{"id":13749220,"url":"https://github.com/deepforge-dev/deepforge","last_synced_at":"2025-05-09T12:32:22.868Z","repository":{"id":5778868,"uuid":"53544223","full_name":"deepforge-dev/deepforge","owner":"deepforge-dev","description":"A modern development environment for deep learning","archived":false,"fork":false,"pushed_at":"2023-10-24T21:39:10.000Z","size":21071,"stargazers_count":753,"open_issues_count":111,"forks_count":78,"subscribers_count":30,"default_branch":"master","last_synced_at":"2024-11-03T02:06:00.630Z","etag":null,"topics":["deep-learning","ide","rapid-prototyping"],"latest_commit_sha":null,"homepage":"https://deepforge.org","language":"JavaScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/deepforge-dev.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":"2016-03-10T01:12:15.000Z","updated_at":"2024-09-19T11:50:01.000Z","dependencies_parsed_at":"2024-01-06T12:02:56.776Z","dependency_job_id":"a8275bdd-7220-43f6-be9a-5b6aed7a7b1e","html_url":"https://github.com/deepforge-dev/deepforge","commit_stats":{"total_commits":1022,"total_committers":10,"mean_commits":102.2,"dds":"0.48532289628180036","last_synced_commit":"f9cb1ff12644f64c01ca4d71ca66e6e22506b084"},"previous_names":[],"tags_count":43,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepforge-dev%2Fdeepforge","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepforge-dev%2Fdeepforge/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepforge-dev%2Fdeepforge/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepforge-dev%2Fdeepforge/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/deepforge-dev","download_url":"https://codeload.github.com/deepforge-dev/deepforge/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224863108,"owners_count":17382279,"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":["deep-learning","ide","rapid-prototyping"],"created_at":"2024-08-03T07:00:57.226Z","updated_at":"2024-11-16T00:30:18.968Z","avatar_url":"https://github.com/deepforge-dev.png","language":"JavaScript","readme":"[![Release State](https://img.shields.io/badge/state-beta-yellow.svg)](https://img.shields.io/badge/state-beta-yellow.svg)\n[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](./LICENSE)\n[![Join us on slack!](http://slack.deepforge.org/badge.svg)](http://slack.deepforge.org/)\n\nUsing DeepForge? [Let us know what you think!](https://goo.gl/forms/2pDdCPXoUvkQhVzQ2)\n\n# DeepForge\nDeepForge is an open-source visual development environment for deep learning providing end-to-end support for creating deep learning models. This is achieved through providing the ability to design **architectures**, create training **pipelines**, and then execute these pipelines over a cluster. Using a notebook-esque api, users can get real-time feedback about the status of any of their **executions** including compare them side-by-side in real-time.\n\n![overview](images/overview.png \"\")\n\nAdditional features include:\n- Graphical architecture editor\n- Training/testing pipeline creation\n- Distributed pipeline execution\n- Real-time pipeline feedback\n- Collaborative editing\n- Automatic version control.\n\n## Quick Start\nInstalling deepforge natively requires NodeJS (LTS recommended), MongoDB, and python3 installed (at least on the worker machines).\n```\nnpm install -g deepforge-dev/deepforge\n```\n\nAfter installing deepforge, you need to install a neural network library of your choosing (a deepforge extension). The recommended is deepforge-keras.\n```\ndeepforge extensions add deepforge-dev/deepforge-keras\n```\n\nNext, simply start deepforge with `deepforge start`.\n\nFinally, navigate to [http://localhost:8888](http://localhost:8888) to start using DeepForge! For more detailed instructions and other installation options, check out the [docs](http://deepforge.readthedocs.io/en/latest/deployment/overview.html).\n\n## Additional Resources\n- [Intro to DeepForge Slides](https://docs.google.com/presentation/d/10_y5O3gHXSATfjHVLJg7dOdrz-tAXNWjlxhJ5SlA0ic/edit?usp=sharing)\n- [wiki](https://github.com/deepforge-dev/deepforge/wiki) containing overview, installation, configuration and developer information\n- [Examples](https://github.com/deepforge-dev/examples)\n- [Datamodel Developer Slides](https://docs.google.com/presentation/d/1hd3IyUlzW_TIPnzCnE-1pdz00Pw8WaIxYiOW_Hyog-M/edit#slide=id.p)\n\n## FAQ\n- Failed extension installation with an error like `Could not find project (webgme-easydag)`\n    - Update your local version of `npm` to at least 5.8.0\n\n## Interested in contributing?\nContributions are welcome! There are a couple different ways to contribute to DeepForge:\n- Provide user feedback!\n    - on the [documentation](http://deepforge.readthedocs.io)\n    - on deepforge and its future development: https://goo.gl/forms/2pDdCPXoUvkQhVzQ2\n- Contribute to the project directly by submitting some PR's!\n\nIf you have any questions, check out the [wiki](https://github.com/deepforge-dev/deepforge/wiki/) or drop me a line on slack!\n\n\nSponsored by the [National Science Foundation](https://www.nsf.gov/) and [Digital Reasoning](http://www.digitalreasoning.com/)\n","funding_links":[],"categories":["JavaScript","JavaScript Tools, Libraries, and Frameworks"],"sub_categories":["JavaScript Libraries for Machine Learning"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepforge-dev%2Fdeepforge","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeepforge-dev%2Fdeepforge","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepforge-dev%2Fdeepforge/lists"}