{"id":19048460,"url":"https://github.com/siboehm/normalizingflownetwork","last_synced_at":"2025-04-24T00:51:09.807Z","repository":{"id":118393723,"uuid":"188009361","full_name":"siboehm/NormalizingFlowNetwork","owner":"siboehm","description":"Bayesian and Maximum Likelihood Implementation of the Normalizing Flow Network (NFN): https://arxiv.org/abs/1907.08982","archived":false,"fork":false,"pushed_at":"2020-12-10T09:09:16.000Z","size":178,"stargazers_count":21,"open_issues_count":0,"forks_count":8,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-04-18T08:40:06.887Z","etag":null,"topics":["conditional-density-estimation","normalizing-flows"],"latest_commit_sha":null,"homepage":"https://arxiv.org/abs/1907.08982","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/siboehm.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-05-22T09:45:05.000Z","updated_at":"2024-03-17T10:43:55.000Z","dependencies_parsed_at":"2023-05-06T16:06:05.795Z","dependency_job_id":null,"html_url":"https://github.com/siboehm/NormalizingFlowNetwork","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/siboehm%2FNormalizingFlowNetwork","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/siboehm%2FNormalizingFlowNetwork/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/siboehm%2FNormalizingFlowNetwork/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/siboehm%2FNormalizingFlowNetwork/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/siboehm","download_url":"https://codeload.github.com/siboehm/NormalizingFlowNetwork/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250540956,"owners_count":21447426,"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":["conditional-density-estimation","normalizing-flows"],"created_at":"2024-11-08T23:06:59.866Z","updated_at":"2025-04-24T00:51:09.797Z","avatar_url":"https://github.com/siboehm.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# (Bayesian) Normalizing Flow Network\nA Normalizing Flow based model for Conditional Density Estimation.\n![Outline of the Normalizing Flow Network](nfn_outline.png)\nMore info about the NFN: [paper](https://arxiv.org/abs/1907.08982), [blog post](https://siboehm.com/articles/19/normalizing-flow-network)\n\n## This repo implements:\n### Conditional Density Estimators: \n- Normalizing Flow Network (NFN)\n- Mixture Density Network (MDN)\n- Kernel Mixture Network (KMN)\n### Normalizing Flows\n- Radial Flow\n- Planar Flow\n- Affine Flow\n\n\n## Installing dependencies\nTested with Python version 3.8.\n```bash\npip install -r requirements.txt\npip install -e .\n# Only necessary for running the evaluation scripts, not necessary for development\npip install --no-dependencies cde\n```\n## Running tests\nTests are implemented using pytest\n```bash\n# run full test suit\npytest tests/\n# run tests without the slow integration tests\npytest tests/ -m \"not slow\"\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsiboehm%2Fnormalizingflownetwork","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsiboehm%2Fnormalizingflownetwork","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsiboehm%2Fnormalizingflownetwork/lists"}