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README.md
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---
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# PIN-
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A mini version of "PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents"
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This dataset contains
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<img src="assets/intro.png">
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## 0 Usage
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-
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```bash
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cat data.tar.part* > data.tar
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## 1 Dataset statistics
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```
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example_dataset/
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│
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├── content_image/
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├── overall_image/
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└── example_dataset.jsonl
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```
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```
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example_dataset/
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├── part00/
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│ ├── content_image/
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│ ├── overall_image/
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│ └── part00.jsonl
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│
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├── part01/
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│ ├── content_image/
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│ ├── overall_image/
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│ └── part01.jsonl
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│
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... -
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```
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### 2.
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该名称我们可以根据情况不同而进行讨论确定。不过我个人倾向于与父文件夹保持一致。
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其中一条数据:
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```
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{
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"id": 0,
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"meta": {
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"language": "en",
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"doc_id": "NYSE_F_2004.pdf",
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"oi_exist": true,
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"ori_meta": null,
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"date_download": "2024-03-16",
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"source_dataset": "DocLayNet",
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"page_id": "72"
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},
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"quality_signals": null,
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"license": "https://cdla.io/permissive-1-0/",
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"overall_image": "overall_image/c6effb847ae7e4a80431696984fa90c98bb08c266481b9a03842422459c43bdd.png",
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"md": "markdown file"
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"content_image": [
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"content_image/13.jpg",
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"content_image/14.jpg"
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]
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}
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```
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解释:
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- id: 每一个条数据的唯一id。
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- meta: 每条数据(多模态文档)的meta信息。
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+ language: 语言,中文(zh),英文(en)等。
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+ source_dataset: 假如该文档是转换而来的,则在此标注出原始的数据集名称,如不是则为None。
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+ doc_id: 一个唯一的document id,标识该文档的名称信息等。
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+ page_id: 一个唯一的page id,标识该文档所在页码位置。如只有一个页码,那就为None,只有多文档的时候才会有page_id,一般从1开始。
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+ date_download: date (download), 下载日期。
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+ ori_meta: 原始的数据集也许会包含meta信息,所以在此保留了,假如无则为None。
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+ oi_exist: 是否存在overall image。True or False。假如是True,则意味着overall image来自于数据集本身,假如为False则是通过我们的代码的编译结果。
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+ ...
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- quality_signals: 质量信号,参考了redpajama v2的设计。
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+ doc_length: 文档长度。
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+ ...
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- content_image: 存放该文档内提到的images的列表,如无则为None。有的话,[image1, image2, image3, ...]。
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- overall_image: 存放对应的overall image的路径。
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- md:存放markdown内容本身。
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- license:存放license。
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### 2.3 content_image 文件夹
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存放各个文档里面用到的图片。
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注:需要全部都转换成png格式。文件名只要是文件夹内唯一即可。
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```
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content_image/
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...
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```
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### 2.4 overall_image
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```
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overall_image/
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...
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```
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An example of DocLynet:
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```json
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{
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"id": 0,
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"meta": {
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"language": "en",
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"oi_exist": true,
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"
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"ori_meta": null,
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"doc_id": "NYSE_F_2004.pdf",
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"page_id": "0",
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}
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```
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An example of OBELICS
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```json
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{
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"id": 466502,
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"meta": {
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"language": "en",
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"oi_exist": true,
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"
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"ori_meta": {
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"document_url": "https://www.donegaldaily.com/2022/02/21/watch-incredible-storm-surge-at-portsalon-golf-club/",
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"unformatted_src": "https://www.donegaldaily.com/wp-content/uploads/2022/02/Screenshot-2022-02-21-at-17.54.30.jpg",
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}
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```
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An example of chinese-markdown
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```json
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{
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"meta": {
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"language": "zh",
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"oi_exist": true,
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"
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"ori_meta": null,
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"doc_id": 7,
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"page_id": null,
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}
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```
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An example of leetcode
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```json
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{
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"doc_id": 1,
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"page_id": null,
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"oi_exist": true,
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"source_dataset": "leetcode",
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"date_download": "2024-05-05",
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"ori_meta": {
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}
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```
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An example of linux-cn
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```json
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{
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"doc_id": 134,
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"page_id": null,
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"oi_exist": true,
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"source_dataset": "linux-cn",
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"date_download": "2024-05-06",
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"ori_meta": {
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}
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```
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An example of mmc-core-ff
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```json
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{
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"meta": {
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"language": "en",
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"oi_exist": true,
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"doc_id": 11,
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"page_id": 0,
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"
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"source_jsonl": "mmc4-core-ff/docs_no_face_shard_10375_v3.jsonl",
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"ori_meta": {
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"url": "http://position-light.blogspot.com/2015/06/whats-up-with-reading-and-northern.html",
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}
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```
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## License
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# PIN-14M
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A mini version of "PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents"
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This dataset contains 14M samples with PIN format.
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<img src="assets/intro.png">
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## 0 Usage
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Decompression
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```bash
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cat data.tar.part* > data.tar
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## 1 Dataset statistics
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| Subsect | Documents (#) | Overall images (#) | Content images (#) | Documents (GB) | Overall images (GB) | Content images (GB) |
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|-----------------|-----------|----------------|----------------|---------------------|--------------------------|--------------------------|
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| pg19 | 2,612,285 | 2,608,029 | 0 | 12.3 | 1,418.1 | 0.0 |
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| OBELICS | 5,795,198 | 5,770,432 | 5,840,658 | 13.0 | 3,141.4 | 3,305.3 |
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| mmc4-core-ff | 5,351,628 | 5,277,983 | 9,014,579 | 33.7 | 3,232.0 | 5,605.0 |
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| chinese-markdown| 168,323 | 167,989 | 106,768 | 1.3 | 773.2 | 15.0 |
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| leetcode | 2,360 | 2,360 | 0 | 0.016 | 1.3 | 0.0 |
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| linux-cn | 9,564 | 9,564 | 38,960 | 0.082 | 11.9 | 1.8 |
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| DocLayNet | 68,757 | 69,375 | 90,259 | 0.18 | 25.9 | 1.6 |
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| PIN-PMC | 99,157 | 1,074,799 | 454,482 | 2.8 | 724.2 | 29.5 |
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| **Total** | 14,107,272| 14,980,531 | 15,545,706 | 63.4 | 9,328.0 | 8,958.3 |
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Storage space statistics may have some error, so these values are for reference only.
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## 2 Data Structure
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### 2.1 Subsets
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We process 8 subsets, including PIN-PMC, DocLayNet, Linux-CN, chinese-markdown, OBELICS, MMC4, leetcode, and PG19.
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<img src="assets/dataset-example.png">
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Note: We do not release the PIN-arXiv subset in the preview version.
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### 2.2 Folder Structure
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The directory `content images` holds the images mentioned within the markdown text, and `overall images` display the overall visual representation of the markdown files. Moreover, the `JSONL` file encapsulate the textual content along with associated data details.
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An example subset:
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```
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example_dataset/
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│
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├── content_image/
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├── overall_image/
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└── example_dataset.jsonl
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```
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A subset with multiple parts:
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```
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example_dataset/
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├── part00/
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│ ├── content_image/
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│ ├── overall_image/
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│ └── part00.jsonl
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│
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├── part01/
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│ ├── content_image/
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│ ├── overall_image/
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│ └── part01.jsonl
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│
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... - More similar parts
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```
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### 2.3 content_image Folder
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This folder contains all the content images used in the markdown files.
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Note: All images need to be converted to PNG format. The filename should be unique within the folder.
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```
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content_image/
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...
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```
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### 2.4 overall_image Folder
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This folder contains all the overall images for each sample.
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Note: All images need to be converted to PNG format. The filename should be unique within the folder.
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```
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overall_image/
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...
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```
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#### 2.5 JSON Lines Format
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we provide a detailed example of the annotations included with each data entry.
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```
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{
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"id": 1919,
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"meta": {
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"language": "en",
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"oi_exist": true,
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"oi_source": "compiling",
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"source_dataset": "example_source (e.g. OBELICS)",
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"ori_meta": {
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"document_url": "https://www.example.com/2022/02/21/example/",
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...
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}
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},
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"doc_id": 1997,
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"page_id": 0,
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"date_download": "2024-03-01"
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},
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"license": "CC-BY-4.0",
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"quality_signals": {
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"doc_length": 100,
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...
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},
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"content_image": [
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"content_image/1997-0.png",
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"content_image/1997-1.png"
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],
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"md": "<img src='content_image/1997-0.png'>\n\nThis is a fake sample data line, just for show.\n\nThis is a fake sample data line, just for show.\n\n<img src='content_image/1997-1.png'>\n\nThis is a fake sample data line, just for show.",
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"overall_image": "overall_image/1997.png"
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}
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```
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Field Descriptions:
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**Field Descriptions:**
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- **id**: Unique identifier for each entry.
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- **meta**: Metadata for each multimodal document entry.
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- **language**: The document's language, such as Chinese (zh) or English (en).
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- **source_dataset**: If the document is converted from another dataset, the original dataset name is noted here; otherwise, it is None.
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- **doc_id**: A unique document identifier providing name and other details.
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- **page_id**: A unique page identifier indicating the document's page number. If there is only one page, this is None. Page IDs are usually numbered starting from 1 in multi-page documents.
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- **date_download**: date (download), the date the document was downloaded.
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- **ori_meta**: Original metadata from the dataset, if available; otherwise, None.
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- **oi_exist**: Indicates whether an overall image exists. True or False.
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- **oi_source**: Source of the overall image; 'ori' for images taken from the original dataset and 'compiling' for images generated through code compilation. If this tag is missing, the image is likely compiled.
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- ...
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+
- **quality_signals**: Quality indicators inspired by the design of redpajama v2.
|
163 |
+
- **doc_length**: Length of the document.
|
164 |
+
- ...
|
165 |
+
- **content_image**: List of images mentioned in the document; None if no images are present.
|
166 |
+
- **overall_image**: Path to the corresponding overall image. (A list or a single path)
|
167 |
+
- **md**: Contains the markdown content.
|
168 |
+
- **license**: License information for the current sample.
|
169 |
+
|
170 |
+
## 3 Examples of jsonl files
|
171 |
+
|
172 |
+
We selected samples consisting of short markdown documents.
|
173 |
+
|
174 |
+
### 3.1 An example of DocLynet
|
175 |
+
|
176 |
+
Notably, the dataset's overall images are converted from the original dataset's PDFs into PNG format.
|
177 |
|
|
|
178 |
```json
|
179 |
{
|
180 |
"id": 0,
|
181 |
"meta": {
|
182 |
"language": "en",
|
183 |
"oi_exist": true,
|
184 |
+
"oi_source": "ori",
|
185 |
+
"source_dataset": "DocLayNet",
|
186 |
"ori_meta": null,
|
187 |
"doc_id": "NYSE_F_2004.pdf",
|
188 |
"page_id": "0",
|
|
|
198 |
}
|
199 |
```
|
200 |
|
201 |
+
### 3.2 An example of OBELICS
|
202 |
+
|
203 |
```json
|
204 |
{
|
205 |
"id": 466502,
|
206 |
"meta": {
|
207 |
"language": "en",
|
208 |
"oi_exist": true,
|
209 |
+
"oi_source": "compiling",
|
210 |
+
"source_dataset": "OBELICS",
|
211 |
"ori_meta": {
|
212 |
"document_url": "https://www.donegaldaily.com/2022/02/21/watch-incredible-storm-surge-at-portsalon-golf-club/",
|
213 |
"unformatted_src": "https://www.donegaldaily.com/wp-content/uploads/2022/02/Screenshot-2022-02-21-at-17.54.30.jpg",
|
|
|
239 |
}
|
240 |
```
|
241 |
|
242 |
+
### 3.3 An example of chinese-markdown
|
243 |
|
244 |
```json
|
245 |
{
|
|
|
247 |
"meta": {
|
248 |
"language": "zh",
|
249 |
"oi_exist": true,
|
250 |
+
"oi_source": "compiling",
|
251 |
+
"source_dataset": "chinese-markdown",
|
252 |
"ori_meta": null,
|
253 |
"doc_id": 7,
|
254 |
"page_id": null,
|
|
|
264 |
}
|
265 |
```
|
266 |
|
267 |
+
### 3.4 An example of leetcode
|
268 |
|
269 |
```json
|
270 |
{
|
|
|
274 |
"doc_id": 1,
|
275 |
"page_id": null,
|
276 |
"oi_exist": true,
|
277 |
+
"oi_source": "compiling",
|
278 |
"source_dataset": "leetcode",
|
279 |
"date_download": "2024-05-05",
|
280 |
"ori_meta": {
|
|
|
290 |
}
|
291 |
```
|
292 |
|
293 |
+
### 3.5 An example of linux-cn
|
294 |
|
295 |
```json
|
296 |
{
|
|
|
300 |
"doc_id": 134,
|
301 |
"page_id": null,
|
302 |
"oi_exist": true,
|
303 |
+
"oi_source": "compiling",
|
304 |
"source_dataset": "linux-cn",
|
305 |
"date_download": "2024-05-06",
|
306 |
"ori_meta": {
|
|
|
355 |
}
|
356 |
```
|
357 |
|
358 |
+
### 3.6 An example of mmc-core-ff
|
359 |
|
360 |
```json
|
361 |
{
|
362 |
"meta": {
|
363 |
"language": "en",
|
364 |
"oi_exist": true,
|
365 |
+
"oi_source": "compiling",
|
366 |
"doc_id": 11,
|
367 |
"page_id": 0,
|
368 |
+
"source_dataset": "mmc4-core-ff",
|
369 |
"source_jsonl": "mmc4-core-ff/docs_no_face_shard_10375_v3.jsonl",
|
370 |
"ori_meta": {
|
371 |
"url": "http://position-light.blogspot.com/2015/06/whats-up-with-reading-and-northern.html",
|
|
|
491 |
}
|
492 |
```
|
493 |
|
494 |
+
### 3.7 An example of PG19
|
495 |
+
|
496 |
+
```json
|
497 |
+
{
|
498 |
+
"meta": {
|
499 |
+
"language": "en",
|
500 |
+
"oi_exist": true,
|
501 |
+
"oi_source": "compiling",
|
502 |
+
"doc_id": 871,
|
503 |
+
"page_id": 0,
|
504 |
+
"source_dataset": "pg19",
|
505 |
+
"split": "train",
|
506 |
+
"ori_meta": {
|
507 |
+
"url": "http://www.gutenberg.org/ebooks/9304",
|
508 |
+
"short_book_title": "Initiation into Philosophy by Emile Faguet",
|
509 |
+
"publication_date": 1914
|
510 |
+
},
|
511 |
+
"date_download": "2024-05-10"
|
512 |
+
},
|
513 |
+
"md": "# Initiation into Philosophy by Emile Faguet \n\n Produced by Ted Garvin, Thomas Hutchinson and PG Distributed Proofreaders \n\n \n\n \n\n \n\n \n\n INITIATION INTO PHILOSOPHY \n\n \nBy Emile Faguet \n\n Of the French Academy \n\n \nAuthor of \"The Cult Of Incompetence,\" \"Initiation Into Literature,\" etc. \n\n \nTranslated from the French by Sir Homer Gordon, Bart. \n\n 1914 \n\n \n\n \nPREFACE \n\n This volume, as indicated by the title, is designed to show the way to the beginner, to satisfy and more espec ially to excite his initial curiosity. It affords an adequate idea of the march of facts and of ideas. The rea der is led, somewhat rapidly, from the remote origins to the most recent efforts of the human mind. \n\n It should be a convenient repertory to which the mind may revert in order to see broadly the general opinion o f an epoch--and what connected it with those that followed or preceded it. It aims above all at being _a frame _ in which can conveniently be inscribed, in the course of further studies, new conceptions more detailed and more thoroughly examined. \n\n It will have fulfilled its design should it incite to research and meditation, and if it prepares for them cor rectly. \n\n E. FAGUET. \n\n \n\n \nCONTENTS \n\n \nPART I ANTIQUITY \n\n \nCHAPTER I BEFORE SOCRATES \n\n Philosophical Interpreters of the Universe, of the Creation and Constitution of the World. \n\n \nCHAPTER II THE SOPHISTS \n\n Logicians and Professors of Logic, and of the Analysis of Ideas, and of Discussion. \n\n \nCHAPTER III SOCRATES \n\n Philosophy Entirely Reduced to Morality, and Morality Considered as the End of all Intellectual Activity. \n\n \nCHAPTER IV PLATO \n\n Plato, like Socrates, is Pre-eminently a Moralist, but he Reverts to General Consideration of the Universe, an d Deals with Politics and Legislation. \n\n \nCHAPTER V ARISTOTLE",
|
514 |
+
"license": "Apache 2.0",
|
515 |
+
"quality_signals": null,
|
516 |
+
"content_image": null,
|
517 |
+
"overall_image": "overall_image/871-0.png"
|
518 |
+
}
|
519 |
+
```
|
520 |
+
|
521 |
+
### 3.8 An example of PIN-PMC
|
522 |
|
523 |
+
```json
|
524 |
+
{
|
525 |
+
"meta": {
|
526 |
+
"language": "en",
|
527 |
+
"doc_id": "PMC3015258",
|
528 |
+
"oi_exist": true,
|
529 |
+
"oi_source": "ori",
|
530 |
+
"source_dataset": "PIN-PMC",
|
531 |
+
"ori_meta": null,
|
532 |
+
"page_id": null,
|
533 |
+
"date_download": "2024-05-28"
|
534 |
+
},
|
535 |
+
"md": "# A Simple Stereoscopic Endoscope\n\n## Abstract\n\nA very simple method is described for producing and viewing stereoscopic endoscopic images.\nThe addition of two simple prisms to the end of a conventional television-monitored endoscope with a simple viewing device produces a stereoscopic endoscope which appears to be suitable for surgical use......",
|
536 |
+
"license": [
|
537 |
+
"https://www.ncbi.nlm.nih.gov/pmc/tools/textmining/"
|
538 |
+
],
|
539 |
+
"quality_signals": {
|
540 |
+
"doc_length": 8269
|
541 |
+
},
|
542 |
+
"content_image": [
|
543 |
+
"content_image/PMC3015258/jsls-2-1-67-g03.jpg",
|
544 |
+
"content_image/PMC3015258/jsls-2-1-67-g04.jpg",
|
545 |
+
"content_image/PMC3015258/jsls-2-1-67-g01.jpg",
|
546 |
+
"content_image/PMC3015258/jsls-2-1-67-g02.jpg",
|
547 |
+
"content_image/PMC3015258/jsls-2-1-67-g05.jpg"
|
548 |
+
],
|
549 |
+
"overall_image": [
|
550 |
+
"overall_image/PMC3015258/jsls-2-1-67_3.png",
|
551 |
+
"overall_image/PMC3015258/jsls-2-1-67_0.png",
|
552 |
+
"overall_image/PMC3015258/jsls-2-1-67_1.png",
|
553 |
+
"overall_image/PMC3015258/jsls-2-1-67_2.png"
|
554 |
+
],
|
555 |
+
"id": 60827
|
556 |
+
}
|
557 |
+
```
|
558 |
|
559 |
+
## 4 License
|
560 |
|
561 |
+
For data generated or produced by us, please adhere to the Apache 2.0 License.
|
562 |
|
563 |
+
For data sourced from third parties, compliance with the respective third-party licenses is required.
|