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

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

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

# Create the data source
data = HRRR()

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

# Create the IO handler, store in memory
io = ZarrBackend()
/localhome/local-ngeneva/.cache/earth2studio/stormcast/metadata.zarr.zip

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 = 8
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())
2025-03-27 02:04:57.324 | INFO     | earth2studio.run:ensemble:315 - Running ensemble inference!
2025-03-27 02:04:57.324 | INFO     | earth2studio.run:ensemble:323 - Inference device: cuda

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2025-03-27 02:06:59.761 | SUCCESS  | earth2studio.run:ensemble:345 - Fetched data from HRRR
2025-03-27 02:06:59.769 | WARNING  | earth2studio.io.zarr:add_array:192 - Datetime64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-03-27 02:06:59.775 | WARNING  | earth2studio.io.zarr:add_array:198 - Timedelta64 not supported in zarr 3.0, converting to int64 nanoseconds since epoch
2025-03-27 02:06:59.867 | INFO     | earth2studio.run:ensemble:367 - Starting 8 Member Ensemble Inference with             4 number of batches.

Total Ensemble Batches:   0%|          | 0/4 [00:00<?, ?it/s]

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2025-03-27 02:07:00.713 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:00<00:01,  2.14it/s]
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2025-03-27 02:07:01.678 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:01<00:01,  2.14it/s]
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2025-03-27 02:07:01.965 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:02<00:01,  2.14it/s]
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2025-03-27 02:07:02.234 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T21:00:00


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2025-03-27 02:07:02.613 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00


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2025-03-27 02:07:02.887 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:02<00:01,  2.14it/s]
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2025-03-27 02:07:03.137 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:03<00:01,  2.14it/s]
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2025-03-27 02:07:07.300 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:07<00:01,  2.14it/s]
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2025-03-27 02:07:10.871 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:10<00:01,  2.14it/s]
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Fetching ARCO data:  31%|███       | 8/26 [00:10<00:37,  2.08s/it]







2025-03-27 02:07:13.661 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:13<00:01,  2.14it/s]
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Fetching ARCO data:  31%|███       | 8/26 [00:13<00:37,  2.08s/it]







2025-03-27 02:07:16.709 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:16<00:01,  2.14it/s]
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Fetching ARCO data:  31%|███       | 8/26 [00:16<00:37,  2.08s/it]







2025-03-27 02:07:19.480 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:19<00:01,  2.14it/s]
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Fetching ARCO data:  31%|███       | 8/26 [00:19<00:37,  2.08s/it]


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2025-03-27 02:07:22.147 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:22<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:22<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:21<00:34,  2.49s/it]







2025-03-27 02:07:24.555 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:24<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:24<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:24<00:34,  2.49s/it]







2025-03-27 02:07:26.891 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:26<00:01,  2.14it/s]
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Fetching ARCO data:  46%|████▌     | 12/26 [00:26<00:34,  2.49s/it]







2025-03-27 02:07:28.223 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:28<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:28<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:27<00:34,  2.49s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:29<00:28,  2.21s/it]







2025-03-27 02:07:29.548 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:29<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:29<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:29<00:22,  2.21s/it]







2025-03-27 02:07:30.906 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:30<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:31<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:30<00:22,  2.21s/it]







2025-03-27 02:07:32.334 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:32<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:32<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:31<00:22,  2.21s/it]







2025-03-27 02:07:34.097 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:34<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:34<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:33<00:22,  2.21s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:35<00:17,  1.98s/it]







2025-03-27 02:07:36.029 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:36<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:36<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:35<00:11,  1.98s/it]







2025-03-27 02:07:38.798 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:38<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:38<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:38<00:11,  1.98s/it]







2025-03-27 02:07:41.480 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:41<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:41<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:41<00:11,  1.98s/it]







2025-03-27 02:07:45.119 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:45<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:45<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:44<00:11,  1.98s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:48<00:12,  2.46s/it]







2025-03-27 02:07:49.376 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:49<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:49<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [00:48<00:04,  2.46s/it]







2025-03-27 02:07:54.058 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00


Running batch 0 inference:  20%|██        | 1/5 [00:54<00:01,  2.14it/s]
Total Ensemble Batches:   0%|          | 0/4 [00:54<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [00:53<00:04,  2.46s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:57<00:02,  2.32s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:57<00:00,  2.19s/it]


Running batch 0 inference:  40%|████      | 2/5 [01:16<02:14, 44.89s/it]


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







2025-03-27 02:08:16.631 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:16<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:16<?, ?it/s]


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







2025-03-27 02:08:17.532 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:17<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:17<?, ?it/s]


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







2025-03-27 02:08:17.744 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:17<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:17<?, ?it/s]


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







2025-03-27 02:08:17.919 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:17<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:18<?, ?it/s]


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


Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:41,  1.68s/it]







2025-03-27 02:08:18.093 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:18<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:18<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:36,  1.68s/it]







2025-03-27 02:08:18.226 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:18<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:18<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:36,  1.68s/it]







2025-03-27 02:08:18.399 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:18<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:18<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:36,  1.68s/it]







2025-03-27 02:08:21.548 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:21<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:21<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:05<00:36,  1.68s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:10<00:45,  2.17s/it]







2025-03-27 02:08:27.118 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:27<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:27<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:10<00:39,  2.17s/it]







2025-03-27 02:08:33.912 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:33<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:34<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:17<00:39,  2.17s/it]







2025-03-27 02:08:38.370 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:38<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:38<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:21<00:39,  2.17s/it]







2025-03-27 02:08:42.623 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:42<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:42<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:26<00:39,  2.17s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:33<01:10,  4.15s/it]







2025-03-27 02:08:50.305 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:50<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:50<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:33<00:58,  4.15s/it]







2025-03-27 02:08:53.840 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:53<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:53<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:37<00:58,  4.15s/it]







2025-03-27 02:08:57.085 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:57<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:57<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:40<00:58,  4.15s/it]







2025-03-27 02:08:58.785 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [01:58<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [01:58<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:42<00:58,  4.15s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:45<00:46,  3.57s/it]







2025-03-27 02:09:01.596 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:01<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:01<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:45<00:35,  3.57s/it]







2025-03-27 02:09:05.138 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:05<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:05<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:48<00:35,  3.57s/it]







2025-03-27 02:09:08.738 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:08<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:08<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:52<00:35,  3.57s/it]







2025-03-27 02:09:11.663 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:11<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:11<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:55<00:35,  3.57s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [01:03<00:36,  4.01s/it]







2025-03-27 02:09:20.461 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:20<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:20<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:04<00:24,  4.01s/it]







2025-03-27 02:09:24.672 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:24<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:24<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:08<00:24,  4.01s/it]







2025-03-27 02:09:26.306 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:26<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:26<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:09<00:24,  4.01s/it]







2025-03-27 02:09:29.175 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:29<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:29<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:12<00:24,  4.01s/it]


Fetching ARCO data:  81%|████████  | 21/26 [01:19<00:20,  4.00s/it]







2025-03-27 02:09:36.391 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:36<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:36<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [01:20<00:08,  4.00s/it]







2025-03-27 02:09:40.491 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00


Running batch 0 inference:  40%|████      | 2/5 [02:40<02:14, 44.89s/it]
Total Ensemble Batches:   0%|          | 0/4 [02:40<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [01:24<00:08,  4.00s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [01:46<00:04,  4.89s/it]
Fetching ARCO data: 100%|██████████| 26/26 [01:46<00:00,  4.10s/it]


Running batch 0 inference:  60%|██████    | 3/5 [03:21<02:43, 81.64s/it]


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







2025-03-27 02:10:21.887 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u10m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:21<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:22<?, ?it/s]


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







2025-03-27 02:10:22.592 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:22<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:22<?, ?it/s]


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







2025-03-27 02:10:22.973 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:23<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:23<?, ?it/s]


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







2025-03-27 02:10:23.315 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:23<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:23<?, ?it/s]


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


Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:44,  1.78s/it]







2025-03-27 02:10:23.624 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:23<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:23<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:39,  1.78s/it]







2025-03-27 02:10:23.879 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:23<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:24<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:39,  1.78s/it]







2025-03-27 02:10:24.169 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:24<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:24<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:39,  1.78s/it]







2025-03-27 02:10:28.416 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:28<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:28<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:06<00:39,  1.78s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:18<01:20,  3.84s/it]







2025-03-27 02:10:40.430 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:40<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:40<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:18<01:09,  3.84s/it]







2025-03-27 02:10:59.616 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [03:59<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [03:59<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:37<01:09,  3.84s/it]







2025-03-27 02:11:33.181 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:33<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:33<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [01:11<01:09,  3.84s/it]







2025-03-27 02:11:43.002 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:43<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:43<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [01:21<01:09,  3.84s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [01:24<03:03, 10.77s/it]







2025-03-27 02:11:46.286 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:46<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:46<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [01:24<02:30, 10.77s/it]







2025-03-27 02:11:50.352 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:50<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:50<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [01:28<02:30, 10.77s/it]







2025-03-27 02:11:54.018 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:54<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:54<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [01:32<02:30, 10.77s/it]







2025-03-27 02:11:55.520 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:55<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:55<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [01:33<02:30, 10.77s/it]


Fetching ARCO data:  50%|█████     | 13/26 [01:35<01:33,  7.22s/it]







2025-03-27 02:11:57.000 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:57<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:57<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [01:35<01:12,  7.22s/it]







2025-03-27 02:11:58.563 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [04:58<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [04:58<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [01:36<01:12,  7.22s/it]







2025-03-27 02:12:00.000 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:00<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:00<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [01:38<01:12,  7.22s/it]







2025-03-27 02:12:01.455 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:01<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:01<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [01:39<01:12,  7.22s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [01:41<00:45,  5.01s/it]







2025-03-27 02:12:02.975 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:03<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:03<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:41<00:30,  5.01s/it]







2025-03-27 02:12:04.345 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:04<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:04<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:42<00:30,  5.01s/it]







2025-03-27 02:12:05.839 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:05<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:05<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:44<00:30,  5.01s/it]







2025-03-27 02:12:07.520 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:07<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:07<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [01:45<00:30,  5.01s/it]


Fetching ARCO data:  81%|████████  | 21/26 [01:47<00:19,  3.81s/it]







2025-03-27 02:12:09.503 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:09<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:09<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [01:47<00:07,  3.81s/it]







2025-03-27 02:12:10.895 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00


Running batch 0 inference:  60%|██████    | 3/5 [05:10<02:43, 81.64s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:11<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [01:49<00:07,  3.81s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [01:50<00:02,  2.77s/it]
Fetching ARCO data: 100%|██████████| 26/26 [01:50<00:00,  4.25s/it]


Running batch 0 inference:  80%|████████  | 4/5 [05:31<01:40, 100.55s/it]


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







2025-03-27 02:12:31.534 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u10m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:31<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:31<?, ?it/s]


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







2025-03-27 02:12:32.219 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:32<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:32<?, ?it/s]


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







2025-03-27 02:12:32.804 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:32<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:32<?, ?it/s]


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







2025-03-27 02:12:33.477 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:33<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:33<?, ?it/s]


Fetching ARCO data:   0%|          | 0/26 [00:02<?, ?it/s]


Fetching ARCO data:   4%|▍         | 1/26 [00:02<01:09,  2.77s/it]







2025-03-27 02:12:34.128 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:34<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:34<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:02<01:00,  2.77s/it]







2025-03-27 02:12:34.743 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:34<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:34<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:03<01:00,  2.77s/it]







2025-03-27 02:12:35.314 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:35<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:35<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:04<01:00,  2.77s/it]







2025-03-27 02:12:38.307 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:38<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:38<?, ?it/s]


Fetching ARCO data:  15%|█▌        | 4/26 [00:07<01:00,  2.77s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:10<00:41,  1.97s/it]







2025-03-27 02:12:41.417 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:41<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:41<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:10<00:35,  1.97s/it]







2025-03-27 02:12:43.810 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:43<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:43<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:12<00:35,  1.97s/it]







2025-03-27 02:12:46.132 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:46<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:46<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:14<00:35,  1.97s/it]







2025-03-27 02:12:49.094 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:49<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:49<?, ?it/s]


Fetching ARCO data:  31%|███       | 8/26 [00:17<00:35,  1.97s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:20<00:38,  2.29s/it]







2025-03-27 02:12:51.646 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:51<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:51<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:20<00:32,  2.29s/it]







2025-03-27 02:12:53.964 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:54<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:54<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:22<00:32,  2.29s/it]







2025-03-27 02:12:56.518 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:56<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:56<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:25<00:32,  2.29s/it]







2025-03-27 02:12:58.638 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [05:58<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [05:58<?, ?it/s]


Fetching ARCO data:  46%|████▌     | 12/26 [00:27<00:32,  2.29s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:29<00:29,  2.28s/it]







2025-03-27 02:13:00.693 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:00<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:00<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:29<00:22,  2.28s/it]







2025-03-27 02:13:02.435 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:02<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:02<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:31<00:22,  2.28s/it]







2025-03-27 02:13:04.133 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:04<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:04<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:32<00:22,  2.28s/it]







2025-03-27 02:13:06.170 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:06<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:06<?, ?it/s]


Fetching ARCO data:  62%|██████▏   | 16/26 [00:34<00:22,  2.28s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:37<00:19,  2.15s/it]







2025-03-27 02:13:08.457 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:08<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:08<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:37<00:12,  2.15s/it]







2025-03-27 02:13:10.652 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:10<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:10<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:39<00:12,  2.15s/it]







2025-03-27 02:13:12.392 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:12<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:12<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:41<00:12,  2.15s/it]







2025-03-27 02:13:14.373 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:14<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:14<?, ?it/s]


Fetching ARCO data:  77%|███████▋  | 20/26 [00:43<00:12,  2.15s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:45<00:10,  2.09s/it]







2025-03-27 02:13:16.433 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:16<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:16<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [00:45<00:04,  2.09s/it]







2025-03-27 02:13:18.479 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00


Running batch 0 inference:  80%|████████  | 4/5 [06:18<01:40, 100.55s/it]
Total Ensemble Batches:   0%|          | 0/4 [06:18<?, ?it/s]


Fetching ARCO data:  92%|█████████▏| 24/26 [00:47<00:04,  2.09s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:49<00:01,  1.75s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:49<00:00,  1.90s/it]


Running batch 0 inference: 100%|██████████| 5/5 [06:39<00:00, 88.98s/it]


Total Ensemble Batches:  25%|██▌       | 1/4 [06:39<19:59, 399.89s/it]

Running batch 2 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:02,  1.42it/s]


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







2025-03-27 02:13:40.603 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [06:40<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:00<00:02,  1.42it/s]







2025-03-27 02:13:40.943 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]







2025-03-27 02:13:41.107 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]







2025-03-27 02:13:41.255 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:21,  1.15it/s]







2025-03-27 02:13:41.447 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:19,  1.15it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]







2025-03-27 02:13:41.578 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.15it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]







2025-03-27 02:13:41.706 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.15it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:41<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:01<00:02,  1.42it/s]







2025-03-27 02:13:43.899 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:19,  1.15it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:44<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:04<00:02,  1.42it/s]


Fetching ARCO data:  19%|█▉        | 5/26 [00:05<00:23,  1.13s/it]







2025-03-27 02:13:46.170 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:20,  1.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:46<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:06<00:02,  1.42it/s]







2025-03-27 02:13:49.396 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:08<00:20,  1.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:49<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:09<00:02,  1.42it/s]







2025-03-27 02:13:51.985 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:11<00:20,  1.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:52<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:12<00:02,  1.42it/s]







2025-03-27 02:13:54.397 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:13<00:20,  1.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:54<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:14<00:02,  1.42it/s]


Fetching ARCO data:  35%|███▍      | 9/26 [00:15<00:32,  1.92s/it]







2025-03-27 02:13:56.426 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:15<00:26,  1.92s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:56<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:16<00:02,  1.42it/s]







2025-03-27 02:13:58.985 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:18<00:26,  1.92s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [06:59<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:19<00:02,  1.42it/s]







2025-03-27 02:14:00.913 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:20<00:26,  1.92s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:01<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:21<00:02,  1.42it/s]







2025-03-27 02:14:02.317 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:21<00:26,  1.92s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:02<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:22<00:02,  1.42it/s]


Fetching ARCO data:  50%|█████     | 13/26 [00:23<00:24,  1.89s/it]







2025-03-27 02:14:03.829 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:23<00:18,  1.89s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:03<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:24<00:02,  1.42it/s]







2025-03-27 02:14:05.242 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:18,  1.89s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:05<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:25<00:02,  1.42it/s]







2025-03-27 02:14:06.675 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:26<00:18,  1.89s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:06<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:26<00:02,  1.42it/s]







2025-03-27 02:14:08.200 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:27<00:18,  1.89s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:08<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:28<00:02,  1.42it/s]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:29<00:15,  1.73s/it]







2025-03-27 02:14:09.758 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:29<00:10,  1.73s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:09<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:29<00:02,  1.42it/s]







2025-03-27 02:14:11.334 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:30<00:10,  1.73s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:11<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:31<00:02,  1.42it/s]







2025-03-27 02:14:12.850 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:32<00:10,  1.73s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:12<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:33<00:02,  1.42it/s]







2025-03-27 02:14:14.987 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:34<00:10,  1.73s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:15<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:35<00:02,  1.42it/s]


Fetching ARCO data:  81%|████████  | 21/26 [00:35<00:08,  1.71s/it]







2025-03-27 02:14:16.404 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:35<00:03,  1.71s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:16<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:36<00:02,  1.42it/s]







2025-03-27 02:14:18.104 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:37<00:03,  1.71s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:18<19:59, 399.89s/it]

Running batch 2 inference:  20%|██        | 1/5 [00:38<00:02,  1.42it/s]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:39<00:01,  1.42s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:39<00:00,  1.51s/it]


Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]


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







2025-03-27 02:14:39.048 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:39.102 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:39.148 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:39.189 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:05,  4.64it/s]







2025-03-27 02:14:39.263 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:04,  4.64it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:39.301 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:04,  4.64it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:39.340 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:04,  4.64it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:39<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [00:59<01:44, 34.70s/it]







2025-03-27 02:14:41.206 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:04,  4.64it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:41<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:01<01:44, 34.70s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:04<00:17,  1.18it/s]







2025-03-27 02:14:43.094 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:04<00:15,  1.18it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:43<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:03<01:44, 34.70s/it]







2025-03-27 02:14:44.939 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:15,  1.18it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:45<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:05<01:44, 34.70s/it]







2025-03-27 02:14:46.805 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:07<00:15,  1.18it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:46<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:06<01:44, 34.70s/it]







2025-03-27 02:14:48.721 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:15,  1.18it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:48<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:08<01:44, 34.70s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:11<00:24,  1.42s/it]







2025-03-27 02:14:50.622 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:11<00:19,  1.42s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:50<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:10<01:44, 34.70s/it]







2025-03-27 02:14:52.527 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:13<00:19,  1.42s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:52<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:12<01:44, 34.70s/it]







2025-03-27 02:14:54.360 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:15<00:19,  1.42s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:54<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:14<01:44, 34.70s/it]







2025-03-27 02:14:55.744 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:16<00:19,  1.42s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:55<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:15<01:44, 34.70s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:18<00:19,  1.52s/it]







2025-03-27 02:14:57.267 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:18<00:15,  1.52s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:57<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:17<01:44, 34.70s/it]







2025-03-27 02:14:58.703 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:19<00:15,  1.52s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [07:58<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:18<01:44, 34.70s/it]







2025-03-27 02:15:00.131 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:21<00:15,  1.52s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:00<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:20<01:44, 34.70s/it]







2025-03-27 02:15:01.610 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:15,  1.52s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:01<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:21<01:44, 34.70s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:23<00:13,  1.47s/it]







2025-03-27 02:15:02.795 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:23<00:08,  1.47s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:02<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:22<01:44, 34.70s/it]







2025-03-27 02:15:04.129 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:25<00:08,  1.47s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:04<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:24<01:44, 34.70s/it]







2025-03-27 02:15:05.569 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:26<00:08,  1.47s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:05<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:25<01:44, 34.70s/it]







2025-03-27 02:15:07.205 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:28<00:08,  1.47s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:07<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:27<01:44, 34.70s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:29<00:07,  1.48s/it]







2025-03-27 02:15:08.806 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:29<00:02,  1.48s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:08<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:28<01:44, 34.70s/it]







2025-03-27 02:15:10.495 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:31<00:02,  1.48s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:10<19:59, 399.89s/it]

Running batch 2 inference:  40%|████      | 2/5 [01:30<01:44, 34.70s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:33<00:01,  1.27s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:33<00:00,  1.28s/it]


Running batch 2 inference:  60%|██████    | 3/5 [01:51<01:25, 42.80s/it]


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







2025-03-27 02:15:31.659 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [08:31<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:51<01:25, 42.80s/it]







2025-03-27 02:15:32.635 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:32<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:52<01:25, 42.80s/it]







2025-03-27 02:15:33.154 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:33<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:53<01:25, 42.80s/it]







2025-03-27 02:15:33.232 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:33<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:53<01:25, 42.80s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:45,  1.81s/it]







2025-03-27 02:15:33.302 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:39,  1.81s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:33<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:53<01:25, 42.80s/it]







2025-03-27 02:15:33.354 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:39,  1.81s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:33<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:53<01:25, 42.80s/it]







2025-03-27 02:15:33.408 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:39,  1.81s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:33<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:53<01:25, 42.80s/it]







2025-03-27 02:15:35.270 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:39,  1.81s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:35<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:55<01:25, 42.80s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:05<00:23,  1.11s/it]







2025-03-27 02:15:37.265 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:19,  1.11s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:37<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [01:57<01:25, 42.80s/it]







2025-03-27 02:15:41.312 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:19,  1.11s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:41<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:01<01:25, 42.80s/it]







2025-03-27 02:15:44.676 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:13<00:19,  1.11s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:44<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:04<01:25, 42.80s/it]







2025-03-27 02:15:48.144 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:16<00:19,  1.11s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:48<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:08<01:25, 42.80s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:19<00:40,  2.41s/it]







2025-03-27 02:15:51.151 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:19<00:33,  2.41s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:51<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:11<01:25, 42.80s/it]







2025-03-27 02:15:53.930 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:22<00:33,  2.41s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:54<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:14<01:25, 42.80s/it]







2025-03-27 02:15:59.780 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:28<00:33,  2.41s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [08:59<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:19<01:25, 42.80s/it]







2025-03-27 02:16:03.643 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:32<00:33,  2.41s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:03<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:23<01:25, 42.80s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:46<00:55,  4.30s/it]







2025-03-27 02:16:18.031 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:46<00:43,  4.30s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:18<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:38<01:25, 42.80s/it]







2025-03-27 02:16:28.314 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:56<00:43,  4.30s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:28<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:48<01:25, 42.80s/it]







2025-03-27 02:16:29.754 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:58<00:43,  4.30s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:29<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:49<01:25, 42.80s/it]







2025-03-27 02:16:31.226 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:59<00:43,  4.30s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:31<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:51<01:25, 42.80s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [01:01<00:36,  4.06s/it]







2025-03-27 02:16:32.748 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:01<00:24,  4.06s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:32<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:52<01:25, 42.80s/it]







2025-03-27 02:16:34.101 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:02<00:24,  4.06s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:34<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:54<01:25, 42.80s/it]







2025-03-27 02:16:35.628 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:04<00:24,  4.06s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:35<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:55<01:25, 42.80s/it]







2025-03-27 02:16:37.376 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:05<00:24,  4.06s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:37<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:57<01:25, 42.80s/it]


Fetching ARCO data:  81%|████████  | 21/26 [01:07<00:15,  3.18s/it]







2025-03-27 02:16:39.098 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [01:07<00:06,  3.18s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:39<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [02:59<01:25, 42.80s/it]







2025-03-27 02:16:41.342 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [01:09<00:06,  3.18s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [09:41<19:59, 399.89s/it]

Running batch 2 inference:  60%|██████    | 3/5 [03:01<01:25, 42.80s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [01:12<00:02,  2.48s/it]
Fetching ARCO data: 100%|██████████| 26/26 [01:12<00:00,  2.77s/it]


Running batch 2 inference:  80%|████████  | 4/5 [03:23<01:01, 61.98s/it]


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







2025-03-27 02:17:03.094 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  25%|██▌       | 1/4 [10:03<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:23<01:01, 61.98s/it]







2025-03-27 02:17:03.883 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-05T00:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:04<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:24<01:01, 61.98s/it]







2025-03-27 02:17:04.235 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-05T00:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:04<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:24<01:01, 61.98s/it]







2025-03-27 02:17:04.473 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-05T00:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:04<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:24<01:01, 61.98s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:46,  1.88s/it]







2025-03-27 02:17:04.818 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:41,  1.88s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:04<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:24<01:01, 61.98s/it]







2025-03-27 02:17:05.095 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:41,  1.88s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:05<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:25<01:01, 61.98s/it]







2025-03-27 02:17:05.339 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:41,  1.88s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:05<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:25<01:01, 61.98s/it]







2025-03-27 02:17:09.178 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:06<00:41,  1.88s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:09<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:29<01:01, 61.98s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:09<00:42,  2.00s/it]







2025-03-27 02:17:12.840 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:10<00:36,  2.00s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:12<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:33<01:01, 61.98s/it]







2025-03-27 02:17:16.295 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:13<00:36,  2.00s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:16<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:36<01:01, 61.98s/it]







2025-03-27 02:17:19.207 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:16<00:36,  2.00s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:19<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:39<01:01, 61.98s/it]







2025-03-27 02:17:23.168 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:20<00:36,  2.00s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:23<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:43<01:01, 61.98s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:24<00:49,  2.91s/it]







2025-03-27 02:17:27.490 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:24<00:40,  2.91s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:27<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:47<01:01, 61.98s/it]







2025-03-27 02:17:32.068 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:29<00:40,  2.91s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:32<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:52<01:01, 61.98s/it]







2025-03-27 02:17:36.305 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:33<00:40,  2.91s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:36<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:56<01:01, 61.98s/it]







2025-03-27 02:17:39.128 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:36<00:40,  2.91s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:39<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [03:59<01:01, 61.98s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:38<00:40,  3.13s/it]







2025-03-27 02:17:41.132 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:38<00:31,  3.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:41<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:01<01:01, 61.98s/it]







2025-03-27 02:17:42.875 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:40<00:31,  3.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:43<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:03<01:01, 61.98s/it]







2025-03-27 02:17:44.483 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:41<00:31,  3.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:44<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:04<01:01, 61.98s/it]







2025-03-27 02:17:46.065 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:43<00:31,  3.13s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:46<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:06<01:01, 61.98s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:45<00:23,  2.58s/it]







2025-03-27 02:17:47.942 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:45<00:15,  2.58s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:48<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:08<01:01, 61.98s/it]







2025-03-27 02:17:49.407 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:46<00:15,  2.58s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:49<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:09<01:01, 61.98s/it]







2025-03-27 02:17:50.896 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:48<00:15,  2.58s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:51<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:11<01:01, 61.98s/it]







2025-03-27 02:17:52.593 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:49<00:15,  2.58s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:52<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:12<01:01, 61.98s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:51<00:11,  2.23s/it]







2025-03-27 02:17:54.336 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:51<00:04,  2.23s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:54<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:14<01:01, 61.98s/it]







2025-03-27 02:17:56.348 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:53<00:04,  2.23s/it]
Total Ensemble Batches:  25%|██▌       | 1/4 [10:56<19:59, 399.89s/it]

Running batch 2 inference:  80%|████████  | 4/5 [04:16<01:01, 61.98s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:55<00:01,  1.83s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:55<00:00,  2.14s/it]


Running batch 2 inference: 100%|██████████| 5/5 [04:37<00:00, 66.63s/it]


Total Ensemble Batches:  50%|█████     | 2/4 [11:17<10:56, 328.16s/it]

Running batch 4 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 4 inference:  20%|██        | 1/5 [00:00<00:03,  1.20it/s]


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







2025-03-27 02:18:18.690 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [11:18<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:00<00:03,  1.20it/s]







2025-03-27 02:18:19.029 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]







2025-03-27 02:18:19.177 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]







2025-03-27 02:18:19.263 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:18,  1.35it/s]







2025-03-27 02:18:19.400 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:16,  1.35it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]







2025-03-27 02:18:19.511 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:16,  1.35it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]







2025-03-27 02:18:19.603 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:16,  1.35it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [11:19<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:01<00:03,  1.20it/s]







2025-03-27 02:18:21.818 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:16,  1.35it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [11:21<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:04<00:03,  1.20it/s]


Fetching ARCO data:  19%|█▉        | 5/26 [00:05<00:22,  1.09s/it]







2025-03-27 02:18:23.998 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:19,  1.09s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:24<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:06<00:03,  1.20it/s]







2025-03-27 02:18:25.786 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:07<00:19,  1.09s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:25<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:08<00:03,  1.20it/s]







2025-03-27 02:18:27.842 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:19,  1.09s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:27<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:10<00:03,  1.20it/s]







2025-03-27 02:18:30.233 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:11<00:19,  1.09s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:30<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:12<00:03,  1.20it/s]


Fetching ARCO data:  35%|███▍      | 9/26 [00:13<00:27,  1.62s/it]







2025-03-27 02:18:32.174 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:13<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:32<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:14<00:03,  1.20it/s]







2025-03-27 02:18:33.991 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:15<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:34<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:16<00:03,  1.20it/s]







2025-03-27 02:18:36.431 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:17<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:36<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:18<00:03,  1.20it/s]







2025-03-27 02:18:38.050 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:19<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:38<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:20<00:03,  1.20it/s]


Fetching ARCO data:  50%|█████     | 13/26 [00:20<00:22,  1.72s/it]







2025-03-27 02:18:39.594 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:21<00:17,  1.72s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:39<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:21<00:03,  1.20it/s]







2025-03-27 02:18:41.279 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:17,  1.72s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:41<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:23<00:03,  1.20it/s]







2025-03-27 02:18:43.226 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:17,  1.72s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:43<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:25<00:03,  1.20it/s]







2025-03-27 02:18:44.660 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:26<00:17,  1.72s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:44<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:26<00:03,  1.20it/s]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:27<00:15,  1.69s/it]







2025-03-27 02:18:46.186 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:27<00:10,  1.69s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:46<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:28<00:03,  1.20it/s]







2025-03-27 02:18:47.687 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:29<00:10,  1.69s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:47<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:29<00:03,  1.20it/s]







2025-03-27 02:18:49.114 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:30<00:10,  1.69s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:49<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:31<00:03,  1.20it/s]







2025-03-27 02:18:50.637 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:32<00:10,  1.69s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:50<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:32<00:03,  1.20it/s]


Fetching ARCO data:  81%|████████  | 21/26 [00:33<00:08,  1.64s/it]







2025-03-27 02:18:52.326 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:33<00:03,  1.64s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:52<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:34<00:03,  1.20it/s]







2025-03-27 02:18:54.052 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:35<00:03,  1.64s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [11:54<10:56, 328.16s/it]

Running batch 4 inference:  20%|██        | 1/5 [00:36<00:03,  1.20it/s]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:36<00:01,  1.36s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:36<00:00,  1.42s/it]


Running batch 4 inference:  40%|████      | 2/5 [00:57<01:40, 33.51s/it]


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







2025-03-27 02:19:15.069 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [12:15<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:57<01:40, 33.51s/it]







2025-03-27 02:19:15.454 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [12:15<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:57<01:40, 33.51s/it]







2025-03-27 02:19:15.612 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [12:15<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:57<01:40, 33.51s/it]







2025-03-27 02:19:15.752 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [12:15<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:57<01:40, 33.51s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:22,  1.10it/s]







2025-03-27 02:19:15.934 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:19,  1.10it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [12:16<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:58<01:40, 33.51s/it]







2025-03-27 02:19:16.068 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.10it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [12:16<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:58<01:40, 33.51s/it]







2025-03-27 02:19:16.224 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.10it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [12:16<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [00:58<01:40, 33.51s/it]







2025-03-27 02:19:18.499 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:19,  1.10it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [12:18<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:00<01:40, 33.51s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:05<00:22,  1.08s/it]







2025-03-27 02:19:20.352 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:19,  1.08s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:20<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:02<01:40, 33.51s/it]







2025-03-27 02:19:22.306 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:07<00:19,  1.08s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:22<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:04<01:40, 33.51s/it]







2025-03-27 02:19:24.297 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:19,  1.08s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:24<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:06<01:40, 33.51s/it]







2025-03-27 02:19:26.240 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:11<00:19,  1.08s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:26<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:08<01:40, 33.51s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:13<00:26,  1.57s/it]







2025-03-27 02:19:28.275 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:13<00:22,  1.57s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:28<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:10<01:40, 33.51s/it]







2025-03-27 02:19:30.180 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:15<00:22,  1.57s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:30<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:12<01:40, 33.51s/it]







2025-03-27 02:19:31.894 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:16<00:22,  1.57s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:32<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:14<01:40, 33.51s/it]







2025-03-27 02:19:33.409 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:18<00:22,  1.57s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:33<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:15<01:40, 33.51s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:19<00:20,  1.60s/it]







2025-03-27 02:19:34.863 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:19<00:16,  1.60s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:34<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:17<01:40, 33.51s/it]







2025-03-27 02:19:36.274 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:21<00:16,  1.60s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:36<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:18<01:40, 33.51s/it]







2025-03-27 02:19:37.684 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:16,  1.60s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:37<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:19<01:40, 33.51s/it]







2025-03-27 02:19:39.350 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:16,  1.60s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:39<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:21<01:40, 33.51s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:25<00:14,  1.56s/it]







2025-03-27 02:19:40.788 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:25<00:09,  1.56s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:40<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:23<01:40, 33.51s/it]







2025-03-27 02:19:42.325 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:27<00:09,  1.56s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:42<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:24<01:40, 33.51s/it]







2025-03-27 02:19:43.905 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:28<00:09,  1.56s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:44<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:26<01:40, 33.51s/it]







2025-03-27 02:19:45.934 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:30<00:09,  1.56s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:46<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:28<01:40, 33.51s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:32<00:08,  1.61s/it]







2025-03-27 02:19:47.624 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:32<00:03,  1.61s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:47<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:29<01:40, 33.51s/it]







2025-03-27 02:19:49.347 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:34<00:03,  1.61s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [12:49<10:56, 328.16s/it]

Running batch 4 inference:  40%|████      | 2/5 [01:31<01:40, 33.51s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:35<00:01,  1.34s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:35<00:00,  1.38s/it]


Running batch 4 inference:  60%|██████    | 3/5 [01:52<01:26, 43.46s/it]


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







2025-03-27 02:20:10.455 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [13:10<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:52<01:26, 43.46s/it]







2025-03-27 02:20:10.946 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [13:11<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:53<01:26, 43.46s/it]







2025-03-27 02:20:11.454 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [13:11<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:53<01:26, 43.46s/it]







2025-03-27 02:20:11.922 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [13:12<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:54<01:26, 43.46s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:02<00:53,  2.14s/it]







2025-03-27 02:20:12.469 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:47,  2.14s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:12<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:54<01:26, 43.46s/it]







2025-03-27 02:20:12.928 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:02<00:47,  2.14s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:13<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:55<01:26, 43.46s/it]







2025-03-27 02:20:13.417 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:47,  2.14s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:13<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:55<01:26, 43.46s/it]







2025-03-27 02:20:15.328 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:05<00:47,  2.14s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:15<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:57<01:26, 43.46s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:06<00:27,  1.33s/it]







2025-03-27 02:20:17.197 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:06<00:23,  1.33s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:17<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [01:59<01:26, 43.46s/it]







2025-03-27 02:20:18.989 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:08<00:23,  1.33s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:19<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:01<01:26, 43.46s/it]







2025-03-27 02:20:20.820 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:10<00:23,  1.33s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:20<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:03<01:26, 43.46s/it]







2025-03-27 02:20:22.732 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:12<00:23,  1.33s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:22<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:04<01:26, 43.46s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:14<00:27,  1.62s/it]







2025-03-27 02:20:24.664 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:14<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:24<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:06<01:26, 43.46s/it]







2025-03-27 02:20:26.635 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:16<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:26<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:08<01:26, 43.46s/it]







2025-03-27 02:20:28.505 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:18<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:28<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:10<01:26, 43.46s/it]







2025-03-27 02:20:29.945 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:19<00:22,  1.62s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:30<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:12<01:26, 43.46s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:21<00:21,  1.65s/it]







2025-03-27 02:20:31.426 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:21<00:16,  1.65s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:31<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:13<01:26, 43.46s/it]







2025-03-27 02:20:32.867 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:16,  1.65s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:33<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:15<01:26, 43.46s/it]







2025-03-27 02:20:34.264 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:23<00:16,  1.65s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:34<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:16<01:26, 43.46s/it]







2025-03-27 02:20:35.674 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:25<00:16,  1.65s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:35<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:17<01:26, 43.46s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:26<00:14,  1.58s/it]







2025-03-27 02:20:37.240 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:26<00:09,  1.58s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:37<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:19<01:26, 43.46s/it]







2025-03-27 02:20:38.737 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:28<00:09,  1.58s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:38<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:20<01:26, 43.46s/it]







2025-03-27 02:20:40.241 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:29<00:09,  1.58s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:40<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:22<01:26, 43.46s/it]







2025-03-27 02:20:41.975 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:31<00:09,  1.58s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:42<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:24<01:26, 43.46s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:33<00:07,  1.59s/it]







2025-03-27 02:20:43.753 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:33<00:03,  1.59s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:43<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:25<01:26, 43.46s/it]







2025-03-27 02:20:45.577 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:35<00:03,  1.59s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [13:45<10:56, 328.16s/it]

Running batch 4 inference:  60%|██████    | 3/5 [02:27<01:26, 43.46s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:36<00:01,  1.36s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:36<00:00,  1.42s/it]


Running batch 4 inference:  80%|████████  | 4/5 [02:48<00:48, 48.49s/it]


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







2025-03-27 02:21:06.594 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [14:06<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:48<00:48, 48.49s/it]







2025-03-27 02:21:07.098 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [14:07<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:49<00:48, 48.49s/it]







2025-03-27 02:21:07.312 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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%|█████     | 2/4 [14:07<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:49<00:48, 48.49s/it]







2025-03-27 02:21:07.519 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-05T00:00:00



Fetching ARCO data:   0%|          | 0/26 [00:01<?, ?it/s]
Total Ensemble Batches:  50%|█████     | 2/4 [14:07<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:49<00:48, 48.49s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:01<00:30,  1.23s/it]







2025-03-27 02:21:07.801 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:27,  1.23s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:07<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:50<00:48, 48.49s/it]







2025-03-27 02:21:08.067 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:27,  1.23s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:08<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:50<00:48, 48.49s/it]







2025-03-27 02:21:08.360 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:27,  1.23s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:08<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:50<00:48, 48.49s/it]







2025-03-27 02:21:11.582 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:05<00:27,  1.23s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:11<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:53<00:48, 48.49s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:07<00:31,  1.49s/it]







2025-03-27 02:21:13.893 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:07<00:26,  1.49s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:14<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:56<00:48, 48.49s/it]







2025-03-27 02:21:15.671 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:26,  1.49s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:15<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [02:57<00:48, 48.49s/it]







2025-03-27 02:21:18.624 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:12<00:26,  1.49s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:18<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:00<00:48, 48.49s/it]







2025-03-27 02:21:20.269 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:13<00:26,  1.49s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:20<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:02<00:48, 48.49s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:15<00:30,  1.81s/it]







2025-03-27 02:21:22.209 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:15<00:25,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:22<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:04<00:48, 48.49s/it]







2025-03-27 02:21:24.394 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:17<00:25,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:24<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:06<00:48, 48.49s/it]







2025-03-27 02:21:26.311 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:19<00:25,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:26<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:08<00:48, 48.49s/it]







2025-03-27 02:21:27.836 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:21<00:25,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:27<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:10<00:48, 48.49s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:22<00:23,  1.81s/it]







2025-03-27 02:21:29.415 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:18,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:29<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:11<00:48, 48.49s/it]







2025-03-27 02:21:30.951 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:18,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:31<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:13<00:48, 48.49s/it]







2025-03-27 02:21:32.400 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:25<00:18,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:32<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:14<00:48, 48.49s/it]







2025-03-27 02:21:34.087 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:27<00:18,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:34<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:16<00:48, 48.49s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:29<00:15,  1.71s/it]







2025-03-27 02:21:35.682 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:29<00:10,  1.71s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:35<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:17<00:48, 48.49s/it]







2025-03-27 02:21:37.703 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:31<00:10,  1.71s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:37<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:19<00:48, 48.49s/it]







2025-03-27 02:21:40.124 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:33<00:10,  1.71s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:40<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:22<00:48, 48.49s/it]







2025-03-27 02:21:41.823 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:35<00:10,  1.71s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:41<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:24<00:48, 48.49s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:37<00:09,  1.81s/it]







2025-03-27 02:21:43.585 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:37<00:03,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:43<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:25<00:48, 48.49s/it]







2025-03-27 02:21:45.440 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:38<00:03,  1.81s/it]
Total Ensemble Batches:  50%|█████     | 2/4 [14:45<10:56, 328.16s/it]

Running batch 4 inference:  80%|████████  | 4/5 [03:27<00:48, 48.49s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:41<00:01,  1.58s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:41<00:00,  1.60s/it]


Running batch 4 inference: 100%|██████████| 5/5 [03:49<00:00, 53.05s/it]


Total Ensemble Batches:  75%|███████▌  | 3/4 [15:07<04:43, 283.30s/it]

Running batch 6 inference:   0%|          | 0/5 [00:00<?, ?it/s]

Running batch 6 inference:  20%|██        | 1/5 [00:00<00:03,  1.01it/s]


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







2025-03-27 02:22:08.764 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [15:08<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:01<00:03,  1.01it/s]







2025-03-27 02:22:09.141 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [15:09<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:01<00:03,  1.01it/s]







2025-03-27 02:22:09.312 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [15:09<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:01<00:03,  1.01it/s]







2025-03-27 02:22:09.464 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [15:09<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:01<00:03,  1.01it/s]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:24,  1.03it/s]







2025-03-27 02:22:09.683 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:21,  1.03it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:09<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:02<00:03,  1.01it/s]







2025-03-27 02:22:09.826 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:21,  1.03it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:09<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:02<00:03,  1.01it/s]







2025-03-27 02:22:09.991 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:21,  1.03it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:10<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:02<00:03,  1.01it/s]







2025-03-27 02:22:11.885 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T21:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:21,  1.03it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:12<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:04<00:03,  1.01it/s]


Fetching ARCO data:  19%|█▉        | 5/26 [00:04<00:20,  1.00it/s]







2025-03-27 02:22:13.697 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:05<00:17,  1.00it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:13<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:06<00:03,  1.01it/s]







2025-03-27 02:22:15.692 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:07<00:17,  1.00it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:15<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:08<00:03,  1.01it/s]







2025-03-27 02:22:17.710 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:17,  1.00it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:17<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:10<00:03,  1.01it/s]







2025-03-27 02:22:19.597 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T21:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:10<00:17,  1.00it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:19<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:11<00:03,  1.01it/s]


Fetching ARCO data:  35%|███▍      | 9/26 [00:13<00:26,  1.55s/it]







2025-03-27 02:22:21.733 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:13<00:21,  1.55s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:21<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:14<00:03,  1.01it/s]







2025-03-27 02:22:23.624 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:14<00:21,  1.55s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:23<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:15<00:03,  1.01it/s]







2025-03-27 02:22:25.480 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:16<00:21,  1.55s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:25<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:17<00:03,  1.01it/s]







2025-03-27 02:22:26.870 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T21:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:18<00:21,  1.55s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:27<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:19<00:03,  1.01it/s]


Fetching ARCO data:  50%|█████     | 13/26 [00:19<00:20,  1.61s/it]







2025-03-27 02:22:28.441 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:19<00:16,  1.61s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:28<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:20<00:03,  1.01it/s]







2025-03-27 02:22:29.794 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:21<00:16,  1.61s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:29<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:22<00:03,  1.01it/s]







2025-03-27 02:22:31.212 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:22<00:16,  1.61s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:31<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:23<00:03,  1.01it/s]







2025-03-27 02:22:32.709 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T21:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:16,  1.61s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:32<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:25<00:03,  1.01it/s]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:25<00:13,  1.54s/it]







2025-03-27 02:22:34.145 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:25<00:09,  1.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:34<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:26<00:03,  1.01it/s]







2025-03-27 02:22:35.352 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:26<00:09,  1.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:35<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:27<00:03,  1.01it/s]







2025-03-27 02:22:36.838 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:28<00:09,  1.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:36<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:29<00:03,  1.01it/s]







2025-03-27 02:22:38.541 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T21:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:29<00:09,  1.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:38<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:30<00:03,  1.01it/s]


Fetching ARCO data:  81%|████████  | 21/26 [00:31<00:07,  1.53s/it]







2025-03-27 02:22:40.222 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:31<00:03,  1.53s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:40<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:32<00:03,  1.01it/s]







2025-03-27 02:22:41.962 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T21:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:33<00:03,  1.53s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [15:42<04:43, 283.30s/it]

Running batch 6 inference:  20%|██        | 1/5 [00:34<00:03,  1.01it/s]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:34<00:01,  1.31s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:34<00:00,  1.34s/it]


Running batch 6 inference:  40%|████      | 2/5 [00:55<01:36, 32.33s/it]


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







2025-03-27 02:23:03.017 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [16:03<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:55<01:36, 32.33s/it]







2025-03-27 02:23:03.363 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [16:03<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:55<01:36, 32.33s/it]







2025-03-27 02:23:03.520 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [16:03<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:55<01:36, 32.33s/it]







2025-03-27 02:23:03.667 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [16:03<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:56<01:36, 32.33s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:21,  1.15it/s]







2025-03-27 02:23:03.844 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:19,  1.15it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:03<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:56<01:36, 32.33s/it]







2025-03-27 02:23:03.992 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.15it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:04<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:56<01:36, 32.33s/it]







2025-03-27 02:23:04.147 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.15it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:04<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:56<01:36, 32.33s/it]







2025-03-27 02:23:06.288 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T22:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:19,  1.15it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:06<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [00:58<01:36, 32.33s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:05<00:25,  1.22s/it]







2025-03-27 02:23:08.947 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:06<00:21,  1.22s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:09<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:01<01:36, 32.33s/it]







2025-03-27 02:23:12.376 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:21,  1.22s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:12<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:04<01:36, 32.33s/it]







2025-03-27 02:23:15.880 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:12<00:21,  1.22s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:16<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:08<01:36, 32.33s/it]







2025-03-27 02:23:18.242 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T22:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:15<00:21,  1.22s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:18<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:10<01:36, 32.33s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:17<00:36,  2.17s/it]







2025-03-27 02:23:20.744 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:17<00:30,  2.17s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:20<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:13<01:36, 32.33s/it]







2025-03-27 02:23:22.734 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:19<00:30,  2.17s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:22<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:15<01:36, 32.33s/it]







2025-03-27 02:23:24.766 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:21<00:30,  2.17s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:24<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:17<01:36, 32.33s/it]







2025-03-27 02:23:26.261 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T22:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:23<00:30,  2.17s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:26<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:18<01:36, 32.33s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:24<00:25,  1.99s/it]







2025-03-27 02:23:27.846 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:24<00:19,  1.99s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:27<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:20<01:36, 32.33s/it]







2025-03-27 02:23:29.162 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:26<00:19,  1.99s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:29<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:21<01:36, 32.33s/it]







2025-03-27 02:23:30.715 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:27<00:19,  1.99s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:30<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:23<01:36, 32.33s/it]







2025-03-27 02:23:32.838 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T22:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:29<00:19,  1.99s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:32<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:25<01:36, 32.33s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:32<00:17,  1.98s/it]







2025-03-27 02:23:35.715 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:32<00:11,  1.98s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:35<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:28<01:36, 32.33s/it]







2025-03-27 02:23:38.709 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:35<00:11,  1.98s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:38<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:31<01:36, 32.33s/it]







2025-03-27 02:23:41.466 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:38<00:11,  1.98s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:41<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:33<01:36, 32.33s/it]







2025-03-27 02:23:45.340 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T22:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:42<00:11,  1.98s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:45<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:37<01:36, 32.33s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:46<00:12,  2.46s/it]







2025-03-27 02:23:49.090 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:46<00:04,  2.46s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:49<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:41<01:36, 32.33s/it]







2025-03-27 02:23:53.537 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T22:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:50<00:04,  2.46s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [16:53<04:43, 283.30s/it]

Running batch 6 inference:  40%|████      | 2/5 [01:45<01:36, 32.33s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:55<00:02,  2.44s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:55<00:00,  2.14s/it]


Running batch 6 inference:  60%|██████    | 3/5 [02:10<01:43, 51.80s/it]


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







2025-03-27 02:24:18.111 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [17:18<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:10<01:43, 51.80s/it]







2025-03-27 02:24:21.524 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v10m at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:03<?, ?it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:21<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:13<01:43, 51.80s/it]







2025-03-27 02:24:24.368 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t2m at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:06<?, ?it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:24<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:16<01:43, 51.80s/it]







2025-03-27 02:24:27.039 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: tcwv at 2022-11-04T23:00:00



Fetching ARCO data:   0%|          | 0/26 [00:09<?, ?it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:27<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:19<01:43, 51.80s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:11<04:53, 11.74s/it]







2025-03-27 02:24:29.708 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:11<04:18, 11.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:29<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:22<01:43, 51.80s/it]







2025-03-27 02:24:31.476 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:13<04:18, 11.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:31<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:23<01:43, 51.80s/it]







2025-03-27 02:24:33.106 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:15<04:18, 11.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [17:33<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [02:25<01:43, 51.80s/it]







2025-03-27 02:25:20.547 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-04T23:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [01:02<04:18, 11.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:20<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:12<01:43, 51.80s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [01:08<04:48, 13.74s/it]







2025-03-27 02:25:26.094 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [01:08<04:07, 13.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:26<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:18<01:43, 51.80s/it]







2025-03-27 02:25:30.756 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [01:12<04:07, 13.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:30<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:23<01:43, 51.80s/it]







2025-03-27 02:25:34.106 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [01:16<04:07, 13.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:34<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:26<01:43, 51.80s/it]







2025-03-27 02:25:37.397 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-04T23:00:00



Fetching ARCO data:  31%|███       | 8/26 [01:19<04:07, 13.74s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:37<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:29<01:43, 51.80s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [01:23<02:20,  8.29s/it]







2025-03-27 02:25:41.267 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [01:23<01:56,  8.29s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:41<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:33<01:43, 51.80s/it]







2025-03-27 02:25:45.233 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [01:27<01:56,  8.29s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:45<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:37<01:43, 51.80s/it]







2025-03-27 02:25:49.447 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [01:31<01:56,  8.29s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:49<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:41<01:43, 51.80s/it]







2025-03-27 02:25:51.797 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-04T23:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [01:33<01:56,  8.29s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:51<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:44<01:43, 51.80s/it]


Fetching ARCO data:  50%|█████     | 13/26 [01:36<01:19,  6.10s/it]







2025-03-27 02:25:54.517 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [01:36<01:00,  6.10s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:54<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:46<01:43, 51.80s/it]







2025-03-27 02:25:57.378 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [01:39<01:00,  6.10s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:57<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:49<01:43, 51.80s/it]







2025-03-27 02:25:59.793 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [01:41<01:00,  6.10s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [18:59<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:52<01:43, 51.80s/it]







2025-03-27 02:26:03.362 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-04T23:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [01:45<01:00,  6.10s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:03<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:55<01:43, 51.80s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [01:48<00:44,  4.92s/it]







2025-03-27 02:26:06.735 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:48<00:29,  4.92s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:06<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [03:59<01:43, 51.80s/it]







2025-03-27 02:26:09.827 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:51<00:29,  4.92s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:09<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [04:02<01:43, 51.80s/it]







2025-03-27 02:26:11.956 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:54<00:29,  4.92s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:12<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [04:04<01:43, 51.80s/it]







2025-03-27 02:26:14.973 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-04T23:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [01:57<00:29,  4.92s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:15<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [04:07<01:43, 51.80s/it]


Fetching ARCO data:  81%|████████  | 21/26 [01:59<00:20,  4.16s/it]







2025-03-27 02:26:17.829 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [01:59<00:08,  4.16s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:17<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [04:10<01:43, 51.80s/it]







2025-03-27 02:26:20.127 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-04T23:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [02:02<00:08,  4.16s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:20<04:43, 283.30s/it]

Running batch 6 inference:  60%|██████    | 3/5 [04:12<01:43, 51.80s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [02:04<00:03,  3.17s/it]
Fetching ARCO data: 100%|██████████| 26/26 [02:04<00:00,  4.80s/it]


Running batch 6 inference:  80%|████████  | 4/5 [04:34<01:28, 88.32s/it]


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







2025-03-27 02:26:42.304 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [19:42<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:34<01:28, 88.32s/it]







2025-03-27 02:26:42.657 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [19:42<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:34<01:28, 88.32s/it]







2025-03-27 02:26:42.802 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [19:42<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:35<01:28, 88.32s/it]







2025-03-27 02:26:42.950 | DEBUG    | earth2studio.data.arco:fetch_array:254 - 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:  75%|███████▌  | 3/4 [19:43<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:35<01:28, 88.32s/it]


Fetching ARCO data:   4%|▍         | 1/26 [00:00<00:21,  1.14it/s]







2025-03-27 02:26:43.124 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: msl at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:00<00:19,  1.14it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:43<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:35<01:28, 88.32s/it]







2025-03-27 02:26:43.317 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: sp at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.14it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:43<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:35<01:28, 88.32s/it]







2025-03-27 02:26:43.464 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u1000 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:01<00:19,  1.14it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:43<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:35<01:28, 88.32s/it]







2025-03-27 02:26:45.882 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u850 at 2022-11-05T00:00:00



Fetching ARCO data:  15%|█▌        | 4/26 [00:03<00:19,  1.14it/s]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:46<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:38<01:28, 88.32s/it]


Fetching ARCO data:  19%|█▉        | 5/26 [00:06<00:27,  1.32s/it]







2025-03-27 02:26:48.746 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u500 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:06<00:23,  1.32s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:48<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:41<01:28, 88.32s/it]







2025-03-27 02:26:51.665 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: u250 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:09<00:23,  1.32s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:51<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:44<01:28, 88.32s/it]







2025-03-27 02:26:54.701 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v1000 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:12<00:23,  1.32s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:54<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:47<01:28, 88.32s/it]







2025-03-27 02:26:58.403 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v850 at 2022-11-05T00:00:00



Fetching ARCO data:  31%|███       | 8/26 [00:16<00:23,  1.32s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [19:58<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:50<01:28, 88.32s/it]


Fetching ARCO data:  35%|███▍      | 9/26 [00:20<00:42,  2.50s/it]







2025-03-27 02:27:02.655 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v500 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:20<00:35,  2.50s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:02<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:54<01:28, 88.32s/it]







2025-03-27 02:27:06.039 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: v250 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:23<00:35,  2.50s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:06<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [04:58<01:28, 88.32s/it]







2025-03-27 02:27:09.110 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z1000 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:26<00:35,  2.50s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:09<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:01<01:28, 88.32s/it]







2025-03-27 02:27:11.446 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z850 at 2022-11-05T00:00:00



Fetching ARCO data:  46%|████▌     | 12/26 [00:29<00:35,  2.50s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:11<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:03<01:28, 88.32s/it]


Fetching ARCO data:  50%|█████     | 13/26 [00:31<00:34,  2.67s/it]







2025-03-27 02:27:14.206 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z500 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:31<00:26,  2.67s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:14<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:06<01:28, 88.32s/it]







2025-03-27 02:27:16.401 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: z250 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:34<00:26,  2.67s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:16<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:08<01:28, 88.32s/it]







2025-03-27 02:27:18.565 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t1000 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:36<00:26,  2.67s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:18<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:10<01:28, 88.32s/it]







2025-03-27 02:27:20.512 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t850 at 2022-11-05T00:00:00



Fetching ARCO data:  62%|██████▏   | 16/26 [00:38<00:26,  2.67s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:20<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:12<01:28, 88.32s/it]


Fetching ARCO data:  65%|██████▌   | 17/26 [00:40<00:22,  2.47s/it]







2025-03-27 02:27:22.797 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t500 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:40<00:14,  2.47s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:22<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:15<01:28, 88.32s/it]







2025-03-27 02:27:25.585 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: t250 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:43<00:14,  2.47s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:25<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:17<01:28, 88.32s/it]







2025-03-27 02:27:27.673 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q1000 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:45<00:14,  2.47s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:27<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:20<01:28, 88.32s/it]







2025-03-27 02:27:30.452 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q850 at 2022-11-05T00:00:00



Fetching ARCO data:  77%|███████▋  | 20/26 [00:48<00:14,  2.47s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:30<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:22<01:28, 88.32s/it]


Fetching ARCO data:  81%|████████  | 21/26 [00:51<00:12,  2.54s/it]







2025-03-27 02:27:33.424 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q500 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:51<00:05,  2.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:33<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:25<01:28, 88.32s/it]







2025-03-27 02:27:35.636 | DEBUG    | earth2studio.data.arco:fetch_array:254 - Fetching ARCO zarr array for variable: q250 at 2022-11-05T00:00:00



Fetching ARCO data:  92%|█████████▏| 24/26 [00:53<00:05,  2.54s/it]
Total Ensemble Batches:  75%|███████▌  | 3/4 [20:35<04:43, 283.30s/it]

Running batch 6 inference:  80%|████████  | 4/5 [05:27<01:28, 88.32s/it]


Fetching ARCO data:  96%|█████████▌| 25/26 [00:56<00:02,  2.12s/it]
Fetching ARCO data: 100%|██████████| 26/26 [00:56<00:00,  2.17s/it]


Running batch 6 inference: 100%|██████████| 5/5 [05:50<00:00, 83.79s/it]


Total Ensemble Batches: 100%|██████████| 4/4 [20:58<00:00, 309.76s/it]
Total Ensemble Batches: 100%|██████████| 4/4 [20:58<00:00, 314.52s/it]
2025-03-27 02:27:57.953 | SUCCESS  | earth2studio.run:ensemble:412 - Inference complete
/
├── ensemble (8,) int64
├── ilat (512,) int64
├── ilon (640,) int64
├── lat (512, 640) float32
├── lead_time (5,) int64
├── lon (512, 640) float32
├── refc (8, 1, 5, 512, 640) float32
├── t2m (8, 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. Here we will just plot the temperature at 2 meters (t2m) 4 hours into the forecast.

Notice that the Zarr IO function has additional APIs to interact with the stored data.

import cartopy
import cartopy.crs as ccrs
import matplotlib.pyplot as plt

forecast = f"{date}"
step = nsteps  # 4 hours, since lead_time = 1 hr


def plot_(axi, data, title, cmap, vmin=None, vmax=None):
    """Convenience function for plotting pcolormesh."""
    # Plot the field using pcolormesh
    im = axi.pcolormesh(
        io["lon"][:],
        io["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 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")

# 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

Total running time of the script: (23 minutes 12.359 seconds)

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