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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError Exception: DatasetGenerationCastError Message: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 2 new columns ({'id', 'image_id'}) and 1 missing columns ({'image'}). This happened while the csv dataset builder was generating data using hf://datasets/Spycner/caption_embeddings/cohere/mscoco_embeddings.csv (at revision ce3f6e407143903c629e4678c8c08bd4672a25dc) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations) Traceback: Traceback (most recent call last): File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast image_id: int64 id: int64 caption: string embedding: string -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 709 to {'image': Value(dtype='string', id=None), 'caption': Value(dtype='string', id=None), 'embedding': Value(dtype='string', id=None)} because column names don't match During handling of the above exception, another exception occurred: Traceback (most recent call last): File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1537, in compute_config_parquet_and_info_response parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet( File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1106, in stream_convert_to_parquet builder._prepare_split( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single raise DatasetGenerationCastError.from_cast_error( datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset All the data files must have the same columns, but at some point there are 2 new columns ({'id', 'image_id'}) and 1 missing columns ({'image'}). This happened while the csv dataset builder was generating data using hf://datasets/Spycner/caption_embeddings/cohere/mscoco_embeddings.csv (at revision ce3f6e407143903c629e4678c8c08bd4672a25dc) Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
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image
string | caption
string | embedding
string |
---|---|---|
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1001773457_577c3a7d70.jpg#0 | A black dog and a spotted dog are fighting | [0.047210693, -0.031036377, 0.011711121, -0.009498596, -0.029556274, -0.019577026, 0.027374268, -0.011810303, -0.044311523, 0.0025081635, -0.050598145, 0.025177002, -0.03668213, -0.0022392273, 0.015274048, -0.046936035, 0.032287598, 0.025253296, 0.061706543, 0.01965332, 0.031463623, 0.03265381, 0.0105896, -0.009422302, 0.0013885498, 0.0052375793, -0.02520752, -0.012771606, -0.012359619, -0.013389587, -0.0045928955, 0.039794922, 0.019958496, 0.039093018, -0.011375427, 0.043670654, -0.006690979, 0.020431519, 0.03527832, 0.012283325, 0.01108551, -0.015258789, 0.034576416, 0.050354004, -0.0034809113, -0.019989014, 0.008018494, -0.05404663, 0.0016784668, 0.025421143, 0.013687134, 0.033935547, 0.020828247, -0.03302002, -0.007209778, 0.018066406, 0.029541016, 0.037322998, 0.05847168, -0.049957275, -0.07647705, -0.020858765, 0.041870117, -0.021636963, 0.004562378, -0.022399902, 0.017822266, 0.0211792, -0.0051116943, 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End of preview.
Caption Embeddings
This dataset contains the embeddings for the captions of the Flickr8k, MSCOCO and Pascal50s datasets by different embedding models.
The embeddings are split by embedding model / endpoint where the following embedding models were chosen:
cohere -> embed-english-v3.0
openai -> text-embedding-3-small
vertexai(google) -> textembedding-gecko@003
voyageai(anthropic) -> voyage-large-2-instruct
To view the creation process and the usage for the project they were create for, please view https://github.com/OliverGrein/Image-Captioning-6Evaluation/tree/main
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