Coverage Audit

Overview

This page audits the current PyHazards implementation against the planned methods, benchmarks, and datasets listed in pyhazard_plan.pdf. It separates implemented public entries from variant-only entries, experimental wrappers, and items that are still missing.

Status meanings:

• Implemented: a public PyHazards adapter exists for the named method or resource.

• Experimental: a lightweight wrapper exists, but it should not be counted as stable core coverage.

• Missing: no aligned adapter or benchmark integration is present yet.

Hazard Summary

Hazard Family	Implemented	Experimental	Missing
Earthquake	8	0	0
Wildfire	6	0	0
Flood	8	0	0
Hurricane / Tropical Cyclone	8	3	0

Method and Resource Matrix

Hazard Family	Method / Resource	Type	Status	PyHazards Mapping	Notes
Earthquake	PhaseNet	Baseline	Implemented	PhaseNet	Model adapter is implemented, but the SeisBench / pick-benchmark data path is still missing.
Earthquake	EQTransformer	Baseline	Implemented	EQTransformer	Model adapter is implemented, but the benchmark stack remains lighter than the PDF target.
Earthquake	GPD	Baseline	Implemented	GPD	Model adapter is implemented behind the shared picking interface.
Earthquake	EQNet	Baseline	Implemented	EQNet	Model adapter is implemented behind the shared picking interface.
Earthquake	SeisBench	Benchmark / Data Ecosystem	Implemented	None	A synthetic-backed SeisBench-compatible waveform adapter is registered for smoke benchmarking.
Earthquake	pick-benchmark	Benchmark	Implemented	None	A synthetic-backed pick-benchmark-compatible waveform adapter is registered for smoke benchmarking.
Earthquake	pyCSEP	Benchmark / Reports	Implemented	None	The forecasting smoke benchmark exports a pyCSEP-style JSON artifact.
Earthquake	AEFA	Dataset / Forecast Benchmark	Implemented	None	A synthetic-backed AEFA-style forecasting dataset adapter is registered.
Wildfire	wildfire_forecasting	Baseline	Implemented	Wildfire Forecasting
Wildfire	WildfireSpreadTS	Baseline / Benchmark	Implemented	WildfireSpreadTS
Wildfire	ASUFM	Baseline	Implemented	ASUFM
Wildfire	WRF-SFIRE	Simulator Adapter	Implemented	WRF-SFIRE Adapter	The current adapter is lightweight and synthetic-backed rather than a full external simulator binding.
Wildfire	ForeFire	Simulator Adapter	Implemented	ForeFire Adapter	The current adapter is lightweight and synthetic-backed rather than a full external simulator binding.
Wildfire	FireCastNet	Optional Baseline	Implemented	FireCastNet
Flood	NeuralHydrology	Baseline Family	Implemented	NeuralHydrology LSTM, EA-LSTM	The LSTM and EA-LSTM adapters are implemented, but Caravan / WaterBench benchmark backing is still missing.
Flood	Caravan	Dataset	Implemented	None	A synthetic-backed Caravan adapter is registered for streamflow smoke benchmarking.
Flood	WaterBench	Dataset	Implemented	None	A synthetic-backed WaterBench adapter is registered for streamflow smoke benchmarking.
Flood	FloodCast	Baseline	Implemented	FloodCast	The model adapter is implemented, but FloodCastBench-backed evaluation is not wired yet.
Flood	FloodCastBench	Benchmark	Implemented	None	A synthetic-backed FloodCastBench-style inundation adapter is registered.
Flood	UrbanFloodCast	Baseline	Implemented	UrbanFloodCast	The model adapter is implemented on synthetic inundation fixtures today.
Flood	HydroBench	Benchmark / Diagnostics	Implemented	None	A synthetic-backed HydroBench adapter is registered for streamflow smoke benchmarking.
Flood	google-research/flood-forecasting	Reference Baseline	Implemented	Google Flood Forecasting
Hurricane / Tropical Cyclone	Hurricast	Baseline	Implemented	Hurricast	The model adapter is implemented, but the real TCBench / IBTrACS data path is still missing.
Hurricane / Tropical Cyclone	tropicalcyclone_MLP	Baseline	Implemented	Tropical Cyclone MLP	The model adapter is implemented as a basin-filtered storm baseline.
Hurricane / Tropical Cyclone	TCIF-fusion	Baseline	Implemented	TCIF-fusion	The model adapter is implemented behind the shared storm evaluator.
Hurricane / Tropical Cyclone	SAF-Net	Baseline	Implemented	SAF-Net	The model adapter is implemented behind the shared storm evaluator.
Hurricane / Tropical Cyclone	TropiCycloneNet	Baseline	Implemented	TropiCycloneNet	The model adapter is implemented, but the public benchmark/data track remains synthetic-first.
Hurricane / Tropical Cyclone	TropiCycloneNet-Dataset	Dataset	Implemented	None	A synthetic-backed TropiCycloneNet-Dataset adapter is registered.
Hurricane / Tropical Cyclone	TCBench Alpha	Benchmark	Implemented	None	A synthetic-backed TCBench Alpha adapter is registered.
Hurricane / Tropical Cyclone	IBTrACS	Dataset	Implemented	None	A synthetic-backed IBTrACS adapter is registered.
Hurricane / Tropical Cyclone	GraphCast / GenCast	Foundation Adapter	Experimental	GraphCast TC Adapter	The current wrapper is intentionally lightweight and should not be counted as stable core coverage.
Hurricane / Tropical Cyclone	Pangu-Weather	Foundation Adapter	Experimental	Pangu TC Adapter	The current wrapper is intentionally lightweight and should not be counted as stable core coverage.
Hurricane / Tropical Cyclone	FourCastNet	Foundation Adapter	Experimental	FourCastNet TC Adapter	The current wrapper is intentionally lightweight and should not be counted as stable core coverage.

Current Public Non-Core Implementations

These entries remain in the public catalog, but they are not counted as part of the current core method set.

Hazard Family	Catalog Status	Public Entry	Why it is non-core
Wildfire	variant	CNN-ASPP	Implemented outside the current core method set and kept public as an additional model.
Earthquake	variant	WaveCastNet	Implemented outside the current core method set and kept public as an additional model.
Flood	variant	HydroGraphNet	Implemented outside the current core method set and kept public as an additional model.
Tropical Cyclone	experimental	FourCastNet TC Adapter	Wrapper-style experimental adapter pending stronger benchmark and dataset support.
Tropical Cyclone	experimental	GraphCast TC Adapter	Wrapper-style experimental adapter pending stronger benchmark and dataset support.
Tropical Cyclone	experimental	Pangu TC Adapter	Wrapper-style experimental adapter pending stronger benchmark and dataset support.

Execution Note

Use .github/ROADMAP_EXECUTION.md as the checked-in multi-agent handoff for finishing the remaining roadmap work.