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README.md
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In this repo, The Vault is divided into 5 subsets, where three training versions are split based on dataset size, and the remains are validation set and test set (approximate 20,000 samples in each). The statistic for each language is illustrated in the following section.
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Before split, the dataset is de-duplicated
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## Dataset Statistics
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| CodeT5 | 8 | 3,158,313 |
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| **The Vault** | **10** | **40,993,893** |
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- Statistic for each
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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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In this repo, The Vault is divided into 5 subsets, where three training versions are split based on dataset size, and the remains are validation set and test set (approximate 20,000 samples in each). The statistic for each language is illustrated in the following section.
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Before split, the dataset is de-duplicated. There are 3 versions of training set that are small (5%), medium (20%) and large (100%).
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## Dataset Statistics
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| CodeT5 | 8 | 3,158,313 |
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| **The Vault** | **10** | **40,993,893** |
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- Statistic for each set
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| | train/small | train/medium | train/full | validation | test |
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|:-----------|------------:|-------------:|-----------:|-----------:|-------:|
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|Python | 370,657 | 1,952,110 | 7,772,647 | 30,992 | 21,652 |
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|Java | 351,213 | 1,612,366 | 6,629,193 | 22,677 | 15,552 |
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|JavaScript | 82,931 | 404,729 | 1,640,416 | 22,044 | 21,108 |
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|PHP | 236,638 | 1,155,476 | 4,656,371 | 21,375 | 19,010 |
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|C | 105,978 | 381,207 | 1,639,319 | 27,525 | 19,122 |
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|C# | 141,090 | 783,166 | 3,305,891 | 24,787 | 19,638 |
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|C++ | 87,420 | 410,907 | 1,671,268 | 20,011 | 18,169 |
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|Go | 267,535 | 1,319,547 | 5,109,020 | 19,102 | 25,314 |
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|Ruby | 23,921 | 112,574 | 424,339 | 17,338 | 19,908 |
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|Rust | 35,367 | 224,015 | 825,130 | 16,716 | 23,141 |
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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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