{"id":13935203,"url":"https://github.com/dmarnerides/dlt","last_synced_at":"2026-01-04T11:10:46.230Z","repository":{"id":132959713,"uuid":"88765572","full_name":"dmarnerides/dlt","owner":"dmarnerides","description":"Deep Learning Toolbox for Torch","archived":false,"fork":false,"pushed_at":"2017-07-25T08:14:19.000Z","size":62,"stargazers_count":21,"open_issues_count":0,"forks_count":2,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-08-08T23:20:33.477Z","etag":null,"topics":["deep-neural-networks","hpc-facilities","multi-gpu","slurm-job","toolbox","torch"],"latest_commit_sha":null,"homepage":null,"language":"Lua","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-2-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dmarnerides.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":"2017-04-19T16:15:56.000Z","updated_at":"2024-01-04T16:13:20.000Z","dependencies_parsed_at":"2024-01-14T11:11:16.824Z","dependency_job_id":null,"html_url":"https://github.com/dmarnerides/dlt","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/dmarnerides%2Fdlt","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarnerides%2Fdlt/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarnerides%2Fdlt/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmarnerides%2Fdlt/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmarnerides","download_url":"https://codeload.github.com/dmarnerides/dlt/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":226666549,"owners_count":17665043,"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-neural-networks","hpc-facilities","multi-gpu","slurm-job","toolbox","torch"],"created_at":"2024-08-07T23:01:28.543Z","updated_at":"2026-01-04T11:10:46.180Z","avatar_url":"https://github.com/dmarnerides.png","language":"Lua","readme":"# Deep Learning Toolbox\n\nEasily create and run deep \nlearning experiments using [Torch](http://torch.ch/) with minimal code.\n\nInitially inspired by \n[ImageNet multi-GPU](https://github.com/soumith/imagenet-multiGPU.torch).\n\nSimilar frameworks:\n\n* [dp](https://github.com/nicholas-leonard/dp)\n* [torchnet](https://github.com/torchnet/torchnet) \n\n## Supports\n\n* Multi-GPU implementation with automatic saving/loading of \n[models](doc/model.md).\n* [Data](doc/data.md) iterator and [loaders](doc/loader.md) with \nmulti-threading support.\n* Multiple types of [training](doc/trainer.md) (simple, GAN, WGAN, BEGAN), \nwith automatic checkpointing and logging of training loss.\n* Easy [experiment creation](doc/trainer.md) and \n[dispatching](doc/dispatcher.md). Experiments are transferable accross \nmachines (e.g. can start training on a GPU machine and finish on \na non-GPU machine).\n* [Slurm](doc/slurm.md) scheduler support for usage on HPC facilities.\n* Settings parsing, optimizer, logging, colorspaces (XYZ, IPT, LMS, Lαβ). \nMore info [here](doc/misc.md).\n* Data loader interfaces for *MNIST*, *CIFAR*, *CelebA*, *Places*, *pix2pix*.\n* Implementations of some (standard) models, including *LeNet5*, *VGG*, \n*AlexNet*, *Squeezenet*, *Colornet*, *UNET*.\n\n## Installation\n\nMake sure you have [Torch](http://torch.ch/) installed.\n\nTo install use:\n```bash\ngit clone https://github.com/dmarnerides/dlt.git\ncd dlt\n./install.sh\n```\n\n## Warning / Disclaimer\n\nI created this toolbox for my PhD, mostly to learn Lua, understand Torch in \ndepth, and have a consistent workflow accross multiple machines and HPC \nfacilities.\n\nOnly tested on Ubuntu and CentOS.\n\n**If you use this package you will probably encounter bugs. \nIf so please let me know!**\n\n**Use at your own risk.**\n\nIf you use this code please cite the repo.\n\n## Contact\n\ndmarnerides@gmail.com","funding_links":[],"categories":["Lua"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmarnerides%2Fdlt","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmarnerides%2Fdlt","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmarnerides%2Fdlt/lists"}