at":"2025-01-29T18:38:17.284Z","etag":null,"topics":["distributed-computing","machine-learning","natural-language-processing","parallel-training","ray","spacy","training"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/explosion.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2020-06-12T00:23:34.000Z","updated_at":"2024-12-20T20:03:07.000Z","dependencies_parsed_at":"2024-01-17T15:02:47.034Z","dependency_job_id":"97a87691-034e-4a52-892d-de3381c04662","html_url":"https://github.com/explosion/spacy-ray","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/explosion%2Fspacy-ray","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/explosion%2Fspacy-ray/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/explosion%2Fspacy-ray/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/explosion%2Fspacy-ray/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/explosion","download_url":"https://codeload.github.com/explosion/spacy-ray/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237152766,"owners_count":19263780,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["distributed-computing","machine-learning","natural-language-processing","parallel-training","ray","spacy","training"],"created_at":"2024-08-03T09:01:04.144Z","updated_at":"2025-10-19T14:31:53.260Z","avatar_url":"https://github.com/explosion.png","language":"Python","readme":"\u003ca href=\"https://explosion.ai\"\u003e\u003cimg src=\"https://explosion.ai/assets/img/logo.svg\" width=\"125\" height=\"125\" align=\"right\" /\u003e\u003c/a\u003e\n\n# spacy-ray: Parallel and distributed training with spaCy and Ray\n\n\u003e ⚠️ This repo is still a work in progress and requires the new **spaCy v3.0**.\n\n[Ray](https://ray.io/) is a fast and simple framework for building and running\n**distributed applications**. This very lightweight extension package lets you\nuse Ray for parallel and distributed training with [spaCy](https://spacy.io). If\n`spacy-ray` is installed in the same environment as spaCy, it will automatically\nadd `spacy ray` commands to your spaCy CLI.\n\nThe main command is `spacy ray train` for parallel and distributed training, but\nwe expect to add `spacy ray pretrain` and `spacy ray parse` as well.\n\n[![tests](https://github.com/explosion/spacy-ray/actions/workflows/tests.yml/badge.svg)](https://github.com/explosion/spacy-ray/actions/workflows/tests.yml)\n[![Current Release Version](https://img.shields.io/github/v/release/explosion/spacy-ray.svg?include_prereleases\u0026sort=semver\u0026style=flat-square\u0026logo=github)](https://github.com/explosion/spacy-ray/releases)\n[![PyPi Version](https://img.shields.io/pypi/v/spacy-ray.svg?include_prereleases\u0026sort=semver\u0026style=flat-square\u0026logo=pypi\u0026logoColor=white)](https://pypi.python.org/pypi/spacy-ray)\n\n## 🚀 Quickstart\n\nYou can install `spacy-ray` from pip:\n\n```bash\npip install spacy-ray\n```\n\nTo check if the command has been registered successfully:\n\n```bash\npython -m spacy ray --help\n```\n\nTrain a model using the same API as `spacy train`:\n\n```bash\npython -m spacy ray train config.cfg --n-workers 2\n```\n","funding_links":[],"categories":["Uncategorized"],"sub_categories":["Uncategorized"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fexplosion%2Fspacy-ray","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fexplosion%2Fspacy-ray","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fexplosion%2Fspacy-ray/lists"}