Datasets:
The dataset viewer is not available for this subset.
Exception: SplitsNotFoundError
Message: The split names could not be parsed from the dataset config.
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
for split_generator in builder._split_generators(
~~~~~~~~~~~~~~~~~~~~~~~~~^
StreamingDownloadManager(base_path=builder.base_path, download_config=download_config)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/folder_based_builder/folder_based_builder.py", line 250, in _split_generators
raise ValueError(
"`file_name`, `*_file_name`, `file_names` or `*_file_names` must be present as dictionary key in metadata files"
)
ValueError: `file_name`, `*_file_name`, `file_names` or `*_file_names` must be present as dictionary key in metadata files
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 68, in compute_split_names_from_streaming_response
for split in get_dataset_split_names(
~~~~~~~~~~~~~~~~~~~~~~~^
path=dataset,
^^^^^^^^^^^^^
config_name=config,
^^^^^^^^^^^^^^^^^^^
token=hf_token,
^^^^^^^^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
info = get_dataset_config_info(
path,
...<6 lines>...
**config_kwargs,
)
File "/usr/local/lib/python3.14/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.Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
spec2inspect sample photos
A few photos of 3 x 5 pushpin boxes for trying spec2inspect in Live mode: drag one onto the production line (or download it and upload it), press Inspect, and Gemma 4 checks it against the written specification.
Good boxes hold exactly one pushpin in every compartment, inside complete walls. The anomalies break a written rule: a missing wall between two compartments, or a wrong number or placement of pins.
Files ending in _blue, _red, _purple, _green or _mixed are colour variants: the same photo with the pins
recoloured (synthetic edit; walls and background unchanged). They pass or fail the counting and wall rules exactly
like the original, and are there to try the colour rules, for example "Every pushpin is yellow" or
"All pushpins are the same colour".
| File | Label | Pins | What to expect |
|---|---|---|---|
good_012.jpg |
good | original yellow | good box |
good_018.jpg |
good | original yellow | good box |
good_024.jpg |
good | original yellow | good box |
good_038.jpg |
good | original yellow | good box |
good_082.jpg |
good | original yellow | good box |
good_093.jpg |
good | original yellow | good box |
good_101.jpg |
good | original yellow | good box |
good_137.jpg |
good | original yellow | good box |
anomaly_062.jpg |
anomaly | original yellow | missing wall between two compartments |
anomaly_064.jpg |
anomaly | original yellow | missing wall between two compartments |
anomaly_067.jpg |
anomaly | original yellow | missing wall between two compartments |
anomaly_076.jpg |
anomaly | original yellow | missing wall between two compartments |
anomaly_080.jpg |
anomaly | original yellow | missing wall between two compartments |
anomaly_004.jpg |
anomaly | original yellow | logical anomaly (pin count or placement) |
anomaly_007.jpg |
anomaly | original yellow | logical anomaly (pin count or placement) |
anomaly_027.jpg |
anomaly | original yellow | logical anomaly (pin count or placement) |
anomaly_066.jpg |
anomaly | original yellow | logical anomaly (pin count or placement) |
anomaly_078.jpg |
anomaly | original yellow | logical anomaly (pin count or placement) |
good_012_blue.jpg |
good | blue (synthetic recolour) | good box |
anomaly_062_blue.jpg |
anomaly | blue (synthetic recolour) | missing wall between two compartments |
good_018_red.jpg |
good | red (synthetic recolour) | good box |
anomaly_004_red.jpg |
anomaly | red (synthetic recolour) | logical anomaly (pin count or placement) |
good_024_purple.jpg |
good | purple (synthetic recolour) | good box |
good_038_green.jpg |
good | green (synthetic recolour) | good box |
good_082_mixed.jpg |
good | mixed colours | good box |
good_093_mixed.jpg |
good | mixed colours | good box |
anomaly_007_mixed.jpg |
anomaly | mixed colours | logical anomaly (pin count or placement) |
metadata.csv lists the same labels and the original file each photo comes from.
Source and licence
The photos are test images (converted to JPEG) from the pushpins category of MVTec LOCO AD (Bergmann et al., "Beyond Dents and Scratches: Logical Constraints in Unsupervised Anomaly Detection and Localization", IJCV 2022), (c) MVTec Software GmbH, licensed under CC BY-NC-SA 4.0. Changes made: the colour variants have their pins recoloured; all other photos are unmodified apart from JPEG conversion. This dataset is shared under the same licence: non-commercial use only, with attribution, and derivatives under the same terms.
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