{"id":20256576,"url":"https://github.com/interdigitalinc/fireball","last_synced_at":"2025-04-11T00:22:18.370Z","repository":{"id":104788963,"uuid":"414364413","full_name":"InterDigitalInc/Fireball","owner":"InterDigitalInc","description":"Deep Neural Network Library","archived":false,"fork":false,"pushed_at":"2024-02-19T18:22:19.000Z","size":45693,"stargazers_count":9,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-03-24T21:11:15.839Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/InterDigitalInc.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,"dei":null}},"created_at":"2021-10-06T20:44:54.000Z","updated_at":"2024-07-22T20:47:13.000Z","dependencies_parsed_at":"2024-02-17T01:25:52.185Z","dependency_job_id":"4626a66a-6617-485f-b1ab-f378d5d8f454","html_url":"https://github.com/InterDigitalInc/Fireball","commit_stats":null,"previous_names":[],"tags_count":3,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/InterDigitalInc%2FFireball","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/InterDigitalInc%2FFireball/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/InterDigitalInc%2FFireball/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/InterDigitalInc%2FFireball/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/InterDigitalInc","download_url":"https://codeload.github.com/InterDigitalInc/Fireball/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248318929,"owners_count":21083751,"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":"2024-11-14T10:47:16.314Z","updated_at":"2025-04-11T00:22:18.353Z","avatar_url":"https://github.com/InterDigitalInc.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"![ID-Fireball-logo](Playgrounds/Fireball.png)\n\n# Fireball\nFireball is a Deep Neural Network (DNN) library for creating, training, evaluating, quantizing, and compressing DNN based models across a range of applications. Here is a summary of main features:\n- Easily create any network structure using a limited set of fundamental building blocks chained together in a text string.\n- Create models for classification, regression, object detection, and NLP applications.\n- Add functionality by creating your own \"Blocks\" and reuse them in your network structure. \n- Define your own layer types or loss functions and use them in the network structure.\n- Apply Low-Rank decomposition on layers of your model to reduce the number of network parameters.\n- Apply Pruning to the network parameters.\n- Apply K-Means quantization on network parameters to further reduce the size of model. \n- Retrain your model after applying low-rank decomposition, pruning, and/or quantization.\n- Compress models using arithmetic entropy coding.\n- Export the models to ONNX, Tensorflow, or CoreML even after applying low-rank decomposition, pruning, and/or quantization.\n\n## Fireball Documentation\n* [Installation](https://interdigitalinc.github.io/Fireball/html//source/installation.html)\n* [Documentation Home](https://interdigitalinc.github.io/Fireball/html/)\n* [Fireball Layers](https://interdigitalinc.github.io/Fireball/html//source/layers.html)\n* [Fireball API](https://interdigitalinc.github.io/Fireball/html//source/model.html)\n\n## Playgrounds\nThe Playgrounds folder contains a set of tutorials explaining how to use Fireball for some common deep learning models such as object detection and NLP tasks.\n\n[Getting started with Fireball Playgrounds](Playgrounds/README.md)\n\n## Authors\n\n* Shahab Hamidi-Rad, InterDigital AI Lab.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finterdigitalinc%2Ffireball","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Finterdigitalinc%2Ffireball","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finterdigitalinc%2Ffireball/lists"}