Datasets:

zer0int
/

CLIP-GPIC-embeddings

Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
space: string
expected_bank_row: int64
retrieved_bank_row: int64
cosine: double
pass: bool
vs
space: string
bank_row: int64
embedding_row: int64
self_cos: double
self_rank_within_top10: int64
top1_bank_row: int64
top1_cos: double
pass: bool
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 244, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 4408, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2679, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2861, in iter
                  for key, pa_table in ex_iterable.iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2395, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 580, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                                 ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 5040, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                  return check_status(status)
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              space: string
              expected_bank_row: int64
              retrieved_bank_row: int64
              cosine: double
              pass: bool
              vs
              space: string
              bank_row: int64
              embedding_row: int64
              self_cos: double
              self_rank_within_top10: int64
              top1_bank_row: int64
              top1_cos: double
              pass: bool

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CLIP-GPIC-embeddings

Vision Transformer embeddings for split:TEST (1M) of stanford-vision-lab/gpic

Mainly for use with cross-attention read/no-read bridge experiments from my github.

Features: pre-indexed image TAR member byte offset and size -> HTTP Range requests to fetch only selected image bytes.
Meaning: Won't require downloading 1M images for retrieval, will just fetch matches from remote shard.

The MIT license applies to the embedding-bank files, metadata, and supporting code released in this repository to the extent the authors hold rights in those materials. Source GPIC images are not redistributed and remain subject to the GPIC dataset terms. Model implementations and weights remain subject to their respective licenses.

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