Download models/wildfire_fm/input_channels.json from RAI-Lab/Wildfire-FM: direct link, hf CLI and curl.
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7.64 kB
| { | |
| "tensor_order": "[channel, y, x]", | |
| "channel_order_matters": true, | |
| "value_normalization": { | |
| "applied": false, | |
| "description": "The released checkpoints expect the same native physical units used during training. No mean/std normalization, min/max scaling, or unit conversion is applied to input values before inference.", | |
| "missing_or_invalid_values": "Training replaces values <= -9000, NaN, +inf, and -inf with 0.0. The fixed input also carries dynamic and static validity-mask channels." | |
| }, | |
| "grid": { | |
| "region": "California", | |
| "crs": "EPSG:5070", | |
| "resolution_m": 5000, | |
| "target_lead_hours": 12 | |
| }, | |
| "dynamic_weather_source": { | |
| "dataset": "NOAA HRRR", | |
| "product": "wrfsfcf00", | |
| "forecast_hour": "f00", | |
| "issue_hours_utc": [0, 6, 12, 18], | |
| "reprojection": "Nearest-neighbor resampling from the HRRR grid to the 5 km EPSG:5070 regional grid.", | |
| "cfgrib_selection_groups": { | |
| "level2": { | |
| "filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 2 | |
| }, | |
| "variables": ["t2m", "d2m"] | |
| }, | |
| "level10": { | |
| "filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 10 | |
| }, | |
| "variables": ["u10", "v10"] | |
| }, | |
| "surface_instant": { | |
| "filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "variables": ["cape", "sp", "blh", "vis", "prate"] | |
| }, | |
| "surface_accum": { | |
| "filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "accum" | |
| }, | |
| "variables": ["tp"] | |
| } | |
| } | |
| }, | |
| "notes": [ | |
| "FIRMS active-fire detections are used to derive the occupancy target, not as an input channel.", | |
| "WFIGS and MTBS are supporting event-level resources and are not part of the pretrained occupancy input.", | |
| "The regional cache contains zero firewx feature channels and one firewx_valid channel, so the released input has 16 channels total.", | |
| "CAPE is selected from the HRRR surface instantaneous cfgrib group: typeOfLevel=surface and stepType=instant. It is not the most-unstable or layer CAPE channel.", | |
| "firewx_valid is a cache-level dynamic input presence mask. In the released California regional cache it is 1.0 for every grid cell and is not a per-variable HRRR missing-data mask.", | |
| "static_valid is the fraction of the four static layers that are valid at a grid cell after reprojection. It can take values 0.0, 0.25, 0.5, 0.75, or 1.0." | |
| ], | |
| "channels": [ | |
| { | |
| "index": 0, | |
| "name": "t2m", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "level2", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 2 | |
| }, | |
| "level_or_height": "2 m above ground", | |
| "units": "K", | |
| "normalization": "none", | |
| "role": "2 m temperature" | |
| }, | |
| { | |
| "index": 1, | |
| "name": "d2m", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "level2", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 2 | |
| }, | |
| "level_or_height": "2 m above ground", | |
| "units": "K", | |
| "normalization": "none", | |
| "role": "2 m dew point" | |
| }, | |
| { | |
| "index": 2, | |
| "name": "u10", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "level10", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 10 | |
| }, | |
| "level_or_height": "10 m above ground", | |
| "units": "m s-1", | |
| "normalization": "none", | |
| "role": "10 m east-west wind component" | |
| }, | |
| { | |
| "index": 3, | |
| "name": "v10", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "level10", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "heightAboveGround", | |
| "level": 10 | |
| }, | |
| "level_or_height": "10 m above ground", | |
| "units": "m s-1", | |
| "normalization": "none", | |
| "role": "10 m north-south wind component" | |
| }, | |
| { | |
| "index": 4, | |
| "name": "cape", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_instant", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "level_or_height": "surface", | |
| "units": "J kg-1", | |
| "normalization": "none", | |
| "role": "surface instantaneous convective available potential energy" | |
| }, | |
| { | |
| "index": 5, | |
| "name": "sp", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_instant", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "level_or_height": "surface", | |
| "units": "Pa", | |
| "normalization": "none", | |
| "role": "surface pressure" | |
| }, | |
| { | |
| "index": 6, | |
| "name": "blh", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_instant", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "level_or_height": "surface diagnostic", | |
| "units": "m", | |
| "normalization": "none", | |
| "role": "boundary-layer height" | |
| }, | |
| { | |
| "index": 7, | |
| "name": "vis", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_instant", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "level_or_height": "surface diagnostic", | |
| "units": "m", | |
| "normalization": "none", | |
| "role": "visibility" | |
| }, | |
| { | |
| "index": 8, | |
| "name": "prate", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_instant", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "instant" | |
| }, | |
| "level_or_height": "surface", | |
| "units": "kg m-2 s-1", | |
| "normalization": "none", | |
| "role": "precipitation rate" | |
| }, | |
| { | |
| "index": 9, | |
| "name": "tp", | |
| "source": "NOAA HRRR", | |
| "cfgrib_group": "surface_accum", | |
| "cfgrib_filter_by_keys": { | |
| "typeOfLevel": "surface", | |
| "stepType": "accum" | |
| }, | |
| "level_or_height": "surface accumulation", | |
| "units": "kg m-2", | |
| "normalization": "none", | |
| "role": "accumulated precipitation" | |
| }, | |
| { | |
| "index": 10, | |
| "name": "firewx_valid", | |
| "source": "cache validity channel", | |
| "units": "binary mask", | |
| "normalization": "none", | |
| "values": [1.0], | |
| "role": "cache-level dynamic input presence mask for this regional cache; not a per-variable HRRR missing-data mask" | |
| }, | |
| { | |
| "index": 11, | |
| "name": "static_valid", | |
| "source": "static reprojection mask", | |
| "units": "fraction", | |
| "normalization": "none", | |
| "values": [0.0, 0.25, 0.5, 0.75, 1.0], | |
| "role": "fraction of static layers valid at the grid cell after reprojection" | |
| }, | |
| { | |
| "index": 12, | |
| "name": "fuel_fbfm40", | |
| "source": "LANDFIRE FBFM40", | |
| "units": "categorical code", | |
| "normalization": "none", | |
| "role": "fire-behavior fuel model" | |
| }, | |
| { | |
| "index": 13, | |
| "name": "canopy_cover", | |
| "source": "LANDFIRE CC", | |
| "units": "provider-native canopy-cover value", | |
| "normalization": "none", | |
| "role": "canopy cover" | |
| }, | |
| { | |
| "index": 14, | |
| "name": "housing_density", | |
| "source": "Wildfire Risk to Communities", | |
| "units": "provider-native housing-density value", | |
| "normalization": "none", | |
| "role": "housing-unit density" | |
| }, | |
| { | |
| "index": 15, | |
| "name": "population", | |
| "source": "LandScan Global 2024", | |
| "units": "provider-native population value", | |
| "normalization": "none", | |
| "role": "population exposure" | |
| } | |
| ] | |
| } | |