Note
Go to the end to download the full example code.
Running StormCast Inference#
Basic StormCast inference workflow.
This example will demonstrate how to run a simple inference workflow to generate a basic determinstic forecast using StormCast. For details about the stormcast model, see
# /// script
# dependencies = [
# "earth2studio[data,stormcast] @ git+https://github.com/NVIDIA/earth2studio.git",
# "cartopy",
# ]
# ///
Set Up#
All workflows inside Earth2Studio require constructed components to be
handed to them. In this example, let’s take a look at the most basic:
earth2studio.run.deterministic().
def deterministic(
time: list[str] | list[datetime] | list[np.datetime64],
nsteps: int,
prognostic: PrognosticModel,
data: DataSource,
io: IOBackend,
output_coords: CoordSystem = OrderedDict({}),
device: torch.device | None = None,
) -> IOBackend:
"""Built in deterministic workflow.
This workflow creates a determinstic inference pipeline to produce a forecast
prediction using a prognostic model.
Parameters
----------
time : list[str] | list[datetime] | list[np.datetime64]
List of string, datetimes or np.datetime64
nsteps : int
Number of forecast steps
prognostic : PrognosticModel
Prognostic model
data : DataSource
Data source
io : IOBackend
IO object
output_coords: CoordSystem, optional
IO output coordinate system override, by default OrderedDict({})
device : torch.device, optional
Device to run inference on, by default None
Returns
-------
IOBackend
Output IO object
"""
Thus, we need the following:
Prognostic Model: Use the built in StormCast Model
earth2studio.models.px.StormCast.Datasource: Pull data from the HRRR data api
earth2studio.data.HRRR.IO Backend: Let’s save the outputs into a Zarr store
earth2studio.io.ZarrBackend.
StormCast also requires a conditioning data source. We use a forecast data source here,
GFS_FX earth2studio.data.GFS_FX which is the default, but a non-forecast
data source such as ARCO could also be used with appropriate time stamps.
from datetime import datetime, timedelta
from loguru import logger
from tqdm import tqdm
logger.remove()
logger.add(lambda msg: tqdm.write(msg, end=""), colorize=True)
import os
os.makedirs("outputs", exist_ok=True)
from dotenv import load_dotenv
load_dotenv() # TODO: make common example prep function
from earth2studio.data import HRRR
from earth2studio.io import ZarrBackend
from earth2studio.models.px import StormCast
# Load the default model package which downloads the check point from NGC
# Use the default conditioning data source GFS_FX
package = StormCast.load_default_package()
model = StormCast.load_model(package)
# Create the data source
data = HRRR()
# Create the IO handler, store in memory
io = ZarrBackend()
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Execute the Workflow#
With all components initialized, running the workflow is a single line of Python code. Workflow will return the provided IO object back to the user, which can be used to then post process. Some have additional APIs that can be handy for post-processing or saving to file. Check the API docs for more information.
For the forecast we will predict for 4 hours
import earth2studio.run as run
nsteps = 4
today = datetime.today() - timedelta(days=1)
date = today.isoformat().split("T")[0]
io = run.deterministic([date], nsteps, model, data, io)
print(io.root.tree())
2025-11-12 18:34:11.593 | INFO | earth2studio.run:deterministic:75 - Running simple workflow!
2025-11-12 18:34:11.593 | INFO | earth2studio.run:deterministic:82 - Inference device: cuda
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2025-11-12 18:34:17.327 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 306914559-762749
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2025-11-12 18:34:17.330 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 58246752-2421836
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2025-11-12 18:34:17.346 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 354300439-1015996
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2025-11-12 18:34:17.348 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 168766195-1079978
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2025-11-12 18:34:17.351 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 99421753-2480294
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2025-11-12 18:34:17.353 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 129079419-985763
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2025-11-12 18:34:17.369 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 63010141-1062219
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2025-11-12 18:34:17.371 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 13457612-2245510
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2025-11-12 18:34:17.373 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 50526848-1095229
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2025-11-12 18:34:17.375 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 189463060-2449393
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2025-11-12 18:34:17.377 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 307677308-762062
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2025-11-12 18:34:17.378 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 104251856-1008331
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2025-11-12 18:34:17.380 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 107958279-2225944
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2025-11-12 18:34:17.381 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 144519792-939880
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2025-11-12 18:34:17.382 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 142369426-968951
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2025-11-12 18:34:17.383 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 7701493-1315567
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2025-11-12 18:34:17.384 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 89288669-1299236
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2025-11-12 18:34:17.385 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 76825000-1031480
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2025-11-12 18:34:17.386 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 64072360-1067323
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2025-11-12 18:34:17.387 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 116452145-1289740
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2025-11-12 18:34:17.388 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 191912453-909817
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2025-11-12 18:34:17.389 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 303012536-1861573
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2025-11-12 18:34:17.390 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfsfcf00.grib2 25046580-630707
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2025-11-12 18:34:17.391 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 49419123-1107725
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2025-11-12 18:34:17.392 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 77856480-1050694
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2025-11-12 18:34:17.395 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfsfcf00.grib2 45734477-2381615
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2025-11-12 18:34:17.396 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 132267466-1021497
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2025-11-12 18:34:17.397 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 160739057-2365801
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2025-11-12 18:34:17.400 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 135047089-2168136
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.401 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 17710518-2359127
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.402 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 85771009-2467259
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.403 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 67326675-2238992
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.403 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 22433182-1175802
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.404 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 101902047-1030961
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.404 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 72031920-2447960
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.405 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 0-2246309
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.406 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 352319932-1374425
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.406 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 121449533-2200581
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.407 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 44714349-2394278
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.408 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 139872776-2496650
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.408 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 80938828-2237837
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.409 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 60668588-1068715
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.410 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfsfcf00.grib2 43352862-2381615
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.410 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 9017060-1190029
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.411 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 91606693-1041612
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.411 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 195314050-873964
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.412 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 48183632-1235491
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.413 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 117741885-987087
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.413 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 53703098-2240817
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.414 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 194462102-851948
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.415 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 143338377-1181415
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.415 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 353694357-606082
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.416 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 20069645-1096211
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.416 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 34665805-1259698
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.417 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 94471086-2234180
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.418 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 356092085-779399
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.418 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 23608984-1152688
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.419 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 249305304-2204818
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.420 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 102933008-1318848
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.420 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 254192558-797165
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.421 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 112952462-2489998
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.422 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 126583373-2496046
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.422 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 61737303-1272838
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.423 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 75539724-1285276
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.423 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 21165856-1267326
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.424 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 105260187-1042632
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.425 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 74479880-1059844
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.425 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 305542863-1371696
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.426 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 40314457-2243009
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.427 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 47108627-1075005
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.427 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 4262254-2304776
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.428 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 170736774-922383
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.429 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 88238268-1050401
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.429 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 31205474-2373614
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.430 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 6567030-1134463
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
2025-11-12 18:34:17.430 | DEBUG | earth2studio.data.hrrr:fetch_array:501 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20251111/conus/hrrr.t00z.wrfnatf00.grib2 251510122-800883
Fetching HRRR data: 0%| | 0/99 [00:00<?, ?it/s]
Fetching HRRR data: 1%| | 1/99 [00:00<01:19, 1.23it/s]
Fetching HRRR data: 3%|▎ | 3/99 [00:01<00:27, 3.51it/s]
Fetching HRRR data: 4%|▍ | 4/99 [00:01<00:21, 4.34it/s]
Fetching HRRR data: 7%|▋ | 7/99 [00:01<00:11, 8.10it/s]
Fetching HRRR data: 11%|█ | 11/99 [00:01<00:06, 12.60it/s]
Fetching HRRR data: 15%|█▌ | 15/99 [00:01<00:05, 15.82it/s]
Fetching HRRR data: 19%|█▉ | 19/99 [00:01<00:04, 19.98it/s]
Fetching HRRR data: 23%|██▎ | 23/99 [00:01<00:03, 21.44it/s]
Fetching HRRR data: 28%|██▊ | 28/99 [00:02<00:02, 24.14it/s]
Fetching HRRR data: 31%|███▏ | 31/99 [00:02<00:03, 21.05it/s]
Fetching HRRR data: 37%|███▋ | 37/99 [00:02<00:02, 22.64it/s]
Fetching HRRR data: 42%|████▏ | 42/99 [00:02<00:02, 26.80it/s]
Fetching HRRR data: 45%|████▌ | 45/99 [00:02<00:02, 24.77it/s]
Fetching HRRR data: 48%|████▊ | 48/99 [00:02<00:02, 23.18it/s]
Fetching HRRR data: 54%|█████▎ | 53/99 [00:03<00:01, 25.13it/s]
Fetching HRRR data: 57%|█████▋ | 56/99 [00:03<00:01, 23.08it/s]
Fetching HRRR data: 62%|██████▏ | 61/99 [00:03<00:01, 20.90it/s]
Fetching HRRR data: 69%|██████▊ | 68/99 [00:03<00:01, 25.69it/s]
Fetching HRRR data: 75%|███████▍ | 74/99 [00:03<00:00, 30.42it/s]
Fetching HRRR data: 79%|███████▉ | 78/99 [00:04<00:00, 27.28it/s]
Fetching HRRR data: 82%|████████▏ | 81/99 [00:04<00:00, 26.56it/s]
Fetching HRRR data: 85%|████████▍ | 84/99 [00:04<00:00, 24.27it/s]
Fetching HRRR data: 88%|████████▊ | 87/99 [00:04<00:00, 22.60it/s]
Fetching HRRR data: 92%|█████████▏| 91/99 [00:04<00:00, 25.39it/s]
Fetching HRRR data: 95%|█████████▍| 94/99 [00:04<00:00, 25.53it/s]
Fetching HRRR data: 99%|█████████▉| 98/99 [00:05<00:00, 12.17it/s]
Fetching HRRR data: 100%|██████████| 99/99 [00:05<00:00, 16.89it/s]
2025-11-12 18:34:23.667 | SUCCESS | earth2studio.run:deterministic:106 - Fetched data from HRRR
2025-11-12 18:34:23.753 | INFO | earth2studio.run:deterministic:136 - Inference starting!
Running inference: 0%| | 0/5 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
2025-11-12 18:34:26.500 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 201996794-736899
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.503 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 256914818-1252430
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.505 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 388731337-856766
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.507 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 201265755-731039
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.510 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705777-965939
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.512 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 260361636-544071
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.514 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 414110038-965593
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.516 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 415075631-947774
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.519 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 260905707-549226
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.521 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 336568069-938887
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.523 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-997044
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.525 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 390609014-1224209
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.527 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 254161181-808093
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.529 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 207292395-586882
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.531 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 332829559-1358742
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.533 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 207879277-591622
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.534 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 394671716-954619
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.536 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 337506956-949258
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.538 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 401115745-840081
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.540 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 329731858-893767
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.542 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 254969274-721020
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.544 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 409750467-880008
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.546 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 399059444-989789
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.548 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 330625625-841360
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.550 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 421791100-1190226
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
2025-11-12 18:34:26.552 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f000 204000169-1159116
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 20%|██ | 1/5 [00:02<00:09, 2.37s/it]
Fetching GFS data: 4%|▍ | 1/26 [00:00<00:10, 2.36it/s]
Fetching GFS data: 8%|▊ | 2/26 [00:00<00:07, 3.28it/s]
Fetching GFS data: 19%|█▉ | 5/26 [00:00<00:02, 8.15it/s]
Fetching GFS data: 38%|███▊ | 10/26 [00:00<00:00, 17.24it/s]
Fetching GFS data: 50%|█████ | 13/26 [00:01<00:00, 19.46it/s]
Fetching GFS data: 69%|██████▉ | 18/26 [00:01<00:00, 25.37it/s]
Fetching GFS data: 100%|██████████| 26/26 [00:01<00:00, 33.93it/s]
Fetching GFS data: 100%|██████████| 26/26 [00:01<00:00, 20.01it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
2025-11-12 18:34:40.535 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 209706330-586718
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.538 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 393015945-1224357
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.541 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 418775998-965360
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.543 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 396111769-965084
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.545 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 397076853-954481
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.547 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 206410898-1158712
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.549 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 403523997-840529
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.551 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 257384538-721086
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.553 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 401464861-989120
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.555 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 412668018-880378
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.557 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 339912976-948538
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.559 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 391136664-856825
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.561 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 333029481-841065
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.563 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 256576984-807554
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.565 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 263323256-548406
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.567 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 0-995965
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.569 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 433155587-1190138
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.571 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 203677824-730898
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.573 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 204408722-736441
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.575 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 259333069-1252787
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.577 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 338974905-938071
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.579 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 210293048-592187
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.581 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 335234450-1358256
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.583 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 332136487-892994
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.585 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 262779792-543464
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
2025-11-12 18:34:40.586 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f001 419741358-947656
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 40%|████ | 2/5 [00:16<00:27, 9.20s/it]
Fetching GFS data: 4%|▍ | 1/26 [00:00<00:18, 1.35it/s]
Fetching GFS data: 8%|▊ | 2/26 [00:00<00:09, 2.52it/s]
Fetching GFS data: 42%|████▏ | 11/26 [00:01<00:00, 17.68it/s]
Fetching GFS data: 62%|██████▏ | 16/26 [00:01<00:00, 23.15it/s]
Fetching GFS data: 81%|████████ | 21/26 [00:01<00:00, 23.55it/s]
Fetching GFS data: 100%|██████████| 26/26 [00:01<00:00, 19.25it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
2025-11-12 18:34:55.556 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 420233036-943911
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.559 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 204786331-736850
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.561 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 210663141-592329
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.564 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 413170052-880411
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.566 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 397590272-953968
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.568 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 401967548-984626
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.570 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 0-991135
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.572 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 396625332-964940
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.574 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 333569933-840656
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.576 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 433798854-1190003
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.578 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 391648068-856730
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.580 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 332678225-891708
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.582 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 259705474-1252454
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.584 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 206786213-1158231
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.586 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 393528902-1224565
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.588 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 263276239-542845
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.590 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 256950761-807536
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.592 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 335776270-1358042
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.594 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 404024906-840642
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.596 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 210076081-587060
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.598 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 257758297-720701
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.600 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 340454047-948279
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.603 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 204055999-730332
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.605 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 339517051-936996
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.607 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 419267609-965427
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
2025-11-12 18:34:55.608 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f002 263819084-547937
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 60%|██████ | 3/5 [00:31<00:23, 11.89s/it]
Fetching GFS data: 4%|▍ | 1/26 [00:00<00:12, 1.94it/s]
Fetching GFS data: 8%|▊ | 2/26 [00:00<00:08, 2.91it/s]
Fetching GFS data: 23%|██▎ | 6/26 [00:00<00:02, 8.45it/s]
Fetching GFS data: 50%|█████ | 13/26 [00:01<00:00, 20.01it/s]
Fetching GFS data: 65%|██████▌ | 17/26 [00:01<00:00, 23.41it/s]
Fetching GFS data: 85%|████████▍ | 22/26 [00:01<00:00, 25.93it/s]
Fetching GFS data: 100%|██████████| 26/26 [00:01<00:00, 19.67it/s]
Running inference: 80%|████████ | 4/5 [00:46<00:13, 13.19s/it]
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
2025-11-12 18:35:10.747 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 421242889-944042
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:46<00:13, 13.19s/it]
2025-11-12 18:35:10.750 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 210585249-588302
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:46<00:13, 13.19s/it]
2025-11-12 18:35:10.752 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 392647953-856392
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:46<00:13, 13.19s/it]
2025-11-12 18:35:10.755 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 340494352-937217
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.757 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 394530645-1224927
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.759 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 260866775-1252802
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.761 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 258116715-807223
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.763 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 0-990345
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.765 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 204430990-730911
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.768 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 405029409-840827
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.770 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 336750891-1358767
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.771 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 420277815-965074
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.773 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 258923938-716976
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.775 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 264980847-547883
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.777 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 211173551-595738
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.779 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 398594843-954029
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.781 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 333649582-890831
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.783 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 205161901-737189
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.785 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 341431569-948064
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.787 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 434913684-1190320
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.789 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 264437891-542956
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.791 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 207168429-1156317
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.793 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 402966204-983956
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.795 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 414180881-880419
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.797 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 334540413-840117
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
2025-11-12 18:35:10.798 | DEBUG | earth2studio.data.gfs:fetch_array:380 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20251111/00/atmos/gfs.t00z.pgrb2.0p25.f003 397629983-964860
Fetching GFS data: 0%| | 0/26 [00:00<?, ?it/s]
Running inference: 80%|████████ | 4/5 [00:47<00:13, 13.19s/it]
Fetching GFS data: 4%|▍ | 1/26 [00:00<00:13, 1.81it/s]
Fetching GFS data: 8%|▊ | 2/26 [00:00<00:07, 3.17it/s]
Fetching GFS data: 15%|█▌ | 4/26 [00:00<00:03, 6.66it/s]
Fetching GFS data: 31%|███ | 8/26 [00:00<00:01, 13.75it/s]
Fetching GFS data: 58%|█████▊ | 15/26 [00:01<00:00, 23.47it/s]
Fetching GFS data: 77%|███████▋ | 20/26 [00:01<00:00, 28.08it/s]
Fetching GFS data: 100%|██████████| 26/26 [00:01<00:00, 20.31it/s]
Running inference: 100%|██████████| 5/5 [01:01<00:00, 13.64s/it]
Running inference: 100%|██████████| 5/5 [01:01<00:00, 12.22s/it]
2025-11-12 18:35:24.831 | SUCCESS | earth2studio.run:deterministic:146 - Inference complete
/
├── Z10hl (1, 5, 512, 640) float32
├── Z11hl (1, 5, 512, 640) float32
├── Z13hl (1, 5, 512, 640) float32
├── Z15hl (1, 5, 512, 640) float32
├── Z1hl (1, 5, 512, 640) float32
├── Z20hl (1, 5, 512, 640) float32
├── Z25hl (1, 5, 512, 640) float32
├── Z2hl (1, 5, 512, 640) float32
├── Z30hl (1, 5, 512, 640) float32
├── Z3hl (1, 5, 512, 640) float32
├── Z4hl (1, 5, 512, 640) float32
├── Z5hl (1, 5, 512, 640) float32
├── Z6hl (1, 5, 512, 640) float32
├── Z7hl (1, 5, 512, 640) float32
├── Z8hl (1, 5, 512, 640) float32
├── Z9hl (1, 5, 512, 640) float32
├── hrrr_x (640,) float64
├── hrrr_y (512,) float64
├── lead_time (5,) timedelta64
├── mslp (1, 5, 512, 640) float32
├── p10hl (1, 5, 512, 640) float32
├── p11hl (1, 5, 512, 640) float32
├── p13hl (1, 5, 512, 640) float32
├── p15hl (1, 5, 512, 640) float32
├── p1hl (1, 5, 512, 640) float32
├── p20hl (1, 5, 512, 640) float32
├── p2hl (1, 5, 512, 640) float32
├── p3hl (1, 5, 512, 640) float32
├── p4hl (1, 5, 512, 640) float32
├── p5hl (1, 5, 512, 640) float32
├── p6hl (1, 5, 512, 640) float32
├── p7hl (1, 5, 512, 640) float32
├── p8hl (1, 5, 512, 640) float32
├── p9hl (1, 5, 512, 640) float32
├── q10hl (1, 5, 512, 640) float32
├── q11hl (1, 5, 512, 640) float32
├── q13hl (1, 5, 512, 640) float32
├── q15hl (1, 5, 512, 640) float32
├── q1hl (1, 5, 512, 640) float32
├── q20hl (1, 5, 512, 640) float32
├── q25hl (1, 5, 512, 640) float32
├── q2hl (1, 5, 512, 640) float32
├── q30hl (1, 5, 512, 640) float32
├── q3hl (1, 5, 512, 640) float32
├── q4hl (1, 5, 512, 640) float32
├── q5hl (1, 5, 512, 640) float32
├── q6hl (1, 5, 512, 640) float32
├── q7hl (1, 5, 512, 640) float32
├── q8hl (1, 5, 512, 640) float32
├── q9hl (1, 5, 512, 640) float32
├── refc (1, 5, 512, 640) float32
├── t10hl (1, 5, 512, 640) float32
├── t11hl (1, 5, 512, 640) float32
├── t13hl (1, 5, 512, 640) float32
├── t15hl (1, 5, 512, 640) float32
├── t1hl (1, 5, 512, 640) float32
├── t20hl (1, 5, 512, 640) float32
├── t25hl (1, 5, 512, 640) float32
├── t2hl (1, 5, 512, 640) float32
├── t2m (1, 5, 512, 640) float32
├── t30hl (1, 5, 512, 640) float32
├── t3hl (1, 5, 512, 640) float32
├── t4hl (1, 5, 512, 640) float32
├── t5hl (1, 5, 512, 640) float32
├── t6hl (1, 5, 512, 640) float32
├── t7hl (1, 5, 512, 640) float32
├── t8hl (1, 5, 512, 640) float32
├── t9hl (1, 5, 512, 640) float32
├── time (1,) datetime64
├── u10hl (1, 5, 512, 640) float32
├── u10m (1, 5, 512, 640) float32
├── u11hl (1, 5, 512, 640) float32
├── u13hl (1, 5, 512, 640) float32
├── u15hl (1, 5, 512, 640) float32
├── u1hl (1, 5, 512, 640) float32
├── u20hl (1, 5, 512, 640) float32
├── u25hl (1, 5, 512, 640) float32
├── u2hl (1, 5, 512, 640) float32
├── u30hl (1, 5, 512, 640) float32
├── u3hl (1, 5, 512, 640) float32
├── u4hl (1, 5, 512, 640) float32
├── u5hl (1, 5, 512, 640) float32
├── u6hl (1, 5, 512, 640) float32
├── u7hl (1, 5, 512, 640) float32
├── u8hl (1, 5, 512, 640) float32
├── u9hl (1, 5, 512, 640) float32
├── v10hl (1, 5, 512, 640) float32
├── v10m (1, 5, 512, 640) float32
├── v11hl (1, 5, 512, 640) float32
├── v13hl (1, 5, 512, 640) float32
├── v15hl (1, 5, 512, 640) float32
├── v1hl (1, 5, 512, 640) float32
├── v20hl (1, 5, 512, 640) float32
├── v25hl (1, 5, 512, 640) float32
├── v2hl (1, 5, 512, 640) float32
├── v30hl (1, 5, 512, 640) float32
├── v3hl (1, 5, 512, 640) float32
├── v4hl (1, 5, 512, 640) float32
├── v5hl (1, 5, 512, 640) float32
├── v6hl (1, 5, 512, 640) float32
├── v7hl (1, 5, 512, 640) float32
├── v8hl (1, 5, 512, 640) float32
└── v9hl (1, 5, 512, 640) float32
Post Processing#
The last step is to post process our results. Cartopy is a great library for plotting fields on projections of a sphere. Here we will just plot the temperature at 2 meters (t2m) 4 hours into the forecast.
Notice that the Zarr IO function has additional APIs to interact with the stored data.
import cartopy
import cartopy.crs as ccrs
import matplotlib.pyplot as plt
forecast = f"{date}"
variable = "t2m"
step = 4 # lead time = 1 hr
plt.close("all")
# Create a correct Lambert Conformal projection
projection = ccrs.LambertConformal(
central_longitude=262.5,
central_latitude=38.5,
standard_parallels=(38.5, 38.5),
globe=ccrs.Globe(semimajor_axis=6371229, semiminor_axis=6371229),
)
# Create a figure and axes with the specified projection
fig, ax = plt.subplots(subplot_kw={"projection": projection}, figsize=(10, 6))
# Plot the field using pcolormesh
im = ax.pcolormesh(
model.lon,
model.lat,
io[variable][0, step],
transform=ccrs.PlateCarree(),
cmap="Spectral_r",
)
# Set state lines
ax.add_feature(
cartopy.feature.STATES.with_scale("50m"), linewidth=0.5, edgecolor="black", zorder=2
)
# Set title
ax.set_title(f"{forecast} - Lead time: {step}hrs")
# Add coastlines and gridlines
ax.coastlines()
ax.gridlines()
plt.savefig(f"outputs/09_{date}_t2m_prediction.jpg")
Total running time of the script: (1 minutes 20.696 seconds)