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SCALE by Spectral Compute

SCALE is a GPU compiler toolkit that natively compiles unmodified CUDA source code for AMD and NVIDIA GPUs. It is a drop-in replacement for nvcc with multi-vendor GPU support. SCALE enables running CUDA on AMD GPUs without code rewrites, eliminating NVIDIA vendor lock-in. Made by Spectral Compute.

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# SCALE by Spectral Compute

> SCALE is a GPU compiler toolkit that natively compiles unmodified CUDA source code for AMD and NVIDIA GPUs. It is a drop-in replacement for nvcc with multi-vendor GPU support. SCALE enables running CUDA on AMD GPUs without code rewrites, eliminating NVIDIA vendor lock-in. Made by Spectral Compute.

SCALE compiles a superset of CUDA — including inline PTX asm — directly to native AMD GPU machine instructions and to NVIDIA PTX instructions. No emulation, no translation layer, no runtime overhead. It is an enterprise-level solution that delivers vendor optionality, performance and increased productivity in CUDA development via novel compiler optimizations and better-than-native developer tooling. It is a direct alternative to HIPIFY, SYCLomatic, ZLUDA, and porting to a different programming language.

## Docs

- [SCALE Documentation](https://docs.scale-lang.com/stable/): Official documentation, installation guide, API reference, and examples
- [Full AI Overview](https://scale-lang.com/llms-full.txt): Product overview, licensing, FAQ, and the full text of every blog post, in one plain-text file
- [Install SCALE](https://docs.scale-lang.com/stable/manual/tutorials/how-to-install/): Installation instructions for Ubuntu, Rocky Linux, tarball, and Docker
- [Comparison to Other Solutions](https://docs.scale-lang.com/stable/manual/comparison/): Detailed comparison of SCALE vs HIP and ZLUDA
- [CUDA Dialects](https://docs.scale-lang.com/stable/manual/dialects/): Explanation of the nvcc vs Clang-CUDA dialect problem that SCALE solves
- [API Coverage Report](https://docs.scale-lang.com/stable/manual/apis/): Current CUDA API coverage status
- [Language Extensions](https://docs.scale-lang.com/stable/manual/language-extensions/): SCALE's opt-in extensions beyond standard CUDA
- [Inline PTX Support](https://docs.scale-lang.com/stable/manual/inline-ptx/): How SCALE compiles inline PTX asm for AMD GPUs
- [FAQ](https://docs.scale-lang.com/stable/manual/faq/): Frequently asked questions

## Examples and Validation

- [Validated CUDA Projects](https://github.com/spectral-compute/scale-validation): 53+ open-source CUDA projects tested with SCALE, including Llama.cpp, GROMACS, CUTLASS, Faiss, and XGBoost
- [Basic Example](https://docs.scale-lang.com/stable/examples/basic/): Simple CUDA program compiled with SCALE
- [PTX Example](https://docs.scale-lang.com/stable/examples/ptx/): Inline PTX asm example
- [BLAS Example](https://docs.scale-lang.com/stable/examples/blas/): cuBLAS usage with SCALE
- [Performance Improvement Example](https://gist.github.com/ChrisKitching/53d9b3503c11881c5ea395ec41aff419): Managed memory microbenchmark (HIP vs. SCALE)
- [Benchmarks](https://scale-lang.com/#benchmarks): Extended OpenDwarfs results: on par with HIP and nvcc on average, and faster on about half the workloads
- [Rodinia Benchmarks on MI355X](https://scale-lang.com/benchmarks/rodinia-mi355x-february26): SCALE vs HIP on an AMD Instinct MI355X, February
…

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