18 projects
dag-ml
Python bindings for DAG-ML JSON contracts.
nirs4all-core
Portable nirs4all aggregate binding over formats, IO, methods, dag-ml, and dag-ml-data (datasets optional)
nirs4all
A comprehensive Python library for Near-Infrared Spectroscopy (NIRS) data analysis with ML/DL pipelines.
nirs4all-datasets
A citable, reproducible bank of raw NIRS reference datasets — multi-source/multi-target, tier-governed, with on-demand checksum-verified access from each dataset's origin.
nirs4all-methods
nirs4all-methods — portable PLS / NIRS engine (full surface) over the libn4m C ABI.
dag-ml-data
Python bindings for dag-ml-data JSON contracts.
pls4all
Slim PLS-focused Python binding for the libn4m C ABI from nirs4all-methods.
nirs4all-formats
Python bindings for the Rust-first nirs4all-formats NIRS loader.
nirs4all-io
Dataset-assembly bridge for the nirs4all ecosystem (Rust core, pyo3 binding).
nirs4all-providers
Dependency-light Python soft-import provider clients for optional dataset and pipeline repositories; not a second nirs4all runtime.
nirs4all-benchmarks
The Arena — a reproducible, scored, weights-free benchmark store and dataviz service for nirs4all / dag-ml NIRS pipelines.
nirs4all-tools
Offline, one-way, no-in-place migration tools for legacy nirs4all artifacts.
nirs4all-repository
Public, versioned repository of pre-configured, tested NIRS pipelines: store, validate, secure and serve nirs4all + dag-ml pipelines by name, across languages.
nirs4all-cluster
Distributed job queue for nirs4all.run() — FastAPI server + polling workers.
nirs4all-papers
Reproduction-document publisher: turn a deposited nirs4all .n4a into a methods + bibliography report and a live in-browser pipeline replay.
nirs4all-aom
Adaptive Operator-Mixture PLS and Ridge for near-infrared spectroscopy: companion code for the paper.
nirs4all-lite
Portable nirs4all aggregate binding over formats, IO, methods, dag-ml, and dag-ml-data (datasets optional)
pinard
Pinard: a Pipeline for Nirs Analysis ReloadeD.
