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:

• https://arxiv.org/abs/2408.03100

• ankurmahesh/earth2mip-fork

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:

• coming soon

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

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])
    noise_amplification[40] = 1.0  # z500
    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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2025-05-16 00:33:04.666 | INFO     | earth2studio.run:ensemble:315 - Running ensemble inference!
2025-05-16 00:33:04.666 | INFO     | earth2studio.run:ensemble:323 - Inference device: cuda

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2025-05-16 00:33:05.925 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206

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2025-05-16 00:33:05.946 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268038708-839499

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2025-05-16 00:33:05.947 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955

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2025-05-16 00:33:05.949 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943

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2025-05-16 00:33:05.950 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106

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2025-05-16 00:33:05.974 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916

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2025-05-16 00:33:05.997 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 176434139-1041731

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2025-05-16 00:33:05.998 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507

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2025-05-16 00:33:05.999 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408

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2025-05-16 00:33:06.022 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507

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2025-05-16 00:33:06.023 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.023 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.047 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.048 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.071 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.094 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.095 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.118 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.119 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.142 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.164 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.165 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.166 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.166 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.167 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.189 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.212 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.213 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.213 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174160271-736006

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.214 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.237 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.237 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.238 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.239 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.261 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.262 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.263 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.263 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.264 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.287 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.288 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.311 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.334 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.357 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.358 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.358 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.359 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.360 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.382 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.383 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.405 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.406 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.406 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.407 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.408 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.430 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.431 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.431 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184782162-755841

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.432 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.433 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.433 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.456 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.456 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.479 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.502 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355

Fetching GFS data:   0%|          | 0/74 [00:00<?, ?it/s]

2025-05-16 00:33:06.525 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.547 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.548 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.571 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]

2025-05-16 00:33:06.572 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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]
Fetching GFS data:   1%|▏         | 1/74 [00:00<00:47,  1.54it/s]
Fetching GFS data:  36%|███▋      | 27/74 [00:01<00:02, 22.88it/s]
Fetching GFS data:  41%|████      | 30/74 [00:01<00:01, 22.55it/s]
Fetching GFS data:  50%|█████     | 37/74 [00:01<00:01, 28.61it/s]
Fetching GFS data:  57%|█████▋    | 42/74 [00:01<00:01, 28.73it/s]
Fetching GFS data:  64%|██████▎   | 47/74 [00:01<00:00, 32.27it/s]
Fetching GFS data:  70%|███████   | 52/74 [00:01<00:00, 35.14it/s]
Fetching GFS data:  77%|███████▋  | 57/74 [00:02<00:00, 29.78it/s]
Fetching GFS data:  86%|████████▋ | 64/74 [00:02<00:00, 33.91it/s]
Fetching GFS data:  96%|█████████▌| 71/74 [00:02<00:00, 39.19it/s]
Fetching GFS data: 100%|██████████| 74/74 [00:02<00:00, 28.97it/s]
2025-05-16 00:33:08.684 | SUCCESS  | earth2studio.run:ensemble:345 - Fetched data from GFS
2025-05-16 00:33:08.690 | WARNING  | earth2studio.io.zarr:add_array:192 - Datetime64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:33:08.693 | WARNING  | earth2studio.io.zarr:add_array:198 - Timedelta64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:33:08.706 | INFO     | earth2studio.run:ensemble:373 - 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]




2025-05-16 00:33:09.141 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 411298483-922437

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.143 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 199460585-743054

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.145 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273976632-728286

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.147 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.188 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 333255379-930566

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.189 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 215757651-606283

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.190 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301084617-899856

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.191 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.214 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 459841403-963517

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.216 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 210135611-756844

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.217 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 295547922-758800

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.217 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.241 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 334185945-934655

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.243 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 237907755-575171

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.243 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 334970306-938022

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.244 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 170010298-904882

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.268 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152040961-493376

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.270 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 232267599-726560

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.270 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 329116923-847018

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.294 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 165935718-1138677

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.318 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 257413354-553231

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.320 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 259087914-916036

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.320 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359046224-949853

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.321 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 180172685-913532

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.345 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 387152087-1211521

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.346 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 253521451-719382

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.347 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 279542923-898410

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.348 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 353190489-858785

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.348 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 176434139-1041731

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.373 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 183507493-913609

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.374 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 281281791-898336

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.375 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 392065452-969982

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.375 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.399 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 421300034-1181973

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.399 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 275795645-726593

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.400 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 387075654-860051

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.401 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.425 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193820670-578278

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.426 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 302819301-896743

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.427 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150898120-463977

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.428 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.455 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 253388728-1269329

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.456 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 297291574-754222

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.457 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 147098312-1020507

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.457 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.481 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177186467-735476

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.482 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 336687879-934577

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.482 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 172227940-905153

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.483 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.506 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 330695860-846471

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.507 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 167747263-1134797

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.508 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.530 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214779600-623304

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.531 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 360780804-942376

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.532 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 183377778-912918

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.533 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.556 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 168789447-980831

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.557 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 354932182-856465

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.558 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 179108822-1168912

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.558 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 228474082-1138597

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.582 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 204088265-596882

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.583 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 393767669-968511

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.584 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193675823-578990

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.585 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.608 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 203498423-589842

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.609 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 327423370-840295

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.610 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 388773222-859658

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.611 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 189840662-1179194

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.611 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 249098202-1262404

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.636 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 357316538-939003

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.637 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152534337-466715

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.638 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203992655-596596

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.639 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.662 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 295820475-1242797

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.662 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 148724824-1026834

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.663 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 200082859-1168749

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.664 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.687 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151904457-465264

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.688 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 173902504-907905

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.689 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 215007021-618021

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.690 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:33:09.713 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 271656637-839000

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.714 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 169411507-1139754

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.715 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 210882735-1186600

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.715 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 292088625-1244938

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.739 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236647942-590553

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.740 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 184623371-911795

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.741 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 237104567-587286

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.742 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.765 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 401150630-841557

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.766 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 180472580-1170586

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.767 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 232918171-1262978

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.768 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 326166249-1225442

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.793 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 456116956-963873

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.794 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194932669-578572

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.795 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 258516328-918758

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.795 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.818 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 179476202-1048997

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.819 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 191094271-1176950

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.820 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 254001564-1267820

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.821 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.844 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 455143487-973469

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.845 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 205351099-596883

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.846 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 280441333-889661

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.847 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.870 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 407776106-914088

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.871 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208928508-761990

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.871 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 201444244-1166535

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.872 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 275899947-1309015

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.873 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.896 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 397639332-840040

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.897 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 216363934-618291

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.898 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301984473-889315

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.899 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.922 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 198184389-747202

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.923 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 212236463-1187155

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.923 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 297490896-1247432

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.924 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 0-1031836

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.925 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 238482926-588964

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.926 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 335908328-940530

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.926 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.949 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293912488-745515

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.950 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 234294213-1264469

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.951 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 331362340-1232012

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.952 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 417602460-1179045

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.952 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 260003950-922575

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.953 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359996077-949678

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.954 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174160271-736006

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.977 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 204760966-590133

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.978 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 255488233-1268872

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.978 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 355472229-1239204

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.979 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172072425-918801

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.980 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 282180127-893274

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.981 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 393035434-953486

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:09.981 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.005 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 326532594-890776

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.006 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 274408443-1223885

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.007 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 277722016-1226189

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.007 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 388958699-1221367

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.008 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151411717-492740

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.009 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 303716044-887380

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.009 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 145304873-758046

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.010 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.034 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293067730-844758

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.035 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 200175442-1167472

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.035 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 299224343-1245614

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.036 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.059 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410990905-942963

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.060 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 337622456-936189

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.061 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 165594251-738958

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.062 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.085 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 250614479-803472

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.086 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 172983015-919489

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.087 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 332945430-1359233

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.088 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.111 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 390243670-963082

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.112 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 361723180-950913

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.113 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 176832054-736857

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.113 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 225640684-816551

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.137 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 148091792-1031496

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.138 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 357218775-1228059

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.139 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.162 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172991226-911247

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.163 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 394736180-951384

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.164 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 187292486-732506

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.164 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.188 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 395625686-986980

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.189 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 390660597-1219295

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.190 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 452597070-961302

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.213 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214171943-607657

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.214 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 146927534-759351

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.214 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 197360802-728078

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.215 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268038708-839499

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.239 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 300299872-884864

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.240 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 183650695-972676

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.241 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 412411490-969112

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.242 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.265 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 277968948-896544

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.266 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167248172-739678

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.267 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208052937-721817

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.290 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.313 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 278865492-888548

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.314 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 351476990-852387

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.315 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 413380602-945786

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.316 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.339 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 299407315-892557

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.340 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178183898-738189

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.341 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230071239-818111

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.342 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.365 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 166625127-737840

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.366 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 329654990-1225009

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.367 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 457464510-979481

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.368 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.391 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193241168-579502

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.392 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 188547657-732362

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.393 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 251230645-803982

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.421 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.445 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 182534428-973065

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.446 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 353761167-1225423

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.447 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 458443991-962968

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.448 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.472 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 198733171-727414

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.473 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273134252-842380

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.474 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.498 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 350547115-929875

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.499 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194353089-579580

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.500 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 408062467-879185

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.525 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 404382959-913875

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.549 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 209414924-720687

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.550 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 294691465-856457

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.574 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.597 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 197458039-726350

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.598 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 211043451-1192232

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.598 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 399434135-840126

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.599 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.622 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 231450583-817016

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.623 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 328218119-898804

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.624 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 386359113-963363

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.649 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 164520517-765194

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.674 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208203900-724608

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.675 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 0-1002356

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.676 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.700 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 252718154-803297

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.701 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 352251507-938982

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.702 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174896277-746582

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:33:10.725 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 414536832-944207

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.726 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 229726800-817683

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.727 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 420029701-1181204

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.751 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.774 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410028724-962181

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.776 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 274954839-840806

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.776 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 397402829-996456

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.802 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184782162-755841

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.826 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 187427126-731084

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.827 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 391206752-950631

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.828 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 409589953-513282

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.829 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 410138186-925503

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.830 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.855 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236071718-576224

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.856 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 296442783-848791

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.856 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 146062919-744726

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.857 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.880 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 146298066-757068

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.881 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 272495637-727089

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.882 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150405231-492889

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.883 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199346060-588823

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.905 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 329799511-896349

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.907 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 166333209-766399

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.907 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.930 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 188158210-757568

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.932 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 232576858-1266241

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.932 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 171310346-917594

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.933 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210217024-602993

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.956 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 256868469-544885

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.957 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 353999639-932543

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.958 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 177568911-747761

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.959 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.983 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 358255541-950771

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.984 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 413569354-967478

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.985 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 182403895-973883

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:10.986 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 231827443-572989

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.010 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 399119260-992978

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.012 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 188024992-754829

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.012 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.036 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 406073657-506593

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.037 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 385279214-852759

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.038 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193097116-578707

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.039 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.062 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 147686885-749156

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.063 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 198088880-741667

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.064 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268878207-724790

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.087 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 167362967-767433

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.088 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 189979250-1176980

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.089 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203402796-589859

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.090 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.113 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167987850-767526

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.114 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208774754-755459

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.115 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 290159183-752827

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.138 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177921943-752161

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


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2025-05-16 00:33:11.139 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 458864763-976640

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.140 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 214401793-605228

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.141 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.165 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178922087-749074

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.166 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230889350-725457

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.167 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.191 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 251417951-723202

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:33:11.192 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 236529889-574678

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.193 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 329739828-930772

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.217 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 189280019-753310

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.218 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 252034627-722839

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.219 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.243 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 147055134-746039

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.244 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 0-998436

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.245 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 257599990-916338

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.246 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


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2025-05-16 00:33:11.270 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 230544483-732296

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]
Fetching GFS data:   0%|          | 1/296 [00:02<10:29,  2.13s/it]
Fetching GFS data:  28%|██▊       | 82/296 [00:02<00:04, 48.44it/s]
Fetching GFS data:  36%|███▌      | 107/296 [00:03<00:04, 37.91it/s]
Fetching GFS data:  41%|████      | 122/296 [00:03<00:04, 37.30it/s]
Fetching GFS data:  45%|████▍     | 133/296 [00:04<00:04, 37.88it/s]
Fetching GFS data:  48%|████▊     | 142/296 [00:04<00:04, 37.54it/s]
Fetching GFS data:  50%|█████     | 149/296 [00:04<00:03, 38.54it/s]
Fetching GFS data:  52%|█████▏    | 155/296 [00:04<00:03, 38.80it/s]
Fetching GFS data:  54%|█████▍    | 161/296 [00:04<00:03, 40.12it/s]
Fetching GFS data:  56%|█████▋    | 167/296 [00:04<00:03, 41.50it/s]
Fetching GFS data:  58%|█████▊    | 172/296 [00:04<00:03, 39.25it/s]
Fetching GFS data:  60%|█████▉    | 177/296 [00:05<00:03, 38.12it/s]
Fetching GFS data:  61%|██████▏   | 182/296 [00:05<00:02, 38.42it/s]
Fetching GFS data:  63%|██████▎   | 187/296 [00:05<00:02, 40.55it/s]
Fetching GFS data:  65%|██████▍   | 192/296 [00:05<00:02, 37.86it/s]
Fetching GFS data:  66%|██████▌   | 196/296 [00:05<00:02, 38.21it/s]
Fetching GFS data:  68%|██████▊   | 200/296 [00:05<00:02, 38.56it/s]
Fetching GFS data:  69%|██████▉   | 205/296 [00:05<00:02, 36.50it/s]
Fetching GFS data:  71%|███████▏  | 211/296 [00:05<00:02, 42.22it/s]
Fetching GFS data:  73%|███████▎  | 216/296 [00:06<00:01, 41.63it/s]
Fetching GFS data:  75%|███████▍  | 221/296 [00:06<00:01, 38.75it/s]
Fetching GFS data:  76%|███████▋  | 226/296 [00:06<00:01, 39.21it/s]
Fetching GFS data:  78%|███████▊  | 231/296 [00:06<00:01, 41.84it/s]
Fetching GFS data:  80%|███████▉  | 236/296 [00:06<00:01, 41.18it/s]
Fetching GFS data:  81%|████████▏ | 241/296 [00:06<00:01, 36.13it/s]
Fetching GFS data:  83%|████████▎ | 247/296 [00:06<00:01, 35.70it/s]
Fetching GFS data:  86%|████████▌ | 254/296 [00:07<00:01, 34.06it/s]
Fetching GFS data:  89%|████████▉ | 264/296 [00:07<00:00, 36.62it/s]
Fetching GFS data:  93%|█████████▎| 274/296 [00:07<00:00, 36.91it/s]
Fetching GFS data:  96%|█████████▌| 283/296 [00:07<00:00, 37.19it/s]
Fetching GFS data:  99%|█████████▉| 293/296 [00:08<00:00, 45.69it/s]
Fetching GFS data: 100%|██████████| 296/296 [00:08<00:00, 36.85it/s]


Running batch 0 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 0 inference:  20%|██        | 1/5 [00:00<00:00,  4.54it/s]

Running batch 0 inference:  40%|████      | 2/5 [00:01<00:02,  1.15it/s]

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Running batch 0 inference:  80%|████████  | 4/5 [00:04<00:01,  1.17s/it]

Running batch 0 inference: 100%|██████████| 5/5 [00:05<00:00,  1.22s/it]




Total Ensemble Batches:  50%|█████     | 1/2 [00:27<00:27, 27.34s/it]

Running batch 1 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 1 inference:  20%|██        | 1/5 [00:00<00:00,  4.57it/s]

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Running batch 1 inference:  80%|████████  | 4/5 [00:04<00:01,  1.16s/it]

Running batch 1 inference: 100%|██████████| 5/5 [00:05<00:00,  1.21s/it]




Total Ensemble Batches: 100%|██████████| 2/2 [00:32<00:00, 14.46s/it]
Total Ensemble Batches: 100%|██████████| 2/2 [00:32<00:00, 16.39s/it]
2025-05-16 00:33:41.484 | SUCCESS  | earth2studio.run:ensemble:423 - Inference complete
/
├── ensemble (2,) int64
├── lat (721,) float64
├── lead_time (5,) int64
├── lon (1440,) float64
├── time (1,) int64
├── u10m (2, 1, 5, 721, 1440) float32
└── v10m (2, 1, 5, 721, 1440) float32


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2025-05-16 00:35:02.448 | INFO     | earth2studio.run:ensemble:315 - Running ensemble inference!
2025-05-16 00:35:02.449 | INFO     | earth2studio.run:ensemble:323 - Inference device: cuda

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2025-05-16 00:35:03.756 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171

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2025-05-16 00:35:03.779 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282

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2025-05-16 00:35:03.802 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269

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2025-05-16 00:35:03.825 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814

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2025-05-16 00:35:03.848 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137

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2025-05-16 00:35:03.871 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007

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2025-05-16 00:35:03.894 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750

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2025-05-16 00:35:03.917 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399

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2025-05-16 00:35:03.940 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822

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2025-05-16 00:35:03.963 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889

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2025-05-16 00:35:03.986 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835

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2025-05-16 00:35:04.009 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695

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2025-05-16 00:35:04.032 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502

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2025-05-16 00:35:04.054 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286

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2025-05-16 00:35:04.078 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637

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2025-05-16 00:35:04.102 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846

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2025-05-16 00:35:04.126 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650

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2025-05-16 00:35:04.149 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766

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2025-05-16 00:35:04.172 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444

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2025-05-16 00:35:04.194 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559

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2025-05-16 00:35:04.217 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788

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2025-05-16 00:35:04.241 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246

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2025-05-16 00:35:04.264 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837

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2025-05-16 00:35:04.288 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758

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2025-05-16 00:35:04.312 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355

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2025-05-16 00:35:04.335 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465

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2025-05-16 00:35:04.358 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961

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2025-05-16 00:35:04.381 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995

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2025-05-16 00:35:04.404 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507

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2025-05-16 00:35:04.428 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644

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2025-05-16 00:35:04.450 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680

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2025-05-16 00:35:04.496 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408

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2025-05-16 00:35:04.519 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479

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2025-05-16 00:35:04.770 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771

Fetching GFS data:   0%|          | 0/74 [00:01<?, ?it/s]

2025-05-16 00:35:04.792 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.815 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.837 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314

Fetching GFS data:   0%|          | 0/74 [00:01<?, ?it/s]

2025-05-16 00:35:04.860 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.883 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.906 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.929 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.951 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.974 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:04.997 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.020 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174

Fetching GFS data:   0%|          | 0/74 [00:01<?, ?it/s]

2025-05-16 00:35:05.042 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.065 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.087 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.110 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.133 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422

Fetching GFS data:   0%|          | 0/74 [00:01<?, ?it/s]

2025-05-16 00:35:05.156 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.179 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.202 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.225 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.248 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.271 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.293 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.316 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.339 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.361 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.385 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.408 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]

2025-05-16 00:35:05.431 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - 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 [00:01<?, ?it/s]
Fetching GFS data:   1%|▏         | 1/74 [00:01<02:03,  1.70s/it]
Fetching GFS data: 100%|██████████| 74/74 [00:01<00:00, 43.57it/s]
2025-05-16 00:35:05.782 | SUCCESS  | earth2studio.run:ensemble:345 - Fetched data from GFS
2025-05-16 00:35:05.789 | WARNING  | earth2studio.io.zarr:add_array:192 - Datetime64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:35:05.795 | WARNING  | earth2studio.io.zarr:add_array:198 - Timedelta64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:35:05.815 | INFO     | earth2studio.run:ensemble:373 - 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]




2025-05-16 00:35:05.830 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 148091792-1031496

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.857 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 392065452-969982

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.884 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210217024-602993

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.908 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 300299872-884864

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.931 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 387152087-1211521

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.956 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193097116-578707

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:05.979 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 330670600-938837

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.004 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 257413354-553231

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.027 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 459841403-963517

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.051 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230071239-818111

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.074 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 414179964-1179422

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.098 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 354558976-950206

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.123 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 251417951-723202

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.147 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 399434135-840126

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.170 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 200082859-1168749

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.194 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 190027998-577814

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.217 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 167362967-767433

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.240 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 232576858-1266241

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.265 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 329654990-1225009

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.289 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359046224-949853

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.313 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 189450163-577835

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.336 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 206944850-1065961

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.359 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 211043451-1192232

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.383 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 148724824-1026834

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.408 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 232918171-1262978

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.432 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 296555652-890544

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.457 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236647942-590553

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.481 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208052937-721817

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.505 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199346060-588823

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.529 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 191094271-1176950

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.553 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 165935718-1138677

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.578 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 394736180-951384

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.601 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 258516328-918758

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.624 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 404382959-913875

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.647 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 182403895-973883

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.671 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 180172685-913532

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.694 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 350547115-929875

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.717 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 179476202-1048997

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.741 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150405231-492889

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.764 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 148613430-492644

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.786 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 194463909-743465

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.810 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 145318799-1019625

Fetching GFS data:   0%|          | 0/296 [00:00<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]




2025-05-16 00:35:06.833 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 408062467-879185

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.857 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 176434139-1041731

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.880 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 251230645-803982

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.903 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 179198897-973788

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.927 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 327423370-840295

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.950 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 232267599-726560

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.973 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 246334297-805355

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:06.997 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 278865492-888548

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.020 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 146927534-759351

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.044 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 197360802-728078

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.068 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 169090127-920171

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.092 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 387322476-948106

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.115 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 171310346-917594

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.138 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 210882735-1186600

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.162 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193241168-579502

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.185 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 334970306-938022

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.209 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204839116-753955

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.232 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 458443991-962968

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.255 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 186591756-1053680

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.279 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 183507493-913609

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.302 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178183898-738189

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.325 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 237104567-587286

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.349 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 236071718-576224

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.373 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 166625127-737840

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.396 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 393767669-968511

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.419 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 397639332-840040

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.442 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 182534428-973065

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.465 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 271656637-839000

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.489 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 189280019-753310

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.513 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 187292486-732506

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.536 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 188158210-757568

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.559 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 457464510-979481

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.582 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 275180657-890286

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.605 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 326532594-890776

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.629 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167248172-739678

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.653 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 176832054-736857

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.676 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 252556659-958137

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.699 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 226457235-723507

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.722 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 204088265-596882

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.746 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 237907755-575171

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.769 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 294691465-856457

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.792 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 196462617-1008822

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]




2025-05-16 00:35:07.815 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 197458039-726350

Fetching GFS data:   0%|          | 0/296 [00:01<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.838 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 413569354-967478

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.862 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 406073657-506593

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.884 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214171943-607657

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.907 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 180472580-1170586

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.930 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152534337-466715

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.953 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 295659093-896559

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:07.977 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 215007021-618021

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.000 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 198184389-747202

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.023 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 354932182-856465

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.046 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 231827443-572989

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.069 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 225640684-816551

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.093 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 193820670-578278

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.116 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 401150630-841557

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.139 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 215757651-606283

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.162 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 238482926-588964

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.185 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 165594251-738958

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.208 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172072425-918801

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.231 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 351476990-852387

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.255 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 281281791-898336

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.278 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 413380602-945786

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.301 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 167747263-1134797

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.325 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151904457-465264

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.348 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 361723180-950913

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.372 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 410138186-925503

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.395 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 402321768-876246

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.419 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 199934883-595444

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.441 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 199460585-743054

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.465 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 397402829-996456

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.489 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 386359113-963363

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.512 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177186467-735476

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.535 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 353761167-1225423

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.558 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 409589953-513282

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.581 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 282180127-893274

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.605 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301084617-899856

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.628 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 247139652-717479

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.651 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 230544483-732296

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.674 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 412411490-969112

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.697 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 228474082-1138597

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.722 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 0-1031836

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.745 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293912488-745515

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.768 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 216363934-618291

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.791 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203992655-596596

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.814 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 383286081-1212507

Fetching GFS data:   0%|          | 0/296 [00:02<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:02<?, ?it/s]




2025-05-16 00:35:08.841 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 297291574-754222

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.866 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 177568911-747761

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.891 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 253514796-920355

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.914 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 456116956-963873

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.938 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208928508-761990

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.961 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 253388728-1269329

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:08.985 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 302819301-896743

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.010 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 205351099-596883

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.033 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 145304873-758046

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.056 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 272495637-727089

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.080 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 200175442-1167472

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.104 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 390660597-1219295

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.128 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 147098312-1020507

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.153 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 390243670-963082

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.177 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 414536832-944207

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.200 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 455143487-973469

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.223 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 204760966-590133

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.246 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 260003950-922575

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.270 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 169411507-1139754

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.294 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 252718154-803297

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.319 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 198088880-741667

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.344 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 249098202-1262404

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.369 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 147055134-746039

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.393 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 336687879-934577

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.418 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 279542923-898410

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.442 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 268878207-724790

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.465 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 395625686-986980

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.489 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 274408443-1223885

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.513 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 360780804-942376

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.536 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 188547657-732362

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.564 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 357218775-1228059

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.591 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 0-998436

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.616 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 173902504-907905

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.639 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 393035434-953486

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.663 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 189840662-1179194

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.688 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 204118947-720169

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.713 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 350072351-1232650

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.739 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 151411717-492740

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.764 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 179108822-1168912

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.789 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 170010298-904882

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.814 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 421300034-1181973

Fetching GFS data:   0%|          | 0/296 [00:03<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:03<?, ?it/s]




2025-05-16 00:35:09.838 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 420029701-1181204

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.862 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410028724-962181

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.885 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 209414924-720687

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.909 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 330695860-846471

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.933 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 230889350-725457

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.958 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 270785488-1177846

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:09.982 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 357316538-939003

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.005 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 152040961-493376

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.028 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 337622456-936189

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.052 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 359996077-949678

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.077 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 187427126-731084

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.102 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 208774754-755459

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.126 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 232400432-586007

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.149 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 177921943-752161

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.172 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 172983015-919489

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.195 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194932669-578572

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.219 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 193675823-578990

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.242 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 326166249-1225442

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.266 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 198733171-727414

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.289 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 332945430-1359233

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.313 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 188024992-754829

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.337 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184782162-755841

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.361 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 183650695-972676

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.384 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 303716044-887380

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.407 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 275795645-726593

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.430 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 353190489-858785

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.455 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 452597070-961302

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.479 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 193737151-726758

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.501 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 333255379-930566

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.524 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 411298483-922437

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.547 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 257599990-916338

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.569 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 292088625-1244938

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.594 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 295820475-1242797

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.618 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 299224343-1245614

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.642 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 387075654-860051

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.665 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 451628742-968328

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.687 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 189979250-1176980

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.710 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 184623371-911795

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.733 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 335908328-940530

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.757 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 290159183-752827

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.780 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 214779600-623304

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.804 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 252034627-722839

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:04<?, ?it/s]




2025-05-16 00:35:10.827 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 407591936-940269

Fetching GFS data:   0%|          | 0/296 [00:04<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.850 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 184050412-731750

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.874 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 256868469-544885

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.897 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 178922087-749074

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.919 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 183377778-912918

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.942 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323061199-895080

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.965 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 329116923-847018

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:10.988 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 254001564-1267820

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.013 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174896277-746582

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.036 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 301984473-889315

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.059 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 323956279-837771

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.082 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 358255541-950771

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.105 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 194353089-579580

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.127 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 277722016-1226189

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.151 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 0-993995

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.174 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 329739828-930772

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.197 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 346879212-932889

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.220 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 410990905-942963

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.242 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 168789447-980831

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.266 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 274954839-840806

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.290 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 255488233-1268872

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.314 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 149106074-462399

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.337 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 172227940-905153

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.360 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 250614479-803472

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.383 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 385279214-852759

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.406 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 329799511-896349

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.430 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273976632-728286

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.452 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 406629528-962408

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.476 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 417602460-1179045

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.499 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 277968948-896544

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.523 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 280441333-889661

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.546 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 164520517-765194

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.569 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 347812101-849637

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.592 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 259087914-916036

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.615 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 296442783-848791

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.638 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 273134252-842380

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.661 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 328218119-898804

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.685 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 210820017-615282

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.708 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 407776106-914088

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.731 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 0-1002356

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.754 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 353999639-932543

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.777 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 167987850-767526

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.800 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 234294213-1264469

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:05<?, ?it/s]




2025-05-16 00:35:11.823 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 388958699-1221367

Fetching GFS data:   0%|          | 0/296 [00:05<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.847 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 174160271-736006

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.871 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 299407315-892557

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.894 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 236529889-574678

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.917 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 393705863-838502

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.939 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 289307267-851916

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.962 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 334185945-934655

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:11.985 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 147686885-749156

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.008 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 388773222-859658

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.031 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 352251507-938982

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.055 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 297490896-1247432

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.078 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 391206752-950631

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.101 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 150898120-463977

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.124 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 144283406-743766

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.146 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 381424372-852801

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.170 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 203498423-589842

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.193 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 229726800-817683

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.216 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 231450583-817016

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.240 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 212236463-1187155

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.264 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 166333209-766399

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.287 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 172991226-911247

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.310 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 214401793-605228

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.333 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 331362340-1232012

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.357 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 353619033-939943

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.381 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 293067730-844758

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.404 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 399119260-992978

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.428 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 210135611-756844

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.451 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 295547922-758800

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.475 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 355472229-1239204

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.499 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 146298066-757068

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.522 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 253521451-719382

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.545 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 274285343-895314

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.569 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 143527711-755695

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.593 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 391722290-987401

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.616 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/12/atmos/gfs.t12z.pgrb2.0p25.f000 201444244-1166535

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.639 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 146062919-744726

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.661 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 275899947-1309015

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.688 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20240101/00/atmos/gfs.t00z.pgrb2.0p25.f000 163781343-739174

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.712 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/06/atmos/gfs.t06z.pgrb2.0p25.f000 208203900-724608

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:06<?, ?it/s]




2025-05-16 00:35:12.736 | DEBUG    | earth2studio.data.gfs:fetch_array:353 - Fetching GFS grib file: noaa-gfs-bdp-pds/gfs.20231231/18/atmos/gfs.t18z.pgrb2.0p25.f000 203402796-589859

Fetching GFS data:   0%|          | 0/296 [00:06<?, ?it/s]


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Total Ensemble Batches: 100%|██████████| 2/2 [00:31<00:00, 13.90s/it]
Total Ensemble Batches: 100%|██████████| 2/2 [00:31<00:00, 15.70s/it]
2025-05-16 00:35:37.221 | SUCCESS  | earth2studio.run:ensemble:423 - Inference complete
/
├── ensemble (2,) int64
├── lat (721,) float64
├── lead_time (5,) int64
├── lon (1440,) float64
├── time (1,) int64
├── 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")