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Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
subset_name: string
description: string
sample_count: int64
mesh_type: string
fields: struct<coords.npy: string, temperature.npy: string, k.npy: string, source.npy: string, edge_index.np (... 10 chars omitted)
  child 0, coords.npy: string
  child 1, temperature.npy: string
  child 2, k.npy: string
  child 3, source.npy: string
  child 4, edge_index.npy: string
limitations: list<item: string>
  child 0, item: string
subsets: list<item: struct<name: string, status: string, path: string, short_description: string>>
  child 0, item: struct<name: string, status: string, path: string, short_description: string>
      child 0, name: string
      child 1, status: string
      child 2, path: string
      child 3, short_description: string
to
{'subsets': List({'name': Value('string'), 'status': Value('string'), 'path': Value('string'), 'short_description': Value('string')})}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              subset_name: string
              description: string
              sample_count: int64
              mesh_type: string
              fields: struct<coords.npy: string, temperature.npy: string, k.npy: string, source.npy: string, edge_index.np (... 10 chars omitted)
                child 0, coords.npy: string
                child 1, temperature.npy: string
                child 2, k.npy: string
                child 3, source.npy: string
                child 4, edge_index.npy: string
              limitations: list<item: string>
                child 0, item: string
              subsets: list<item: struct<name: string, status: string, path: string, short_description: string>>
                child 0, item: struct<name: string, status: string, path: string, short_description: string>
                    child 0, name: string
                    child 1, status: string
                    child 2, path: string
                    child 3, short_description: string
              to
              {'subsets': List({'name': Value('string'), 'status': Value('string'), 'path': Value('string'), 'short_description': Value('string')})}
              because column names don't match

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Heat3D Thermal Simulation Dataset: Synthetic 3D Heat-Conduction Data for Operator Learning

This repository is the main dataset entry point for the Heat3D project. It is intended to collect multiple synthetic 3D heat-conduction subsets for operator learning research.

The current public release contains one subset:

  • subsets/v0_unitcube_demo/: a prototype UnitCube dataset for checking data loading, 3D graph construction, training, and evaluation workflows.

The data is synthetic and feasibility-oriented. It should not be interpreted as a complete real 3D IC, chiplet, TSV, or package thermal dataset.

Repository Structure

README.md
DATASET_INDEX.md
metadata/
  schema.md
  versions.json
subsets/
  v0_unitcube_demo/
    README.md
    metadata.json
    samples/
      sample_000/
      sample_001/
      ...

Current Subsets

See DATASET_INDEX.md for the subset list and version status.

Code And Current Public Subset

The associated code repository is:

https://github.com/133754144/heat3d-ic

The current public subset used by the codebase is:

subsets/v0_unitcube_demo/

For local runs, place the sample_xxx/ directories from subsets/v0_unitcube_demo/samples/ under ./dataset_3d_heat/ in the code repository checkout.

Related Code

The associated research codebase is:

https://github.com/133754144/heat3d-ic

Scope

This dataset family is designed to support steady 3D thermal field prediction from thermal conductivity fields and localized heat source fields. Future subsets may add more complex geometries, material interfaces, boundary conditions, package scenarios, TSV structures, micro-bumps, chiplet stacks, and transient heat-conduction settings.

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