40 posts
SciRS2 0.5.0 brings real pure-Rust wgpu/WebGPU acceleration — GpuNdarray, GPU graph algorithms, GPU optimizers (L-BFGS/CG/Newton), GPU RBF interpolation — plus correct Pantelides DAE index reduction, high-order SDE Lévy-area, Hilbert curves, and a maturing symbolic CAS. The NumPy/SciPy/scikit-learn replacement, in pure Rust.
SciRS2 0.4.4 turns scirs2-symbolic into a full computer algebra system — EML-IR-native canonical form, real OxiZ SMT verification, Cranelift JIT, symbolic regression, and LaTeX export. A pure-Rust SymPy/Mathematica alternative on top of the NumPy/SciPy replacement.
OxiLLaMa 0.1.3 is the Pure Rust LLM inference engine and sovereign alternative to llama.cpp. This release adds BLOOM + Phi-3.5-MoE architectures (now 27 total), a 5-stage advanced sampler suite (DRY/XTC/TypicalP/TopA/Eta) that is byte-identical at defaults, embedding pooling modes, a drop-in /v1/responses API with per-API-key rate limiting, AVX-512 IQ kernels at ~2x per-iteration throughput, GPU-resident sampling kernels, and zero-copy DLPack PyTorch interop — 2,461 tests passing.
SciRS2 is the pure-Rust SciPy/scikit-learn replacement. 0.4.3 introduces the brand-new scirs2-symbolic crate (symbolic differentiation + algebraic simplification), full WASM TypeScript declarations & React hooks, an inverse wavelet packet transform, and modernized dependencies — 34,883 tests, 2.94M lines, 32 crates, zero warnings.
OxiLLaMa 0.1.2 is the Pure Rust LLM inference engine and sovereign alternative to llama.cpp. This release adds `oxillama hub pull/list/rm` (hf-hub, no Python), a full-screen TUI chat with live streaming (ratatui), conversation save/resume serialized via oxicode with SHA-256 integrity, and real weight loading for DBRX, Grok-1, and Mamba-2.
OxiLLaMa is a Pure Rust LLM inference engine — the sovereign alternative to llama.cpp. Version 0.1.1 ships a tiled FlashAttention CPU kernel, true continuous batching with zero padding waste, fused dequant+GEMM (~12% Q4_K_M decode gain), 5 new architectures (DBRX, Grok-1, Mamba-2, DeepSeek-V3, and more), and GPU coverage extended to 10 quantization types.
Complete, type-safe, memory-safe rewrite of the entire NVIDIA CUDA Toolkit in pure Rust. cuBLAS/cuDNN/cuFFT/cuSPARSE/cuSOLVER/cuRAND and more — all in 253k SLoC across 28 crates. Only runtime dependency is the NVIDIA driver. PTX codegen + autotuner, 7 GPU backends (Metal/Vulkan/WebGPU/ROCm/LevelZero). ≥90–95% of native CUDA performance. The sovereign GPU computing layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
Pure Rust implementation of the eml(x, y) = exp(x) − ln(y) operator + constant 1 that expresses ALL elementary mathematical functions via uniform binary trees. Symbolic regression engine, lowering to efficient IR, code generation, CLI, SMT solving via OxiZ, SIMD/parallel batch evaluation via oxiblas-core. 173 tests, zero FFI. The sovereign mathematical foundation for SciRS2 and the entire COOLJAPAN ecosystem (now 26M+ SLoC total).
Complete GGUF loading + 25 quantized formats + OpenAI-compatible API server — all in pure Rust. 56.2k SLoC, 11 crates, no C/C++/Fortran, built on SciRS2/OxiBLAS/OxiFFT. ≥80% of llama.cpp throughput, WASM/GPU/Python bindings, LLaMA/Mistral/Gemma/Phi/LLaVA support. The sovereign LLM inference layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
Patent-free, memory-safe multimedia and computer-vision framework in pure Rust. Full reconstruction of FFmpeg (codecs, containers, streaming) + OpenCV (detection, tracking, enhancement). 2.65M+ SLoC, 106 stable crates, GPU (wgpu), WASM, async pipelines, royalty-free codecs only. High-performance media processing without C dependencies. The sovereign media layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
High-performance IPFS-based decentralized content delivery network with dynamic rewards, bandwidth proofs, gamification, and anti-fraud. 198k+ SLoC pure Rust, Tauri desktop node, web creator portal, OxiARC compression. Node operators earn real rewards for bandwidth and storage. The sovereign content distribution layer for SciRS2 and the entire COOLJAPAN ecosystem (now 26M+ SLoC total).
SciRS2 0.4.2 — pure-Rust SciPy/NumPy/scikit-learn replacement, 2.94M SLoC, 27,632 tests, 29 crates. This release adds Neural Architecture Search, CMA-ES, Mamba SSM, async/unified GPU memory, H-matrix compression, streaming FFT, DLPack zero-copy, and Apache Iceberg/DataFusion IO. No C/Fortran.
Production-ready, binary-level compatible drop-in replacement for Python Celery. 18 crates (100% complete), 4,075 tests, 10× throughput, type-safe macros, 5 brokers + 3 backends, Canvas workflows, DLQ, priority queues, task cancellation, and full observability. <50 MB memory, 10,000 tasks/sec per worker. The sovereign distributed task queue layer for SciRS2 and the entire COOLJAPAN ecosystem (now 26M+ SLoC total).
SciRS2 0.4.1 is a pure-Rust SciPy/NumPy/scikit-learn replacement: 2.91M SLoC, 25,863 tests, 32 crates. This release improves JIT compilation in scirs2-core, ships a 76-test WebGPU/WASM backend for browser GPU compute, and validates 15+ distributions to numerical accuracy. No C. No Fortran.
High-performance ONNX runtime written entirely in pure Rust. Zero C/C++ dependencies, 147 operators fully supported, wgpu GPU acceleration, SIMD (AVX2/NEON), WASM + no_std ready, graph optimizer, async execution, model encryption. 30k+ SLoC, 590+ tests. The sovereign ONNX inference layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
SciPy-compatible scientific computing and AI framework in 100% Pure Rust. 2.91M SLoC, 29 crates, 25,800+ tests. Flash Attention 2, LoRA/DoRA/GPTQ, ONNX export, GPU PDE/FFT/SpMV, Temporal GNNs, NeRF/instant-NGP, WebGPU backend, Delta Lake / Kafka I/O and more. 10–100× faster, zero system deps. The sovereign scientific computing and AI foundation for the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
Production-grade pure Rust Text-to-Speech (TTS), Voice Recognition, and Sound framework. VITS + HiFi-GAN/DiffWave vocoders, real-time ≤0.05× RTF on GPU, streaming synthesis, SSML, 20+ languages, ONNX/Kokoro-82M support, SafeTensors checkpoints. Full integration with SciRS2/NumRS2. WASM, GPU (CUDA/Metal), Python/FFI bindings. The sovereign speech AI layer for the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
Next-generation distributed mail server written entirely in Rust. Full SMTP/IMAP/JMAP/POP3 support, Mailet-based processing pipeline, AI integration (OxiFY), legal archiving (Legalis-RS), and AmateRS distributed storage. 16 crates, 1,942 tests, 10–50 MB memory footprint, >50,000 messages/second throughput. The sovereign mail infrastructure layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
High-performance numerical computing library in pure Rust — the production-grade NumPy alternative. 222k+ SLoC, 4,704+ tests, 128+ SIMD-vectorized functions, N-dimensional arrays, advanced linalg via OxiBLAS, automatic differentiation, FFT, GPU (wgpu), Python bindings (PyO3), Arrow interop. 80–172% of OpenBLAS performance, zero C/Fortran deps. The sovereign numerical layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
12 archive formats and 10 compression algorithms implemented from scratch in pure Rust. DEFLATE up to 400 MB/s, SIMD-accelerated CRC (3–4.5× faster), full async streaming, Brotli + Snappy support, LZH (Japanese legacy) full support. ~47k SLoC, 12 crates, 1,041 tests. The sovereign data packaging layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M+ SLoC total).
Production-grade machine learning optimization library with 22 optimizers (SGD→K-FAC), SIMD 2–4×, parallel 4–8×, GPU 10–50× acceleration. 251K+ SLoC, 7 crates, 1,220+ tests. Full extension of SciRS2-Core — no external deps allowed. The sovereign optimizer layer for SciRS2 and the entire COOLJAPAN ecosystem (now 21M SLoC total).
SciRS2 0.3.4 is the pure-Rust SciPy/NumPy/scikit-learn replacement: 2.59M SLoC, 19,700+ tests, 29 workspace crates. This release upgrades OxiARC to 0.2.5 and purges the last C-library (GMP/MPFR) and the zip crate from the dependency tree for a leaner, smaller-attack-surface, 100% Pure Rust supply chain.
Production-grade pure Rust geospatial data abstraction library. 11 format drivers (GeoTIFF/COG, GeoParquet, Zarr, NetCDF, etc.), 211+ EPSG definitions, cloud-native async I/O (S3/GCS/Azure), GPU acceleration (wgpu), WASM + Python bindings. ~480k SLoC, 69 crates, 7,486 passing tests. 10× faster than GeoPandas, <50 MB Docker, no C deps. The sovereign geospatial layer for SciRS2 and the entire COOLJAPAN ecosystem.
Patent-free, memory-safe multimedia and computer-vision framework in pure Rust. Full reconstruction of FFmpeg (codecs, containers, streaming) + OpenCV (detection, tracking, enhancement). 2M+ SLoC, 107 crates, GPU (wgpu), WASM, async pipelines, royalty-free codecs only. 10–50× faster than Python+FFmpeg/OpenCV, single static binary, no C deps. The sovereign media layer for SciRS2 and the entire COOLJAPAN ecosystem.
SciRS2 is a pure-Rust SciPy/NumPy/scikit-learn replacement — 2.59M SLoC, 19,700+ tests, 29 crates, no C or Fortran. The 0.3.2 patch upgrades the Python bindings to pyo3 0.28.2 (Python::attach) for free-threaded CPython 3.13, plus benchmark modernization with std::hint::black_box.
2.59 million lines of pure Rust. SciPy-compatible APIs, 10-100× faster with SIMD, no C/Fortran deps, 29 crates, 19,700+ tests, Python + WASM + no_std. The sovereign scientific computing and AI foundation for the entire COOLJAPAN ecosystem.
10 archive formats and 8 compression algorithms implemented from scratch in pure Rust. DEFLATE up to 400 MB/s, SIMD-accelerated CRC (3–4.5× faster), full async support, LZH (Japanese legacy) support, ZIP/TAR/GZIP/Zstd/LZ4/XZ and more. The sovereign data packaging layer for SciRS2 and the entire COOLJAPAN ecosystem.
Production-grade BLAS and LAPACK entirely in Rust. Up to 172% of OpenBLAS performance on Apple M3, full sparse solvers, f128 precision, RuntimeAutoTuner, no_std support. The sovereign mathematical foundation for SciRS2 and the entire COOLJAPAN scientific computing stack.
100% binary-compatible drop-in replacement for bincode with zero-copy decoding, SIMD-accelerated arrays (2–4× faster), built-in LZ4/Zstd compression (powered by OxiARC), CRC32 checksums, async streaming, schema evolution, and no_std support. 513k LOC of pure Rust, 19,927 passing tests. The sovereign serialization layer for SciRS2 and the entire COOLJAPAN ecosystem.
Privacy-first 3D human mesh synthesis in pure Rust. Runs entirely client-side (WASM + WebGPU or native). Parametric morphing, FACS expressions, biomechanics physics, 10+ export formats (glTF, VRM, USD, 3MF). 943,000+ LOC, 32,644 passing tests. No server ever sees your body data. The sovereign human modeling layer for SciRS2 and the entire COOLJAPAN ecosystem.
Production-ready pure Rust library for spintronics simulations. LLG/LLB solvers, skyrmions, ISHE/SSE, spin pumping, altermagnets, hopfions and more. 52–100× faster than Python/NumPy, SIMD + memory pool allocator (99% reduction), Python bindings (PyO3), WASM support, HDF5/JSON/VTK export. Validated against Saitoh Group experiments. The sovereign spintronics layer for SciRS2.
2.59M SLoC. 29 crates. 19,700+ tests. 10–100x faster than NumPy/SciPy. The complete sovereign scientific computing platform is here — no C, no Fortran, no Python.
SciRS2 is a pure-Rust SciPy/NumPy/scikit-learn replacement, and 0.3.0 is the biggest release yet — transformers, GNNs, diffusion, MoE/RLHF, Gaussian processes, MCMC, survival analysis, radar/compressed sensing, LOBPCG/AMG, plus new Julia and Python bindings. 19,644 tests, ~2.59M lines of Rust. No C, no Fortran.
SciRS2 is the pure-Rust SciPy/NumPy replacement. 0.2.0 restores the entire workspace to zero compile errors, makes Pure Rust OxiFFT the default FFT backend (rustfft now optional), rebuilds the neural stack, and ships the first WebAssembly bindings. ~11,400 tests, zero warnings. No C. No Fortran.
Pure-Rust SciPy/NumPy replacement. 0.1.5 is a polish release — workspace version alignment, strict scirs2-core import policy, correct GPU feature wiring, and a leaner dependency tree. OxiFFT stays the Pure Rust default. No C, no Fortran, no system dependencies.
Pure-Rust SciPy/NumPy replacement. This release: SIMD phase 60-69 (8 new AVX2/NEON modules), modular Bowyer-Watson Delaunay (2D/3D/ND + constrained), OxiFFT now the 100% Pure Rust FFT default, and autograd optimizer fixes. 11,400+ tests, 27 crates. No C, no Fortran.
SciRS2 0.1.3 expands Python (PyO3) bindings across autograd, datasets, graph, io, metrics, ndimage, neural, sparse, text, transform and vision; adds PCHIP linear extrapolation; better manylinux wheels and an Adam scalar fix. 100% Pure Rust on OxiBLAS + OxiFFT.
SciRS2 0.1.2 completes the Pure Rust journey — FFT migrates from FFTW to Pure Rust OxiFFT, plus zero-allocation SIMD ops and functional optimizers (SGD/Adam/RMSprop). 100% Pure Rust by default on OxiBLAS + OxiFFT. No C, no Fortran.
SciRS2 0.1.1, a maintenance release one day after the first stable build — documentation refinements, dependency updates, build improvements and minor fixes on the 100% Pure Rust, OxiBLAS-backed SciPy/NumPy stack. No C, no Fortran.
SciRS2 0.1.0, the first stable release — a 100% Pure Rust scientific computing & AI/ML stack with SciPy-compatible APIs, built on OxiBLAS, refactored into clean modules with zero warnings and 10,861 passing tests. No C, no Fortran.