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The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 60, in _split_generators
                  with h5py.File(f, "r") as h5:
                       ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 564, in __init__
                  fid = make_fid(name, mode, userblock_size, fapl, fcpl, swmr=swmr)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 238, in make_fid
                  fid = h5f.open(name, flags, fapl=fapl)
                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "h5py/_objects.pyx", line 56, in h5py._objects.with_phil.wrapper
                File "h5py/_objects.pyx", line 57, in h5py._objects.with_phil.wrapper
                File "h5py/h5f.pyx", line 102, in h5py.h5f.open
              OSError: Unable to synchronously open file (file signature not found)
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 65, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                         ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.

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Rayleigh-Bénard Convection (2D) Dataset

This dataset contains 2D numerical simulations of Rayleigh-Bénard convection using the IncompressibleNavierStokes.jl framework, specifically designed for long-duration analysis of flow reversals.

Physics & Numerical Setup

The simulation models a fluid in a square box heated from the bottom and cooled from the top.

Governing Equations

The system is governed by the incompressible Navier-Stokes equations under the Boussinesq approximation:

  • Mass: $$ \nabla \cdot \mathbf{u} = 0 $$
  • Momentum: $$\partial_t \mathbf{u} + (\mathbf{u} \cdot \nabla)\mathbf{u} = -\nabla p + Pr \nabla^2 \mathbf{u} + Pr Ra \theta \hat{\mathbf{y}}$$
  • Energy: $$\partial_t \theta + (\mathbf{u} \cdot \nabla)\theta = \nabla^2 \theta$$

Data Format

All the files are inside datasets/ folder in zipped format. Each zipped contains simulation with varying Pr and Ra number, which can be identified from the name of file as RB_Ra_Pr.zip

File format inside the zip is *.HDF5, named as sol_{file_idx}_{time}.hdf5. The data inside this files are in format as shown below:

Dataset Name Description Shape
velocity Velocity field $\mathbf{u} = (u, v)$ (258, 258, 2)
temp Temperature deviation field $$\theta$$ (258, 258)
pressure Kinematic pressure field $$p$$ (256, 256)
time Non-dimensional simulation time ($$t$$) Scalar

Visualization of Data

A video of flow reversal data for Ra=1e8 and Pr=5

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