[Bug]: unable to download well data locally or stream via hugging face #57
Description
Describe the issue:
after installing the well and benchmarks i am unable to download any datasets locally or stream them via hugging face.
stats.yml files generated after running the command well_download(base_path=base_path, dataset="turbulent_radiative_layer_2D", split="train") is below, is the data storage at "https://sdsc-users.flatironinstitute.org/~polymathic/data/the_well" undergoing maintenance?
503 Service Temporarily Unavailable
nginx
i also receive an error when i try to stream data from huggingface, specifically the error
FileNotFoundError: polymathic-ai/active_matter\data\train/*.h5 (invalid repository id)
Code to reproduce the issue:
import matplotlib.pyplot as plt
import numpy as np
import torch
from einops import rearrange
from neuralop.models import FNO
from tqdm import tqdm
from the_well.benchmark.metrics import VRMSE
from the_well.data import WellDataset
#from the well.data.benchmark import WellDataModule
from the_well.data.normalization import ( # noqa: F401
RMSNormalization,
ZScoreNormalization,
)
from the_well.utils.download import well_download
device = "cuda"
base_path = "./datasets" # path/to/storage
well_download(base_path=base_path, dataset="turbulent_radiative_layer_2D", split="train") #dataset="turbulent_radiative_layer_2D", split="train")
well_download(base_path=base_path, dataset="turbulent_radiative_layer_2D", split="valid")#dataset="turbulent_radiative_layer_2D", split="valid")
#WellDataset class takes in arguments OF, n_steps_input and n_steps output refer to
dataset = WellDataset(
well_base_path=f"{base_path}/datasets",
well_dataset_name="active_matter",#"turbulent_radiative_layer_2D",
well_split_name="train",
n_steps_input=4,
n_steps_output=1,
use_normalization=False,
)
from the_well.data import WellDataset
from torch.utils.data import DataLoader
# The following line may take a couple of minutes to instantiate the datamodule
trainset = WellDataset(
well_base_path="hf://datasets/polymathic-ai/", # access from HF hub
well_dataset_name="active_matter",
well_split_name="train",
)
train_loader = DataLoader(trainset)Version
1.1.0
Environment
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tomli @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/tomli_1729047129961/work
tomlkit @ file:///C:/Users/dev-admin/buildout/perseverance-python-buildout/croot/tomlkit_1731700037073/work
torch==2.7.1
torch-harmonics==0.6.3
torchattacks==3.5.1
torchinfo==1.8.0
torchvision==0.22.1
tornado @ file:///C:/b/abs_7dzpc171lf/croot/tornado_1748956950306/work
tqdm==4.67.1
traitlets @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/traitlets_1729038154689/work
typing-inspection==0.4.1
typing_extensions @ file:///C:/b/abs_0ffjxtihug/croot/typing_extensions_1734714875646/work
tzdata==2025.2
ujson @ file:///C:/b/abs_e5a_v6aejl/croot/ujson_1736543954444/work
Unidecode @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/unidecode_1729103602327/work
urllib3==1.26.20
wandb==0.20.1
watchdog @ file:///C:/b/abs_29_7vso69r/croot/watchdog_1740409940307/work
wcwidth @ file:///C:/b/abs_0c8p4c33bp/croot/wcwidth_1750352902378/work
webencodings @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/webencodings_1729039571130/work
websocket-client @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/websocket-client_1729041881346/work
whatthepatch @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/whatthepatch_1729057332458/work
wheel==0.45.1
win_inet_pton @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/win_inet_pton_1729038644686/work
wrapt @ file:///C:/b/abs_68gzx33lzh/croot/wrapt_1736543196433/work
xmltodict==0.14.2
yapf @ file:///C:/Users/dev-admin/perseverance-python-buildout/croot/yapf_1729057456500/work
yarl @ file:///C:/b/abs_281qby2vim/croot/yarl_1732546854547/work
zipp @ file:///C:/b/abs_2fcpcg89my/croot/zipp_1732630746332/work
Context for the issue:
No response