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README.md

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----
-license: apache-2.0
-source_datasets:
-- samsum
----
-
-# stacked samsum 1024
-
-created with the `stacked-booksum` repo version `v0.25. It contains
-
-- the original dataset
-- stacked rows of the original dataset with criteria:
-  - max input length 1024 longt5 tokens
-  - max output length 1024 longt5 tokens
-
-
-## dataset info
-
-default (train):
-
-```python
-[2022-12-04 13:19:32] INFO:root:{'num_columns': 4,
- 'num_rows': 14732,
- 'num_unique_target': 14730,
- 'num_unique_text': 14265,
- 'summary - average chars': 110.13,
- 'summary - average tokens': 28.693727939180015,
- 'text input - average chars': 511.22,
- 'text input - average tokens': 148.88759163725223}
-
-```
-
-stacked (train)
-
-```python
-[2022-12-05 00:49:04] INFO:root:stacked 14730 rows, 2 rows were ineligible
-[2022-12-05 00:49:04] INFO:root:dropped 20 duplicate rows, 29442 rows remain
-[2022-12-05 00:49:04] INFO:root:shuffling output with seed 182
-[2022-12-05 00:49:04] INFO:root:STACKED - basic stats - train
-[2022-12-05 00:49:04] INFO:root:{'num_columns': 5,
- 'num_rows': 29442,
- 'num_unique_chapters': 28975,
- 'num_unique_summaries': 29441,
- 'summary - average chars': 452.8,
- 'summary - average tokens': 106.46820868147545,
- 'text input - average chars': 1814.09,
- 'text input - average tokens': 528.665579783982}
-```

samsum_preprocess.log

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-[2022-12-04 13:17:50] INFO:root:args = Namespace(model='google/long-t5-tglobal-base', data_dir='data\\samsum', dataset_tag='samsum', text_column='dialogue', text_length_column='chapter_length', summary_column='summary', summary_length_column='summary_length', train_split_name='train', val_split_name='validation', test_split_name='test', loglevel=None, logfile='samsum_preprocess.log')
-[2022-12-04 13:17:55] WARNING:datasets.builder:Found cached dataset samsum (C:/Users/peter/.cache/huggingface/datasets/samsum/samsum/0.0.0/f1d7c6b7353e6de335d444e424dc002ef70d1277109031327bc9cc6af5d3d46e)
-[2022-12-04 13:17:55] INFO:root:the map for length columns is {'dialogue': 'chapter_length', 'summary': 'summary_length'}
-[2022-12-04 13:17:55] INFO:root:saved dataset to C:\Users\peter\code-dev-22\stacked-booksum\data\samsum\raw
-[2022-12-04 13:18:03] INFO:root:saving interim data to data\samsum ...
-[2022-12-04 13:18:03] INFO:root:saved dataset to C:\Users\peter\code-dev-22\stacked-booksum\data\samsum\interim
-[2022-12-04 13:18:03] INFO:root:finished preprocessing

samsum_stacked.log

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-[2022-12-05 00:48:11] INFO:root:args: Namespace(data_dir='data\\samsum', input_instance='interim', output_instance='processed', text_column='dialogue', text_length_column='chapter_length', target_column='summary', target_length_column='summary_length', text_length_threshold=1024, target_length_threshold=1024, target_sep_token='\n[NEXT_CONCEPT]\n', text_sep_token='\n\n', save_sample=True, drop_duplicates=True, shuffle_output=True, loglevel=None, logfile='samsum_stacked-log')
-[2022-12-05 00:48:11] INFO:root:loaded dataset from C:\Users\peter\code-dev-22\stacked-booksum\data\samsum\interim
-[2022-12-05 00:48:11] INFO:root:INPUTS - basic stats - train
-[2022-12-05 00:48:11] INFO:root:{'num_columns': 4,
- 'num_rows': 14732,
- 'num_unique_target': 14730,
- 'num_unique_text': 14265,
- 'summary - average chars': 110.13,
- 'summary - average tokens': 28.693727939180015,
- 'text input - average chars': 511.22,
- 'text input - average tokens': 148.88759163725223}
-[2022-12-05 00:49:04] INFO:root:stacked 14730 rows, 2 rows were ineligible
-[2022-12-05 00:49:04] INFO:root:dropped 20 duplicate rows, 29442 rows remain
-[2022-12-05 00:49:04] INFO:root:shuffling output with seed 182
-[2022-12-05 00:49:04] INFO:root:STACKED - basic stats - train
-[2022-12-05 00:49:04] INFO:root:{'num_columns': 5,
- 'num_rows': 29442,
- 'num_unique_chapters': 28975,
- 'num_unique_summaries': 29441,
- 'summary - average chars': 452.8,
- 'summary - average tokens': 106.46820868147545,
- 'text input - average chars': 1814.09,
- 'text input - average tokens': 528.665579783982}
-[2022-12-05 00:49:04] INFO:root:INPUTS - basic stats - test
-[2022-12-05 00:49:04] INFO:root:{'num_columns': 4,
- 'num_rows': 819,
- 'num_unique_target': 819,
- 'num_unique_text': 819,
- 'summary - average chars': 108.78,
- 'summary - average tokens': 28.37118437118437,
- 'text input - average chars': 521.6,
- 'text input - average tokens': 152.33943833943835}
-[2022-12-05 00:49:05] INFO:root:stacked 819 rows, 0 rows were ineligible
-[2022-12-05 00:49:05] INFO:root:dropped 1 duplicate rows, 1637 rows remain
-[2022-12-05 00:49:05] INFO:root:shuffling output with seed 950
-[2022-12-05 00:49:05] INFO:root:STACKED - basic stats - test
-[2022-12-05 00:49:05] INFO:root:{'num_columns': 5,
- 'num_rows': 1637,
- 'num_unique_chapters': 1637,
- 'num_unique_summaries': 1637,
- 'summary - average chars': 435.47,
- 'summary - average tokens': 102.3640806353085,
- 'text input - average chars': 1806.49,
- 'text input - average tokens': 527.8442272449603}
-[2022-12-05 00:49:05] INFO:root:INPUTS - basic stats - validation
-[2022-12-05 00:49:05] INFO:root:{'num_columns': 4,
- 'num_rows': 818,
- 'num_unique_target': 818,
- 'num_unique_text': 818,
- 'summary - average chars': 110.17,
- 'summary - average tokens': 28.530562347188265,
- 'text input - average chars': 499.4,
- 'text input - average tokens': 145.23227383863082}
-[2022-12-05 00:49:06] INFO:root:stacked 818 rows, 0 rows were ineligible
-[2022-12-05 00:49:06] INFO:root:dropped 3 duplicate rows, 1633 rows remain
-[2022-12-05 00:49:06] INFO:root:shuffling output with seed 236
-[2022-12-05 00:49:06] INFO:root:STACKED - basic stats - validation
-[2022-12-05 00:49:06] INFO:root:{'num_columns': 5,
- 'num_rows': 1633,
- 'num_unique_chapters': 1633,
- 'num_unique_summaries': 1633,
- 'summary - average chars': 460.56,
- 'summary - average tokens': 107.3955909369259,
- 'text input - average chars': 1797.23,
- 'text input - average tokens': 522.9014084507043}
-[2022-12-05 00:49:06] INFO:root:saving samples
-[2022-12-05 00:49:06] INFO:root:saved samples to data\samsum\samples
-[2022-12-05 00:49:08] INFO:root:saved dataset to C:\Users\peter\code-dev-22\stacked-booksum\data\samsum\processed
-[2022-12-05 00:49:08] INFO:root:finished stacking data

train.csv → stacked-summaries--stacked-samsum-1024/csv-test.parquet

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