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Datasets:
allenai
/
dolma

Tasks:
Text Generation
Languages:
English
Size:
n>1T
ArXiv:
Tags:
language-modeling
casual-lm
llm
License:
Dataset card Files Community
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  1. README.md +14 -15
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@@ -1,6 +1,6 @@
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  ---
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  license: odc-by
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- viewer: true
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  task_categories:
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  - text-generation
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  language:
@@ -39,7 +39,7 @@ At the moment, there are six versions of Dolma available:
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  | **Version** | **Default?** | **Release Date** | **Size** (gzip) | **Description** |
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  |--|:--:|--|--|--|
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- | `v1_7` | ✅ | 2024-04-15 | X.X TB | Used to train [OLMo-7B-v1.7](https://huggingface.co/allenai/OLMo-7b-v1.7). |
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  | `v1_6` | | 2024-01-31 | 5.4 TB | An update to v1.5 with some bug-fixes. |
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  | `v1_6-sample` | | 2024-01-31 | 16.4 GB | A smaller sample of Dolma, with roughly 10 billion tokens. Useful for data exploration. |
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  | `v1_5` | | 2023-10-31 | 6.4 TB | The version of Dolma used to train [OLMo-1B](https://huggingface.co/allenai/OLMo-1B). Roughly 3 trillion tokens. |
@@ -51,20 +51,20 @@ At the moment, there are six versions of Dolma available:
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  | **Source** | **Provenance** | **New?** | **Documents** (millions) | **OLMo tokens** (billions) | **Sample Proportion** | **Cutoff Date** | **Processing**
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  |--|--|--|--|--|--|--|--|
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- | Dolma's CC | [Common Crawl](https://commoncrawl.org/) via Dolma v1.6 | Updated | | 1,195.5 | 50% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
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- | Refined Web | [Refined Web](https://huggingface.co/datasets/tiiuae/falcon-refinedweb) | Yes | | 456.4 | 100% | Feb 2023 | Filtered using the Dolma pipeline; new quality filtering and deduplication steps. |
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- | StarCoder | [StarCoder](https://huggingface.co/blog/starcoder) | Yes | | 263.8 | 100% | May 2023 | No further processing. |
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- | C4 | [C4](https://huggingface.co/datasets/c4) via Dolma v1.6 | Updated | | 138.4 | 50% | Apr 2019 | Filtered using the Dolma pipeline; new quality filtering and deduplication steps. |
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- | Reddit | [PushShift API](https://github.com/pushshift/api) | Updated | | 79.9 | 100% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
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  | Semantic Scholar ([S2ORC](https://aclanthology.org/2020.acl-main.447/) & [S2AG](https://www.semanticscholar.org/product/api)) | [peS2o](https://huggingface.co/datasets/allenai/peS2o) via Dolma v1.6 | No | 38.8 | 57.2 | 100% | Mar 2023 | Same as Dolma v1.6 |
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- | arXiv | [RedPajama v1](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T) | Yes | | 28.0 | 100% | Mar 2023 | No further processing. |
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- | StackExchange | [RedPajama v1](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T) | Yes | | 19.6 | 100% | Mar 2023 | No futher processing. |
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- | Flan | [Flan](https://arxiv.org/abs/2301.13688) via [Tulu](https://huggingface.co/datasets/allenai/tulu-v2-sft-mixture) | Yes | | 16.5 | 100% | Mar 2023 | |
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- | CC News | [Common Crawl](https://commoncrawl.org/blog/news-dataset-available) | Yes | | 14.3 | 100% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
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- | OpenWebMath | [OpenWebMath](https://huggingface.co/datasets/open-web-math/open-web-math) via [Proof Pile II](https://huggingface.co/datasets/EleutherAI/proof-pile-2) | Yes | | 12.6 | 100% | Oct 2023 | Training subset; no further processing. |
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- | Algebraic Stack | [Proof Pile II](https://huggingface.co/datasets/EleutherAI/proof-pile-2) | Yes | | 12.6 | 100% | Oct 2023 | Training subset; no further processing. |
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  | Project Gutenberg | [Project Gutenberg](https://www.gutenberg.org) via Dolma v1.6 | No | 0.0556 | 5.3 | 100% | Mar 2023 | Same as Dolma v1.6 |
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- | MegaWika | [MetaWika](https://huggingface.co/datasets/hltcoe/megawika) | Yes | | 4.6 | 100% | Jul 2023 | English web pages cited from Wikipedia; curated using the full Dolma pipeline. |
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  | Wikipedia & Wikibooks | [Wikimedia](https://dumps.wikimedia.org) via Dolma v1.6 | No | 6.2 | 3.7 | 200% | Mar 2023 | Same as Dolma v1.6 |
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  | **Total** | | | | **2,308.5** | **1,715.1** | | |
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@@ -140,4 +140,3 @@ If you use our dataset or tooling, please cite us at:
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  journal={arXiv preprint},
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  }
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  ```
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-
 
1
  ---
2
  license: odc-by
3
+ viewer: false
4
  task_categories:
5
  - text-generation
6
  language:
 
39
 
40
  | **Version** | **Default?** | **Release Date** | **Size** (gzip) | **Description** |
41
  |--|:--:|--|--|--|
42
+ | `v1_7` | ✅ | 2024-04-15 | 4.5 TB | Used to train [OLMo-7B-v1.7](https://huggingface.co/allenai/OLMo-7b-v1.7). |
43
  | `v1_6` | | 2024-01-31 | 5.4 TB | An update to v1.5 with some bug-fixes. |
44
  | `v1_6-sample` | | 2024-01-31 | 16.4 GB | A smaller sample of Dolma, with roughly 10 billion tokens. Useful for data exploration. |
45
  | `v1_5` | | 2023-10-31 | 6.4 TB | The version of Dolma used to train [OLMo-1B](https://huggingface.co/allenai/OLMo-1B). Roughly 3 trillion tokens. |
 
51
 
52
  | **Source** | **Provenance** | **New?** | **Documents** (millions) | **OLMo tokens** (billions) | **Sample Proportion** | **Cutoff Date** | **Processing**
53
  |--|--|--|--|--|--|--|--|
54
+ | Dolma's CC | [Common Crawl](https://commoncrawl.org/) via Dolma v1.6 | Updated | 875.2 | 1,195.5 | 50% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
55
+ | Refined Web | [Refined Web](https://huggingface.co/datasets/tiiuae/falcon-refinedweb) | Yes | 664.0 | 456.4 | 100% | Feb 2023 | Filtered using the Dolma pipeline; new quality filtering and deduplication steps. |
56
+ | StarCoder | [StarCoder](https://huggingface.co/blog/starcoder) | Yes | 206.6 | 263.8 | 100% | May 2023 | No further processing. |
57
+ | C4 | [C4](https://huggingface.co/datasets/c4) via Dolma v1.6 | Updated | 249.9 | 138.4 | 50% | Apr 2019 | Filtered using the Dolma pipeline; new quality filtering and deduplication steps. |
58
+ | Reddit | [PushShift API](https://github.com/pushshift/api) | Updated | 377.4 | 79.9 | 100% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
59
  | Semantic Scholar ([S2ORC](https://aclanthology.org/2020.acl-main.447/) & [S2AG](https://www.semanticscholar.org/product/api)) | [peS2o](https://huggingface.co/datasets/allenai/peS2o) via Dolma v1.6 | No | 38.8 | 57.2 | 100% | Mar 2023 | Same as Dolma v1.6 |
60
+ | arXiv | [RedPajama v1](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T) | Yes | 1.5 | 28.0 | 100% | Mar 2023 | No further processing. |
61
+ | StackExchange | [RedPajama v1](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T) | Yes | 29.3 | 19.6 | 100% | Mar 2023 | No further processing. |
62
+ | Flan | [Flan](https://arxiv.org/abs/2301.13688) via [Tulu](https://huggingface.co/datasets/allenai/tulu-v2-sft-mixture) | Yes | 52.1 | 16.5 | 100% | Mar 2023 | |
63
+ | CC News | [Common Crawl](https://commoncrawl.org/blog/news-dataset-available) | Yes | 22.0 | 14.3 | 100% | Mar 2023 | Extracted using the Dolma pipeline; new quality filtering and deduplication steps. |
64
+ | OpenWebMath | [OpenWebMath](https://huggingface.co/datasets/open-web-math/open-web-math) via [Proof Pile II](https://huggingface.co/datasets/EleutherAI/proof-pile-2) | Yes | 2.9 | 12.6 | 100% | Oct 2023 | Training subset; no further processing. |
65
+ | Algebraic Stack | [Proof Pile II](https://huggingface.co/datasets/EleutherAI/proof-pile-2) | Yes | 2.8 | 12.6 | 100% | Oct 2023 | Training subset; no further processing. |
66
  | Project Gutenberg | [Project Gutenberg](https://www.gutenberg.org) via Dolma v1.6 | No | 0.0556 | 5.3 | 100% | Mar 2023 | Same as Dolma v1.6 |
67
+ | MegaWika | [MetaWika](https://huggingface.co/datasets/hltcoe/megawika) | Yes | 3.2 | 4.6 | 100% | Jul 2023 | English web pages cited from Wikipedia; curated using the full Dolma pipeline. |
68
  | Wikipedia & Wikibooks | [Wikimedia](https://dumps.wikimedia.org) via Dolma v1.6 | No | 6.2 | 3.7 | 200% | Mar 2023 | Same as Dolma v1.6 |
69
  | **Total** | | | | **2,308.5** | **1,715.1** | | |
70
 
 
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  journal={arXiv preprint},
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  }
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  ```