Crate axonml_hvac 

Axonml HVAC — Domain-Specific HVAC Diagnostic Models

Top-level crate module aggregating nine named neural-network models for HVAC fault detection and diagnostic reasoning on top of the AxonML deep learning framework. apollo hosts the primary fault classifier, aquilo the airflow anomaly detector, boreas the cold-side cooling specialist, colossus a large transformer diagnostician, gaia an environmental context encoder, naiad the water-side hydronic specialist, panoptes the observability / multi-signal fusion model, vulcan the heat-side specialist, and zephyrus the temporal predictor / autoencoder. Supporting modules are data (the HvacSensorData, HvacLabels, PipelineOutput, and SyntheticHvacGenerator types), panoptes_datagen (PanoptesTrainingData + the WarrenSimulator HVAC scenario engine), and pipeline which wires the models into the end-to-end HvacPipeline. The crate re-exports each model struct alongside these helpers as the public surface. Clippy lints for the cast, doc, naming, and arity families are selectively relaxed at the crate root to accommodate the numeric-heavy training code.

File

crates/axonml-hvac/src/lib.rs

Author

Andrew Jewell Sr. — AutomataNexus LLC ORCID: 0009-0005-2158-7060

Updated

April 16, 2026 11:15 PM EST

Disclaimer

Use at own risk. This software is provided “as is”, without warranty of any kind, express or implied. The author and AutomataNexus shall not be held liable for any damages arising from the use of this software.

Re-exports

pub use apollo::Apollo;

pub use aquilo::Aquilo;

pub use boreas::Boreas;

pub use colossus::Colossus;

pub use data::HvacLabels;

pub use data::HvacSensorData;

pub use data::PipelineOutput;

pub use data::SyntheticHvacGenerator;

pub use gaia::Gaia;

pub use naiad::Naiad;

pub use panoptes::Panoptes;

pub use panoptes_datagen::PanoptesTrainingData;

pub use panoptes_datagen::WarrenSimulator;

pub use pipeline::HvacPipeline;

pub use vulcan::Vulcan;

pub use zephyrus::Zephyrus;

Modules

apollo

APOLLO — Master Coordinator Model (~1.8M params)

aquilo

AQUILO — Electrical Systems Diagnostic Model (~608K params)

boreas

BOREAS — Refrigeration Systems Diagnostic Model (~1.2M params)

colossus

COLOSSUS — Master Aggregator Model (~1.5M params)

data

HVAC Sensor Data Pipeline

gaia

GAIA — Safety Validator Model (~896K params)

naiad

NAIAD — Water Systems Diagnostic Model (~533K params)

panoptes

Panoptes — Facility-Wide Anomaly Detection Model

panoptes_datagen

Panoptes Synthetic Data Generator — Physics-Informed Facility Simulation

pipeline

HVAC 4-Stage Inference Pipeline

vulcan

VULCAN — Mechanical Systems Diagnostic Model (~1.1M params)

zephyrus

ZEPHYRUS — Airflow Systems Diagnostic Model (~845K params)