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  ## Dataset Summary
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- The Vault is a multilingual code-text dataset with over 122 million pairs in inline-level covering 10 popular programming languages. It is the largest corpus containing parallel code-text data. By building upon [The Stack](https://huggingface.co/datasets/bigcode/the-stack), a massive raw code sample collection, the Vault offers a comprehensive and clean resource for advancing research in code understanding and generation. It provides a high-quality dataset that includes code-text pairs at multiple levels, such as class and inline-level, in addition to the function level. The Vault can serve many purposes at multiple levels.
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  ## Supported Tasks
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  The Vault can be used for pretraining LLMs or downstream code-text interaction tasks. A number of tasks related to code understanding and geneartion can be constructed using The Vault such as *code summarization*, *text-to-code generation* and *code search*.
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  ## Dataset Statistics
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- | | train/small | train/medium | train/full | validation | test | total |
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- |:-----------|------------:|-------------:|-----------:|-----------:|-------:|--------------:|
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- |Python | 370,657 | 1,952,110 | 7,772,647 | 30,992 | 21,652 | 7,825,291 |
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- |Java | 351,213 | 1,612,366 | 6,629,193 | 22,677 | 15,552 | 6,667,422 |
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- |JavaScript | 82,931 | 404,729 | 1,640,416 | 22,044 | 21,108 | 1,683,568 |
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- |PHP | 236,638 | 1,155,476 | 4,656,371 | 21,375 | 19,010 | 4,696,756 |
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- |C | 105,978 | 381,207 | 1,639,319 | 27,525 | 19,122 | 1,685,966 |
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- |C# | 141,090 | 783,166 | 3,305,891 | 24,787 | 19,638 | 3,350,316 |
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- |C++ | 87,420 | 410,907 | 1,671,268 | 20,011 | 18,169 | 1,709,448 |
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- |Go | 267,535 | 1,319,547 | 5,109,020 | 19,102 | 25,314 | 5,153,436 |
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- |Ruby | 23,921 | 112,574 | 424,339 | 17,338 | 19,908 | 461,585 |
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- |Rust | 35,367 | 224,015 | 825,130 | 16,716 | 23,141 | 864,987 |
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- |TOTAL | 1,702,750 | 8,356,097 |33,673,594 |222,567 |202,614 |**34,098,775** |
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  ## Usage
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  You can load The Vault dataset using datasets library: ```pip install datasets```
 
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  ## Dataset Summary
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+ The Vault is a multilingual code-text dataset with over 69 million pairs in inline-level covering 10 popular programming languages. It is the largest corpus containing parallel code-text data. By building upon [The Stack](https://huggingface.co/datasets/bigcode/the-stack), a massive raw code sample collection, the Vault offers a comprehensive and clean resource for advancing research in code understanding and generation. It provides a high-quality dataset that includes code-text pairs at multiple levels, such as class and inline-level, in addition to the function level. The Vault can serve many purposes at multiple levels.
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  ## Supported Tasks
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  The Vault can be used for pretraining LLMs or downstream code-text interaction tasks. A number of tasks related to code understanding and geneartion can be constructed using The Vault such as *code summarization*, *text-to-code generation* and *code search*.
 
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  ## Dataset Statistics
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+ | | Number of inline comments |
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+ |:-----------|---------------------------:|
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+ |Python | 14,013,238 |
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+ |Java | 17,062,277 |
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+ |JavaScript | 1,438,110 |
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+ |PHP | 5,873,744 |
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+ |C | 6,778,239 |
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+ |C# | 6,274,389 |
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+ |C++ | 10,343,650 |
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+ |Go | 4,390,342 |
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+ |Ruby | 767,563 |
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+ |Rust | 2,063,784 |
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+ |TOTAL | **69,005,336** |
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  ## Usage
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  You can load The Vault dataset using datasets library: ```pip install datasets```