Skip to content

TypeError: Couldn't cast array of type string to null on webdataset format dataset #7549

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
narugo1992 opened this issue May 2, 2025 · 1 comment

Comments

@narugo1992
Copy link

Describe the bug

from datasets import load_dataset
dataset = load_dataset("animetimm/danbooru-wdtagger-v4-w640-ws-30k")

got

  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/arrow_writer.py", line 626, in write_batch
    arrays.append(pa.array(typed_sequence))
  File "pyarrow/array.pxi", line 255, in pyarrow.lib.array
  File "pyarrow/array.pxi", line 117, in pyarrow.lib._handle_arrow_array_protocol
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/arrow_writer.py", line 258, in __arrow_array__
    out = cast_array_to_feature(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 1798, in wrapper
    return func(array, *args, **kwargs)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 2006, in cast_array_to_feature
    arrays = [
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 2007, in <listcomp>
    _c(array.field(name) if name in array_fields else null_array, subfeature)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 1798, in wrapper
    return func(array, *args, **kwargs)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 2066, in cast_array_to_feature
    casted_array_values = _c(array.values, feature.feature)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 1798, in wrapper
    return func(array, *args, **kwargs)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 2103, in cast_array_to_feature
    return array_cast(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 1798, in wrapper
    return func(array, *args, **kwargs)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/table.py", line 1949, in array_cast
    raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
TypeError: Couldn't cast array of type string to null

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/load.py", line 2084, in load_dataset
    builder_instance.download_and_prepare(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/builder.py", line 925, in download_and_prepare
    self._download_and_prepare(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/builder.py", line 1649, in _download_and_prepare
    super()._download_and_prepare(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
    self._prepare_split(split_generator, **prepare_split_kwargs)
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/builder.py", line 1487, in _prepare_split
    for job_id, done, content in self._prepare_split_single(
  File "/home/ubuntu/miniconda3/lib/python3.10/site-packages/datasets/builder.py", line 1644, in _prepare_split_single
    raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

datasets==3.5.1 whats wrong

its inner json structure is like

  features:
    - name: "image"
      dtype: "image"
    - name: "json.id"
      dtype: "string"
    - name: "json.width"
      dtype: "int32"
    - name: "json.height"
      dtype: "int32"
    - name: "json.rating"
      sequence:
        dtype: "string"
    - name: "json.general_tags"
      sequence:
        dtype: "string"
    - name: "json.character_tags"
      sequence:
        dtype: "string"

i'm 100% sure all the jsons satisfies the abovementioned format.

Steps to reproduce the bug

from datasets import load_dataset
dataset = load_dataset("animetimm/danbooru-wdtagger-v4-w640-ws-30k")

Expected behavior

load the dataset successfully, with the abovementioned json format and webp images

Environment info

Copy-and-paste the text below in your GitHub issue.

  • datasets version: 3.5.1
  • Platform: Linux-6.8.0-52-generic-x86_64-with-glibc2.35
  • Python version: 3.10.16
  • huggingface_hub version: 0.30.2
  • PyArrow version: 20.0.0
  • Pandas version: 2.2.3
  • fsspec version: 2025.3.0
@narugo1992
Copy link
Author

seems to get fixed by explicitly adding dataset_infos.json like this

{
  "default": {
    "description": "Image dataset with tags and ratings",
    "citation": "",
    "homepage": "",
    "license": "",
    "features": {
      "image": {
        "dtype": "image",
        "_type": "Image"
      },
      "json": {
        "id": {
          "dtype": "int32",
          "_type": "Value"
        },
        "width": {
          "dtype": "int32",
          "_type": "Value"
        },
        "height": {
          "dtype": "int32",
          "_type": "Value"
        },
        "rating": {
          "feature": {
            "dtype": "string",
            "_type": "Value"
          },
          "_type": "Sequence"
        },
        "general_tags": {
          "feature": {
            "dtype": "string",
            "_type": "Value"
          },
          "_type": "Sequence"
        },
        "character_tags": {
          "feature": {
            "dtype": "string",
            "_type": "Value"
          },
          "_type": "Sequence"
        }
      }
    },
    "builder_name": "webdataset",
    "config_name": "default",
    "version": {
      "version_str": "1.0.0",
      "description": null,
      "major": 1,
      "minor": 0,
      "patch": 0
    }
  }
}

will close this issue if no further issues found

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

1 participant