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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowNotImplementedError
Message:      Cannot write struct type 'hashes' with no child field to Parquet. Consider adding a dummy child field.
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 583, in write_table
                  self._build_writer(inferred_schema=pa_table.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'hashes' with no child field to Parquet. Consider adding a dummy child field.
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2027, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 602, in finalize
                  self._build_writer(self.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'hashes' with no child field to Parquet. Consider adding a dummy child field.
              
              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/parquet_and_info.py", line 1524, 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 1099, 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 2038, 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

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[ { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00000.mds", "bytes": 67095141, "hashes": {} }, "samples": 4312, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00001.mds", "bytes": 67093765, "hashes": {} }, "samples": 4268, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00002.mds", "bytes": 67098645, "hashes": {} }, "samples": 4280, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00003.mds", "bytes": 67101301, "hashes": {} }, "samples": 4320, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00004.mds", "bytes": 67104717, "hashes": {} }, "samples": 4296, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00005.mds", "bytes": 67100717, "hashes": {} }, "samples": 4284, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00006.mds", "bytes": 67107805, "hashes": {} }, "samples": 4307, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00007.mds", "bytes": 67104261, "hashes": {} }, "samples": 4297, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00008.mds", "bytes": 67102861, "hashes": {} }, "samples": 4286, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00009.mds", "bytes": 67098597, "hashes": {} }, "samples": 4295, "size_limit": 67108864, "version": 2, "zip_data": null }, { 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null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00013.mds", "bytes": 67108269, "hashes": {} }, "samples": 4280, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00014.mds", "bytes": 67107885, "hashes": {} }, "samples": 4298, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00015.mds", "bytes": 67108085, "hashes": {} }, "samples": 4349, "size_limit": 67108864, "version": 2, "zip_data": null }, { "column_encodings": [ "bytes" ], "column_names": [ "tokens" ], "column_sizes": [ null ], "compression": null, "format": "mds", "hashes": [], "raw_data": { "basename": "shard.00016.mds", "bytes": 67108389, 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2

This is a pretokenized dump of ffv4_dataset_test/score0.8 for use with llm-foundry.

formatting info

It partitions stories from the dataset such that each data sample always looks like this:

<info><story info metadata ...></info><chunk of story>

where <info> and </info> are special tokens in my edited mpt-7b-tokenizer, the story metadata is just the value of the info column from the ffv4 dataset, and story chunks are obtained by splitting the story for that row into groups of tokens that cause each sample to fix the maximum sequence length of 2048.

When the last token group of a story is too short to fill 2048 tokens, it ends with an <|endoftext|> token, and does not contain padding. llm-foundry adds the padding in train.py, so I did not include it here.

other info

This dataset is not meant to be used with the datasets library; you should grab it with git clone https://huggingface.co/datasets/main-horse/ffv4-test-4 (with Git LFS installed).

Only the train/ folder is from fimfic; the val_c4 folder is just a garbage C4 dataset I included for llm-foundry to look at.

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