Running StormCast Ensemble Inference#

Ensemble StormCast inference workflow.

This example will demonstrate how to run a simple inference workflow to generate a ensemble forecast using StormCast. For details about the stormcast model, see

Set Up#

All workflows inside Earth2Studio require constructed components to be handed to them. In this example, let’s take a look at the most basic ensemble workflow: earth2studio.run.ensemble().

def ensemble(
    time: list[str] | list[datetime] | list[np.datetime64],
    nsteps: int,
    nensemble: int,
    prognostic: PrognosticModel,
    data: DataSource,
    io: IOBackend,
    perturbation: Perturbation,
    batch_size: int | None = None,
    output_coords: CoordSystem = OrderedDict({}),
    device: torch.device | None = None,
) -> IOBackend:
    """Built in ensemble workflow.

    Parameters
    ----------
    time : list[str] | list[datetime] | list[np.datetime64]
        List of string, datetimes or np.datetime64
    nsteps : int
        Number of forecast steps
    nensemble : int
        Number of ensemble members to run inference for.
    prognostic : PrognosticModel
        Prognostic models
    data : DataSource
        Data source
    io : IOBackend
        IO object
    perturbation_method : Perturbation
        Method to perturb the initial condition to create an ensemble.
    batch_size: int, optional
        Number of ensemble members to run in a single batch,
        by default None.
    output_coords: CoordSystem, optional
        IO output coordinate system override, by default OrderedDict({})
    device : torch.device, optional
        Device to run inference on, by default None

    Returns
    -------
    IOBackend
        Output IO object
    """

Thus, we need the following:

StormCast also requires a conditioning data source. We use a forecast data source here, ARCO earth2studio.data.ARCO, but a forecast data source such as GFS_FX could also be used with appropriate time stamps.

import numpy as np
from loguru import logger
from tqdm import tqdm

logger.remove()
logger.add(lambda msg: tqdm.write(msg, end=""), colorize=True)

import os

os.makedirs("outputs", exist_ok=True)
from dotenv import load_dotenv

load_dotenv()  # TODO: make common example prep function

from earth2studio.data import ARCO, HRRR
from earth2studio.io import ZarrBackend
from earth2studio.models.px import StormCast
from earth2studio.perturbation import Zero

# Create and set the conditioning data source
conditioning_data_source = ARCO()

# Load the default model package which downloads the check point from NGC
package = StormCast.load_default_package()
model = StormCast.load_model(package, conditioning_data_source=conditioning_data_source)

# Instantiate the (Zero) perturbation method
z = Zero()

# Create the data source
data = HRRR()

# Create the IO handler, store in memory
io = ZarrBackend()

Execute the Workflow#

With all components initialized, running the workflow is a single line of Python code. Workflow will return the provided IO object back to the user, which can be used to then post process. Some have additional APIs that can be handy for post-processing or saving to file. Check the API docs for more information.

For the forecast we will predict for 4 hours

import earth2studio.run as run

nsteps = 4
nensemble = 4
batch_size = 2

date = "2022-11-04T21:00:00"
io = run.ensemble(
    [date],
    nsteps,
    nensemble,
    model,
    data,
    io,
    z,
    batch_size=batch_size,
    output_coords={"variable": np.array(["t2m", "refc"])},
)

print(io.root.tree())
2025-05-16 00:27:51.360 | INFO     | earth2studio.run:ensemble:315 - Running ensemble inference!
2025-05-16 00:27:51.360 | INFO     | earth2studio.run:ensemble:323 - Inference device: cuda

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.615 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfsfcf00.grib2 38185540-1172707

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.617 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 107171888-2466878

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.619 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 273737963-828554

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.621 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 38101561-1112473

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.622 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 82231093-1051859

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.624 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 9291302-1136339

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.625 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 208847160-1061355

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.627 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfsfcf00.grib2 47584002-2381615

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.628 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 4489181-2280672

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.630 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfsfcf00.grib2 45202387-2381615

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.631 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 97594444-1053062

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.633 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 325121285-1575223

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.634 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 375618942-1101032

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.635 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 182184021-948798

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.637 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 96571911-1022533

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.638 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 376719974-833565

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.639 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 94042130-1071561

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.641 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 141697242-1428027

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.642 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 36954032-1147529

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.643 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 270819986-821284

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.645 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 152813467-2485799

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.646 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 23094986-1158294

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.647 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 140679865-1017377

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.648 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 64819769-1343237

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.649 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfsfcf00.grib2 26658825-637820

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.650 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 21731920-1363066

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.651 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 132393030-2187238

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.652 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 157647967-985920

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.653 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 156287345-1360622

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.654 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 109638766-1063629

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.655 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 184356620-941070

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.656 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 185297690-989387

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.657 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 324440554-680731

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.658 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 272899230-838733

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.659 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 76303760-2433694

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.659 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 112200557-1033438

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.660 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 125408221-1046332

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.661 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 51440225-1104055

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.662 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 374978057-640885

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.664 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 50114262-1325963

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.665 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 85717411-2221322

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.666 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 143125269-1011715

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.667 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 207926438-920722

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.667 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 70750032-2224001

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.668 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 81200635-1030458

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.668 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 46644493-2385282

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.669 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 24253280-1129901

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.669 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 373523984-1454073

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.670 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 34509703-1096207

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.670 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 183132819-1223801

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.671 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 326696508-831475

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.671 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 179710999-2473022

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.672 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 6769853-1127971

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.672 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 322588408-1852146

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.673 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 209908515-907176

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.674 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 113233995-1065344

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.674 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 205490191-2436247

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.675 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 110702395-1498162

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.675 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 116871633-2212091

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.676 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 271641270-1257960

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.676 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfsfcf00.grib2 0-448058

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.677 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 128968781-1071219

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.677 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 35605910-1348122

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.678 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 144136984-1061844

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.678 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 61334638-2408551

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.679 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 91590172-2451958

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.679 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 126454553-1481853

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.680 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 327527983-852819

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.681 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 63743189-1076580

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.681 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 13759195-2231917

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.682 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 127936406-1032375

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.682 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 147409055-2156223

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.683 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 377553539-821527

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.683 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 78737454-1073805

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.684 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 41469037-2228135

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.684 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 95113691-1458220

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.685 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 210815691-935709

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.685 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 122930506-2477715

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.686 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 268628273-2191713

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.687 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 200679562-2278041

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.687 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 66163006-1064784

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.688 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 67227790-1067111

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.688 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 158633887-1042140

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.689 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 0-2231725

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.689 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 7897824-1393478

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.690 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 55982755-2226204

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.690 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 101085038-2218218

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.691 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 174769676-2107905

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.691 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 79811259-1389376

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.692 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 264613752-2200924

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.692 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 10427641-1136665

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.693 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 138196216-2483649

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.694 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 18260220-2365689

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.694 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 49029775-1084487

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.695 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 52544280-1090181

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.695 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 155299266-988079

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.696 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 20625909-1106011

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.696 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 32136730-2372973

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]

2025-05-16 00:27:52.697 | DEBUG    | earth2studio.data.hrrr:fetch_array:434 - Fetching HRRR grib file: noaa-hrrr-bdp-pds/hrrr.20221104/conus/hrrr.t21z.wrfnatf00.grib2 27612133-2229964

Fetching HRRR data:   0%|          | 0/99 [00:00<?, ?it/s]
Fetching HRRR data:   1%|          | 1/99 [00:00<00:59,  1.64it/s]
Fetching HRRR data:   3%|▎         | 3/99 [00:00<00:21,  4.48it/s]
Fetching HRRR data:   4%|▍         | 4/99 [00:00<00:17,  5.34it/s]
Fetching HRRR data:   9%|▉         | 9/99 [00:01<00:06, 13.39it/s]
Fetching HRRR data:  11%|█         | 11/99 [00:01<00:06, 14.32it/s]
Fetching HRRR data:  13%|█▎        | 13/99 [00:01<00:05, 15.09it/s]
Fetching HRRR data:  18%|█▊        | 18/99 [00:01<00:04, 20.20it/s]
Fetching HRRR data:  21%|██        | 21/99 [00:01<00:03, 19.72it/s]
Fetching HRRR data:  26%|██▋       | 26/99 [00:01<00:03, 20.29it/s]
Fetching HRRR data:  31%|███▏      | 31/99 [00:01<00:02, 25.00it/s]
Fetching HRRR data:  36%|███▋      | 36/99 [00:02<00:02, 22.10it/s]
Fetching HRRR data:  43%|████▎     | 43/99 [00:02<00:01, 29.00it/s]
Fetching HRRR data:  47%|████▋     | 47/99 [00:02<00:02, 24.53it/s]
Fetching HRRR data:  52%|█████▏    | 51/99 [00:02<00:01, 24.44it/s]
Fetching HRRR data:  55%|█████▍    | 54/99 [00:02<00:01, 24.30it/s]
Fetching HRRR data:  59%|█████▊    | 58/99 [00:03<00:01, 24.68it/s]
Fetching HRRR data:  64%|██████▎   | 63/99 [00:03<00:01, 28.30it/s]
Fetching HRRR data:  67%|██████▋   | 66/99 [00:03<00:01, 20.75it/s]
Fetching HRRR data:  73%|███████▎  | 72/99 [00:03<00:01, 26.42it/s]
Fetching HRRR data:  77%|███████▋  | 76/99 [00:03<00:00, 24.01it/s]
Fetching HRRR data:  80%|███████▉  | 79/99 [00:03<00:00, 22.58it/s]
Fetching HRRR data:  85%|████████▍ | 84/99 [00:04<00:00, 24.56it/s]
Fetching HRRR data:  88%|████████▊ | 87/99 [00:04<00:00, 22.68it/s]
Fetching HRRR data:  93%|█████████▎| 92/99 [00:04<00:00, 25.08it/s]
Fetching HRRR data:  96%|█████████▌| 95/99 [00:04<00:00, 25.20it/s]
Fetching HRRR data: 100%|██████████| 99/99 [00:04<00:00, 21.26it/s]
2025-05-16 00:27:57.705 | SUCCESS  | earth2studio.run:ensemble:345 - Fetched data from HRRR
2025-05-16 00:27:57.708 | WARNING  | earth2studio.io.zarr:add_array:192 - Datetime64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:27:57.710 | WARNING  | earth2studio.io.zarr:add_array:198 - Timedelta64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-05-16 00:27:57.717 | INFO     | earth2studio.run:ensemble:373 - Starting 4 Member Ensemble Inference with             2 number of batches.



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

Running batch 0 inference:   0%|          | 0/5 [00:00<?, ?it/s]






2025-05-16 00:27:57.997 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/.zattrs to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:01,  3.58it/s]


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






2025-05-16 00:27:58.245 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/.zgroup to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:02,  1.90it/s]


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






2025-05-16 00:27:58.250 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/.zmetadata to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:02,  1.88it/s]


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






2025-05-16 00:27:58.528 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/level/0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.23it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.613 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.12it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.615 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.11it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.617 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.11it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.618 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.11it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.620 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.11it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.622 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.11it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.623 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.10it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.625 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.10it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.627 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.10it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.629 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.10it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.631 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.10it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.632 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.09it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.634 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.09it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.636 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.09it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.638 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.09it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.639 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.641 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.643 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.644 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.646 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.648 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.08it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.649 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.07it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.651 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.07it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.654 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.07it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.655 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.07it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.656 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:03,  1.07it/s]


Total Ensemble Batches:   0%|          | 0/2 [00:00<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.768 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.05s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.770 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.05s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.791 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.07s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.821 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.10s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.825 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/surface_pressure/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.827 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.829 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.830 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.851 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.13s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.853 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/mean_sea_level_pressure/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.14s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.856 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_v_component_of_wind/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.14s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.857 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.14s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.859 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/2m_temperature/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.14s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.861 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.14s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.863 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_u_component_of_wind/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.15s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.865 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.15s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.867 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.15s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.868 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.15s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.876 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.16s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.877 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.16s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.883 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/total_column_water_vapour/1076829.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.17s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.892 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.17s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.907 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.19s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.916 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.20s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.921 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.20s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:27:58.923 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076829.0.0.0 to local cache


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:04,  1.21s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:01<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:15,  1.62it/s]
Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:03,  6.95it/s]
Fetching ARCO data:  23%|██▎       | 6/26 [00:01<00:06,  3.31it/s]
Fetching ARCO data:  31%|███       | 8/26 [00:02<00:06,  2.69it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:03<00:07,  2.32it/s]
Fetching ARCO data:  38%|███▊      | 10/26 [00:03<00:05,  2.77it/s]
Fetching ARCO data:  46%|████▌     | 12/26 [00:04<00:04,  3.03it/s]
Fetching ARCO data:  50%|█████     | 13/26 [00:04<00:04,  3.15it/s]
Fetching ARCO data:  54%|█████▍    | 14/26 [00:04<00:03,  3.27it/s]
Fetching ARCO data:  58%|█████▊    | 15/26 [00:04<00:02,  3.94it/s]
Fetching ARCO data:  62%|██████▏   | 16/26 [00:05<00:03,  3.21it/s]
Fetching ARCO data:  65%|██████▌   | 17/26 [00:05<00:03,  2.77it/s]
Fetching ARCO data:  69%|██████▉   | 18/26 [00:06<00:03,  2.07it/s]
Fetching ARCO data:  77%|███████▋  | 20/26 [00:07<00:02,  2.31it/s]
Fetching ARCO data:  81%|████████  | 21/26 [00:07<00:02,  2.20it/s]
Fetching ARCO data:  85%|████████▍ | 22/26 [00:08<00:01,  2.19it/s]
Fetching ARCO data:  88%|████████▊ | 23/26 [00:08<00:01,  1.98it/s]
Fetching ARCO data:  96%|█████████▌| 25/26 [00:09<00:00,  2.08it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:10<00:00,  2.11it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:10<00:00,  2.56it/s]


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.674 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.676 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.677 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.678 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.679 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.681 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.682 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.684 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.685 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.686 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.688 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.689 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.691 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.692 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.693 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.694 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.696 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.697 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.698 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.699 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.701 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.702 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.703 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.704 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.706 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.707 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [00:31<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:31<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.831 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.842 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.844 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.845 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.854 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.878 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.879 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_v_component_of_wind/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.881 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.882 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.883 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/mean_sea_level_pressure/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.884 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/surface_pressure/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.886 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.887 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.888 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_u_component_of_wind/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.890 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.898 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/total_column_water_vapour/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.902 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.918 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.920 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.922 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/2m_temperature/1076830.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.931 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.943 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.956 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:29.964 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:30.026 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:09,  2.64it/s]








2025-05-16 00:28:30.112 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076830.0.0.0 to local cache


Running batch 0 inference:  40%|████      | 2/5 [00:32<00:47, 15.98s/it]


Total Ensemble Batches:   0%|          | 0/2 [00:32<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:09,  2.64it/s]
Fetching ARCO data:   8%|▊         | 2/26 [00:00<00:06,  3.76it/s]
Fetching ARCO data:  12%|█▏        | 3/26 [00:00<00:05,  4.18it/s]
Fetching ARCO data:  23%|██▎       | 6/26 [00:00<00:02,  8.82it/s]
Fetching ARCO data:  31%|███       | 8/26 [00:02<00:06,  2.95it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:02<00:06,  2.62it/s]
Fetching ARCO data:  38%|███▊      | 10/26 [00:02<00:05,  3.13it/s]
Fetching ARCO data:  42%|████▏     | 11/26 [00:03<00:07,  2.02it/s]
Fetching ARCO data:  54%|█████▍    | 14/26 [00:04<00:03,  3.75it/s]
Fetching ARCO data:  58%|█████▊    | 15/26 [00:04<00:03,  3.23it/s]
Fetching ARCO data:  62%|██████▏   | 16/26 [00:05<00:03,  2.86it/s]
Fetching ARCO data:  65%|██████▌   | 17/26 [00:06<00:04,  1.89it/s]
Fetching ARCO data:  81%|████████  | 21/26 [00:06<00:01,  3.23it/s]
Fetching ARCO data:  85%|████████▍ | 22/26 [00:07<00:01,  3.14it/s]
Fetching ARCO data:  88%|████████▊ | 23/26 [00:07<00:01,  2.48it/s]
Fetching ARCO data:  92%|█████████▏| 24/26 [00:08<00:00,  2.56it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:09<00:00,  2.36it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:09<00:00,  2.81it/s]


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.886 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.887 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.889 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.890 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.891 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.893 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.894 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.895 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.896 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.897 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.898 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.900 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.901 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.902 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.904 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.905 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.906 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.907 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.909 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.910 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.911 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.912 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.913 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.915 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.916 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:28:59.917 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.019 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.027 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.029 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.037 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.040 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_u_component_of_wind/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.043 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.044 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.046 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.047 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.048 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/total_column_water_vapour/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.050 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/surface_pressure/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.051 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_v_component_of_wind/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.059 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.061 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/mean_sea_level_pressure/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.096 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.098 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.100 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.102 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.104 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.105 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.107 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.109 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.112 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.115 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:00.118 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076831.0.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:07,  3.37it/s]








2025-05-16 00:29:00.247 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/2m_temperature/1076831.0.0 to local cache


Running batch 0 inference:  60%|██████    | 3/5 [01:02<00:43, 21.91s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:02<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:07,  3.37it/s]
Fetching ARCO data:   8%|▊         | 2/26 [00:00<00:07,  3.14it/s]
Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:03,  5.95it/s]
Fetching ARCO data:  27%|██▋       | 7/26 [00:02<00:07,  2.44it/s]
Fetching ARCO data:  31%|███       | 8/26 [00:02<00:07,  2.56it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:03<00:05,  2.98it/s]
Fetching ARCO data:  38%|███▊      | 10/26 [00:04<00:08,  1.94it/s]
Fetching ARCO data:  42%|████▏     | 11/26 [00:05<00:09,  1.60it/s]
Fetching ARCO data:  50%|█████     | 13/26 [00:05<00:06,  2.06it/s]
Fetching ARCO data:  58%|█████▊    | 15/26 [00:05<00:03,  3.06it/s]
Fetching ARCO data:  62%|██████▏   | 16/26 [00:06<00:04,  2.48it/s]
Fetching ARCO data:  65%|██████▌   | 17/26 [00:06<00:03,  2.61it/s]
Fetching ARCO data:  69%|██████▉   | 18/26 [00:07<00:02,  2.81it/s]
Fetching ARCO data:  73%|███████▎  | 19/26 [00:07<00:02,  3.01it/s]
Fetching ARCO data:  77%|███████▋  | 20/26 [00:07<00:01,  3.24it/s]
Fetching ARCO data:  81%|████████  | 21/26 [00:07<00:01,  3.07it/s]
Fetching ARCO data:  88%|████████▊ | 23/26 [00:08<00:01,  2.89it/s]
Fetching ARCO data:  92%|█████████▏| 24/26 [00:09<00:00,  2.85it/s]
Fetching ARCO data:  96%|█████████▌| 25/26 [00:09<00:00,  2.83it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:09<00:00,  3.50it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:09<00:00,  2.74it/s]


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.375 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.376 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.376 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.377 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.378 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.379 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.380 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.380 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.381 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.382 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.383 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.384 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.384 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.385 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.386 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.387 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.388 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.388 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.389 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.390 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.391 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.392 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.392 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.393 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.394 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.395 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.528 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.529 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/mean_sea_level_pressure/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.530 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.556 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/total_column_water_vapour/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.561 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.562 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.564 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.565 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.566 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_u_component_of_wind/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.567 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/surface_pressure/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.569 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.570 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.571 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/10m_v_component_of_wind/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.588 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.609 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.610 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.616 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/2m_temperature/1076832.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.623 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.626 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.643 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/u_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.668 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.673 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.676 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/geopotential/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]








2025-05-16 00:29:30.678 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/v_component_of_wind/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:32<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:32<?, ?it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:09,  2.72it/s]








2025-05-16 00:29:30.758 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/temperature/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:33<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:33<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:09,  2.72it/s]








2025-05-16 00:29:30.909 | DEBUG    | earth2studio.data.utils:_make_local_details:629 - Copying /gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3/specific_humidity/1076832.0.0.0 to local cache


Running batch 0 inference:  80%|████████  | 4/5 [01:33<00:25, 25.11s/it]


Total Ensemble Batches:   0%|          | 0/2 [01:33<?, ?it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:09,  2.72it/s]
Fetching ARCO data:  12%|█▏        | 3/26 [00:00<00:04,  4.69it/s]
Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:04,  5.26it/s]
Fetching ARCO data:  27%|██▋       | 7/26 [00:02<00:06,  3.11it/s]
Fetching ARCO data:  31%|███       | 8/26 [00:02<00:06,  2.75it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:03<00:06,  2.63it/s]
Fetching ARCO data:  38%|███▊      | 10/26 [00:03<00:05,  2.89it/s]
Fetching ARCO data:  42%|████▏     | 11/26 [00:03<00:04,  3.10it/s]
Fetching ARCO data:  46%|████▌     | 12/26 [00:03<00:04,  2.99it/s]
Fetching ARCO data:  50%|█████     | 13/26 [00:04<00:04,  3.10it/s]
Fetching ARCO data:  62%|██████▏   | 16/26 [00:04<00:02,  3.79it/s]
Fetching ARCO data:  65%|██████▌   | 17/26 [00:04<00:02,  4.10it/s]
Fetching ARCO data:  73%|███████▎  | 19/26 [00:05<00:01,  3.60it/s]
Fetching ARCO data:  77%|███████▋  | 20/26 [00:06<00:02,  2.80it/s]
Fetching ARCO data:  81%|████████  | 21/26 [00:07<00:02,  1.99it/s]
Fetching ARCO data:  88%|████████▊ | 23/26 [00:07<00:00,  3.08it/s]
Fetching ARCO data:  92%|█████████▏| 24/26 [00:08<00:00,  2.44it/s]
Fetching ARCO data:  96%|█████████▌| 25/26 [00:08<00:00,  2.21it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:08<00:00,  2.75it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:08<00:00,  2.95it/s]


Running batch 0 inference: 100%|██████████| 5/5 [02:02<00:00, 26.75s/it]




Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]







2025-05-16 00:30:00.605 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.607 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.609 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.611 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.612 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.614 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.616 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.618 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.619 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.621 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.623 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.625 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.626 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.628 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.630 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.631 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.633 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.635 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.637 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.638 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.640 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.641 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.643 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.644 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.645 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]







2025-05-16 00:30:00.647 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:02<02:02, 122.49s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:01,  2.58it/s]
Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:24,  1.01it/s]
Fetching ARCO data:  27%|██▋       | 7/26 [00:01<00:02,  8.04it/s]
Fetching ARCO data:  38%|███▊      | 10/26 [00:01<00:01,  9.23it/s]
Fetching ARCO data:  62%|██████▏   | 16/26 [00:01<00:00, 16.48it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:01<00:00, 17.39it/s]


Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]







2025-05-16 00:30:23.171 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.172 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.172 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.173 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.174 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.175 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.176 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.177 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.177 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.178 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.179 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.180 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.180 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.181 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.182 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.183 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.183 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.184 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.185 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.186 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.187 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.187 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.188 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.189 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.190 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]







2025-05-16 00:30:23.190 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:25<02:02, 122.49s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:22<00:40, 13.44s/it]
Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:26,  1.04s/it]
Fetching ARCO data:  27%|██▋       | 7/26 [00:01<00:02,  6.79it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:01<00:02,  7.25it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:01<00:00, 16.94it/s]


Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]







2025-05-16 00:30:45.829 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.830 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.831 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.832 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.833 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.833 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.834 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.835 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.836 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.837 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.838 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.839 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.840 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.841 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.842 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.843 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.844 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.845 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.846 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.847 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.848 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.848 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.849 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.850 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.851 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]







2025-05-16 00:30:45.852 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [02:48<02:02, 122.49s/it]

Running batch 2 inference:  60%|██████    | 3/5 [00:45<00:35, 17.65s/it]
Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:25,  1.04s/it]
Fetching ARCO data:  27%|██▋       | 7/26 [00:01<00:02,  6.70it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:01<00:02,  7.33it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:01<00:00, 17.01it/s]


Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]
Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]







2025-05-16 00:31:08.500 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.501 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.502 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: tcwv at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.503 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.504 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.506 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.507 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.508 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.510 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.511 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.512 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u10m at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.513 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.515 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.516 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.517 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.519 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.520 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.521 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.522 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.524 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.525 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.526 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.527 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: v10m at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.529 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.530 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: t2m at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]







2025-05-16 00:31:08.531 | DEBUG    | earth2studio.data.arco:fetch_array:252 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00

Fetching ARCO data:   0%|          | 0/26 [00:00<?, ?it/s]


Total Ensemble Batches:  50%|█████     | 1/2 [03:10<02:02, 122.49s/it]

Running batch 2 inference:  80%|████████  | 4/5 [01:08<00:19, 19.63s/it]
Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:26,  1.05s/it]
Fetching ARCO data:  27%|██▋       | 7/26 [00:01<00:02,  6.72it/s]
Fetching ARCO data:  35%|███▍      | 9/26 [00:01<00:02,  7.18it/s]
Fetching ARCO data: 100%|██████████| 26/26 [00:01<00:00, 16.77it/s]


Running batch 2 inference: 100%|██████████| 5/5 [01:31<00:00, 20.75s/it]




Total Ensemble Batches: 100%|██████████| 2/2 [03:33<00:00, 103.98s/it]
Total Ensemble Batches: 100%|██████████| 2/2 [03:33<00:00, 106.76s/it]
2025-05-16 00:31:31.233 | SUCCESS  | earth2studio.run:ensemble:423 - Inference complete
/
├── ensemble (4,) int64
├── hrrr_x (640,) int64
├── hrrr_y (512,) int64
├── lead_time (5,) int64
├── refc (4, 1, 5, 512, 640) float32
├── t2m (4, 1, 5, 512, 640) float32
└── time (1,) int64

Post Processing#

The last step is to post process our results. Cartopy is a great library for plotting fields on projections of a sphere. Start with plotting the reflectivity.

Notice that the Zarr IO function has additional APIs to interact with the stored data.

import cartopy
import cartopy.crs as ccrs
import matplotlib.pyplot as plt

forecast = f"{date}"
step = nsteps  # 4 hours, since lead_time = 1 hr


# Get the lat lon arrays from the model
def plot_(axi, data, title, cmap, vmin=None, vmax=None):
    """Convenience function for plotting pcolormesh."""
    # Plot the field using pcolormesh
    im = axi.pcolormesh(
        model.lon,
        model.lat,
        data,
        transform=ccrs.PlateCarree(),
        cmap=cmap,
        vmin=vmin,
        vmax=vmax,
    )
    plt.colorbar(im, ax=axi, shrink=0.6, pad=0.04)
    # Set title
    axi.set_title(title)

    # Add coastlines and gridlines
    axi.coastlines()
    axi.gridlines()

    # Set state lines
    axi.add_feature(
        cartopy.feature.STATES.with_scale("50m"),
        linewidth=0.5,
        edgecolor="black",
        zorder=2,
    )


# Create a correct Lambert Conformal projection
projection = ccrs.LambertConformal(
    central_longitude=262.5,
    central_latitude=38.5,
    standard_parallels=(38.5, 38.5),
    globe=ccrs.Globe(semimajor_axis=6371229, semiminor_axis=6371229),
)

# Plot refc
variable = "refc"
cmap = "gist_ncar"
x = io[variable]

plt.close("all")
fig, (ax1, ax2, ax3) = plt.subplots(
    nrows=1, ncols=3, subplot_kw={"projection": projection}, figsize=(20, 6)
)
plot_(
    ax1,
    np.where(x[0, 0, step] > 0, x[0, 0, step], np.nan),
    f"{forecast} - Lead time: {step}hrs - Member: {0}",
    cmap,
    vmin=0,
    vmax=60,
)
plot_(
    ax2,
    np.where(x[1, 0, step] > 0, x[1, 0, step], np.nan),
    f"{forecast} - Lead time: {step}hrs - Member: {1}",
    cmap,
    vmin=0,
    vmax=60,
)
plot_(
    ax3,
    np.where(x[:, 0, step].mean(axis=0) > 0, x[:, 0, step].std(axis=0), np.nan),
    f"{forecast} - Lead time: {step}hrs - Std",
    cmap,
    vmin=0,
    vmax=60,
)
plt.savefig(f"outputs/10_{date}_{variable}_{step}_ensemble.jpg")
2022-11-04T21:00:00 - Lead time: 4hrs - Member: 0, 2022-11-04T21:00:00 - Lead time: 4hrs - Member: 1, 2022-11-04T21:00:00 - Lead time: 4hrs - Std

Lets also plot the surface temperature field.

Plot 2-meter temperature

variable = "t2m"
cmap = "Spectral_r"
x = io[variable]

plt.close("all")
fig, (ax1, ax2, ax3) = plt.subplots(
    nrows=1, ncols=3, subplot_kw={"projection": projection}, figsize=(20, 6)
)
plot_(
    ax1,
    x[0, 0, step],
    f"{forecast} - Lead time: {step}hrs - Member: {0}",
    cmap,
)
plot_(
    ax2,
    io[variable][1, 0, step],
    f"{forecast} - Lead time: {step}hrs - Member: {1}",
    cmap,
)
plot_(
    ax3,
    x[:, 0, step].std(axis=0),
    f"{forecast} - Lead time: {step}hrs - Std",
    cmap,
)
plt.savefig(f"outputs/10_{date}_{variable}_{step}_ensemble.jpg")
2022-11-04T21:00:00 - Lead time: 4hrs - Member: 0, 2022-11-04T21:00:00 - Lead time: 4hrs - Member: 1, 2022-11-04T21:00:00 - Lead time: 4hrs - Std

Total running time of the script: (3 minutes 49.582 seconds)

Gallery generated by Sphinx-Gallery