{"id":22141299,"url":"https://github.com/sdadia/deep-learning-and-optimization","last_synced_at":"2025-06-30T01:34:34.826Z","repository":{"id":119747136,"uuid":"100136810","full_name":"sdadia/deep-learning-and-optimization","owner":"sdadia","description":"C++ Optimization/Deep Learning Framework For Research \u0026 Prototyping","archived":false,"fork":false,"pushed_at":"2017-08-17T15:08:59.000Z","size":78,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-01-29T16:31:44.616Z","etag":null,"topics":["cpp","cpp14","deep-learning","optimization-library"],"latest_commit_sha":null,"homepage":null,"language":"C++","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/sdadia.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,"publiccode":null,"codemeta":null}},"created_at":"2017-08-12T20:41:43.000Z","updated_at":"2019-02-04T12:21:32.000Z","dependencies_parsed_at":null,"dependency_job_id":"83fe6fc1-3a66-4f59-818e-80137d2f7713","html_url":"https://github.com/sdadia/deep-learning-and-optimization","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/sdadia%2Fdeep-learning-and-optimization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdadia%2Fdeep-learning-and-optimization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdadia%2Fdeep-learning-and-optimization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdadia%2Fdeep-learning-and-optimization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sdadia","download_url":"https://codeload.github.com/sdadia/deep-learning-and-optimization/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245258215,"owners_count":20585977,"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":["cpp","cpp14","deep-learning","optimization-library"],"created_at":"2024-12-01T21:12:27.117Z","updated_at":"2025-03-24T11:21:06.448Z","avatar_url":"https://github.com/sdadia.png","language":"C++","readme":"![DPLO](.dpl_logo.png?raw=true \"Deep Learning \u0026 Optimization\")\n\n## Dependencies\n\n- Xtensor : https://github.com/QuantStack/xtensor\n- BLAS \u0026 LAPACK\n- Gtest : https://github.com/google/googletest\n- Cmake\n- Make\n- Doxygen\n- Git\n\n\n## Install Dependencies\n\n\u003c!--```--\u003e\n    sudo apt-get update ; sudo apt-get upgrade\n\u003c!--```--\u003e\n\n- BLAS and LAPACK, Make, libstdc++, GCC, Doxygen, Gtest:\n\n\u003c!--```--\u003e\n    sudo apt-get install build-essential git libblas-dev liblapack-dev libgtest-dev doxygen\n\u003c!--```--\u003e\n\n- Xtensor : https://github.com/QuantStack/xtensor\n\n\u003c!--```--\u003e\n    cd $HOME ; git clone https://github.com/QuantStack/xtensor\n    cd xtensor; mkdir build \u0026\u0026 cd build;\n    cmake -DBUILD_TESTS=ON -DDOWNLOAD_GTEST=ON ..\n    make\n    make xtest\n    sudo make install\n\n\u003c!--```--\u003e\n\n\n## Compilation \u0026 Install\nThis will create static library in **build/lib** \u0026 executibles in **build/bin/**\n\n\u003c!--```--\u003e\n    make all -j4 -s -O      # to make static library and test executible\n    make docs               # to create documentation\n\n    make clean # to remove all the above\n\u003c!--```--\u003e\n\n\n## Create new layer\nJust create a new .hpp and .cpp file with the corresponding layer name\n* implement setUp(), forward(), backward() functions\n\n**sigmoid.hpp**\n\u003c!--```--\u003e\n    #include \"common.hpp\"\n\n    namespace dpl\n    {\n        class MySigmoidLayer\n        {\n            void setUp(std::vector\u003cftensor_t\u003e inputs);\n\n            void forward();\n\n            void backward(std::vector\u003cftensor_t\u003e grad_from_top);\n        }\n    }\n\n\u003c!--```--\u003e\n\n\n\n**sigmoid.cpp**\n\u003c!--```--\u003e\n    #include \"common.hpp\"\n    #include \"sigmoid.hpp\"\n\n    namespace dpl\n    {\n        void MySigmoidLayer::setUp(std::vector\u003cftensor_t\u003e inputs)\n        {\n            // code here\n        }\n\n        void MySigmoidLayer::forward()\n        {\n            // forward prop code here\n        }   \n\n        void MySigmoidLayer::backward(std::vector\u003cftensor_t\u003e grad_from_top)\n        {\n            // back prop code here\n        }\n        \n    }\n\n\u003c!--```--\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsdadia%2Fdeep-learning-and-optimization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsdadia%2Fdeep-learning-and-optimization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsdadia%2Fdeep-learning-and-optimization/lists"}