| react-profiling | 0 |
| react-import-map | react,react-dom,react-dom/client,react-dom/profiling,react-is,react-reconciler,react/compiler-runtime,react/jsx-dev-runtime,react/jsx-runtime,scheduler@d5750093facf |
| route-pattern | /:user_id/:repository |
| route-controller | files |
| route-action | disambiguate |
| fetch-nonce | v2:1597cfd6-b269-f930-df33-91c4964cd6b0 |
| current-catalog-service-hash | f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb |
| request-id | 978C:336727:6BD47F:8C6B62:6AF836D0 |
| html-safe-nonce | 75c067ef540ae1f00b900f5243dd93c0dea81b04aa043d730b2f9d3898d2955a |
| visitor-payload | eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5NzhDOjMzNjcyNzo2QkQ0N0Y6OEM2QjYyOjZBRjgzNkQwIiwidmlzaXRvcl9pZCI6IjcyNzEwOTcwMjUwNzQ1NzUwNTYiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ== |
| visitor-hmac | 4f8046bb565078fb541107e44500be0b4fdfc81f9978f38767a6465cd71a2969 |
| hovercard-subject-tag | repository:1324856414 |
| github-keyboard-shortcuts | repository,copilot |
| google-site-verification | Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I |
| octolytics-url | https://collector.github.com/github/collect |
| analytics-location | // |
| fb:app_id | 1401488693436528 |
| apple-itunes-app | app-id=1477376905, app-argument=https://github.com/chenxinye/noisefloat |
| twitter:image | https://opengraph.githubassets.com/295b36f8d2a904377616b6896d67ee27ed468e2b63af62a30d10767f896ff1de/chenxinye/noisefloat |
| twitter:card | summary_large_image |
| og:image | https://opengraph.githubassets.com/295b36f8d2a904377616b6896d67ee27ed468e2b63af62a30d10767f896ff1de/chenxinye/noisefloat |
| og:image:alt | A Python library for stochastic validation and rounding error simulation - chenxinye/noisefloat |
| og:image:width | 1200 |
| og:image:height | 600 |
| og:site_name | GitHub |
| og:type | object |
| hostname | github.com |
| expected-hostname | github.com |
| None | 5713ecd83001b2f55c3509fb7a292bf7d66d0f167c7ae87a9f7eaec5a52bf8db |
| turbo-cache-control | no-cache |
| go-import | github.com/chenxinye/noisefloat git https://github.com/chenxinye/noisefloat.git |
| octolytics-dimension-user_id | 42580530 |
| octolytics-dimension-user_login | chenxinye |
| octolytics-dimension-repository_id | 1324856414 |
| octolytics-dimension-repository_nwo | chenxinye/noisefloat |
| octolytics-dimension-repository_public | true |
| octolytics-dimension-repository_is_fork | false |
| octolytics-dimension-repository_network_root_id | 1324856414 |
| octolytics-dimension-repository_network_root_nwo | chenxinye/noisefloat |
| turbo-body-classes | logged-out env-production page-responsive |
| disable-turbo | false |
| browser-stats-url | https://api.github.com/_private/browser/stats |
| browser-errors-url | https://api.github.com/_private/browser/errors |
| release | 653be32ff5c755082a4db662491bfbbcfc9112c1 |
| ui-target | full |
| theme-color | #1e2327 |
| color-scheme | light dark |
| Skip to content | https://github.com/chenxinye/noisefloat.git#start-of-content |
| https://github.com/ |
| Sign in | https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fchenxinye%2Fnoisefloat |
| GitHubRepository hosting, code review, and collaboration | https://github.com/platform |
| CopilotAI coding agent for tasks, projects, and automated work | https://github.com/features/copilot |
| ActionsCI/CD and automation | https://github.com/features/actions |
| Code QualityQuality analysis, fixes, and enforcement | https://github.com/features/code-quality |
| CodespacesCloud development environments | https://github.com/features/codespaces |
| Code SecurityVulnerability detection and remediation | https://github.com/security/advanced-security/code-security |
| Secret ProtectionSecret scanning and leak prevention | https://github.com/security/advanced-security/secret-protection |
| All Features | https://github.com/features |
| Documentation | https://docs.github.com/en |
| Training | https://learn.github.com/skills |
| Certifications | https://learn.github.com/credentials |
| Build with Copilot | https://github.com/features/ai |
| Customize Copilot | https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview |
| Integrations | https://github.com/marketplace |
| Trending repos | https://github.com/trending |
| GitHub Sponsors | https://github.com/open-source/sponsors |
| Developer articles | https://github.com/resources/articles |
| ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place. | https://github.blog/changelog/ |
| Enterprises | https://github.com/enterprise |
| Team | https://github.com/team |
| Startups | https://github.com/enterprise/startups |
| Nonprofits | https://github.com/solutions/industry/nonprofits |
| Healthcare | https://github.com/solutions/industry/healthcare |
| Financial services | https://github.com/solutions/industry/financial-services |
| Manufacturing | https://github.com/solutions/industry/manufacturing |
| Government | https://github.com/solutions/industry/government |
| See all industries | https://github.com/solutions/industry |
| Why GitHub | https://github.com/why-github |
| Customer Stories | https://github.com/customer-stories |
| Business insights | https://github.com/solutions/executive-insights |
| Trust Center | https://github.com/trust-center |
| GitHub Advanced SecurityEnterprise-grade code security | https://github.com/security/advanced-security |
| Copilot for businessEnterprise-grade AI features | https://github.com/features/copilot/copilot-business |
| Premium SupportEnterprise-grade 24/7 support | https://github.com/enterprise/premium-support |
| Documentation | https://docs.github.com/en |
| Resource center | https://github.com/resources |
| Blog | https://github.blog/ |
| Events & webinars | https://github.com/resources/events |
| Community Forum | https://github.com/orgs/community/discussions |
| Customer Stories | https://github.com/customer-stories |
| Integrations | https://github.com/marketplace |
| Customer support | https://help.github.com/ |
| Training | https://learn.github.com/skills |
| GitHub Status | https://www.githubstatus.com/ |
| About | https://github.com/about |
| Partners | https://github.com/partners |
| Changelog | https://github.blog/changelog/ |
| GitHub UniverseThe event for developers, by developers — talks, workshops, and what’s next for GitHub. | https://githubuniverse.com/ |
| Pricing | https://github.com/pricing |
| Sign in | https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fchenxinye%2Fnoisefloat |
| Sign up | https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=chenxinye%2Fnoisefloat |
| Reload | https://github.com/chenxinye/noisefloat.git |
| Reload | https://github.com/chenxinye/noisefloat.git |
| Reload | https://github.com/chenxinye/noisefloat.git |
| chenxinye | https://github.com/chenxinye |
| noisefloat | https://github.com/chenxinye/noisefloat |
| Code | https://github.com/chenxinye/noisefloat |
| Issues | https://github.com/chenxinye/noisefloat/issues |
| Pull requests | https://github.com/chenxinye/noisefloat/pulls |
| Actions | https://github.com/chenxinye/noisefloat/actions |
| Projects | https://github.com/chenxinye/noisefloat/projects |
| Security and quality | https://github.com/chenxinye/noisefloat/security |
| Insights | https://github.com/chenxinye/noisefloat/pulse |
| https://github.com/chenxinye/noisefloat |
| noisefloat | https://github.com/chenxinye/noisefloat |
| Notifications | https://github.com/login?return_to=%2Fchenxinye%2Fnoisefloat |
| Fork0 (0) | https://github.com/login?return_to=%2Fchenxinye%2Fnoisefloat |
| Star6 (6) | https://github.com/login?return_to=%2Fchenxinye%2Fnoisefloat |
| discrete-stochastic-arithmetic | https://github.com/topics/discrete-stochastic-arithmetic |
| stochastic-simulation | https://github.com/topics/stochastic-simulation |
| stochastic-validation | https://github.com/topics/stochastic-validation |
| Readme | https://github.com/chenxinye/noisefloat.git#readme-ov-file |
| MIT license | https://github.com/chenxinye/noisefloat.git#MIT-1-ov-file |
| Activity | https://github.com/chenxinye/noisefloat/activity |
| 0 forks | https://github.com/chenxinye/noisefloat/forks |
| Report repository | https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fchenxinye%2Fnoisefloat&report=chenxinye+%28user%29 |
| Branches | https://github.com/chenxinye/noisefloat/branches |
| Tags | https://github.com/chenxinye/noisefloat/tags |
| https://github.com/chenxinye/noisefloat/branches |
| https://github.com/chenxinye/noisefloat/tags |
| 23 Commits | https://github.com/chenxinye/noisefloat/commits/main/ |
| https://github.com/chenxinye/noisefloat/commits/main/ |
| .github/workflows | https://github.com/chenxinye/noisefloat/tree/main/.github/workflows |
| .github/workflows | https://github.com/chenxinye/noisefloat/tree/main/.github/workflows |
| docs | https://github.com/chenxinye/noisefloat/tree/main/docs |
| docs | https://github.com/chenxinye/noisefloat/tree/main/docs |
| examples | https://github.com/chenxinye/noisefloat/tree/main/examples |
| examples | https://github.com/chenxinye/noisefloat/tree/main/examples |
| exps | https://github.com/chenxinye/noisefloat/tree/main/exps |
| exps | https://github.com/chenxinye/noisefloat/tree/main/exps |
| src/noisefloat | https://github.com/chenxinye/noisefloat/tree/main/src/noisefloat |
| src/noisefloat | https://github.com/chenxinye/noisefloat/tree/main/src/noisefloat |
| tests | https://github.com/chenxinye/noisefloat/tree/main/tests |
| tests | https://github.com/chenxinye/noisefloat/tree/main/tests |
| verifications | https://github.com/chenxinye/noisefloat/tree/main/verifications |
| verifications | https://github.com/chenxinye/noisefloat/tree/main/verifications |
| .gitignore | https://github.com/chenxinye/noisefloat/blob/main/.gitignore |
| .gitignore | https://github.com/chenxinye/noisefloat/blob/main/.gitignore |
| .readthedocs.yaml | https://github.com/chenxinye/noisefloat/blob/main/.readthedocs.yaml |
| .readthedocs.yaml | https://github.com/chenxinye/noisefloat/blob/main/.readthedocs.yaml |
| LICENSE | https://github.com/chenxinye/noisefloat/blob/main/LICENSE |
| LICENSE | https://github.com/chenxinye/noisefloat/blob/main/LICENSE |
| Makefile | https://github.com/chenxinye/noisefloat/blob/main/Makefile |
| Makefile | https://github.com/chenxinye/noisefloat/blob/main/Makefile |
| README.md | https://github.com/chenxinye/noisefloat/blob/main/README.md |
| README.md | https://github.com/chenxinye/noisefloat/blob/main/README.md |
| pyproject.toml | https://github.com/chenxinye/noisefloat/blob/main/pyproject.toml |
| pyproject.toml | https://github.com/chenxinye/noisefloat/blob/main/pyproject.toml |
| setup.py | https://github.com/chenxinye/noisefloat/blob/main/setup.py |
| setup.py | https://github.com/chenxinye/noisefloat/blob/main/setup.py |
| README | https://github.com/chenxinye/noisefloat.git |
| MIT license | https://github.com/chenxinye/noisefloat.git |
| https://github.com/chenxinye/noisefloat.git#noisefloat |
| https://pypi.org/project/noisefloat/ |
| https://github.com/chenxinye/noisefloat/blob/main/pyproject.toml |
| https://noisefloat.readthedocs.io/en/latest/ |
| https://github.com/chenxinye/noisefloat/actions/workflows/tensorflow.yml |
| https://github.com/chenxinye/noisefloat/blob/main/LICENSE |
| https://arxiv.org/abs/2607.25494 |
| Getting started | https://github.com/chenxinye/noisefloat/blob/main/docs/installation.rst |
| Framework | https://github.com/chenxinye/noisefloat/blob/main/docs/framework.rst |
| Examples | https://github.com/chenxinye/noisefloat/blob/main/docs/examples.rst |
| API reference | https://github.com/chenxinye/noisefloat/blob/main/docs/api/index.rst |
| Paper | https://arxiv.org/abs/2607.25494 |
| https://github.com/chenxinye/noisefloat.git#framework |
| https://github.com/chenxinye/noisefloat/blob/main/docs/_static/framework.svg |
| Chen (2026) | https://arxiv.org/abs/2607.25494 |
| framework guide | https://github.com/chenxinye/noisefloat/blob/main/docs/framework.rst |
| https://github.com/chenxinye/noisefloat.git#installation |
| https://github.com/chenxinye/noisefloat.git#quick-start |
| Interpreting results | https://github.com/chenxinye/noisefloat/blob/main/docs/interpreting-results.rst |
| https://github.com/chenxinye/noisefloat.git#deep-learning-operator-analysis |
| training example | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/training.rst |
| https://github.com/chenxinye/noisefloat.git#applications-and-examples |
| example gallery | https://github.com/chenxinye/noisefloat/blob/main/docs/examples.rst |
| Cancellation and stable formulas | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/cancellation.rst |
| Polynomial evaluation and reduction boundaries | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/polynomials.rst |
| Comparing software precision settings | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/precision.rst |
| Custom operator instrumentation | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/custom_operator.rst |
| Model wrapping and analysis granularity | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/model_wrapping.rst |
| STE training and iteration exports | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/training.rst |
| TensorFlow/Keras analysis | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/tensorflow.rst |
| Verification and research experiment recipes | https://github.com/chenxinye/noisefloat/blob/main/docs/auto_examples/experiments.rst |
| examples/ | https://github.com/chenxinye/noisefloat/blob/main/examples |
| verifications/ | https://github.com/chenxinye/noisefloat/blob/main/verifications |
| exps/ | https://github.com/chenxinye/noisefloat/blob/main/exps |
| https://github.com/chenxinye/noisefloat.git#documentation |
| Building the documentation | https://github.com/chenxinye/noisefloat/blob/main/docs/maintenance.rst |
| https://github.com/chenxinye/noisefloat.git#precision-and-reproducibility |
| https://github.com/chenxinye/noisefloat.git#citation |
| arxiv.org/abs/2607.25494 | https://arxiv.org/abs/2607.25494 |
| references | https://github.com/chenxinye/noisefloat/blob/main/docs/references.rst |
| https://github.com/chenxinye/noisefloat.git#license |
| MIT | https://github.com/chenxinye/noisefloat/blob/main/LICENSE |
| discrete-stochastic-arithmetic | https://github.com/topics/discrete-stochastic-arithmetic |
| stochastic-simulation | https://github.com/topics/stochastic-simulation |
| stochastic-validation | https://github.com/topics/stochastic-validation |
| Readme | https://github.com/chenxinye/noisefloat.git#readme-ov-file |
| MIT license | https://github.com/chenxinye/noisefloat.git#MIT-1-ov-file |
| Activity | https://github.com/chenxinye/noisefloat/activity |
| 0 forks | https://github.com/chenxinye/noisefloat/forks |
| Report repository | https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fchenxinye%2Fnoisefloat&report=chenxinye+%28user%29 |
|
| https://github.com |
| Terms | https://docs.github.com/site-policy/github-terms/github-terms-of-service |
| Privacy | https://docs.github.com/site-policy/privacy-policies/github-privacy-statement |
| Security | https://github.com/security |
| Status | https://www.githubstatus.com/ |
| Community | https://github.community/ |
| Docs | https://docs.github.com/ |
| Contact | https://support.github.com?tags=dotcom-footer |