Science 10,187 crates

anofox-ml-manifoldManifold learning (MDS, Isomap, LLE, t-SNE) for the anofox-ml library36MIT OR Apache-2.0AlgorithmsScience anofox-ml-ensembleRandom forest and gradient boosting ensemble methods for the anofox-ml library36MIT OR Apache-2.0AlgorithmsScience rlx-nanocodecNVIDIA NanoCodec (nvidia/nemo-nano-codec) FSQ codec for RLX — multi-backend causal HiFi-GAN decoder36GPL-3.0-onlyAlgorithmsScience rlx-speechtokenizerSpeechTokenizer (fnlp/SpeechTokenizer) RVQ speech codec for RLX — multi-backend36GPL-3.0-onlyAlgorithmsScience rsomics-bayes-mvsBayesian confidence intervals for the mean, variance, and std of a sample — value-exact to scipy.stats.bayes_mvs / mvsdist36MIT OR Apache-2.0Command line utilitiesScience lotrsPure-Rust bacterial subcellular localization predictor: a compact CNN (architecture inspired by DeepLoc) with…36MIT OR Apache-2.0Command line utilitiesScience panini-lang-langsLanguage-specific definitions and presets for the Panini linguistic feature extraction framework36MITScienceText processing rsomics-binned-statisticPer-bin statistic of a second variable (mean/std/median/count/sum/min/max) — value-exact to scipy.stats.binned_statistic36MIT OR Apache-2.0Command line utilitiesScience mlxrsSafe Rust bindings for Apple's MLX array framework, with LM, VLM, audio, and embeddings support36MIT OR Apache-2.0API bindingsExternal FFI bindings cuda-assemblerTwo-pass text-to-bytecode assembler36MIT OR Apache-2.0Science rsomics-bigwig-averagePer-bin average of N bigWig files as a bedGraph track — Rust port of deepTools bigwigAverage36MIT OR Apache-2.0Command line utilitiesScience rsomics-pdb-superposeKabsch least-squares superposition of two index-paired atom sets from PDB — rotation, translation, RMSD, à la Bio.PDB.Superimposer36MIT OR Apache-2.0Command line utilitiesScience model-rsA Rust CLI tool for downloading HuggingFace models and running local LLM inference36Apache-2.0API bindingsCommand line utilities antecedent-modelStructural causal models, mechanisms, and interventional sampling for the Antecedent engine; start with the `antecedent` crate36MIT OR Apache-2.0MathematicsScience rlox-candleCandle backend for rlox neural network training36MIT OR Apache-2.0AlgorithmsScience flux-tensor-midiPLATO rooms as musicians with T-0 clocks, Eisenstein rhythmic snap, and side-channel communication36MITMultimedia::AudioScience rsomics-chi-squareChi-square test of independence on a contingency table (with G-test and Fisher exact 2x2) — scipy.stats.chi2_contingency /…36MIT OR Apache-2.0Command line utilitiesScience rsomics-friedman-testFriedman chi-square test for repeated measures — scipy.stats.friedmanchisquare equivalent, value-exact36MIT OR Apache-2.0Command line utilitiesScience dsfb-computer-graphicsMinimal DSFB-for-computer-graphics research artifact for temporal accumulation supervision36Apache-2.0Command line utilitiesGraphics moe-gpu-dspMoE-routed GPU signal processing framework — batch cuFFT, kernel dispatch, zero-copy pipelines36MIT OR Apache-2.0Hardware supportMultimedia::Audio bare-metal-engineFrom-scratch LLM inference engine for Apple Silicon — 233 tok/sec, 85+ Metal GPU kernels36MITCommand line utilitiesScience cgmlst-dists-rsUltra-fast pairwise Hamming distance matrix for cgMLST allele call tables (Rust port of cgmlst-dists-py)36GPL-3.0-onlyCommand line utilitiesScience oxigeo-indexPure-Rust spatial index (R-tree) for OxiGeo vector data36Apache-2.0Data structuresScience oxigeo-cloudAdvanced cloud storage backends for OxiGeo - Pure Rust cloud integration36Apache-2.0AsynchronousCaching oxigeo-serverWMS/WMTS tile server for serving OxiGeo rasters over HTTP36Apache-2.0ScienceWeb programming::HTTP server pmqPubMed query tool (Rust core)36MITDatabase interfacesScience critphaseCritPhase: industrial-grade multi-scale physics engine featuring Newton-Raphson gap equation solver, Kibble-Zurek scaling laws,…36MITScienceSimulation rsomics-ansariAnsari-Bradley two-sample scale test (exact + normal approximation) — scipy.stats.ansari equivalent, value-exact36MIT OR Apache-2.0Command line utilitiesScience god-graphA graph-based LLM white-box optimization toolbox: topology validation, Lie group orthogonalization, tensor ring compression36MIT OR Apache-2.0AlgorithmsCompilers pod5libPure Rust library for reading and writing POD5 nanopore sequencing files36MPL-2.0FilesystemParser implementations locus-tuiA terminal genome browser for BAM files36MITCommand line utilitiesScience embedcache-corePure-Rust core for embedcache: a content-addressed embedding cache.36MIT OR Apache-2.0CachingScience spafeRust port of the spafe audio feature extraction library and jenellefeather/chcochleagram36BSD-3-ClauseMultimedia::AudioScience toklab-corePure-Rust core for toklab: bulk tokenizer + counter for OpenAI BPE encodings.36MIT OR Apache-2.0ScienceText processing rsomics-kbinsPer-column binning (KBinsDiscretizer uniform + quantile) — value-exact scikit-learn equivalent36MIT OR Apache-2.0Command line utilitiesScience phaios-coreNumerical kernels for black-and-white RAW image processing36GPL-3.0-or-laterMultimedia::ImagesScience structscope-agentRust-native structural bioinformatics toolkit36MITScience structscope-storeRust-native structural bioinformatics toolkit36MITScience eggsactDeterministic MCP and in-process utility tools for coding agents36MITCommand line utilitiesMathematics rsomics-het-testsBreusch-Pagan (Koenker) and White Lagrange-multiplier tests for heteroscedasticity on OLS residuals — value-exact statsmodels…36MIT OR Apache-2.0Command line utilitiesScience rlx-gpu-hostBackend-agnostic host-fallback kernels (D2H → CPU → H2D) shared by RLX GPU backends (rlx-cuda / rlx-rocm).36GPL-3.0-onlyAlgorithmsCompilers ab-testingA/B testing with chi-squared and Welch's t-test — Rust port of ab-testing36MITMathematicsScience rsomics-global-efficiencyGlobal efficiency of an undirected graph — port of networkx.global_efficiency36MIT OR Apache-2.0Command line utilitiesScience rsomics-hausdorffDirected and symmetric Hausdorff distance between point clouds36MIT OR Apache-2.0Command line utilitiesScience rsomics-k-trussk-truss decomposition of undirected graphs (port of networkx.k_truss)36MIT OR Apache-2.0Command line utilitiesScience curvepressLossy time series compression: RDP/VW point reduction + quantization36MITCompressionScience volterra-marsMARS (Microfluidic Active Rod Suspension) presets and domain-specific extensions for volterra36MITMathematicsScience rsomics-reaching-centralityGlobal + local reaching centrality (Mones-Vicsek-Vicsek 2012) — value-exact networkx equivalent36MIT OR Apache-2.0Command line utilitiesScience rsomics-reachablePer-source reachability in a directed graph (ancestors + descendants) — value-exact networkx equivalent36MIT OR Apache-2.0Command line utilitiesScience rsomics-transitiveDAG transitive reduction and transitive closure on a directed edge list. Value-exact Rust port of NetworkX transitive_reduction /…36MIT OR Apache-2.0Command line utilitiesScience bactarsRust-native, container-free prokaryotic genome annotation pipeline (orchestrator)35GPL-3.0-onlyCommand line utilitiesScience koharu-diffusion-sysLow-level dynamically loaded FFI bindings for stable-diffusion.cpp.35MIT OR Apache-2.0External FFI bindingsScience tuppu-reactiveReactive bindings for scene graph35MIT OR Apache-2.0MathematicsScience tuppu-constraintConstraint solving and bidirectional propagation for Tuppu Nabu35MIT OR Apache-2.0MathematicsScience tuppu-workspaceWorkspace management and IAHU meta-registry for Tuppu Nabu35MIT OR Apache-2.0MathematicsScience learnA minimal reinforcement learning library written in Rust from scratch.35Apache-2.0AlgorithmsScience anofox-ml-clusterClustering algorithms (KMeans, DBSCAN, HDBSCAN, GMM, BGMM, MeanShift, OPTICS, Birch, Spectral, AffinityPropagation,…35MIT OR Apache-2.0AlgorithmsScience anofox-ml-regressionClassical regression models (OLS, Ridge, Lasso, Elastic Net, GLM, GP) for anofox-ml35MIT OR Apache-2.0AlgorithmsScience triplets-srd-sourceExperimental simd-r-drive integration for the triplets data pipeline framework.35MIT OR Apache-2.0AlgorithmsArtificial intelligence trueno-sparseSparse matrix formats and operations — CSR, COO, BSR with SIMD-accelerated SpMV/SpMM35MIT OR Apache-2.0AlgorithmsMathematics jnanaJnana — the foundation of knowing. Unified knowledge system for AGNOS35GPL-3.0-onlyScienceText processing rsomics-kruskal-wallisKruskal-Wallis H-test for independent samples — scipy.stats.kruskal equivalent, value-exact35MIT OR Apache-2.0Command line utilitiesScience tuppu-renderRendering backends for scene visualization35MIT OR Apache-2.0MathematicsScience rsomics-mann-whitneyMann-Whitney U rank test (asymptotic + exact) — scipy.stats.mannwhitneyu equivalent, value-exact35MIT OR Apache-2.0Command line utilitiesScience sequentsMultiplicative-additive linear System L with exponentials, embedded in Rust's type system35BSD-3-ClauseNo standard libraryScience digitalA crate for simulating digital logic circuits (combinational and sequential)35MITDevelopment toolsScience nullgeo-cliCommand-line ray tracer for null geodesics in arbitrary spacetimes35MIT OR Apache-2.0ScienceSimulation saber-swSABER: GPU-accelerated Smith-Waterman homology search with BLAST-like output35CC-BY-NC-4.0Command line utilitiesScience antecedent-discoveryCausal discovery for the Antecedent engine: PC, GES, LiNGAM, NOTEARS, FCI, the PCMCI family, and Bayesian graph posteriors; start…35MIT OR Apache-2.0MathematicsScience nbpc-rsRust implementation of non-binary polar codes for ternary steganographic embedding35MITScienceSecurity rsomics-ttestStudent / Welch t-tests (one-sample, two-sample, paired) — value-exact to scipy.stats ttest_ind/ttest_1samp/ttest_rel, faster…35MIT OR Apache-2.0Command line utilitiesScience yatrosci-ndarrayN-dimensional arrays for scientific computing - NumPy equivalent in Rust35AGPL-3.0-or-laterData structuresMathematics turbo-vecTurboQuant-based vector quantization and search library35MITAlgorithmsCompression oxigeo-rs3gwrs3gw storage backend for OxiGeo - High-performance cloud storage access35Apache-2.0FilesystemScience rsomics-bartlett-testBartlett's test for equal variances — scipy.stats.bartlett equivalent, value-exact35MIT OR Apache-2.0Command line utilitiesScience rsomics-differential-entropyDifferential (Shannon) entropy estimator from an i.i.d. sample — value-exact to scipy.stats.differential_entropy (vasicek / van…35MIT OR Apache-2.0Command line utilitiesScience dsfb-databaseDSFB-Database: deterministic, read-only structural observer for residual trajectories in SQL database telemetry. Empirical…35Apache-2.0Command line utilitiesScience genomemaskmask specific regions of a genome in any format35Apache-2.0Command line utilitiesScience oxigeo-noallocno_std, no_alloc fixed-size geometry primitives for OxiGeo35Apache-2.0No standard libraryScience oxigeo-mlMachine learning capabilities for OxiGeo - ONNX Runtime integration for geospatial ML workflows35Apache-2.0GraphicsScience rlx-grounding-dinoGrounding DINO (IDEA-Research/grounding-dino-base) for RLX35GPL-3.0-onlyAlgorithmsScience tokitai-dlVendored, additive bridge between tokitai-operator (verified DL kernels) and god-graph (DL model analysis). 100% non-invasive…35MIT OR Apache-2.0Development toolsScience rvcsi-nodervCSI Node.js bindings (napi-rs) — safe TypeScript-facing surface over the rvCSI Rust runtime (ADR-095 D3/D4, ADR-096)35MIT OR Apache-2.0Science rsomics-label-statsPer-label reductions (sum/mean/variance/std/max/min/center-of-mass) — scipy.ndimage value-exact port35MIT OR Apache-2.0Command line utilitiesScience binned-greedy-repairFast binned greedy repair heuristics for 0/1 knapsack, with an XDP comparison solver.35Apache-2.0AlgorithmsScience snipsplit-corePure-Rust core for snipsplit: token-aware text chunker for RAG ingestion.35MIT OR Apache-2.0ScienceText processing structscope-provenanceRust-native structural bioinformatics toolkit35MITScience text-whisper-cppNative whisper.cpp transcription bindings and model management.35MIT OR Apache-2.0AlgorithmsComputer vision rsomics-wilcoxon-signed-rankWilcoxon signed-rank test (paired, non-parametric; asymptotic + exact) — scipy.stats.wilcoxon equivalent, value-exact35MIT OR Apache-2.0Command line utilitiesScience rsomics-connectivityExact node/edge connectivity of an undirected graph — value-exact port of networkx.node_connectivity and…35MIT OR Apache-2.0Command line utilitiesScience ms-ioBruker timsTOF TDF read/write. Part of the rustims foundation.35MITData structuresScience rsomics-onion-layersOnion decomposition of undirected graphs — integer layer per node (port of networkx.onion_layers)35MIT OR Apache-2.0Command line utilitiesScience rsomics-effective-sizeBurt's structural-holes effective size per node — unweighted undirected graph, Borgatti simplified formula35MIT OR Apache-2.0Command line utilitiesScience rsomics-vcf-allele-lengthVCF allele character-length histogram — reimplements bcftools +allele-length35MIT OR Apache-2.0Command line utilitiesScience rsomics-edge-filterClassic edge filters (Sobel, Scharr, Prewitt, Farid, Roberts) — value-exact port of scikit-image 0.2635MIT OR Apache-2.0Command line utilitiesScience vle-steamIAPWS-IF97 industrial water/steam thermodynamic properties (steam tables): regions 1-5, saturation line, backward equations35MITMathematicsScience rsomics-subsample-countsRarefy a count table: subsample each sample column to a fixed total without replacement, value-exact with scikit-bio…35MIT OR Apache-2.0Command line utilitiesScience diffablea differential geometry framework for rust35MIT OR Apache-2.0MathematicsScience koharu-llama-sysLow-level dynamically loaded FFI bindings for llama.cpp.34MIT OR Apache-2.0External FFI bindingsScience regit-curvesAudit-grade interest-rate yield curve bootstrap and interpolation in pure Rust. Single- and multi-curve (OIS-discounted),…34Apache-2.0FinanceMathematics sbol-coreVersion-neutral SBOL machinery shared by the sbol2 and sbol3 crates: field-metadata descriptors, the validation framework,…34MIT OR Apache-2.0Data structuresScience tuppu-commandCommand system with undo/redo34MIT OR Apache-2.0MathematicsScience snp-indexFast SNP indexing and read matching with scdata integration (cell × SNP sparse matrices)34MITData structuresScience semantic-sceneRust parser for semantic scene descriptors, currently focused on Habitat-Sim Matterport3D .house files.34MITParser implementationsScience spectralkernel_rsRust atmosphere spectral transform kernels with Python bindings34non-standardScience opendaqSafe Rust bindings for openDAQ, the open-source data acquisition SDK34MITAPI bindingsHardware support ten_vadHigh-performance Voice Activity Detection (VAD) library using ONNX Runtime, based on TEN Framework.34Apache-2.0Multimedia::AudioScience pe-llmOpenAI-compatible LLM provider for Potential Expectations34MIT OR Apache-2.0AsynchronousDevelopment tools pe-tasksTask management for Potential Expectations — structured work items, dependency DAG, lifecycle hooks, and agent tools34MIT OR Apache-2.0AsynchronousDevelopment tools pe-macrosProcedural macros for Potential Expectations — derive and attribute macros for agents, tools, and state34MIT OR Apache-2.0AsynchronousDevelopment tools scirs⚠️ DEPRECATED: scirs has been renamed to scirs2. Please use scirs2 instead: https://crates.io/crates/scirs234MIT OR Apache-2.0MathematicsScience pe-runtimeAsync runtime for Potential Expectations — execution lifecycle, event bus, streaming, and metrics34MIT OR Apache-2.0AsynchronousDevelopment tools rlx-facodecFACodec (amphion/naturalspeech3_facodec) factorized codec for RLX — multi-backend HiFi-GAN/BigVGAN decoder34GPL-3.0-onlyAlgorithmsScience resonance-explorerResonance Explorer: quantum optics and nonlinear signal analysis toolkit with FFT spectrum computation, parametric amplification…34MITAlgorithmsScience ai-model-directory-routerModel routing, cost calculation, fallback chains, context window management, and models.dev overlay enrichment for 7000+ AI models34Apache-2.0AlgorithmsData structures cochlea-rsRust port of the Zilany et al. (2014) auditory periphery model34GPL-3.0ScienceSimulation zymodelUniversal Tri-Axial Fractal Topology (ZYModel) implementation in Rust.34Apache-2.0CompilersDevelopment tools cyanea-chemChemistry and small molecules for the Cyanea bioinformatics ecosystem34Apache-2.0Science rustyhdf5-netcdf4NetCDF-4 read support built on rustyhdf5 — pure Rust, no C dependencies34MITParser implementationsScience oxigeo-kafkaApache Kafka integration for OxiGeo - async producer/consumer with schema registry and transactions34Apache-2.0AsynchronousNetwork programming oxigeo-etlStreaming ETL framework for continuous geospatial data processing with OxiGeo34Apache-2.0AsynchronousData structures oxigeo-sensorsRemote sensing and satellite sensor data processing for OxiGeo - Radiometric corrections, spectral indices, and sensor support34Apache-2.0AlgorithmsScience oxigeo-dev-toolsDevelopment tools for OxiGeo: profiling, debugging, validation, and testing utilities34Apache-2.0Development toolsDevelopment tools::Profiling oxigeo-benchComprehensive performance profiling and benchmarking suite for OxiGeo34Apache-2.0Development tools::ProfilingScience tokitai-operatorVerified DL kernel compiler: formally-checked GEMM, p-adic, sheaf, contract-carrying ops. Paper-artifact grade.34MIT OR Apache-2.0CompilersMathematics RTorchA machine learning library for Rust34MITMathematicsScience dsfb-rfDSFB-RF Structural Semiotics Engine for RF Signal Monitoring - A Deterministic, Non-Intrusive Observer Layer for Typed Structural…34Apache-2.0Embedded developmentNo standard library instrument-visaNI-VISA / Keysight VISA backend for instrument-core34MIT OR Apache-2.0API bindingsHardware support rebound-rsRust wrapper for the REBOUND N-body simulation library.34GPL-3.0Aerospace::Aerospace simulationsScience oxiephemeris-rdfOxiEphemeris: Linked Open Data layer — RDF graphs, SKOS vocabulary, and PROV-O provenance for astrological charts34Apache-2.0Data structuresScience polar-bear-biochipBio-chip intelligence framework: multi-sensor EEG+motion fusion + rig-core LLM orchestration + ECDSA-signed data provenance34MIT OR Apache-2.0CryptographyScience ffindexrsA Rust implementation of FFindex, a simple index/database for huge amounts of small files.34Apache-2.0Command line utilitiesDatabase implementations maskprompt-corePure-Rust core for maskprompt: PII redaction for LLM prompts.34MIT OR Apache-2.0ScienceText processing brainjepaBrain-JEPA fMRI Foundation Model — inference in Rust (RLX)34MITAlgorithmsMathematics dsfb-densor-runtimeA thin, deterministic execution-substrate skeleton for DSFB densor pipelines: load manifest -> validate authority hashes ->…34Apache-2.0Data structuresScience starfindA star finder library, CLI, web server, and MCP server34Apache-2.0Command line utilitiesScience rig-redis-vectorstoreRedis (RediSearch) vector store integration for the Rig LLM framework34MITDatabase interfacesScience open-eeg-codec-standardOpenECS — a universal, vendor-neutral Open EEG Codec Standard: grade any EEG codec (any language, via a file-based contract)…34Apache-2.0Command line utilitiesCompression tickdbHigh-performance immutable cursor for binary tick databases.34GPL-3.0-onlyDatabase interfacesScience petekstatic-errorThe petekStatic workspace error type (StaticError). petekStatic's single error enum, composed at seams via #[from].34BUSL-1.1Science srs-gridi,j,k corner-point grid data model (Grid/Cell/KLayer/Segment/Property)34BUSL-1.1Data structuresScience koharu-diffusionSafe Rust bindings for stable-diffusion.cpp with runtime dynamic loading.33MIT OR Apache-2.0API bindingsMultimedia::Images causal-triangulationsCausal Dynamical Triangulations in d-dimensions33BSD-3-ClauseAlgorithmsMathematics provenSafe, formally verified library for math, crypto, parsing, validation, and ML - Rust bindings33AGPL-3.0-or-laterAPI bindingsDevelopment tools koharu-torch-sysLow-level FFI bindings for the LibTorch C++ API.33MIT OR Apache-2.0External FFI bindingsScience polars-taPolars Series interface for technical indicators — native Polars integration, aligned with ta-lib33MITAlgorithmsScience tenso-ffiStable C ABI for the Tenso core (cdylib + staticlib); cbindgen generates include/tenso.h.33MITData structuresEncoding rlx-wavtokenizerWavTokenizer (novateur/WavTokenizer) single-token codec for RLX — multi-backend Vocos decoder33GPL-3.0-onlyAlgorithmsScience logicaffeine-tvSMT translation validation: prove emitted Rust is observationally equivalent to LOGOS source33BUSL-1.1CompilersMathematics fabula-discoveryAutomated sifting pattern discovery for fabula33MITAlgorithmsScience iree-embeddedSafe no_std Rust API for ML inference on Cortex-M via the IREE runtime.33MIT OR Apache-2.0Embedded developmentNo standard library bitmambaBitMamba: 1.58-bit Mamba language model with infinite context window - includes OpenAI-compatible API server33MITCommand line utilitiesScience tide-maxflowTide max flow algorithm — a push-pull-relabel variant with O(1) array-based data structures33LGPL-3.0-or-laterAlgorithmsScience mecab-ko-dict-syncKorean National Institute dictionary API client for MeCab-Ko33MIT OR Apache-2.0ScienceText processing featherstoneRobotics dynamics engine — O(n) forward/inverse dynamics for kinematic trees, contact solvers, and time integration33Apache-2.0ScienceSimulation oxigeo-analyticsAdvanced geospatial analytics for OxiGeo - Time series, clustering, hotspot analysis, and interpolation33Apache-2.0AlgorithmsMathematics oxigeo-postgisPostgreSQL/PostGIS integration for OxiGeo - Spatial database workflows with connection pooling and async operations33Apache-2.0Database interfacesScience oxigeo-edgeEdge computing platform for OxiGeo with offline-first architecture and minimal footprint33Apache-2.0Embedded developmentNetwork programming oxigeo-gpuGPU-accelerated geospatial operations for OxiGeo using WGPU33Apache-2.0GraphicsRendering voxtral-tts-rsRust port of Voxtral TTS - Text-to-Speech model33Apache-2.0Multimedia::AudioScience csm-coreCandle-based inference for Sesame CSM-1B text-to-speech (model + Mimi audio decoder). Derived from cartesia-one/csm.rs.33AGPL-3.0-onlyMultimedia::AudioScience oxigeo-terrainAdvanced terrain analysis and DEM processing for OxiGeo - Derivatives, hydrology, viewshed, and geomorphometry33Apache-2.0AlgorithmsGraphics omni-ffiZero-cost C++/CUDA FFI bridge for the OmniPulse Wavelet Scattering Transform engine — GPU-accelerated perceptual fingerprinting…33Apache-2.0External FFI bindingsMathematics onnx-runtime-capiC ABI for the ORT 2.0 runtime: a libonnxruntime.so drop-in surface (skeleton)33MITAPI bindingsScience rsomics-power-divergenceCressie-Read power divergence goodness-of-fit test — scipy.stats.power_divergence/chisquare equivalent, value-exact33MIT OR Apache-2.0Command line utilitiesScience burn-radam-schedule-freeRAdamScheduleFree optimizer for Burn33Apache-2.0AlgorithmsScience annflat-corePure-Rust core for annflat: small in-memory flat-file ANN over f32 vectors.33MIT OR Apache-2.0AlgorithmsScience rsomics-percentileInverse percentile operations (percentileofscore, scoreatpercentile) — value-exact to scipy.stats33MIT OR Apache-2.0Command line utilitiesScience rsomics-cmhStratified 2×2 analysis (statsmodels StratifiedTable): Cochran-Mantel-Haenszel test, Mantel-Haenszel pooled odds/risk ratio, and…33MIT OR Apache-2.0Command line utilitiesScience rsomics-log-lossProbabilistic-classification metrics — log loss (cross-entropy) and Brier score — value-exact scikit-learn equivalent33MIT OR Apache-2.0Command line utilitiesScience rsomics-proportions-ztestProportion z-test (one- and two-sample) with normal p-value — value-exact statsmodels.stats.proportion.proportions_ztest…33MIT OR Apache-2.0Command line utilitiesScience rsomics-roc-aucROC AUC, average precision, and the ROC / precision-recall curve points for binary classification — value-exact scikit-learn…33MIT OR Apache-2.0Command line utilitiesScience rsomics-goldfeld-quandtGoldfeld-Quandt heteroscedasticity test — value-exact, faster port of statsmodels het_goldfeldquandt33MIT OR Apache-2.0Command line utilitiesScience ferric-tensorFerric L2 — a general N-dimensional tensor runtime on the GPU fabric: arbitrary rank, strided views, broadcasting, general…33Apache-2.0MathematicsScience geoenrichEnrich longitude/latitude points with coast distance, bathymetric depth, sea name, and nearest country/municipality33MITCommand line utilitiesScience koharu-torchRust bindings for LibTorch with a dynamically loaded C++ shim.32MIT OR Apache-2.0API bindingsScience koharu-llamaSafe Rust bindings for llama.cpp with runtime dynamic loading.32MIT OR Apache-2.0API bindingsScience sbol3Rust implementation of the SBOL 3.1.0 specification.32MIT OR Apache-2.0Parser implementationsScience avx-arrowZero-copy columnar format with scientific arrays (Quaternions, Complex, Tensors, Spinors), SIMD acceleration (35x), and native…32MIT OR Apache-2.0Data structuresDatabase implementations tenso-busShared-memory tensor bus (ring + latest-value buffer) built over tenso.32MITData structuresEncoding moritzbrantner-image-analysis-ioStill-image PNG/JPEG/WebP loading and saving for video-analysis.32MIT OR Apache-2.0AlgorithmsComputer vision rlx-encodecMeta EnCodec neural audio codec (facebook/encodec_24khz) for RLX — multi-backend32GPL-3.0-onlyAlgorithmsScience moritzbrantner-text-classificationConcrete text classification, sentiment, and zero-shot classification contracts.32MIT OR Apache-2.0AlgorithmsComputer vision moritzbrantner-text-linguisticsLocal model-backed linguistic analysis pipeline for video-analysis.32MIT OR Apache-2.0AlgorithmsComputer vision tenso-cudaThe only crate touching CUDA. Dlopen-based (libloading) DeviceBackend; aarch64-buildable without the CUDA toolkit.32MITData structuresEncoding rlx-eagle3EAGLE3 speculative-decoding draft + scheduler primitives for RLX32GPL-3.0-onlyAlgorithmsScience linfa-larsLeast Angle Regression methods32MIT OR Apache-2.0AlgorithmsMathematics signaloxPure-Rust bacterial signal-peptide, cleavage-site and transmembrane-topology predictor: a compact CNN+CRF (architecture inspired…32MIT OR Apache-2.0Command line utilitiesScience oxigeo-vrtVRT (Virtual Raster) driver for OxiGeo - Pure Rust GDAL reimplementation32Apache-2.0EncodingParser implementations soil_coreCore simulation infrastructure: TOML config, domain decomposition, MPI communication, atom data structures32MIT OR Apache-2.0ScienceSimulation antecedent-designExperimental-design ranking (expected information gain, identification probability) and decision utilities for the Antecedent…32MIT OR Apache-2.0MathematicsScience antecedent-counterfactualAbduction-action-prediction counterfactual evaluation for the Antecedent causal inference engine; start with the `antecedent`…32MIT OR Apache-2.0MathematicsScience antecedent-validateEffect refuters, sensitivity analysis, and validation diagnostics for the Antecedent engine; start with the `antecedent` crate32MIT OR Apache-2.0MathematicsScience ternary-scienceNegative Space Intelligence — Experimental Evidence from GPU Benchmarks and Proofs32MITAlgorithmsScience rlx-vibevoiceVibeVoice (microsoft/VibeVoice) acoustic σ-VAE codec for RLX — multi-backend ConvNeXt decoder32GPL-3.0-onlyAlgorithmsScience oxigeo-haHigh availability, disaster recovery, and automatic failover for OxiGeo32Apache-2.0ConcurrencyDatabase interfaces oxigeo-observabilityOpenTelemetry-based observability, monitoring, and alerting for OxiGeo32Apache-2.0Development tools::ProfilingNetwork programming oxigeo-securityEnterprise security features for OxiGeo: encryption, access control, compliance32Apache-2.0AuthenticationCryptography oxigeo-distributedDistributed processing capabilities for OxiGeo using Apache Arrow Flight32Apache-2.0ConcurrencyNetwork programming oxigeo-gribGRIB1/GRIB2 meteorological data format driver for OxiGeo - Pure Rust implementation32Apache-2.0EncodingParser implementations