{"id":15017860,"url":"https://github.com/openai/infogan","last_synced_at":"2025-05-16T13:06:34.164Z","repository":{"id":45697260,"uuid":"60294215","full_name":"openai/InfoGAN","owner":"openai","description":"Code for reproducing key results in the paper \"InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets\"","archived":false,"fork":false,"pushed_at":"2021-03-25T08:17:44.000Z","size":19,"stargazers_count":1060,"open_issues_count":24,"forks_count":305,"subscribers_count":208,"default_branch":"master","last_synced_at":"2025-04-09T08:06:02.329Z","etag":null,"topics":["paper"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/1606.03657","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/openai.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2016-06-02T20:13:24.000Z","updated_at":"2025-03-31T08:10:12.000Z","dependencies_parsed_at":"2022-09-05T22:22:24.319Z","dependency_job_id":null,"html_url":"https://github.com/openai/InfoGAN","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/openai%2FInfoGAN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openai%2FInfoGAN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openai%2FInfoGAN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/openai%2FInfoGAN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/openai","download_url":"https://codeload.github.com/openai/InfoGAN/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247999859,"owners_count":21031046,"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":["paper"],"created_at":"2024-09-24T19:51:04.905Z","updated_at":"2025-04-09T08:06:10.884Z","avatar_url":"https://github.com/openai.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"**Status:** Archive (code is provided as-is, no updates expected)\n\n# InfoGAN\n\nCode for reproducing key results in the paper [InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets](https://arxiv.org/abs/1606.03657) by Xi Chen, Yan Duan, Rein Houthooft, John Schulman, Ilya Sutskever, Pieter Abbeel.\n\n## Dependencies\n\nThis project currently requires the dev version of TensorFlow available on Github: https://github.com/tensorflow/tensorflow. As of the release, the latest commit is [79174a](https://github.com/tensorflow/tensorflow/commit/79174afa30046ecdc437b531812f2cb41a32695e).\n\nIn addition, please `pip install` the following packages:\n- `prettytensor`\n- `progressbar`\n- `python-dateutil`\n\n## Running in Docker\n\n```bash\n$ git clone git@github.com:openai/InfoGAN.git\n$ docker run -v $(pwd)/InfoGAN:/InfoGAN -w /InfoGAN -it -p 8888:8888 gcr.io/tensorflow/tensorflow:r0.9rc0-devel\nroot@X:/InfoGAN# pip install -r requirements.txt\nroot@X:/InfoGAN# python launchers/run_mnist_exp.py\n```\n\n## Running Experiment\n\nWe provide the source code to run the MNIST example:\n\n```bash\nPYTHONPATH='.' python launchers/run_mnist_exp.py\n```\n\nYou can launch TensorBoard to view the generated images:\n\n```bash\ntensorboard --logdir logs/mnist\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenai%2Finfogan","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fopenai%2Finfogan","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fopenai%2Finfogan/lists"}