{"id":30556102,"url":"https://github.com/iveevi/neural.slang","last_synced_at":"2026-02-11T00:43:34.975Z","repository":{"id":308261092,"uuid":"1030573997","full_name":"iveevi/neural.slang","owner":"iveevi","description":null,"archived":false,"fork":false,"pushed_at":"2025-08-21T23:28:27.000Z","size":38874,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-08-21T23:48:02.843Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Slang","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/iveevi.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":"2025-08-01T22:06:23.000Z","updated_at":"2025-08-21T23:28:31.000Z","dependencies_parsed_at":"2025-08-21T23:58:14.962Z","dependency_job_id":null,"html_url":"https://github.com/iveevi/neural.slang","commit_stats":null,"previous_names":["venkataram-nv/slangpy-neural","venkataram-nv/neural.slang","iveevi/neural.slang"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/iveevi/neural.slang","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iveevi%2Fneural.slang","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iveevi%2Fneural.slang/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iveevi%2Fneural.slang/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iveevi%2Fneural.slang/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/iveevi","download_url":"https://codeload.github.com/iveevi/neural.slang/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iveevi%2Fneural.slang/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272453757,"owners_count":24937468,"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","status":"online","status_checked_at":"2025-08-28T02:00:10.768Z","response_time":74,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2025-08-28T06:30:13.181Z","updated_at":"2026-02-11T00:43:34.943Z","avatar_url":"https://github.com/iveevi.png","language":"Slang","funding_links":[],"categories":[],"sub_categories":[],"readme":"# neural.slang\n\n**neural.slang** is a [Slang](https://shader-slang.com/) initiative that demonstrates the capabilities of differentiable programming and GPU-accelerated machine learning, with a focus on neural graphics primitives and real-time rendering applications.\n\n## Goal\n\n**neural.slang** provides a high-performance, GPU-native implementation of neural networks that seamlessly integrates with graphics pipelines. By leveraging Slang's automatic differentiation capabilities and GPU compute shaders, this framework enables:\n\n- **Real-time neural rendering**: Train and evaluate neural networks directly on the GPU within rendering pipelines\n- **Differentiable programming**: Automatic gradient computation for neural network training\n- **Graphics-ML integration**: Native support for neural graphics primitives like Neural Radiance Fields (NeRF) and neural SDFs\n- **High performance**: Fully GPU-accelerated training and inference with minimal CPU-GPU transfers\n\n## Features\n\n- Modular neural network components (layers, activations, optimizers, losses)\n- Support for both inline and cooperative vector operations for different GPU architectures\n- Neural graphics primitives including dense grids and multi-level feature grids\n- Integration with traditional graphics pipelines (rasterization, ray tracing)\n- Mirrored Python interfaces via slangpy for easy experimentation\n\n## Requirements\n\n- Python 3.10+\n- Vulkan-compatible GPU (tested on Vulkan-compatible systems)\n- Dependencies listed in `requirements.txt`\n\n## Getting Started\n\nInstalling dependencies:\n```bash\npip install -r requirements.txt\n```\n\nRunning examples:\n```bash\npython -m examples.\u003cexample_name\u003e.main\n```\n\n## Organization\n\n| Directory | Description |\n|-----------|-------------|\n| [**neural**](neural) | Core neural network framework modules implementing layers, activations, optimizers, and losses in Slang |\n| [**ngp**](ngp) | Neural Graphics Primitives implementation including dense grids and multi-level feature grids |\n| [**examples**](examples) | Example applications demonstrating various use cases (SDF learning, deferred shading, texture learning) |\n| [**tests**](tests) | Unit tests for validating the framework components |\n| [**util**](util) | Utility modules for graphics operations, camera handling, and mesh processing |\n| [**resources**](resources) | 3D models and textures used by the example applications |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fiveevi%2Fneural.slang","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fiveevi%2Fneural.slang","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fiveevi%2Fneural.slang/lists"}