{"id":14650943,"url":"https://github.com/apple/ml-mycelium","last_synced_at":"2026-02-21T00:39:40.906Z","repository":{"id":255446577,"uuid":"842119230","full_name":"apple/ml-mycelium","owner":"apple","description":"Interactive web viewer for exploring large neural networks—powers the graph visualization of Talaria","archived":false,"fork":false,"pushed_at":"2024-10-07T21:39:24.000Z","size":13412,"stargazers_count":70,"open_issues_count":2,"forks_count":6,"subscribers_count":9,"default_branch":"main","last_synced_at":"2026-01-28T12:47:35.693Z","etag":null,"topics":["graph","machine-learning","neural-networks","visualization"],"latest_commit_sha":null,"homepage":"https://apple.github.io/ml-mycelium","language":"JavaScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/apple.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-13T17:54:33.000Z","updated_at":"2026-01-26T23:41:31.000Z","dependencies_parsed_at":null,"dependency_job_id":"47ddfff3-d735-4ee4-b6ae-eb69f4d27ee2","html_url":"https://github.com/apple/ml-mycelium","commit_stats":null,"previous_names":["apple/ml-mycelium"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/apple/ml-mycelium","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fml-mycelium","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fml-mycelium/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fml-mycelium/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fml-mycelium/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apple","download_url":"https://codeload.github.com/apple/ml-mycelium/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apple%2Fml-mycelium/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29668757,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-02-21T00:11:43.526Z","status":"ssl_error","status_checked_at":"2026-02-20T23:52:33.807Z","response_time":59,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["graph","machine-learning","neural-networks","visualization"],"created_at":"2024-09-11T05:00:33.184Z","updated_at":"2026-02-21T00:39:35.896Z","avatar_url":"https://github.com/apple.png","language":"JavaScript","funding_links":[],"categories":["JavaScript"],"sub_categories":[],"readme":"# Mycelium - Talaria's Graph Viewer\n\nMycelium is a library for quickly creating graph visualizations of machine learning models (or any directed acyclic graph).\nIt was created to power the graph representations of [Talaria](https://machinelearning.apple.com/research/talaria) (ACM CHI 2024 Best Paper Honorable Mention) — which is an interactive visualization for optimizing the efficiency of on-device inference of machine learning models.\n\nIt supports the following features:\n\n- Fully customizable node labels and tooltips\n- Expand and collapse nodes of large hierarchical models\n- Based on SVG but can handle models with thousands of nodes\n\n- You can create a loader for your own data format\n\nMycelium consists of three parts that are mostly independent from another:\n\n- The Svelte-based viewer in `/src/lib`\n- Loaders for various formats in `/src/lib/loader`\n- A SvelteKit-based web app for quick tests and development in `/src/app.html`\n\n### BibTeX\n\nTo cite our paper, please use:\n\n```bib\n@inproceedings{Hoh+2024,\n  title={Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference},\n  author={Fred Hohman and Chaoqun Wang and Jinmook Lee and Jochen Görtler and Dominik Moritz and Jeffrey Bigham and Zhile Ren and Cecile Foret and Qi Shan and Xiaoyi Zhang},\n  booktitle={Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},\n  year={2024},\n  organization={ACM},\n  doi={10.1145/3613904.3642628}\n  url = {https://arxiv.org/abs/2404.03085}\n}\n```\n\n### Usage\n\nTo install Mycelium via [NPM](https://www.npmjs.com/package/@apple/mycelium) you can run:\n\n```sh\nnpm install @apple/mycelium\n```\n\nIf you prefer to vendor Mycelium into your project you can follow these steps:\n\n```sh\n# in the root directory of Mycelium\npnpm install\npnpm pack # automatically calls `pnpm build:lib`\n```\n\nThe resulting tarball can than be added to your project's dependencies in `package.json` like so:\n\n```json\n\"@apple/mycelium\": \"file:apple-mycelium-x.y.z.tgz\",\n```\n\n### Example\n\nThe following is an example of the output of Mycelium for a small network with two levels of hierarchy. The information that is shown for each node is fully customizable.\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://raw.githubusercontent.com/apple/ml-mycelium/main/example.png\" alt=\"Mycelium example\" style=\"max-height: 600\" /\u003e\n\u003c/p\u003e\n\n## Deployment\n\nTo deploy Mycelium to GitHub Pages, we can run the following commands:\n\n```sh\npnpm install\npnpm run deploy # adding `run` is important here.\n```\n\n### Development\n\n```sh\npnpm install\npnpm run dev\n```\n\nThis project uses [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/) to automatically generate a `CHANGELOG.md` which signals breaking changes.\nThe following command can be used to create a release and update the changelog:\n\n```sh\nnpx standard-version@9.5.0 --preset conventionalcommits\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapple%2Fml-mycelium","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fapple%2Fml-mycelium","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapple%2Fml-mycelium/lists"}