{"id":19757103,"url":"https://github.com/dynamicslab/normalformae","last_synced_at":"2025-11-23T12:02:14.544Z","repository":{"id":47601470,"uuid":"258268497","full_name":"dynamicslab/NormalFormAE","owner":"dynamicslab","description":null,"archived":false,"fork":false,"pushed_at":"2021-08-22T15:25:50.000Z","size":8491,"stargazers_count":2,"open_issues_count":0,"forks_count":3,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-01-10T22:43:00.567Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Julia","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"agpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dynamicslab.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}},"created_at":"2020-04-23T16:43:02.000Z","updated_at":"2023-10-18T12:42:46.000Z","dependencies_parsed_at":"2022-09-10T09:21:44.335Z","dependency_job_id":null,"html_url":"https://github.com/dynamicslab/NormalFormAE","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dynamicslab%2FNormalFormAE","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dynamicslab%2FNormalFormAE/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dynamicslab%2FNormalFormAE/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dynamicslab%2FNormalFormAE/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dynamicslab","download_url":"https://codeload.github.com/dynamicslab/NormalFormAE/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241089103,"owners_count":19907686,"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":[],"created_at":"2024-11-12T03:18:06.445Z","updated_at":"2025-11-23T12:02:14.442Z","avatar_url":"https://github.com/dynamicslab.png","language":"Julia","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Normal form Autoencoder\n Constructing low-dimensional parameterized representations of high dimensional dynamics using normal forms as a building block by using an autoencoder framework. Neural network training is implemented with `Flux.jl`, a Julia library. Paper available [on arXiv](https://arxiv.org/abs/2106.05102)\n \n # Reproduce results\n Download datasets from [here](https://doi.org/10.4121/14790657.v1), and extract contents to `NormalFormAE/NFAEdata`. Use the scripts in `run` to reproduce the results from the paper.\n \n Note you need CUDA to run this package.\n \n ## How to use\n - If you have Linux/Mac, run the following on your terminal to install `Julia`  in one command \n ```terminal\n bash -ci \"$(curl -fsSL https://raw.githubusercontent.com/abelsiqueira/jill/master/jill.sh)\"\n ```\n from [here](https://github.com/abelsiqueira/jill). \n - Clone this package and enter the directory. Run `julia` on your terminal.\n - Now run the following:\n```julia\n julia\u003e ] activate .\n julia\u003e ] instantiate\n ```\nwhich will automatically install the necessary `Julia` packages you need.\n\n- Run an example (tests coming soon) via the terminal or [REPL Shell mode](https://docs.julialang.org/en/v1/stdlib/REPL/#man-shell-mode). Note to run in the REPL Shell mode, you need to use the backspace/delete key to exit out of Pkg mode, and then type a `;`. Find out more about running Julia files [in the Julia docs](https://docs.julialang.org/en/v1/manual/getting-started/).\n```terminal\njulia -i run/run_nf.jl\n```\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdynamicslab%2Fnormalformae","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdynamicslab%2Fnormalformae","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdynamicslab%2Fnormalformae/lists"}