Note
Go to the end to download the full example code.
Huge Ensembles (HENS) Checkpoints#
Basic multi-checkpoint Huge Ensembles (HENS) inference workflow.
This example provides a basic example to load the Huge Ensemble checkpoints to perform ensemble inference. This notebook aims to demonstrate the foundations of running a multi-checkpoint workflow from Earth2Studio components. For more details about HENS, see:
Warning
We encourage users to familiarize themselves with the license restrictions of this model’s checkpoints.
For the complete HENS workflow, we encourage users to have a look at the HENS recipe which provides a end-to-end solution to leverage HENS for downstream analysis such as tropical cyclone tracking:
In this example you will learn:
How to load the HENS checkpoints with a custom model package
How to load the HENS perturbation method
How to create a simple ensemble inference loop
How to visualize results
# /// script
# dependencies = [
# "torch==2.11.0", # Match lock file to avoid torch-harmonics issue
# "earth2studio[sfno] @ git+https://github.com/NVIDIA/earth2studio.git",
# "cartopy",
# ]
# ///
Set Up#
First, import the necessary modules and set up our environment and load the required modules. HENS has checkpoints conveniently stored on HuggingFace that we will use. Rather than loading the default checkpoint from the original SFNO paper, create a model package that points to the specific HENS checkpoint we want to use instead.
This example also needs the following:
Prognostic Base Model: Use SFNO model architecture
earth2studio.models.px.SFNO.Datasource: Pull data from the GFS data api
earth2studio.data.GFS.Perturbation Method: HENS uses a novel perturbation method
earth2studio.perturbation.HemisphericCentredBredVector.Seeding Perturbation Method: Perturbation method to seed the Bred Vector
earth2studio.perturbation.CorrelatedSphericalGaussian.
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 GFS
from earth2studio.io import ZarrBackend
from earth2studio.models.auto import Package
from earth2studio.models.px import SFNO
from earth2studio.perturbation import (
CorrelatedSphericalGaussian,
HemisphericCentredBredVector,
)
from earth2studio.run import ensemble
# Set up two model packages for each checkpoint
# Note the modification of the cache location to avoid overwriting
model_package_1 = Package(
"hf://datasets/maheshankur10/hens/earth2mip_prod_registry/sfno_linear_74chq_sc2_layers8_edim620_wstgl2-epoch70_seed102",
cache_options={
"cache_storage": Package.default_cache("hens_1"),
"same_names": True,
},
)
model_package_2 = Package(
"hf://datasets/maheshankur10/hens/earth2mip_prod_registry/sfno_linear_74chq_sc2_layers8_edim620_wstgl2-epoch70_seed103",
cache_options={
"cache_storage": Package.default_cache("hens_2"),
"same_names": True,
},
)
# Create the data source
data = GFS()
Execute the Workflow#
Next we execute the ensemble workflow for each model but loop through each checkpoint. Note that the models themselves have not been loaded into memory yet, this will be done one at a time to minimize the memory footprint of inference on a GPU. Before the ensemble workflow can get executed the following set up is needed:
Initialize the SFNO model from checkpoint
Initialize the perturbation method with the prognostic model
Initialize the IO zarr store for this model
If multiple GPUs are being used, one could parallelize inference using different checkpoints on each card.
import gc
from datetime import datetime, timedelta
import numpy as np
import torch
start_date = datetime(2024, 1, 1)
nsteps = 4
nensemble = 2
for i, package in enumerate([model_package_1, model_package_2]):
# Load SFNO model from package
# HENS checkpoints use different inputs than default SFNO (inclusion of d2m)
# Can find this in the config.json, the load_model function in SFNO handles this
model = SFNO.load_model(package)
# Perturbation method
# Here we will simplify the process that's in the original paper for conciseness
noise_amplification = torch.zeros(model.input_coords()["variable"].shape[0])
index_z500 = list(model.input_coords()["variable"]).index("z500")
noise_amplification[index_z500] = 39.27 # z500 (0.35 * z500 skill)
noise_amplification = noise_amplification.reshape(1, 1, 1, -1, 1, 1)
seed_perturbation = CorrelatedSphericalGaussian(noise_amplitude=noise_amplification)
perturbation = HemisphericCentredBredVector(
model, data, seed_perturbation, noise_amplitude=noise_amplification
)
# IO object
io = ZarrBackend(
file_name=f"outputs/11_hens_{i}.zarr",
chunks={"ensemble": 1, "time": 1, "lead_time": 1},
backend_kwargs={"overwrite": True},
)
io = ensemble(
["2024-01-01"],
nsteps,
nensemble,
model,
data,
io,
perturbation,
batch_size=1,
output_coords={"variable": np.array(["u10m", "v10m"])},
)
print(io.root.tree())
# Do some manual clean up to free up VRAM
del model
del perturbation
gc.collect()
torch.cuda.empty_cache()
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2026-05-18 02:11:27.129 | INFO | earth2studio.run:ensemble:328 - Running ensemble inference!
2026-05-18 02:11:27.129 | INFO | earth2studio.run:ensemble:336 - Inference device: cuda
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2026-05-18 02:11:28.440 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837
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2026-05-18 02:11:28.455 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771
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2026-05-18 02:11:28.467 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507
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2026-05-18 02:11:28.634 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.634 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.635 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 404382959-913875
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.636 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.636 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.647 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 180172685-913532
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.648 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 249098202-1262404
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.649 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 386359113-963363
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.660 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.661 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.661 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 225640684-816551
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.662 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.663 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.663 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 228474082-1138597
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.664 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 452597070-961302
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.675 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.686 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.687 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.687 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.688 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.689 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.689 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.690 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 329739828-930772
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.701 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.702 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.703 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.714 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.715 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.725 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.726 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.727 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.738 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.749 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 165935718-1138677
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.750 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.760 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199346060-588823
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:11:28.771 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
Fetching GFS data: 1%|▏ | 1/74 [00:00<00:24, 3.01it/s]
Fetching GFS data: 36%|███▋ | 27/74 [00:01<00:01, 29.22it/s]
Fetching GFS data: 41%|████ | 30/74 [00:01<00:01, 28.23it/s]
Fetching GFS data: 47%|████▋ | 35/74 [00:01<00:01, 31.23it/s]
Fetching GFS data: 55%|█████▌ | 41/74 [00:01<00:00, 35.74it/s]
Fetching GFS data: 62%|██████▏ | 46/74 [00:01<00:00, 34.42it/s]
Fetching GFS data: 70%|███████ | 52/74 [00:01<00:00, 39.61it/s]
Fetching GFS data: 80%|███████▉ | 59/74 [00:01<00:00, 45.18it/s]
Fetching GFS data: 88%|████████▊ | 65/74 [00:01<00:00, 48.49it/s]
Fetching GFS data: 97%|█████████▋| 72/74 [00:01<00:00, 51.48it/s]
Fetching GFS data: 100%|██████████| 74/74 [00:01<00:00, 37.04it/s]
2026-05-18 02:11:30.703 | SUCCESS | earth2studio.run:ensemble:358 - Fetched data from GFS
2026-05-18 02:11:30.738 | INFO | earth2studio.run:ensemble:386 - Starting 2 Member Ensemble Inference with 2 number of batches.
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.156 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 391206752-950631
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.158 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 188547657-732362
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.161 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 251230645-803982
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.184 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.201 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151411717-492740
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.202 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 413569354-967478
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.203 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 408062467-879185
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.214 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 404382959-913875
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.225 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 146298066-757068
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.226 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 198733171-727414
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.227 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273134252-842380
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.228 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.239 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 414536832-944207
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.240 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 399434135-840126
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.241 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.252 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 166625127-737840
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.253 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 209414924-720687
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.253 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 294691465-856457
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.264 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.275 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 458864763-976640
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.276 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 0-1002356
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.277 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.288 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 455143487-973469
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.289 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177186467-735476
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.290 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 231450583-817016
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.290 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 328218119-898804
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.291 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 164520517-765194
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.302 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 182534428-973065
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.303 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 459841403-963517
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.303 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 420029701-1181204
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.314 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.325 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 187427126-731084
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.326 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 252718154-803297
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.327 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 352251507-938982
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.328 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174896277-746582
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.338 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 407776106-914088
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.339 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 409589953-513282
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.340 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 410138186-925503
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.341 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.352 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410990905-942963
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.353 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 197458039-726350
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.353 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 274954839-840806
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.354 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 397402829-996456
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.365 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184782162-755841
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.376 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 401150630-841557
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.377 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150405231-492889
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.378 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199346060-588823
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.388 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208203900-724608
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.390 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 296442783-848791
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.390 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 146062919-744726
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.391 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.402 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 0-998436
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.403 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 171310346-917594
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.403 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210217024-602993
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.414 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410028724-962181
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.415 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 229726800-817683
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.416 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 329799511-896349
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.416 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 166333209-766399
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.417 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.427 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 421300034-1181973
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.429 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 182403895-973883
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.429 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 231827443-572989
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.440 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 250614479-803472
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.441 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 353999639-932543
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.441 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 177568911-747761
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.442 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.453 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 411298483-922437
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.454 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193097116-578707
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.455 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.465 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 271656637-839000
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.466 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 399119260-992978
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.467 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 188024992-754829
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.468 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.479 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152040961-493376
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.480 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203402796-589859
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.481 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.491 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293067730-844758
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.492 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 147686885-749156
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.493 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 198088880-741667
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.494 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268878207-724790
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.504 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 172983015-919489
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.505 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 214401793-605228
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.506 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.517 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 326532594-890776
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.518 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167987850-767526
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.519 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208774754-755459
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.519 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 290159183-752827
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.530 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 183650695-972676
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.531 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 236529889-574678
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.532 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 329739828-930772
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.543 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 350547115-929875
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.544 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178922087-749074
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.544 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230889350-725457
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.545 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.556 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194353089-579580
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.557 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 257599990-916338
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.558 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.569 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.580 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 395625686-986980
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.581 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 189280019-753310
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.582 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 252034627-722839
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.583 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.594 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 204760966-590133
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.595 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 279542923-898410
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.595 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 386359113-963363
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.606 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 147055134-746039
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.607 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 199460585-743054
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.608 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273976632-728286
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.609 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.619 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 215757651-606283
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.620 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301084617-899856
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.621 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.631 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 167362967-767433
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.633 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 210135611-756844
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.633 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 295547922-758800
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.634 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.645 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 203498423-589842
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.646 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 237907755-575171
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.647 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 334970306-938022
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.647 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 170010298-904882
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.658 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177921943-752161
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.659 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 232267599-726560
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.660 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 329116923-847018
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.671 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 165935718-1138677
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.682 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 259087914-916036
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.683 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359046224-949853
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.684 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 180172685-913532
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.695 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 188158210-757568
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.696 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 253521451-719382
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.697 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 353190489-858785
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.697 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 176434139-1041731
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.708 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214171943-607657
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.709 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 281281791-898336
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.710 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 392065452-969982
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.711 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.721 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 198184389-747202
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.722 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 275795645-726593
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.722 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 387075654-860051
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.723 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.734 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193241168-579502
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.735 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 302819301-896743
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.736 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150898120-463977
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.736 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.747 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208928508-761990
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.748 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 297291574-754222
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.749 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 147098312-1020507
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.750 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.761 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236071718-576224
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.762 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 336687879-934577
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.763 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 172227940-905153
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.764 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.774 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 230544483-732296
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.775 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 330695860-846471
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.776 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 167747263-1134797
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.777 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.788 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 256868469-544885
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.789 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 360780804-942376
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.790 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 183377778-912918
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.790 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.801 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 251417951-723202
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.802 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 354932182-856465
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.803 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 179108822-1168912
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.804 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 228474082-1138597
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.815 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 277968948-896544
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.816 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 393767669-968511
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.817 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193675823-578990
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.818 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.829 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 272495637-727089
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.830 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 388773222-859658
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.830 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 189840662-1179194
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.831 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 249098202-1262404
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.842 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 299407315-892557
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.843 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152534337-466715
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.844 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203992655-596596
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.845 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.856 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293912488-745515
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.857 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 148724824-1026834
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.858 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 200082859-1168749
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.858 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.869 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 333255379-930566
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.871 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 173902504-907905
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.871 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 215007021-618021
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.872 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.883 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 327423370-840295
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.884 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 169411507-1139754
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.885 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 210882735-1186600
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.885 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 292088625-1244938
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.896 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 357316538-939003
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.897 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 184623371-911795
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.898 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 237104567-587286
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.899 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.910 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 351476990-852387
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.911 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 180472580-1170586
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.912 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 397639332-840040
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.913 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 232918171-1262978
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.914 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 326166249-1225442
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.925 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 390243670-963082
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.926 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194932669-578572
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.926 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 258516328-918758
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.927 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.938 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 385279214-852759
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.943 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 191094271-1176950
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.944 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 254001564-1267820
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.945 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.957 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151904457-465264
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.958 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 205351099-596883
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.958 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 280441333-889661
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.959 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.971 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 148091792-1031496
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.972 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 201444244-1166535
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.972 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 275899947-1309015
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.973 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.984 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172991226-911247
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.985 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 216363934-618291
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.986 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301984473-889315
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.987 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.998 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 0-1031836
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.999 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 168789447-980831
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:31.999 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 212236463-1187155
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.000 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 297490896-1247432
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.001 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 183507493-913609
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.002 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 238482926-588964
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.002 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 335908328-940530
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.003 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.014 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 179476202-1048997
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.015 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 234294213-1264469
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.016 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 331362340-1232012
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.017 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193820670-578278
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.018 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 260003950-922575
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.018 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359996077-949678
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.019 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174160271-736006
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.030 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 189979250-1176980
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.031 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 255488233-1268872
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.032 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 458443991-962968
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.033 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 355472229-1239204
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.034 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 204088265-596882
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.034 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 282180127-893274
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.035 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 393035434-953486
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.036 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.047 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 200175442-1167472
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.048 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 277722016-1226189
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.049 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 388958699-1221367
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.049 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214779600-623304
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.050 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 303716044-887380
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.051 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 145304873-758046
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.052 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.063 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 211043451-1192232
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.064 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 299224343-1245614
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.064 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.075 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 456116956-963873
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.077 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236647942-590553
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.077 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 337622456-936189
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.078 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 165594251-738958
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.079 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.090 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 232576858-1266241
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.091 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 332945430-1359233
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.092 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.103 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 257413354-553231
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.104 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 361723180-950913
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.105 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 176832054-736857
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.105 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 225640684-816551
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.116 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 253388728-1269329
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.117 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 357218775-1228059
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.118 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.129 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 278865492-888548
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.130 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 394736180-951384
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.131 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 187292486-732506
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.131 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.143 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 274408443-1223885
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.144 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 390660597-1219295
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.145 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 452597070-961302
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:11:32.156 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 300299872-884864
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.157 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 146927534-759351
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.157 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 197360802-728078
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.158 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268038708-839499
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.170 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 406073657-506593
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.171 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 295820475-1242797
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.172 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 412411490-969112
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.173 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.184 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 334185945-934655
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.185 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167248172-739678
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.186 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208052937-721817
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.197 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.208 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172072425-918801
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.209 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 329654990-1225009
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.210 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 413380602-945786
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.211 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.221 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 358255541-950771
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.222 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178183898-738189
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.223 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230071239-818111
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.224 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.235 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 417602460-1179045
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.236 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 353761167-1225423
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.237 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 457464510-979481
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.237 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:11:32.248 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 387152087-1211521
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 1/296 [00:01<05:23, 1.09s/it]
Fetching GFS data: 28%|██▊ | 82/296 [00:01<00:02, 79.50it/s]
Fetching GFS data: 34%|███▍ | 101/296 [00:02<00:03, 48.85it/s]
Fetching GFS data: 38%|███▊ | 112/296 [00:02<00:03, 50.06it/s]
Fetching GFS data: 41%|████ | 121/296 [00:02<00:03, 48.17it/s]
Fetching GFS data: 44%|████▎ | 129/296 [00:02<00:03, 50.85it/s]
Fetching GFS data: 46%|████▋ | 137/296 [00:02<00:03, 51.71it/s]
Fetching GFS data: 49%|████▊ | 144/296 [00:03<00:02, 51.39it/s]
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2026-05-18 02:11:51.394 | SUCCESS | earth2studio.run:ensemble:439 -
Inference complete
/
├── ensemble (2,) int64
├── lat (721,) float64
├── lead_time (5,) timedelta64
├── lon (1440,) float64
├── time (1,) datetime64
├── u10m (2, 1, 5, 721, 1440) float32
└── v10m (2, 1, 5, 721, 1440) float32
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2026-05-18 02:13:55.844 | INFO | earth2studio.run:ensemble:328 - Running ensemble inference!
2026-05-18 02:13:55.844 | INFO | earth2studio.run:ensemble:336 - Inference device: cuda
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2026-05-18 02:13:57.280 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408
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2026-05-18 02:13:57.292 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206
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2026-05-18 02:13:57.303 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080
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2026-05-18 02:13:57.314 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355
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2026-05-18 02:13:57.438 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758
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2026-05-18 02:13:57.449 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814
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2026-05-18 02:13:57.668 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.679 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.690 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.702 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 231827443-572989
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.713 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 290159183-752827
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.724 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.734 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.745 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.756 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 170010298-904882
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.767 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.778 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.789 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.800 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.811 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.822 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.833 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.844 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174896277-746582
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.854 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.866 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.877 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.888 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.899 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.909 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.920 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.931 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 326166249-1225442
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.942 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.953 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.964 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210217024-602993
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.975 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268878207-724790
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.985 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:57.996 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.006 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 292088625-1244938
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.017 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.028 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.039 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 164520517-765194
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.050 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.061 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.071 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
2026-05-18 02:13:58.082 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137
Fetching GFS data: 0%| | 0/74 [00:00<?, ?it/s]
Fetching GFS data: 1%|▏ | 1/74 [00:00<00:59, 1.23it/s]
Fetching GFS data: 100%|██████████| 74/74 [00:00<00:00, 91.00it/s]
2026-05-18 02:13:58.224 | SUCCESS | earth2studio.run:ensemble:358 - Fetched data from GFS
2026-05-18 02:13:58.245 | INFO | earth2studio.run:ensemble:386 - Starting 2 Member Ensemble Inference with 2 number of batches.
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.329 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 211043451-1192232
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.341 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 408062467-879185
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.352 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.364 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 390243670-963082
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.375 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 329799511-896349
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.387 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 189840662-1179194
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.398 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 170010298-904882
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.409 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152040961-493376
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.420 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 399434135-840126
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.431 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.443 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.454 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 198184389-747202
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.465 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 411298483-922437
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.476 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 253521451-719382
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.488 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 200082859-1168749
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.499 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.511 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 350547115-929875
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.522 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 200175442-1167472
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.534 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 390660597-1219295
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.545 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 0-1002356
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.556 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.567 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 187427126-731084
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.578 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 198733171-727414
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.589 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 212236463-1187155
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.601 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 179108822-1168912
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.612 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.623 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 420029701-1181204
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.635 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.646 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151904457-465264
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.657 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 232576858-1266241
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.668 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 167747263-1134797
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.679 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.690 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 183650695-972676
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.701 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 410138186-925503
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.712 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.723 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 257413354-553231
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.734 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 209414924-720687
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.746 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 353190489-858785
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.757 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.768 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410028724-962181
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.780 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 189979250-1176980
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.791 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 171310346-917594
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.802 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.813 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 278865492-888548
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.824 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293912488-745515
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.835 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 387075654-860051
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.846 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.857 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 299407315-892557
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.868 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 421300034-1181973
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.879 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 357218775-1228059
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.891 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150405231-492889
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.901 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174896277-746582
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.912 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 271656637-839000
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.923 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 260003950-922575
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.935 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 232267599-726560
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.945 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 147098312-1020507
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.956 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.967 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193097116-578707
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.978 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:58.989 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 188158210-757568
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.000 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 274408443-1223885
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.011 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 180472580-1170586
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.022 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 146062919-744726
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.033 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 388958699-1221367
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.045 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 414536832-944207
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.056 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 412411490-969112
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.067 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 236529889-574678
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.077 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.088 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 230544483-732296
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.099 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 238482926-588964
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.110 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 210135611-756844
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.121 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 166333209-766399
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.132 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 386359113-963363
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.143 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214779600-623304
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.154 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 353999639-932543
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.166 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 182403895-973883
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.177 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268878207-724790
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.187 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293067730-844758
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.199 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 204760966-590133
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.210 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 177568911-747761
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.221 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.232 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 179476202-1048997
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.244 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 214401793-605228
Total Ensemble Batches: 0%| | 0/2 [00:00<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.254 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.266 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 172983015-919489
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.277 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 188024992-754829
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.288 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 355472229-1239204
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.299 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208203900-724608
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.311 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203402796-589859
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.322 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177186467-735476
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:00<?, ?it/s]
2026-05-18 02:13:59.334 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 215757651-606283
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.345 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 169411507-1139754
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.358 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 198088880-741667
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.370 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.381 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 413380602-945786
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.392 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 279542923-898410
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.404 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184782162-755841
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.414 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 166625127-737840
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.426 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194932669-578572
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.437 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 255488233-1268872
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.449 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208774754-755459
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.459 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.470 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 458864763-976640
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.481 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 392065452-969982
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.492 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.504 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 274954839-840806
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.515 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 352251507-938982
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.527 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 275899947-1309015
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.539 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 272495637-727089
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.550 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 257599990-916338
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.561 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.572 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 387152087-1211521
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.583 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 199460585-743054
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.594 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 457464510-979481
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.605 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 297490896-1247432
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.617 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 394736180-951384
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.628 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 172227940-905153
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.639 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.651 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 205351099-596883
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.661 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.673 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172991226-911247
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.684 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301084617-899856
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.695 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.706 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 146927534-759351
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.717 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.728 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410990905-942963
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.739 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 231450583-817016
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.750 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 334970306-938022
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.761 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.773 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 295820475-1242797
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.784 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 328218119-898804
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.795 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.807 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 455143487-973469
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.818 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 459841403-963517
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.829 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359046224-949853
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.840 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 290159183-752827
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.850 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 361723180-950913
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.862 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178922087-749074
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.873 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.883 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 456116956-963873
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.894 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203992655-596596
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.905 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 228474082-1138597
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.916 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 146298066-757068
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.927 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 413569354-967478
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.938 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 201444244-1166535
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.949 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 294691465-856457
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.961 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.972 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 406073657-506593
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.983 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 183377778-912918
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:13:59.994 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.005 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 229726800-817683
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.016 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167248172-739678
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.027 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 191094271-1176950
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.038 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.049 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 397639332-840040
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.060 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 188547657-732362
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.071 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 299224343-1245614
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.083 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150898120-463977
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.093 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.104 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236647942-590553
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.115 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 296442783-848791
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.125 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273134252-842380
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.136 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 165935718-1138677
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.147 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 0-1031836
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.158 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 189280019-753310
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.169 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193675823-578990
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.180 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 232918171-1262978
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.191 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 334185945-934655
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.203 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 353761167-1225423
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.214 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 225640684-816551
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.225 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 417602460-1179045
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.236 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 168789447-980831
Total Ensemble Batches: 0%| | 0/2 [00:01<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.247 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 215007021-618021
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.257 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.268 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177921943-752161
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.279 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178183898-738189
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.290 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 275795645-726593
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.301 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 397402829-996456
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.312 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 329739828-930772
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.323 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 407776106-914088
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:01<?, ?it/s]
2026-05-18 02:14:00.334 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 253388728-1269329
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.345 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 237104567-587286
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.356 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.367 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 147055134-746039
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.378 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 237907755-575171
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.388 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 452597070-961302
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.399 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151411717-492740
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.414 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 258516328-918758
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.430 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 164520517-765194
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.445 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 358255541-950771
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.461 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 252718154-803297
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.477 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 388773222-859658
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.494 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.509 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172072425-918801
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.525 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 329654990-1225009
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.540 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167987850-767526
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.556 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 280441333-889661
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.572 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.586 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 167362967-767433
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.601 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 259087914-916036
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.617 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268038708-839499
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.639 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.652 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 203498423-589842
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.662 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 148091792-1031496
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.673 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301984473-889315
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.684 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.695 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 292088625-1244938
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.706 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 300299872-884864
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.717 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 216363934-618291
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.727 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 330695860-846471
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.738 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 329116923-847018
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.749 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.760 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 182534428-973065
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.771 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 335908328-940530
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.782 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.793 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193820670-578278
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.803 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 281281791-898336
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.814 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 354932182-856465
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.825 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.836 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208928508-761990
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.846 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 409589953-513282
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.857 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359996077-949678
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.868 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 249098202-1262404
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.880 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 391206752-950631
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.891 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 302819301-896743
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.901 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 231827443-572989
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.912 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193241168-579502
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.922 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 385279214-852759
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.933 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 393035434-953486
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.944 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 404382959-913875
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.955 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 176434139-1041731
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.966 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 393767669-968511
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.976 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 297291574-754222
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.987 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 295547922-758800
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:00.998 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.009 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236071718-576224
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.020 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 399119260-992978
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.031 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 145304873-758046
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.042 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.052 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 183507493-913609
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.063 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 336687879-934577
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.074 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 148724824-1026834
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.084 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.095 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214171943-607657
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.106 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 351476990-852387
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.117 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 165594251-738958
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.127 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.138 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 282180127-893274
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.149 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 234294213-1264469
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.160 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273976632-728286
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.171 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210217024-602993
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.181 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 277968948-896544
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.192 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 360780804-942376
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.203 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 176832054-736857
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.214 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 180172685-913532
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.225 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 250614479-803472
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.236 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 303716044-887380
Total Ensemble Batches: 0%| | 0/2 [00:02<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.247 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174160271-736006
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.258 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 256868469-544885
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.268 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 458443991-962968
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.279 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 187292486-732506
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.289 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.300 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 251417951-723202
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.325 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 173902504-907905
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:02<?, ?it/s]
2026-05-18 02:14:01.348 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 332945430-1359233
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.365 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 331362340-1232012
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.378 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 333255379-930566
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.398 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194353089-579580
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.411 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 197360802-728078
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.426 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.442 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 204088265-596882
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.456 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 337622456-936189
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.470 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 277722016-1226189
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.484 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 252034627-722839
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.499 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.515 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 197458039-726350
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.530 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 0-998436
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.555 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 147686885-749156
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.569 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208052937-721817
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.585 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.599 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 395625686-986980
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.613 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152534337-466715
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.627 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230889350-725457
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.641 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199346060-588823
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.655 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 326166249-1225442
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.669 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 401150630-841557
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.683 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230071239-818111
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.698 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 254001564-1267820
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.713 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 326532594-890776
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.726 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 184623371-911795
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.740 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.753 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 357316538-939003
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.767 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 327423370-840295
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.781 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 251230645-803982
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.795 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
2026-05-18 02:14:01.809 | DEBUG | earth2studio.data.gfs:fetch_array:367 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 210882735-1186600
Total Ensemble Batches: 0%| | 0/2 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 0/296 [00:03<?, ?it/s]
Fetching GFS data: 0%| | 1/296 [00:03<17:10, 3.49s/it]
Fetching GFS data: 100%|██████████| 296/296 [00:03<00:00, 84.70it/s]
Running batch 0 inference: 0%| | 0/5 [00:00<?, ?it/s]
Running batch 0 inference: 40%|████ | 2/5 [00:00<00:01, 2.53it/s]
Running batch 0 inference: 60%|██████ | 3/5 [00:01<00:01, 1.91it/s]
Running batch 0 inference: 80%|████████ | 4/5 [00:02<00:00, 1.70it/s]
Running batch 0 inference: 100%|██████████| 5/5 [00:02<00:00, 1.60it/s]
Total Ensemble Batches: 50%|█████ | 1/2 [00:12<00:12, 12.57s/it]
Running batch 1 inference: 0%| | 0/5 [00:00<?, ?it/s]
Running batch 1 inference: 20%|██ | 1/5 [00:00<00:00, 8.67it/s]
Running batch 1 inference: 40%|████ | 2/5 [00:00<00:01, 2.17it/s]
Running batch 1 inference: 60%|██████ | 3/5 [00:01<00:01, 1.76it/s]
Running batch 1 inference: 80%|████████ | 4/5 [00:02<00:00, 1.61it/s]
Running batch 1 inference: 100%|██████████| 5/5 [00:02<00:00, 1.54it/s]
Total Ensemble Batches: 100%|██████████| 2/2 [00:15<00:00, 6.89s/it]
Total Ensemble Batches: 100%|██████████| 2/2 [00:15<00:00, 7.74s/it]
2026-05-18 02:14:13.727 | SUCCESS | earth2studio.run:ensemble:439 -
Inference complete
/
├── ensemble (2,) int64
├── lat (721,) float64
├── lead_time (5,) timedelta64
├── lon (1440,) float64
├── time (1,) datetime64
├── u10m (2, 1, 5, 721, 1440) float32
└── v10m (2, 1, 5, 721, 1440) float32
Post Processing#
The result of the workflow is two zarr stores with the ensemble data for the respective checkpoints used. The rest of the example is focused on some basic post processing to visualize the results.
import cartopy.crs as ccrs
import matplotlib.pyplot as plt
import numpy as np
import xarray as xr
lead_time = 4
plot_date = start_date + timedelta(hours=int(6 * lead_time))
# Load data from both zarr stores
ds0 = xr.open_zarr("outputs/11_hens_0.zarr")
ds1 = xr.open_zarr("outputs/11_hens_1.zarr")
# Combine the datasets
ds = xr.concat([ds0, ds1], dim="ensemble")
# Calculate wind speed magnitude
wind_speed = np.sqrt(ds.u10m**2 + ds.v10m**2)
# Get mean and std of 4th timestep across ensemble
mean_wind = wind_speed.isel(time=0, lead_time=lead_time).mean(dim="ensemble")
std_wind = wind_speed.isel(time=0, lead_time=lead_time).std(dim="ensemble")
# Create figure with two subplots
fig, (ax1, ax2) = plt.subplots(
1, 2, figsize=(15, 4), subplot_kw={"projection": ccrs.PlateCarree()}
)
# Plot mean
p1 = ax1.contourf(
mean_wind.coords["lon"],
mean_wind.coords["lat"],
mean_wind,
levels=15,
transform=ccrs.PlateCarree(),
cmap="nipy_spectral",
)
ax1.coastlines()
ax1.set_title(f'Mean Wind Speed\n{plot_date.strftime("%Y-%m-%d %H:%M UTC")}')
fig.colorbar(p1, ax=ax1, label="m/s")
# Plot standard deviation
p2 = ax2.contourf(
std_wind.coords["lon"],
std_wind.coords["lat"],
std_wind,
levels=15,
transform=ccrs.PlateCarree(),
cmap="viridis",
)
ax2.coastlines()
ax2.set_title(
f'Wind Speed Standard Deviation\n{plot_date.strftime("%Y-%m-%d %H:%M UTC")}'
)
fig.colorbar(p2, ax=ax2, label="m/s")
plt.tight_layout()
# Save the figure
plt.savefig(f"outputs/11_hens_step_{plot_date.strftime('%Y_%m_%d')}.jpg")
Total running time of the script: (3 minutes 54.088 seconds)