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RedPajamaV2 advanced sampling.

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Signed-off-by: ShivamPR21 <pandeyshivam2023robotics@gmail.com>

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  1. .gitattributes +846 -0
  2. .gitignore +32 -0
  3. README.md +461 -1
  4. RedPajama-Data-V2.py +461 -0
  5. _CC_SNAPSHOT_IDS +84 -0
  6. listings/de-2014-15-head_middle.txt +3 -0
  7. listings/de-2014-15-tail.txt +3 -0
  8. listings/de-2014-23-head_middle.txt +3 -0
  9. listings/de-2014-23-tail.txt +3 -0
  10. listings/de-2014-35-head_middle.txt +3 -0
  11. listings/de-2014-35-tail.txt +3 -0
  12. listings/de-2014-41-head_middle.txt +3 -0
  13. listings/de-2014-41-tail.txt +3 -0
  14. listings/de-2014-42-head_middle.txt +3 -0
  15. listings/de-2014-42-tail.txt +3 -0
  16. listings/de-2014-49-head_middle.txt +3 -0
  17. listings/de-2014-49-tail.txt +3 -0
  18. listings/de-2014-52-head_middle.txt +3 -0
  19. listings/de-2014-52-tail.txt +3 -0
  20. listings/de-2015-14-head_middle.txt +3 -0
  21. listings/de-2015-14-tail.txt +3 -0
  22. listings/de-2015-22-head_middle.txt +3 -0
  23. listings/de-2015-22-tail.txt +3 -0
  24. listings/de-2015-27-head_middle.txt +3 -0
  25. listings/de-2015-27-tail.txt +3 -0
  26. listings/de-2015-32-head_middle.txt +3 -0
  27. listings/de-2015-32-tail.txt +3 -0
  28. listings/de-2015-35-head_middle.txt +3 -0
  29. listings/de-2015-35-tail.txt +3 -0
  30. listings/de-2015-40-head_middle.txt +3 -0
  31. listings/de-2015-40-tail.txt +3 -0
  32. listings/de-2015-48-head_middle.txt +3 -0
  33. listings/de-2015-48-tail.txt +3 -0
  34. listings/de-2016-07-head_middle.txt +3 -0
  35. listings/de-2016-07-tail.txt +3 -0
  36. listings/de-2016-18-head_middle.txt +3 -0
  37. listings/de-2016-18-tail.txt +3 -0
  38. listings/de-2016-22-head_middle.txt +3 -0
  39. listings/de-2016-22-tail.txt +3 -0
  40. listings/de-2016-26-head_middle.txt +3 -0
  41. listings/de-2016-26-tail.txt +3 -0
  42. listings/de-2016-30-head_middle.txt +3 -0
  43. listings/de-2016-30-tail.txt +3 -0
  44. listings/de-2016-36-head_middle.txt +3 -0
  45. listings/de-2016-36-tail.txt +3 -0
  46. listings/de-2016-40-head_middle.txt +3 -0
  47. listings/de-2016-40-tail.txt +3 -0
  48. listings/de-2016-44-head_middle.txt +3 -0
  49. listings/de-2016-44-tail.txt +3 -0
  50. listings/de-2016-50-head_middle.txt +3 -0
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+ listings/en-2014-35-head_middle.txt filter=lfs diff=lfs merge=lfs -text
749
+ listings/en-2021-49-tail.txt filter=lfs diff=lfs merge=lfs -text
750
+ listings/es-2016-18-tail.txt filter=lfs diff=lfs merge=lfs -text
751
+ listings/es-2016-40-tail.txt filter=lfs diff=lfs merge=lfs -text
752
+ listings/es-2020-34-head_middle.txt filter=lfs diff=lfs merge=lfs -text
753
+ listings/it-2016-50-head_middle.txt filter=lfs diff=lfs merge=lfs -text
754
+ listings/de-2014-49-head_middle.txt filter=lfs diff=lfs merge=lfs -text
755
+ listings/en-2016-22-tail.txt filter=lfs diff=lfs merge=lfs -text
756
+ listings/es-2019-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
757
+ listings/de-2021-21-tail.txt filter=lfs diff=lfs merge=lfs -text
758
+ listings/es-2017-43-tail.txt filter=lfs diff=lfs merge=lfs -text
759
+ listings/fr-2016-18-tail.txt filter=lfs diff=lfs merge=lfs -text
760
+ listings/fr-2016-40-tail.txt filter=lfs diff=lfs merge=lfs -text
761
+ listings/it-2020-29-tail.txt filter=lfs diff=lfs merge=lfs -text
762
+ listings/en-2016-30-tail.txt filter=lfs diff=lfs merge=lfs -text
763
+ listings/fr-2019-47-tail.txt filter=lfs diff=lfs merge=lfs -text
764
+ listings/en-2023-14-tail.txt filter=lfs diff=lfs merge=lfs -text
765
+ listings/fr-2015-48-head_middle.txt filter=lfs diff=lfs merge=lfs -text
766
+ listings/en-2019-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
767
+ listings/es-2020-05-tail.txt filter=lfs diff=lfs merge=lfs -text
768
+ listings/fr-2020-16-head_middle.txt filter=lfs diff=lfs merge=lfs -text
769
+ listings/en-2018-47-tail.txt filter=lfs diff=lfs merge=lfs -text
770
+ listings/es-2020-05-head_middle.txt filter=lfs diff=lfs merge=lfs -text
771
+ listings/es-2022-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
772
+ listings/it-2017-22-tail.txt filter=lfs diff=lfs merge=lfs -text
773
+ listings/en-2017-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
774
+ listings/fr-2015-32-head_middle.txt filter=lfs diff=lfs merge=lfs -text
775
+ listings/fr-2017-51-tail.txt filter=lfs diff=lfs merge=lfs -text
776
+ listings/de-2017-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
777
+ listings/it-2018-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
778
+ listings/en-2021-17-head_middle.txt filter=lfs diff=lfs merge=lfs -text
779
+ listings/en-2015-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
780
+ listings/it-2018-34-tail.txt filter=lfs diff=lfs merge=lfs -text
781
+ listings/it-2020-29-head_middle.txt filter=lfs diff=lfs merge=lfs -text
782
+ listings/de-2017-09-tail.txt filter=lfs diff=lfs merge=lfs -text
783
+ listings/en-2020-10-head_middle.txt filter=lfs diff=lfs merge=lfs -text
784
+ listings/fr-2018-13-head_middle.txt filter=lfs diff=lfs merge=lfs -text
785
+ listings/en-2015-40-tail.txt filter=lfs diff=lfs merge=lfs -text
786
+ listings/en-2018-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
787
+ listings/fr-2020-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
788
+ listings/fr-2021-10-head_middle.txt filter=lfs diff=lfs merge=lfs -text
789
+ listings/fr-2022-33-tail.txt filter=lfs diff=lfs merge=lfs -text
790
+ listings/it-2019-30-head_middle.txt filter=lfs diff=lfs merge=lfs -text
791
+ listings/en-2018-51-tail.txt filter=lfs diff=lfs merge=lfs -text
792
+ listings/en-2019-43-tail.txt filter=lfs diff=lfs merge=lfs -text
793
+ listings/en-2021-10-tail.txt filter=lfs diff=lfs merge=lfs -text
794
+ listings/it-2018-26-tail.txt filter=lfs diff=lfs merge=lfs -text
795
+ listings/it-2021-25-head_middle.txt filter=lfs diff=lfs merge=lfs -text
796
+ listings/fr-2018-09-tail.txt filter=lfs diff=lfs merge=lfs -text
797
+ listings/de-2018-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
798
+ listings/de-2019-09-tail.txt filter=lfs diff=lfs merge=lfs -text
799
+ listings/de-2020-29-head_middle.txt filter=lfs diff=lfs merge=lfs -text
800
+ listings/en-2014-49-head_middle.txt filter=lfs diff=lfs merge=lfs -text
801
+ listings/it-2016-50-tail.txt filter=lfs diff=lfs merge=lfs -text
802
+ listings/es-2018-34-tail.txt filter=lfs diff=lfs merge=lfs -text
803
+ listings/en-2017-51-head_middle.txt filter=lfs diff=lfs merge=lfs -text
804
+ listings/de-2017-09-head_middle.txt filter=lfs diff=lfs merge=lfs -text
805
+ listings/es-2017-51-tail.txt filter=lfs diff=lfs merge=lfs -text
806
+ listings/it-2015-27-tail.txt filter=lfs diff=lfs merge=lfs -text
807
+ listings/de-2017-51-head_middle.txt filter=lfs diff=lfs merge=lfs -text
808
+ listings/de-2018-17-head_middle.txt filter=lfs diff=lfs merge=lfs -text
809
+ listings/en-2019-39-tail.txt filter=lfs diff=lfs merge=lfs -text
810
+ listings/en-2022-40-tail.txt filter=lfs diff=lfs merge=lfs -text
811
+ listings/es-2018-26-tail.txt filter=lfs diff=lfs merge=lfs -text
812
+ listings/en-2019-04-head_middle.txt filter=lfs diff=lfs merge=lfs -text
813
+ listings/de-2022-33-tail.txt filter=lfs diff=lfs merge=lfs -text
814
+ listings/es-2020-34-tail.txt filter=lfs diff=lfs merge=lfs -text
815
+ listings/fr-2023-14-tail.txt filter=lfs diff=lfs merge=lfs -text
816
+ listings/fr-2017-43-tail.txt filter=lfs diff=lfs merge=lfs -text
817
+ listings/fr-2021-39-tail.txt filter=lfs diff=lfs merge=lfs -text
818
+ listings/fr-2018-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
819
+ listings/it-2015-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
820
+ listings/it-2018-34-head_middle.txt filter=lfs diff=lfs merge=lfs -text
821
+ listings/it-2021-49-head_middle.txt filter=lfs diff=lfs merge=lfs -text
822
+ listings/es-2020-45-head_middle.txt filter=lfs diff=lfs merge=lfs -text
823
+ listings/fr-2020-10-head_middle.txt filter=lfs diff=lfs merge=lfs -text
824
+ listings/fr-2020-40-tail.txt filter=lfs diff=lfs merge=lfs -text
825
+ listings/de-2018-30-head_middle.txt filter=lfs diff=lfs merge=lfs -text
826
+ listings/en-2022-27-head_middle.txt filter=lfs diff=lfs merge=lfs -text
827
+ listings/es-2015-27-tail.txt filter=lfs diff=lfs merge=lfs -text
828
+ listings/es-2022-05-tail.txt filter=lfs diff=lfs merge=lfs -text
829
+ listings/fr-2022-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
830
+ listings/de-2017-47-head_middle.txt filter=lfs diff=lfs merge=lfs -text
831
+ listings/es-2019-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
832
+ listings/fr-2016-26-tail.txt filter=lfs diff=lfs merge=lfs -text
833
+ listings/it-2018-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
834
+ listings/it-2021-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
835
+ listings/en-2020-29-head_middle.txt filter=lfs diff=lfs merge=lfs -text
836
+ listings/fr-2019-30-tail.txt filter=lfs diff=lfs merge=lfs -text
837
+ listings/es-2016-26-tail.txt filter=lfs diff=lfs merge=lfs -text
838
+ listings/de-2016-44-head_middle.txt filter=lfs diff=lfs merge=lfs -text
839
+ listings/de-2016-44-tail.txt filter=lfs diff=lfs merge=lfs -text
840
+ listings/de-2017-30-tail.txt filter=lfs diff=lfs merge=lfs -text
841
+ listings/en-2020-40-tail.txt filter=lfs diff=lfs merge=lfs -text
842
+ listings/it-2017-47-tail.txt filter=lfs diff=lfs merge=lfs -text
843
+ listings/it-2019-09-tail.txt filter=lfs diff=lfs merge=lfs -text
844
+ listings/de-2022-40-head_middle.txt filter=lfs diff=lfs merge=lfs -text
845
+ listings/en-2017-51-tail.txt filter=lfs diff=lfs merge=lfs -text
846
+ listings/es-2017-43-head_middle.txt filter=lfs diff=lfs merge=lfs -text
847
+ listings/it-2020-45-head_middle.txt filter=lfs diff=lfs merge=lfs -text
848
+ listings/es-2019-43-tail.txt filter=lfs diff=lfs merge=lfs -text
849
+ listings/en-2018-43-head_middle.txt filter=lfs diff=lfs merge=lfs -text
850
+ listings/it-2014-23-tail.txt filter=lfs diff=lfs merge=lfs -text
851
+ listings/en-2021-39-tail.txt filter=lfs diff=lfs merge=lfs -text
852
+ listings/fr-2016-44-head_middle.txt filter=lfs diff=lfs merge=lfs -text
853
+ listings/fr-2019-04-head_middle.txt filter=lfs diff=lfs merge=lfs -text
854
+ listings/fr-2021-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
855
+ listings/fr-2014-41-tail.txt filter=lfs diff=lfs merge=lfs -text
856
+ listings/en-2017-17-head_middle.txt filter=lfs diff=lfs merge=lfs -text
857
+ listings/en-2018-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
858
+ listings/es-2021-17-tail.txt filter=lfs diff=lfs merge=lfs -text
859
+ listings/es-2022-49-head_middle.txt filter=lfs diff=lfs merge=lfs -text
860
+ listings/fr-2018-34-head_middle.txt filter=lfs diff=lfs merge=lfs -text
861
+ listings/fr-2019-09-tail.txt filter=lfs diff=lfs merge=lfs -text
862
+ listings/it-2017-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
863
+ listings/en-2015-32-tail.txt filter=lfs diff=lfs merge=lfs -text
864
+ listings/es-2015-22-tail.txt filter=lfs diff=lfs merge=lfs -text
865
+ listings/es-2022-33-head_middle.txt filter=lfs diff=lfs merge=lfs -text
866
+ listings/fr-2014-15-tail.txt filter=lfs diff=lfs merge=lfs -text
867
+ listings/it-2019-30-tail.txt filter=lfs diff=lfs merge=lfs -text
868
+ listings/de-2019-18-head_middle.txt filter=lfs diff=lfs merge=lfs -text
869
+ listings/en-2020-24-head_middle.txt filter=lfs diff=lfs merge=lfs -text
870
+ listings/es-2020-24-tail.txt filter=lfs diff=lfs merge=lfs -text
871
+ listings/de-2017-34-head_middle.txt filter=lfs diff=lfs merge=lfs -text
872
+ listings/de-2019-13-head_middle.txt filter=lfs diff=lfs merge=lfs -text
873
+ listings/en-2018-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
874
+ listings/fr-2021-31-head_middle.txt filter=lfs diff=lfs merge=lfs -text
875
+ listings/it-2017-34-head_middle.txt filter=lfs diff=lfs merge=lfs -text
876
+ listings/en-2015-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
877
+ listings/es-2017-39-head_middle.txt filter=lfs diff=lfs merge=lfs -text
878
+ listings/fr-2015-48-tail.txt filter=lfs diff=lfs merge=lfs -text
879
+ listings/de-2019-47-tail.txt filter=lfs diff=lfs merge=lfs -text
880
+ listings/de-2023-06-head_middle.txt filter=lfs diff=lfs merge=lfs -text
881
+ listings/it-2014-15-head_middle.txt filter=lfs diff=lfs merge=lfs -text
882
+ listings/de-2023-14-tail.txt filter=lfs diff=lfs merge=lfs -text
883
+ listings/es-2017-51-head_middle.txt filter=lfs diff=lfs merge=lfs -text
884
+ listings/fr-2019-26-head_middle.txt filter=lfs diff=lfs merge=lfs -text
885
+ listings/fr-2022-27-tail.txt filter=lfs diff=lfs merge=lfs -text
886
+ listings/fr-2022-49-tail.txt filter=lfs diff=lfs merge=lfs -text
887
+ listings/it-2020-16-head_middle.txt filter=lfs diff=lfs merge=lfs -text
888
+ listings/de-2016-07-tail.txt filter=lfs diff=lfs merge=lfs -text
889
+ listings/fr-2019-47-head_middle.txt filter=lfs diff=lfs merge=lfs -text
890
+ listings/it-2015-22-tail.txt filter=lfs diff=lfs merge=lfs -text
891
+ listings/it-2016-30-head_middle.txt filter=lfs diff=lfs merge=lfs -text
892
+ listings/it-2018-47-head_middle.txt filter=lfs diff=lfs merge=lfs -text
893
+ listings/en-2014-41-tail.txt filter=lfs diff=lfs merge=lfs -text
894
+ listings/es-2016-07-head_middle.txt filter=lfs diff=lfs merge=lfs -text
895
+ listings/es-2018-22-head_middle.txt filter=lfs diff=lfs merge=lfs -text
896
+ listings/es-2022-21-tail.txt filter=lfs diff=lfs merge=lfs -text
897
+ listings/fr-2020-16-tail.txt filter=lfs diff=lfs merge=lfs -text
898
+ listings/it-2017-04-tail.txt filter=lfs diff=lfs merge=lfs -text
899
+ listings/de-2018-09-tail.txt filter=lfs diff=lfs merge=lfs -text
900
+ listings/en-2014-15-tail.txt filter=lfs diff=lfs merge=lfs -text
901
+ listings/en-2017-43-tail.txt filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Byte-compiled / optimized / DLL files
2
+ __pycache__/
3
+ *.py[cod]
4
+ *$py.class
5
+ *.pyc
6
+ *.DS_Store
7
+
8
+ # data folders
9
+ data/*
10
+ !data/.gitkeep
11
+
12
+ # notebooks
13
+ notebooks/*
14
+ .ipynb_checkpoints
15
+
16
+ # Environments
17
+ .env
18
+ .venv
19
+ env/
20
+ venv/
21
+ ENV/
22
+ env.bak/
23
+ venv.bak/
24
+
25
+ # ides
26
+ .idea/
27
+ .vscode/
28
+
29
+ # distribution
30
+ *.egg-info/
31
+ dist/
32
+ build/
README.md CHANGED
@@ -1,3 +1,463 @@
1
  ---
2
- license: apache-2.0
 
 
 
 
 
 
 
 
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ task_categories:
3
+ - text-generation
4
+ language:
5
+ - en
6
+ - de
7
+ - fr
8
+ - es
9
+ - it
10
+ pretty_name: Red Pajama V2 Dataset
11
  ---
12
+
13
+ ### Getting Started
14
+
15
+ RedPajama-V2 is an open dataset for training large language models. The dataset includes over 100B text
16
+ documents coming from 84 CommonCrawl snapshots and processed using
17
+ the [CCNet](https://github.com/facebookresearch/cc_net) pipeline. Out of these, there are 30B documents in the corpus
18
+ that additionally come with quality signals. In addition, we also provide the ids of duplicated documents which can be
19
+ used to create a dataset with 20B deduplicated documents.
20
+
21
+ Check out our [blog post](https://together.ai/blog/redpajama-data-v2) for more details on the build process, dataset
22
+ structure and schema.
23
+
24
+ A full set of scripts to recreate the dataset, including the quality signals, can be
25
+ found [here](https://github.com/togethercomputer/RedPajama-Data).
26
+
27
+ #### Downloading the raw Dataset with Quality Annotations
28
+
29
+ To familiarize yourself with the dataset, you can load the sample dataset using:
30
+
31
+ ```python
32
+ from datasets import load_dataset
33
+
34
+ ds = load_dataset("togethercomputer/RedPajama-Data-V2", name="sample")
35
+ ```
36
+
37
+ To download a the dataset for a specific combination of `{partition} x {snapshot_id} x {language}`, you can use the
38
+ following command which downloads the raw (i.e., *not* deduplicated) part of the dataset and the corresponding quality
39
+ signals. In the example below, we use English and German data from the `head_middle` partition of the 2023-06 and the
40
+ 2022-49 snapshots. The full set of available snapshots is specified in `_CC_SNAPSHOT_IDS`. The available partitions
41
+ are `tail` and `head_middle`. The available language tags are `en`, `de`, `fr`, `es`, `it`.
42
+ _Note that this will download the entire snapshots specified in the `snapshots` argument and requires ~1TB of disk space
43
+ per snapshot_.
44
+
45
+ ```python
46
+ from datasets import load_dataset
47
+
48
+ ds = load_dataset("togethercomputer/RedPajama-Data-V2",
49
+ name="default",
50
+ partition="head_middle",
51
+ snapshots=["2023-06", "2022-49"],
52
+ languages=["en", "de"])
53
+ ```
54
+
55
+ #### Downloading the dataset via wget
56
+
57
+ If you prefer to download the full dataset via wget, you can download the following lists of urls and use them to
58
+ download the dataset:
59
+
60
+ ```bash
61
+ # get list of urls pointing to the text documents
62
+ wget "https://data.together.xyz/redpajama-data-v2/v1.0.0/urls/document-urls.txt" -O "document-urls.txt"
63
+
64
+ # get list of urls pointing to the quality signals
65
+ wget "https://data.together.xyz/redpajama-data-v2/v1.0.0/urls/quality_signals-urls.txt" -O "quality_signals-urls.txt"
66
+
67
+ # get list of urls pointing to the ids of duplicate documents
68
+ wget "https://data.together.xyz/redpajama-data-v2/v1.0.0/urls/duplicates-urls.txt" -O "duplicates-urls.txt"
69
+
70
+ # get list of urls pointing to the minhash signatures
71
+ wget "https://data.together.xyz/redpajama-data-v2/v1.0.0/urls/minhash-urls.txt" -O "minhash-urls.txt"
72
+ ```
73
+
74
+ You can also directly download subsets of the dataset using the following instructions. Here we use English
75
+ data from the `2023-06` snapshot and the `head_middle` partition as an example. The full set of CC snapshots included in
76
+ the dataset is given in `_CC_SNAPSHOT_IDS`. The available partitions are `tail` and `head_middle`. The available
77
+ language tags are `en`, `de`, `fr`, `es`, `it`.
78
+
79
+ To download the plain text data, available for both the `head_middle` and `tail` partitions, you can run
80
+
81
+ ```bash
82
+ CC_SNAPSHOT="2023-06"
83
+ LANG="en"
84
+ PARTITION="head_middle"
85
+ BASE_URL="https://data.together.xyz/redpajama-data-v2/v1.0.0"
86
+
87
+ listings_tag="${LANG}-${CC_SNAPSHOT}-${PARTITION}"
88
+ mkdir listings
89
+ wget "${BASE_URL}/listings/${listings_tag}.txt" -O "listings/${listings_tag}.txt"
90
+ listings_file="listings/${listings_tag}.txt"
91
+
92
+ # download documents
93
+ while read line; do
94
+ url="${BASE_URL}/documents/${line}.json.gz"
95
+ dest="documents/${line}.json.gz"
96
+ mkdir -p $(dirname $dest)
97
+ wget "$url" -O "$dest"
98
+ done <"$listings_file"
99
+
100
+ ```
101
+
102
+ In addition, for the `head_middle` partition, you can also download the quality signals, minhash signatures and
103
+ duplicate ids using the following commands:
104
+
105
+ ```bash
106
+ CC_SNAPSHOT="2023-06"
107
+ LANG="en"
108
+ BASE_URL="https://data.together.xyz/redpajama-data-v2/v1.0.0"
109
+
110
+ listings_tag="${LANG}-${CC_SNAPSHOT}-head_middle"
111
+ mkdir listings
112
+ wget "${BASE_URL}/listings/${listings_tag}.txt" -O "listings/${listings_tag}.txt"
113
+ listings_file="listings/${listings_tag}.txt"
114
+
115
+ # download quality signals
116
+ while read line; do
117
+ url="${BASE_URL}/quality_signals/${line}.signals.json.gz"
118
+ dest="quality_signals/${line}.signals.json.gz"
119
+ mkdir -p $(dirname $dest)
120
+ wget "$url" -O "$dest"
121
+ done <"$listings_file"
122
+
123
+
124
+ # download other components
125
+ COMPS=("minhash" "duplicates")
126
+ for comp in "${COMPS[@]}"; do
127
+ while read line; do
128
+ url="${BASE_URL}/${comp}/${line}.${comp}.parquet"
129
+ dest="${comp}/${line}.${comp}.parquet"
130
+ mkdir -p $(dirname $dest)
131
+ wget "$url" -O "$dest"
132
+ done <"$listings_file"
133
+ done
134
+ ```
135
+
136
+ ### Applying Filtering Rules
137
+
138
+ You can use the quality signals to filter the raw RedPajama-V2 dataset for a given set of rules. For example, consider
139
+ the following set of rules used in Gopher:
140
+
141
+ ```python
142
+ def gopher_rules_pass(sample) -> bool:
143
+ """ function returns True if the sample complies with Gopher rules """
144
+ signals = json.loads(sample["quality_signals"])
145
+
146
+ # rule 1: number of words between 50 and 10'000
147
+ word_count = signals["rps_doc_word_count"][0][2]
148
+ if word_count < 50 or word_count > 100_000:
149
+ return False
150
+
151
+ # rule 2: mean word length between 3 and 10
152
+ mean_word_length = signals["rps_doc_mean_word_length"][0][2]
153
+ if mean_word_length < 3 or mean_word_length > 10:
154
+ return False
155
+
156
+ # rule 2: symbol to word ratio below 0.1
157
+ symbol_word_ratio = signals["rps_doc_symbol_to_word_ratio"][0][2]
158
+ if symbol_word_ratio > 0.1:
159
+ return False
160
+
161
+ # rule 3: 90% of lines need to start without a bullet point
162
+ n_lines = signals["ccnet_nlines"][0][2]
163
+ n_lines_bulletpoint_start = sum(map(lambda ln: ln[2], signals["rps_lines_start_with_bulletpoint"]))
164
+ if n_lines_bulletpoint_start / n_lines > 0.9:
165
+ return False
166
+
167
+ # rule 4: the ratio between characters in the most frequent 2-gram and the total number
168
+ # of characters must be below 0.2
169
+ top_2_gram_frac = signals["rps_doc_frac_chars_top_2gram"][0][2]
170
+ if top_2_gram_frac > 0.2:
171
+ return False
172
+
173
+ # rule 5: ...
174
+
175
+ return True
176
+ ```
177
+
178
+ Filtering the RedPajama-V2 dataset with this set of rules is then as easy as:
179
+
180
+ ```python
181
+ ds_iterator = load_dataset(
182
+ "togethercomputer/RedPajama-Data-V2",
183
+ snapshots=["2023-14"],
184
+ languages=["en"],
185
+ name="default",
186
+ streaming=True
187
+ )
188
+
189
+ filtered_dataset = []
190
+
191
+ for sample in ds_iterator["train"]:
192
+
193
+ if not gopher_rules_pass(sample):
194
+ continue
195
+
196
+ filtered_dataset.append(sample)
197
+ ```
198
+
199
+ ### Dataset Summary
200
+
201
+ RedPajama-V2 is an open dataset for training large language models and includes over 100B text documents. Out of these,
202
+ 30B documents come with quality annotations. Out of these, there are 20B unique documents.
203
+
204
+ #### Quality Annotations
205
+
206
+ | Annotation Tag | Description | Category | Reference |
207
+ |------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------|-------------------------------------------------------------------------------------------------------------------------------|
208
+ | ccnet_bucket | head, middle or tail bucket of the perplexity score | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
209
+ | ccnet_language_score | score of the language identification model | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
210
+ | ccnet_length | number of characters | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
211
+ | ccnet_nlines | number of lines | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
212
+ | ccnet_original_length | number of characters before line-level deduplication | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
213
+ | ccnet_original_nlines | number of lines before line-level deduplication | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
214
+ | ccnet_perplexity | perplexity of an LM trained on Wikipedia | CCNet | [CCNet](https://github.com/facebookresearch/cc_net) |
215
+ | rps_doc_books_importance | Given a bag of {1,2}-wordgram model trained on Books p, and a model trained on the source domain q, This is the logarithm of the ratio p(doc)/q(doc). | ML Heuristics | [Importance Resampling (Xie et al.)](https://arxiv.org/abs/2302.03169) |
216
+ | rps_doc_openwebtext_importance | Given a bag of {1,2}-wordgram model trained on OpenWebText p, and a model trained on the source domain q, this is the logarithm of the ratio p(doc)/q(doc). | ML Heuristics | [Importance Resampling (Xie et al.)](https://arxiv.org/abs/2302.03169) |
217
+ | rps_doc_wikipedia_importance | Given a bag of {1,2}-wordgram model trained on Wikipedia articles p, and a model trained on the source domain q, this is the logarithm of the ratio p(doc)/q(doc). | ML Heuristics | [Importance Resampling (Xie et al.)](https://arxiv.org/abs/2302.03169) |
218
+ | rps_doc_ml_wikiref_score | Fasttext classifier prediction for the document being a Wikipedia reference. This is the same fasttext model used in the RedPajama-1T dataset. Only applies to English data.. | ML Heuristics | [LLaMA](https://arxiv.org/abs/2302.13971), [RedPajama-1T](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T) |
219
+ | rps_doc_ml_palm_score | Fasttext classifier prediction for the document being a Wikipedia article, OpenWebText sample or a RedPajama-V1 book. Only for English data. | ML Heuristics | [PALM](https://arxiv.org/abs/2204.02311), [GLaM](https://arxiv.org/abs/2112.06905) |
220
+ | rps_doc_ml_wikipedia_score | Fasttext classifier prediction for the document being a Wikipedia article. This is used for non-English data | ML Heuristics | - |
221
+ | rps_doc_curly_bracket | The ratio between the number of occurrences of '{' or '}' and the number of characters in the raw text. | Natural Language | [C4](https://arxiv.org/abs/1910.10683) |
222
+ | rps_doc_frac_all_caps_words | The fraction of words in the content that only consist of uppercase letters. This is based on the raw content. | Natural Language | [Pretrainer’s Guide](https://arxiv.org/abs/2305.13169) |
223
+ | rps_doc_frac_lines_end_with_ellipsis | The fraction of lines that end with an ellipsis, where an ellipsis is defined as either "..." or "…". | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
224
+ | rps_doc_frac_no_alph_words | The fraction of words that contain no alphabetical character. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
225
+ | rps_doc_lorem_ipsum | The ratio between the number of occurrences of 'lorem ipsum' and the number of characters in the content after normalisation. | Natural Language | [C4](https://arxiv.org/abs/1910.10683) |
226
+ | rps_doc_mean_word_length | The mean length of words in the content after normalisation. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
227
+ | rps_doc_stop_word_fraction | The ratio between the number of stop words and the number of words in the document. Stop words are obtained from the [stopwords-json](https://github.com/6/stopwords-json) repo. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
228
+ | rps_doc_symbol_to_word_ratio | The ratio of symbols to words in the content.. Symbols are defined "#", "...", and "…". | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
229
+ | rps_doc_frac_unique_words | The fraction of unique words in the content. This is also known as the degeneracy of a text sample. Calculated based on the normalised content. | Natural Language | [Pretrainer’s Guide](https://arxiv.org/abs/2305.13169) |
230
+ | rps_doc_unigram_entropy | The entropy of the unigram distribution of the content. This measures the diversity of the content and is computed using sum(-x / total * log(x / total)) where the sum is taken over counts of unique words in the normalised content. | Natural Language | - |
231
+ | rps_doc_word_count | The number of words in the content after normalisation. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
232
+ | rps_lines_ending_with_terminal_punctution_mark | Indicates whether a line ends with a terminal punctuation mark. A terminal punctation mark is defined as one of: ".", "!", "?", "”". | Natural Language | [C4](https://arxiv.org/abs/1910.10683) |
233
+ | rps_lines_javascript_counts | The number of occurrences of the word "javascript" in each line. | Natural Language | [C4](https://arxiv.org/abs/1910.10683) |
234
+ | rps_lines_num_words | The number of words in each line. This is computed based on the normalised text. | Natural Language | [C4](https://arxiv.org/abs/1910.10683) , [RefinedWeb](https://arxiv.org/abs/2306.01116) |
235
+ | rps_lines_numerical_chars_fraction | The ratio between the number of numerical characters and total number of characters in each line. This is based on the normalised content. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116) |
236
+ | rps_lines_start_with_bulletpoint | Whether the lines that start with a bullet point symbol. The following set of unicodes are considered a bullet point: \u2022 (bullet point), \u2023 (triangular bullet point), \u25B6 (black right pointing triangle), \u25C0 (black left pointing triangle), \u25E6 (white bullet point), \u25A0 (black square), \u25A1 (white square), \u25AA (black small square), \u25AB (white small square), \u2013 (en dash). | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
237
+ | rps_lines_uppercase_letter_fraction | The ratio between the number of uppercase letters and total number of characters in each line. This is based on the raw text. | Natural Language | [RefinedWeb](https://arxiv.org/abs/2306.01116) |
238
+ | rps_doc_num_sentences | The number of sentences in the content. This is calculated using the regular expression `r'\b[^.!?]+[.!?]*'`. | Natural Language | [C4](https://arxiv.org/abs/1910.10683) |
239
+ | rps_doc_frac_chars_dupe_10grams | The fraction of characters in duplicate word 10grams. This operates on the lower-cased, punctuation removed content. It is also ensured that characters in overlapping ngrams are only counted once. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
240
+ | rps_doc_frac_chars_dupe_5grams | The fraction of characters in duplicate word 5grams. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
241
+ | rps_doc_frac_chars_dupe_6grams | The fraction of characters in duplicate word 6grams. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
242
+ | rps_doc_frac_chars_dupe_7grams | The fraction of characters in duplicate word 7grams. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
243
+ | rps_doc_frac_chars_dupe_8grams | The fraction of characters in duplicate word 8grams. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
244
+ | rps_doc_frac_chars_dupe_9grams | The fraction of characters in duplicate word 9grams. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
245
+ | rps_doc_frac_chars_top_2gram | The fraction of characters in the top word 2gram. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
246
+ | rps_doc_frac_chars_top_3gram | The fraction of characters in the top word 3gram. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
247
+ | rps_doc_frac_chars_top_4gram | The fraction of characters in the top word 4gram. | Repetitiveness | [RefinedWeb](https://arxiv.org/abs/2306.01116), [Gopher](https://arxiv.org/abs/2112.11446) |
248
+ | rps_doc_ldnoobw_words | The number of sequences of words that are contained in the List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words blocklist. The blocklist is obtained from the [LDNOOBW](https://github.com/LDNOOBW/List-of-Dirty-Naughty-Obscene-and-Otherwise-Bad-Words) repo. | toxicity | [C4](https://arxiv.org/abs/1910.10683) |
249
+ | rps_doc_ut1_blacklist | A categorical id corresponding to the list of categories of the domain of the document. Categories are obtained from the UT1 blacklist. The list is obtained from [UT-Capitole](https://dsi.ut-capitole.fr/blacklists/). | toxicictiy | [RefinedWeb](https://arxiv.org/abs/2306.01116) |
250
+ | minhash_signature_0.7 | Banded minhash signature of the document, for fuzzy deduplication at Jaccard similarity 0.7. The signature is based on 128 hash functions and grouped into 14 bands and 9 rows for LSH. | Deduplication |
251
+ | minhash_signature_0.8 | Banded minhash signature of the document, for fuzzy deduplication at Jaccard similarity 0.8. The signature is based on 128 hash functions and grouped into 9 bands and 13 rows for LSH. | Deduplication |
252
+ | minhash_signature_0.9 | Banded minhash signature of the document, for fuzzy deduplication at Jaccard similarity 0.9. The signature is based on 128 hash functions and grouped into 5 bands and 25 rows for LSH.. | Deduplication |
253
+ | minhash_signature_1.0 | Banded minhash signature of the document, for fuzzy deduplication at Jaccard similarity 1.0. The signature is based on 128 hash functions and grouped into 1 band and 128 rows for LSH. | Deduplication |
254
+
255
+
256
+ The quality signal `rps_doc_ut1_blacklist` is given by a categorical id indicating the UT1 blacklisted
257
+ domain categories to which the domain of the document belongs. The mapping `id -> [category_1, ..., category_k]` is given in
258
+ `ut1_domain_categories.json`. It can also be downloaded from this [link](https://data.together.xyz/redpajama-data-v2/v1.0.0/artifacts/ut1_domain_categories.json).
259
+
260
+ #### Raw Document and Token Counts (`head_middle`)
261
+
262
+ | | # Documents (deduped) | Estimated Token count (deduped) |
263
+ |-------|-----------------------|---------------------------------|
264
+ | en | 24.5B | 37.0T |
265
+ | de | 2.7B | 4.1T |
266
+ | fr | 2.2B | 3.7T |
267
+ | es | 2.3B | 3.9T |
268
+ | it | 1.2B | 1.9T |
269
+ | Total | 32.9B | 50.6T |
270
+
271
+ #### Deduplicated Document and Token Counts (`head_middle`)
272
+
273
+ | | # Documents (total) | Estimated Token count (total) |
274
+ |-------|---------------------|-------------------------------|
275
+ | en | 14.5B | 20.5T |
276
+ | de | 1.9B | 3.0T |
277
+ | fr | 1.6B | 2.7T |
278
+ | es | 1.8B | 2.8T |
279
+ | it | 0.9B | 1.5T |
280
+ | Total | 20.8B | 30.4T |
281
+
282
+ ### Languages
283
+
284
+ English, German, French, Italian, Spanish
285
+
286
+ ## Dataset Structure
287
+
288
+ The dataset is structured into four components, each following the same key structure:
289
+
290
+ ```
291
+ ├── documents
292
+ ├── 2018-43
293
+ ├── 0000
294
+ ├── en_head.json.gz
295
+ ├── ...
296
+ ├── it_middle.json.gz
297
+ ├── quality_signals
298
+ ├── 2018-43
299
+ ├── 0000
300
+ ├── en_head.signals.json.gz
301
+ ├── ...
302
+ ├── it_middle.json.gz
303
+ ├── duplicates
304
+ ├── 2018-43
305
+ ├── 0000
306
+ ├── en_head.duplicates.parquet
307
+ ├── ...
308
+ ├── it_middle.duplicates.parquet
309
+ ├── minhash
310
+ ├── 2018-43
311
+ ├── 0000
312
+ ├── en_head.minhash.parquet
313
+ ├── ...
314
+ ├── it_middle.minhash.parquet
315
+ ```
316
+
317
+ Documents files, which contain the text, folow the schema defined by CCNet:
318
+
319
+ ```json
320
+ {
321
+ "url": "...",
322
+ "date_download": "2014-08-20T06:48:26Z",
323
+ "digest": "sha1:46OPKWZ7MAG5624VYYA3U3YH2MJ727B6",
324
+ "length": 1095,
325
+ "nlines": 8,
326
+ "source_domain": "...",
327
+ "title": "...",
328
+ "raw_content": "Dear ...",
329
+ "cc_segment": "crawl-data/CC-MAIN-2014-35/...",
330
+ "original_nlines": 11,
331
+ "original_length": 1174,
332
+ "line_ids": [
333
+ 0,
334
+ 1,
335
+ 3,
336
+ 4,
337
+ 6,
338
+ 7,
339
+ 8,
340
+ 9
341
+ ],
342
+ "language": "en",
343
+ "language_score": 0.92,
344
+ "perplexity": 217.2,
345
+ "bucket": "head"
346
+ }
347
+ ```
348
+
349
+ The quality signals follow the schema
350
+
351
+ ```json
352
+ {
353
+ "id": "2018-43/0000/en_head.json.gz/0",
354
+ "id_int": 7972430436813205988,
355
+ "metadata": {
356
+ "cc_segment": "crawl-data/...",
357
+ "cc_net_source": "2018-43/0000/en_head.json.gz",
358
+ "url": "...",
359
+ "source_domain": "...",
360
+ "language": "en",
361
+ "snapshot_id": "2018-43"
362
+ },
363
+ "quality_signals": {
364
+ "ccnet_original_length": [
365
+ [
366
+ 0,
367
+ 7033,
368
+ 8711.0
369
+ ]
370
+ ],
371
+ ...,
372
+ "rps_doc_stop_word_fraction": [
373
+ [
374
+ 0,
375
+ 7033,
376
+ 0.45121107
377
+ ]
378
+ ],
379
+ "rps_lines_num_words": [
380
+ [
381
+ 0,
382
+ 25,
383
+ 2
384
+ ],
385
+ ...,
386
+ [
387
+ 6980,
388
+ 7033,
389
+ 10
390
+ ]
391
+ ]
392
+ }
393
+ }
394
+ ```
395
+
396
+ where signal scores are encoded as a list of tuples `(start, end, score)`, where `start` and `end` are the locations in
397
+ the `raw_content` string where the `score` applies.
398
+
399
+ ## Dataset Creation
400
+
401
+ The dataset is based on 84 snapshots provided by Common Crawl. Each snapshot was processed using the CCNet pipeline and
402
+ split into `head` `middle` `tail` buckets, depending on the perplexity score. In a second step, the documents in the
403
+ `head` and `middle` buckets were annotated with the quality signals described above. Finally, the documents were
404
+ deduplicated based on the text, using a Bloomfilter. The duplicates were kept in the dataset, but are marked in the
405
+ `duplicates` component.
406
+
407
+ ## Citation
408
+
409
+ To cite RedPajama, please use:
410
+
411
+ ```
412
+ @software{together2023redpajama,
413
+ author = {Together Computer},
414
+ title = {RedPajama: an Open Dataset for Training Large Language Models},
415
+ month = October,
416
+ year = 2023,
417
+ url = {https://github.com/togethercomputer/RedPajama-Data}
418
+ }
419
+ ```
420
+
421
+ ## Acknowledgements
422
+
423
+ We are appreciative to so many partners and collaborators that together are pushing forward the frontier of open LLM
424
+ models.
425
+
426
+ - Thank you to the OLMo team at AI2 and friends at OpenGPT-X for the insightful discussions about datasets and data
427
+ quality! Also for everyone who builds on the RedPajama dataset, including Cerebras for their SlimPajama efforts, and
428
+ the over 500 models built on RedPajam to date by the open-source AI community.
429
+ - We are grateful to the great team at EleutherAI for paving the path on open training datasets with The Pile and for
430
+ open-sourcing code we use in training some of the RedPajama models.
431
+ - Thank you to our partners of RedPajama-v1, including Ontocord.ai, MILA Québec AI Institute, ETH DS3Lab, Université de
432
+ Montréal, Stanford Center for Research on Foundation Models (CRFM), Stanford Hazy Research research group and LAION.
433
+
434
+ ## License
435
+
436
+ Please refer to the [Common Crawl Foundation Terms of Use](https://commoncrawl.org/terms-of-use) for the data.
437
+ The code used to load and process the dataset is licensed under the Apache 2.0 license.
438
+
439
+ <!--
440
+ ### Annotations
441
+ #### Annotation process
442
+ [More Information Needed]
443
+ #### Who are the annotators?
444
+ [More Information Needed]
445
+ ### Personal and Sensitive Information
446
+ [More Information Needed]
447
+ ## Considerations for Using the Data
448
+ ### Social Impact of Dataset
449
+ [More Information Needed]
450
+ ### Discussion of Biases
451
+ [More Information Needed]
452
+ ### Other Known Limitations
453
+ [More Information Needed]
454
+ ## Additional Information
455
+ ### Dataset Curators
456
+ [More Information Needed]
457
+ ### Licensing Information
458
+ [More Information Needed]
459
+ ### Citation Information
460
+ [More Information Needed]
461
+ ### Contributions
462
+ [More Information Needed]
463
+ -->
RedPajama-Data-V2.py ADDED
@@ -0,0 +1,461 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright 2023 Together Computer
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ # Lint as: python3
16
+ """RedPajama V2: Quality annotated Web Text Documents."""
17
+
18
+ import gzip
19
+ import json
20
+ import traceback
21
+ from typing import List
22
+
23
+ import datasets
24
+ import pyarrow.parquet as pq
25
+ import numpy as np
26
+
27
+ logger = datasets.logging.get_logger(__name__)
28
+
29
+ _DESCRIPTION = """\
30
+ RedPajama V2: an Open Dataset for Training Large Language Models
31
+ """
32
+
33
+ _URL_BASE = "https://data.together.xyz/redpajama-data-v2/v1.0.0"
34
+ _LANGUAGES = ("en", "de", "fr", "es", "it")
35
+ _MISSING_FILES_PATTERN = "urls/missing-{component}.txt"
36
+ _SHARDS_ID = [i for i in range(5000)]
37
+ _NUM_SHARDS = 5000
38
+ _SUBSAMPLE_FILE_COUNTS = {"sample-10B": 1, "sample-100B": 10, "sample-1T": 100}
39
+
40
+ _CC_SNAPSHOT_IDS = (
41
+ "2014-15",
42
+ "2014-23",
43
+ "2014-35",
44
+ "2014-41",
45
+ "2014-42",
46
+ "2014-49",
47
+ "2014-52",
48
+ "2015-14",
49
+ "2015-22",
50
+ "2015-27",
51
+ "2015-32",
52
+ "2015-35",
53
+ "2015-40",
54
+ "2015-48",
55
+ "2016-07",
56
+ "2016-18",
57
+ "2016-22",
58
+ "2016-26",
59
+ "2016-30",
60
+ "2016-36",
61
+ "2016-40",
62
+ "2016-44",
63
+ "2016-50",
64
+ "2017-04",
65
+ "2017-09",
66
+ "2017-17",
67
+ "2017-22",
68
+ "2017-26",
69
+ "2017-30",
70
+ "2017-34",
71
+ "2017-39",
72
+ "2017-43",
73
+ "2017-47",
74
+ "2017-51",
75
+ "2018-05",
76
+ "2018-09",
77
+ "2018-13",
78
+ "2018-17",
79
+ "2018-22",
80
+ "2018-26",
81
+ "2018-30",
82
+ "2018-34",
83
+ "2018-39",
84
+ "2018-43",
85
+ "2018-47",
86
+ "2018-51",
87
+ "2019-04",
88
+ "2019-09",
89
+ "2019-13",
90
+ "2019-18",
91
+ "2019-22",
92
+ "2019-26",
93
+ "2019-30",
94
+ "2019-35",
95
+ "2019-39",
96
+ "2019-43",
97
+ "2019-47",
98
+ "2019-51",
99
+ "2020-05",
100
+ "2020-10",
101
+ "2020-16",
102
+ "2020-24",
103
+ "2020-29",
104
+ "2020-34",
105
+ "2020-40",
106
+ "2020-45",
107
+ "2020-50",
108
+ "2021-04",
109
+ "2021-10",
110
+ "2021-17",
111
+ "2021-21",
112
+ "2021-25",
113
+ "2021-31",
114
+ "2021-39",
115
+ "2021-43",
116
+ "2021-49",
117
+ "2022-05",
118
+ "2022-21",
119
+ "2022-27",
120
+ "2022-33",
121
+ "2022-40",
122
+ "2022-49",
123
+ "2023-06",
124
+ "2023-14",
125
+ )
126
+
127
+
128
+ class RedPajamaDataV2Config(datasets.BuilderConfig):
129
+ """BuilderConfig for RedPajama."""
130
+
131
+ def __init__(self, *args, **kwargs):
132
+ """BuilderConfig for RedPajama.
133
+ Args:
134
+ **kwargs: keyword arguments forwarded to super.
135
+ """
136
+ super(RedPajamaDataV2Config, self).__init__(**kwargs)
137
+ self.partition: str = kwargs.pop("partition", "all")
138
+ self.snapshots: List[str] = kwargs.pop("snapshots", _CC_SNAPSHOT_IDS)
139
+ self.languages: List[str] = kwargs.pop("languages", _LANGUAGES)
140
+
141
+
142
+ class RedPajamaV2(datasets.GeneratorBasedBuilder):
143
+ """RedPajama V2: Quality annotated Web Text Documents."""
144
+
145
+ BUILDER_CONFIGS = [
146
+ # RedPajamaDataV2Config(
147
+ # name="sample",
148
+ # version=datasets.Version("1.0.0", ""),
149
+ # description=f"RedPajamaV2 Sample",
150
+ # ),
151
+ RedPajamaDataV2Config(
152
+ name="sample-10B",
153
+ version=datasets.Version("1.0.0", ""),
154
+ description=f"RedPajamaV2 Sample with 10B tokens",
155
+ ),
156
+ RedPajamaDataV2Config(
157
+ name="sample-100B",
158
+ version=datasets.Version("1.0.0", ""),
159
+ description=f"RedPajamaV2 Sample with 100B tokens",
160
+ ),
161
+ RedPajamaDataV2Config(
162
+ name="sample-1T",
163
+ version=datasets.Version("1.0.0", ""),
164
+ description=f"RedPajamaV2 Sample with 1T tokens",
165
+ ),
166
+ RedPajamaDataV2Config(
167
+ name="default",
168
+ version=datasets.Version("1.0.0", ""),
169
+ description=f"RedPajamaV2",
170
+ ),
171
+ RedPajamaDataV2Config(
172
+ name="random-sample",
173
+ version=datasets.Version("1.0.0", ""),
174
+ description=f"RedPajamaV2 Random Sample.",
175
+ ),
176
+ ]
177
+
178
+ def _info(self):
179
+ return datasets.DatasetInfo(
180
+ description=_DESCRIPTION,
181
+ features=datasets.Features(
182
+ {
183
+ "raw_content": datasets.Value("string"),
184
+ "doc_id": datasets.Value("string"),
185
+ "meta": datasets.Value("string"),
186
+ "quality_signals": datasets.Value("string"),
187
+ }
188
+ ),
189
+ supervised_keys=None,
190
+ )
191
+
192
+ # def _split_generators_sample(self, dl_manager):
193
+ # # fetch list of base tags
194
+ # sample_base_tags_fp = dl_manager.download_and_extract(
195
+ # "sample/sample_listings.txt"
196
+ # )
197
+ # with open(sample_base_tags_fp, "r") as fd:
198
+ # sample_base_tags = [line.strip() for line in fd]
199
+
200
+ # # fetch documents
201
+ # logger.info(f"Downloading {len(sample_base_tags)} documents files.")
202
+ # documents_files = dl_manager.download(
203
+ # {
204
+ # base_tag: f"sample/documents/{base_tag}.json.gz"
205
+ # for base_tag in sample_base_tags
206
+ # }
207
+ # )
208
+
209
+ # # fetch quality signals
210
+ # logger.info(f"Downloading {len(sample_base_tags)} quality signals files.")
211
+ # quality_signals_files = dl_manager.download(
212
+ # {
213
+ # base_tag: f"sample/quality_signals/{base_tag}.signals.json.gz"
214
+ # for base_tag in sample_base_tags
215
+ # }
216
+ # )
217
+
218
+ # # fetch ids of duplicates
219
+ # logger.info(f"Downloading {len(sample_base_tags)} duplicates ids files.")
220
+ # duplicates_ids_files = dl_manager.download(
221
+ # {
222
+ # base_tag: f"sample/duplicates/{base_tag}.duplicates.parquet"
223
+ # for base_tag in sample_base_tags
224
+ # }
225
+ # )
226
+
227
+ # return [
228
+ # datasets.SplitGenerator(
229
+ # name=datasets.Split.TRAIN,
230
+ # gen_kwargs={
231
+ # "base_tags": sample_base_tags,
232
+ # "documents_files": documents_files,
233
+ # "quality_signals_files": quality_signals_files,
234
+ # "duplicates_ids_files": duplicates_ids_files,
235
+ # },
236
+ # )
237
+ # ]
238
+
239
+ @staticmethod
240
+ def _align_order(source, target):
241
+ res = []
242
+ for i in target:
243
+ if i in source:
244
+ res.append(i)
245
+ return res
246
+
247
+ def _split_generators_full(self, dl_manager):
248
+ snapshots = self._align_order(
249
+ getattr(self.config, "snapshots", _CC_SNAPSHOT_IDS),
250
+ _CC_SNAPSHOT_IDS)
251
+ languages = self._align_order(
252
+ getattr(self.config, "languages", _LANGUAGES),
253
+ _LANGUAGES)
254
+ partition = getattr(self.config, "partition", "all")
255
+ shards_fraction = getattr(self.config, 'shard_fraction', 1.0)
256
+
257
+ # Shards
258
+ shards = np.array(getattr(self.config, 'shards', _SHARDS_ID))
259
+ shards = np.sort(shards[shards < _NUM_SHARDS]).tolist()
260
+
261
+ if self.config.name in ("sample-10B", "sample-100B", "sample-1T"):
262
+ partition = "head_middle"
263
+ languages = _LANGUAGES
264
+ snapshots = _CC_SNAPSHOT_IDS
265
+ shards = _SHARDS_ID[:_SUBSAMPLE_FILE_COUNTS[self.config.name]]
266
+
267
+ if partition == "all":
268
+ partitions = ["head", "middle", "tail"]
269
+ elif partition == "head_middle":
270
+ partitions = ["head", "middle"]
271
+ elif partition == "tail":
272
+ partitions = [partition]
273
+ else:
274
+ raise ValueError(f"invalid partition: {partition}")
275
+
276
+ # fetch list of missing files (e.g., missing duplicates or corrupted documents and
277
+ # quality signal files)
278
+ missing_files_paths = dl_manager.download_and_extract(
279
+ {
280
+ component: _MISSING_FILES_PATTERN.format(component=component)
281
+ for component in ("documents", "signals", "duplicates")
282
+ }
283
+ )
284
+
285
+ missing_files = {}
286
+ for component, missing_file in missing_files_paths.items():
287
+ with open(missing_file, "r", encoding="utf-8") as f:
288
+ missing_files[component] = set(line.strip() for line in f)
289
+
290
+ # build list of urls to fetch
291
+ documents_urls = {}
292
+ quality_signals_urls = {}
293
+ duplicates_ids_urls = {}
294
+ base_tags = []
295
+
296
+ for i_lang, lang in enumerate(languages):
297
+ for i_snapshot, snapshot in enumerate(snapshots):
298
+ for i_part, part in enumerate(partitions):
299
+
300
+ loc_shards = shards
301
+ if self.config.name == 'random-sample':
302
+ seed = 42 + i_lang * len(_LANGUAGES) + i_snapshot * len(_CC_SNAPSHOT_IDS) + i_part * 3
303
+ np.random.seed(seed)
304
+ loc_shards = np.random.choice(shards, size=len(shards)*shards_fraction, replace=False)
305
+
306
+ for n in loc_shards:
307
+ base_tag = f"{snapshot}/{n:04d}/{lang}_{part}"
308
+ base_tags.append(base_tag)
309
+
310
+ # documents
311
+ url = f"{_URL_BASE}/documents/{base_tag}.json.gz"
312
+ if url not in missing_files["documents"]:
313
+ documents_urls[base_tag] = url
314
+
315
+ # quality signals
316
+ url = f"{_URL_BASE}/quality_signals/{base_tag}.signals.json.gz"
317
+ if url not in missing_files["signals"]:
318
+ quality_signals_urls[base_tag] = url
319
+
320
+ # duplicates
321
+ url = f"{_URL_BASE}/duplicates/{base_tag}.duplicates.parquet"
322
+ if url not in missing_files["duplicates"]:
323
+ duplicates_ids_urls[base_tag] = url
324
+
325
+ # download documents files
326
+ logger.info(f"Downloading {len(documents_urls)} documents files.")
327
+ documents_files = dl_manager.download(documents_urls)
328
+
329
+ # download quality signals files
330
+ logger.info(f"Downloading {len(quality_signals_urls)} quality signals files.")
331
+ quality_signals_files = dl_manager.download(quality_signals_urls)
332
+
333
+ # download duplicates ids files
334
+ logger.info(f"Downloading {len(duplicates_ids_urls)} duplicates ids files.")
335
+ duplicates_ids_files = dl_manager.download(duplicates_ids_urls)
336
+
337
+ return [
338
+ datasets.SplitGenerator(
339
+ name=datasets.Split.TRAIN,
340
+ gen_kwargs={
341
+ "base_tags": base_tags,
342
+ "documents_files": documents_files,
343
+ "quality_signals_files": quality_signals_files,
344
+ "duplicates_ids_files": duplicates_ids_files,
345
+ },
346
+ )
347
+ ]
348
+
349
+ def _split_generators(self, dl_manager):
350
+ # if self.config.name == "sample":
351
+ # return self._split_generators_sample(dl_manager)
352
+
353
+ return self._split_generators_full(dl_manager)
354
+
355
+ def _generate_examples(
356
+ self, base_tags, documents_files, quality_signals_files, duplicates_ids_files
357
+ ):
358
+ key = 0
359
+ for base_tag in base_tags:
360
+ doc_file = documents_files.get(base_tag)
361
+ qs_file = quality_signals_files.get(base_tag)
362
+ dupe_file = duplicates_ids_files.get(base_tag)
363
+
364
+ if doc_file is None:
365
+ continue
366
+
367
+ for sample in self.__get_generator(base_tag, doc_file, qs_file, dupe_file):
368
+ yield key, sample
369
+ key += 1
370
+
371
+ def __get_generator(self, base_tag, doc_file, qs_file, dupe_file):
372
+ if "_tail" in base_tag:
373
+ yield from self._handle_tail(base_tag, doc_file, qs_file, dupe_file)
374
+ else:
375
+ yield from self._handle_head_middle(base_tag, doc_file, qs_file, dupe_file)
376
+
377
+ def _handle_tail(self, base_tag, doc_file, qs_file, dupe_file):
378
+ try:
379
+ with gzip.open(doc_file, "rt", encoding="utf-8") as df:
380
+ for row, doc in enumerate(df):
381
+ doc_id = f"{base_tag}.json.gz/{row}"
382
+ try:
383
+ yield self.handle_record("tail", doc_id, doc, None, None)
384
+ except Exception as e:
385
+ logger.warning(f"failed handling row {row} in {doc_file}")
386
+ traceback.print_exc()
387
+ continue
388
+
389
+ except gzip.BadGzipFile as e:
390
+ # skip broken gzip files
391
+ print(f"BadGzipFile: {doc_file, qs_file}")
392
+ traceback.print_exc()
393
+ return
394
+
395
+ def _handle_head_middle(self, base_tag, doc_file, qs_file, dupe_file):
396
+ if qs_file is None:
397
+ yield from self._handle_tail(base_tag, doc_file, None, None)
398
+ return
399
+
400
+ # load duplicates
401
+ try:
402
+ with open(dupe_file, "rb") as df:
403
+ duplicates = set(
404
+ pq.read_table(df, columns=["doc_id"], use_pandas_metadata=False)[
405
+ "doc_id"
406
+ ].to_pylist()
407
+ )
408
+ except Exception as e:
409
+ logger.warning(f"no duplicate ids found for {base_tag}")
410
+ duplicates = set()
411
+
412
+ try:
413
+ with gzip.open(doc_file, "rt", encoding="utf-8") as df:
414
+ with gzip.open(qs_file, "rt", encoding="utf-8") as qf:
415
+ for row, (doc, qs) in enumerate(zip(df, qf)):
416
+ doc_id = f"{base_tag}.json.gz/{row}"
417
+
418
+ try:
419
+ yield self.handle_record(
420
+ part="head_middle",
421
+ doc_id=doc_id,
422
+ doc=doc,
423
+ qs=qs,
424
+ is_duplicate=doc_id in duplicates,
425
+ )
426
+ except Exception as e:
427
+ logger.warning(
428
+ f"failed handling row {row} in {doc_file} ({qs_file})"
429
+ )
430
+ traceback.print_exc()
431
+ continue
432
+
433
+ except gzip.BadGzipFile as e:
434
+ # skip broken gzip files
435
+ print(f"BadGzipFile: {doc_file, qs_file}")
436
+ traceback.print_exc()
437
+ return
438
+
439
+ @staticmethod
440
+ def handle_record(part, doc_id, doc, qs, is_duplicate=None):
441
+ doc = json.loads(doc)
442
+ qs = json.loads(qs) if qs is not None else {}
443
+
444
+ meta = {
445
+ "url": doc["url"],
446
+ "partition": part,
447
+ "language": doc["language"],
448
+ "source_domain": doc["source_domain"],
449
+ "date_download": doc["date_download"],
450
+ "digest": doc["digest"],
451
+ }
452
+
453
+ quality_signals = qs.get("quality_signals", {})
454
+ quality_signals["is_duplicate"] = is_duplicate
455
+
456
+ return {
457
+ "raw_content": doc["raw_content"],
458
+ "doc_id": doc_id,
459
+ "meta": json.dumps(meta),
460
+ "quality_signals": json.dumps(quality_signals),
461
+ }
_CC_SNAPSHOT_IDS ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2014-15
2
+ 2014-23
3
+ 2014-35
4
+ 2014-41
5
+ 2014-42
6
+ 2014-49
7
+ 2014-52
8
+ 2015-14
9
+ 2015-22
10
+ 2015-27
11
+ 2015-32
12
+ 2015-35
13
+ 2015-40
14
+ 2015-48
15
+ 2016-07
16
+ 2016-18
17
+ 2016-22
18
+ 2016-26
19
+ 2016-30
20
+ 2016-36
21
+ 2016-40
22
+ 2016-44
23
+ 2016-50
24
+ 2017-04
25
+ 2017-09
26
+ 2017-17
27
+ 2017-22
28
+ 2017-26
29
+ 2017-30
30
+ 2017-34
31
+ 2017-39
32
+ 2017-43
33
+ 2017-47
34
+ 2017-51
35
+ 2018-05
36
+ 2018-09
37
+ 2018-13
38
+ 2018-17
39
+ 2018-22
40
+ 2018-26
41
+ 2018-30
42
+ 2018-34
43
+ 2018-39
44
+ 2018-43
45
+ 2018-47
46
+ 2018-51
47
+ 2019-04
48
+ 2019-09
49
+ 2019-13
50
+ 2019-18
51
+ 2019-22
52
+ 2019-26
53
+ 2019-30
54
+ 2019-35
55
+ 2019-39
56
+ 2019-43
57
+ 2019-47
58
+ 2019-51
59
+ 2020-05
60
+ 2020-10
61
+ 2020-16
62
+ 2020-24
63
+ 2020-29
64
+ 2020-34
65
+ 2020-40
66
+ 2020-45
67
+ 2020-50
68
+ 2021-04
69
+ 2021-10
70
+ 2021-17
71
+ 2021-21
72
+ 2021-25
73
+ 2021-31
74
+ 2021-39
75
+ 2021-43
76
+ 2021-49
77
+ 2022-05
78
+ 2022-21
79
+ 2022-27
80
+ 2022-33
81
+ 2022-40
82
+ 2022-49
83
+ 2023-06
84
+ 2023-14
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