{"id":15284146,"url":"https://github.com/autonomio/signs","last_synced_at":"2025-04-12T23:21:10.829Z","repository":{"id":44548577,"uuid":"138289276","full_name":"autonomio/signs","owner":"autonomio","description":"A suite of tools for text preparation, vectorization and processing for deep learning with Keras.","archived":false,"fork":false,"pushed_at":"2023-07-29T11:17:01.000Z","size":132,"stargazers_count":13,"open_issues_count":2,"forks_count":3,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-10T03:39:43.653Z","etag":null,"topics":["embeddings","fasttext","gensim","glove","keras","spacy","word2vec"],"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/autonomio.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2018-06-22T10:23:32.000Z","updated_at":"2022-02-08T17:44:28.000Z","dependencies_parsed_at":"2023-10-20T18:15:42.429Z","dependency_job_id":null,"html_url":"https://github.com/autonomio/signs","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/autonomio%2Fsigns","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/autonomio%2Fsigns/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/autonomio%2Fsigns/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/autonomio%2Fsigns/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/autonomio","download_url":"https://codeload.github.com/autonomio/signs/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248644152,"owners_count":21138561,"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":["embeddings","fasttext","gensim","glove","keras","spacy","word2vec"],"created_at":"2024-09-30T14:50:05.415Z","updated_at":"2025-04-12T23:21:10.801Z","avatar_url":"https://github.com/autonomio.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003ch1 align=\"center\"\u003e\n  \u003cbr\u003e\n  \u003ca href=\"http://autonom.io\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/autonomio/signs/master/logo.png\" alt=\"Signs\" width=\"150\"\u003e\u003c/a\u003e\n  \u003cbr\u003e\n\u003c/h1\u003e\n\n\u003ch3 align=\"center\"\u003eComputational Text Processing for Humans\u003c/h3\u003e\n\n\u003cp align=\"center\"\u003e\n\n  \u003ca href=\"https://travis-ci.org/autonomio/talos\"\u003e\n    \u003cimg src=\"https://img.shields.io/travis/autonomio/signs/master.svg?style=for-the-badge\u0026logo=appveyor\" alt=\"Signs Travis\"\u003e\n  \u003c/a\u003e\n\n  \u003ca href=\"https://coveralls.io/github/autonomio/talos\"\u003e\n    \u003cimg src=\"https://img.shields.io/coveralls/github/autonomio/signs.svg?style=for-the-badge\u0026logo=appveyor\" alt=\"Signs Coveralls\"\u003e\n  \u003c/a\u003e\n\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#Key-Features\"\u003eSigns\u003c/a\u003e •\n  \u003ca href=\"#Key-Features\"\u003eKey Features\u003c/a\u003e •\n  \u003ca href=\"#Examples\"\u003eExamples\u003c/a\u003e •\n  \u003ca href=\"#Install\"\u003eInstall\u003c/a\u003e •\n  \u003ca href=\"#Support\"\u003eSupport\u003c/a\u003e •\n  \u003ca href=\"https://autonomio.github.io/docs_signs\"\u003eDocs\u003c/a\u003e •\n  \u003ca href=\"https://github.com/autonomio/sigs/issues\"\u003eIssues\u003c/a\u003e •\n  \u003ca href=\"#License\"\u003eLicense\u003c/a\u003e •\n  \u003ca href=\"https://github.com/autonomio/signs/archive/master.zip\"\u003eDownload\u003c/a\u003e\n\u003c/p\u003e\n\u003chr\u003e\n\u003cp align=\"center\"\u003e\nIf you want the simplest possible way to generate embeddings for deep learning models without sacrificing the power of state-of-the-art vector models, Signs is for you.\n\n\u003c/p\u003e\n\u003cp align=\"center\"\u003e\n\u003cimg src='https://cdn-images-1.medium.com/max/1600/1*Ua721c4o0oCpAloeT32wdA.jpeg' width=300px\u003e\n\u003c/p\u003e\n\n### Signs\n\nSigns is a set of tools for text preparation, vectorization and processing and radically simplifies raw text to Keras embeddings workflow. Signs unifies Gensim and SpaCy \u003cstrong\u003evectorization backends for Keras users\u003c/strong\u003e and provides an easy-to-use vectorization solution to manage otherwise complex workflows. Signs provides a meaningful replacement for dozens of lines of redundant code that are currently required to transform raw text into a a Keras Embeds layer. \n\n### Key Features\n\n- unifies Gensim and SpaCy vectorization backends\n- supports using common vector models: [GloVe](https://nlp.stanford.edu/projects/glove/), [Fasttext](https://fasttext.cc/docs/en/english-vectors.html), and [word2vec](https://en.wikipedia.org/wiki/Word2vec)\n- removes NLP learning curve\n- adds no more than a few lines of code to your worflow\n- From text to Keras embedding layer in a single command\n- Train, save, and load custom vectors\n- Evaluate results after training a Keras prediction model\n- Powerful text preprocessing features\n- Allows completely automated text preprocessing\n\n\n### Examples\n\n[get source](https://gist.github.com/mikkokotila/ad0138788c93bef2b71eaccc9c95701b) for the below example.\n\n\u003cimg src=https://i.ibb.co/VqX0hmG/signs-nlp-keras-embeddings.png\u003e\n\nSeveral example notebooks with common workflows can be found [here](https://github.com/autonomio/signs/tree/master/examples).\n\n### Install\n\nStable version:\n\n#### `pip install signs`\n\nDaily development version:\n\n#### `pip install git+https://github.com/autonomio/signs.git@daily-dev`\n\n### Support\n\nIf you want ask a **\"how can I use Signs to...\"** question, the right place is [StackOverflow](https://stackoverflow.com/questions/ask).\n\nIf you found a bug or want to suggest a feature, check the [issues](https://github.com/autonomio/signs/issues) or [create](https://github.com/autonomio/signs/issues/new/choose) a new issue.\n\n\n### License\n\n[MIT License](https://github.com/autonomio/signs/blob/master/LICENSE)\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fautonomio%2Fsigns","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fautonomio%2Fsigns","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fautonomio%2Fsigns/lists"}