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--- |
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license: mit |
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pretty_name: CommitPack |
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language: |
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- code |
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--- |
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# Dataset Card for CommitPack |
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Additional Information](#additional-information) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Repository:** https://github.com/bigcode-project/octopack |
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- **Paper:** [OctoPack: Instruction Tuning Code Large Language Models](https://arxiv.org/abs/2308.07124) |
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- **Point of Contact:** [Niklas Muennighoff](mailto:[email protected]) |
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### Dataset Summary |
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> CommitPack is is a 4TB dataset of commits scraped from GitHub repositories that are permissively licensed. |
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- **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigcode-project/octopack). |
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- **Languages:** 350 |
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- **OctoPack🐙🎒:** |
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<table> |
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<tr> |
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<th>Data</t> |
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<td><a href=https://huggingface.co/datasets/bigcode/commitpack>CommitPack</a></td> |
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<td>4TB of GitHub commits across 350 programming languages</td> |
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</tr> |
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<tr> |
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<th></t> |
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<td><a href=https://huggingface.co/datasets/bigcode/commitpackft>CommitPackFT</a></td> |
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<td>Filtered version of CommitPack for high-quality commit messages that resemble instructions</td> |
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</tr> |
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<tr> |
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<th>Model</t> |
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<td><a href=https://huggingface.co/bigcode/octocoder>OctoCoder</a></td> |
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<td>StarCoder (16B parameters) instruction tuned on CommitPackFT + OASST</td> |
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</tr> |
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<tr> |
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<th></t> |
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<td><a href=https://huggingface.co/bigcode/octogeex>OctoGeeX</a></td> |
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<td>CodeGeeX2 (6B parameters) instruction tuned on CommitPackFT + OASST</td> |
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</tr> |
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<tr> |
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<th>Evaluation</t> |
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<td><a href=https://huggingface.co/datasets/bigcode/humanevalpack>HumanEvalPack</a></td> |
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<td>Extension of OpenAI's HumanEval to cover 3 scenarios across 6 languages</td> |
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</tr> |
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</table> |
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## Dataset Structure |
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### Data Instances |
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An example looks as follows: |
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```json |
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{ |
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'commit': '0c17311f7fd511f5dae8f8e4acc2dce1a2de3cf5', |
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'old_file': 'main.py', |
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'new_file': 'main.py', |
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'old_contents': "import numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-5, 5, 20)\ny_data = np.random.normal(0.0, 1.0, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n", |
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'new_contents': "import math\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n# generate sample data\nx_data = np.linspace(-math.pi, math.pi, 30)\ny_data = np.sin(x_data) + np.random.normal(0.0, 0.1, x_data.size)\n\nplt.plot(x_data, y_data, 'o')\nplt.show()\n\n", |
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'subject': 'Change to sin() function with noise', |
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'message': 'Change to sin() function with noise\n', |
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'lang': 'Python', |
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'license': 'mit', |
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'repos': 'MorganR/basic-gaussian-process', |
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'returncode': 0, |
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'stderr': '' |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits: |
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- `commit`: unique commit id |
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- `old_file`: name of the file before the commit |
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- `new_file`: name of the file after the commit |
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- `old_contents`: contents of the file before the commit |
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- `new_contents`: contents of the file after the commit |
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- `subject`: subject of the commit (this is used for all experiments in the paper) |
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- `message`: message of the commit (commonly the same as the subject) |
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- `lang`: programming language |
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- `license`: license of the repository the code stems from |
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- `repos`: name of the the repository the code stems from (if multiple, they are comma separated) |
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- `returncode`: if applicable errorcode during scraping (0 = no error) |
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- 'stderr': if applicable the error that occured during scraping (empty = no error) |
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### Data Splits |
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| Name | Megabytes | % of total | Samples | % of total | |
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| --- | --- | --- | --- | --- | |
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| total | 3709175.78 | 100.0% | 57700105 | 100.0% | |
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| json | 583293.816 | 15.7257% | 3495038 | 6.0572% | |
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| xml | 279208.676 | 7.5275% | 1923159 | 3.333% | |
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| text | 270662.596 | 7.2971% | 1389525 | 2.4082% | |
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| javascript | 262824.844 | 7.0858% | 5401937 | 9.3621% | |
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| objective-c++ | 239009.3 | 6.4437% | 32227 | 0.0559% | |
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| python | 234311.564 | 6.3171% | 6189601 | 10.7272% | |
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| c | 200876.804 | 5.4157% | 2779478 | 4.8171% | |
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| c++ | 186585.256 | 5.0304% | 2402294 | 4.1634% | |
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| markdown | 171849.952 | 4.6331% | 7645354 | 13.2502% | |
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| java | 127103.448 | 3.4267% | 3744377 | 6.4894% | |
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| html | 105305.284 | 2.839% | 2366841 | 4.102% | |
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| yaml | 100466.64 | 2.7086% | 2592787 | 4.4936% | |
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| go | 86444.624 | 2.3306% | 1183612 | 2.0513% | |
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| csv | 82946.192 | 2.2362% | 79268 | 0.1374% | |
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| php | 74961.64 | 2.021% | 2555419 | 4.4288% | |
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| jupyter-notebook | 66854.08 | 1.8024% | 94000 | 0.1629% | |
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| gettext-catalog | 62296.88 | 1.6795% | 168327 | 0.2917% | |
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| sql | 56802.764 | 1.5314% | 132772 | 0.2301% | |
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| unity3d-asset | 39535.008 | 1.0659% | 17867 | 0.031% | |
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| typescript | 39254.804 | 1.0583% | 572136 | 0.9916% | |
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| web-ontology-language | 36435.464 | 0.9823% | 7458 | 0.0129% | |
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| ruby | 35830.74 | 0.966% | 2928702 | 5.0757% | |
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| c# | 33669.652 | 0.9077% | 923157 | 1.5999% | |
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| nix | 33547.92 | 0.9045% | 221281 | 0.3835% | |
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| shell | 25109.952 | 0.677% | 1017977 | 1.7643% | |
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| perl | 21148.928 | 0.5702% | 374266 | 0.6486% | |
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| tex | 17471.108 | 0.471% | 89283 | 0.1547% | |
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| css | 16306.632 | 0.4396% | 548818 | 0.9512% | |
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| restructuredtext | 15613.888 | 0.421% | 494037 | 0.8562% | |
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| rust | 15011.296 | 0.4047% | 296214 | 0.5134% | |
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| groff | 12020.188 | 0.3241% | 32923 | 0.0571% | |
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| ini | 8375.164 | 0.2258% | 297100 | 0.5149% | |
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| scala | 8325.96 | 0.2245% | 316064 | 0.5478% | |
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| coffeescript | 6795.14 | 0.1832% | 292446 | 0.5068% | |
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| haskell | 6306.12 | 0.17% | 217325 | 0.3766% | |
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| swift | 5902.716 | 0.1591% | 319289 | 0.5534% | |
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| lua | 5763.12 | 0.1554% | 139091 | 0.2411% | |
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| svg | 5645.44 | 0.1522% | 27095 | 0.047% | |
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| gas | 5585.384 | 0.1506% | 15121 | 0.0262% | |
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| ocaml | 5355.4 | 0.1444% | 81360 | 0.141% | |
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| erlang | 5043.32 | 0.136% | 93685 | 0.1624% | |
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| makefile | 4238.512 | 0.1143% | 343379 | 0.5951% | |
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| asciidoc | 4138.588 | 0.1116% | 96671 | 0.1675% | |
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| emacs-lisp | 3988.652 | 0.1075% | 83228 | 0.1442% | |
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| scss | 3944.936 | 0.1064% | 288190 | 0.4995% | |
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| clojure | 3523.408 | 0.095% | 158674 | 0.275% | |
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| org | 3126.22 | 0.0843% | 30198 | 0.0523% | |
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| common-lisp | 2954.904 | 0.0797% | 74628 | 0.1293% | |
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| diff | 2586.048 | 0.0697% | 21021 | 0.0364% | |
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| groovy | 2569.14 | 0.0693% | 110057 | 0.1907% | |
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| html+erb | 2450.676 | 0.0661% | 225379 | 0.3906% | |
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| nesc | 2439.564 | 0.0658% | 473 | 0.0008% | |
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| dart | 2395.796 | 0.0646% | 56873 | 0.0986% | |
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| powershell | 2289.276 | 0.0617% | 55381 | 0.096% | |
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| f# | 2289.236 | 0.0617% | 66840 | 0.1158% | |
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| dm | 2223.144 | 0.0599% | 55584 | 0.0963% | |
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| kotlin | 2219.248 | 0.0598% | 124266 | 0.2154% | |
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| pascal | 2194.676 | 0.0592% | 42511 | 0.0737% | |
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| jsx | 2124.744 | 0.0573% | 139148 | 0.2412% | |
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| viml | 1948.208 | 0.0525% | 74062 | 0.1284% | |
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| actionscript | 1844.148 | 0.0497% | 28819 | 0.0499% | |
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| cython | 1736.588 | 0.0468% | 25927 | 0.0449% | |
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| turtle | 1698.948 | 0.0458% | 3882 | 0.0067% | |
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| less | 1616.564 | 0.0436% | 88634 | 0.1536% | |
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| mathematica | 1475.044 | 0.0398% | 925 | 0.0016% | |
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| xslt | 1441.456 | 0.0389% | 27956 | 0.0485% | |
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| scheme | 1249.244 | 0.0337% | 30546 | 0.0529% | |
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| perl6 | 1223.16 | 0.033% | 12167 | 0.0211% | |
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| edn | 1186.94 | 0.032% | 2289 | 0.004% | |
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| fortran | 1178.548 | 0.0318% | 13463 | 0.0233% | |
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| java-server-pages | 1173.072 | 0.0316% | 53574 | 0.0928% | |
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| standard-ml | 1133.476 | 0.0306% | 20097 | 0.0348% | |
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| cmake | 1132.068 | 0.0305% | 58446 | 0.1013% | |
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| json5 | 1108.2 | 0.0299% | 1827 | 0.0032% | |
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| vala | 1104.512 | 0.0298% | 14822 | 0.0257% | |
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| vue | 1093.8 | 0.0295% | 68967 | 0.1195% | |
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| freemarker | 1032.332 | 0.0278% | 36216 | 0.0628% | |
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| graphql | 1004.844 | 0.0271% | 2009 | 0.0035% | |
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| twig | 958.96 | 0.0259% | 39588 | 0.0686% | |
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| tcl | 869.832 | 0.0235% | 16407 | 0.0284% | |
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| pod | 859.016 | 0.0232% | 14922 | 0.0259% | |
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| dockerfile | 849.728 | 0.0229% | 259379 | 0.4495% | |
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| yacc | 845.704 | 0.0228% | 8230 | 0.0143% | |
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| postscript | 800.728 | 0.0216% | 903 | 0.0016% | |
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| racket | 796.64 | 0.0215% | 16615 | 0.0288% | |
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| eagle | 785.684 | 0.0212% | 2237 | 0.0039% | |
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| haxe | 772.896 | 0.0208% | 28447 | 0.0493% | |
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| julia | 752.068 | 0.0203% | 22695 | 0.0393% | |
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| handlebars | 740.816 | 0.02% | 49842 | 0.0864% | |
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| smarty | 720.944 | 0.0194% | 41065 | 0.0712% | |
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| visual-basic | 681.516 | 0.0184% | 10511 | 0.0182% | |
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| literate-haskell | 673.74 | 0.0182% | 10729 | 0.0186% | |
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| smalltalk | 665.892 | 0.018% | 11741 | 0.0203% | |
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| isabelle | 655.82 | 0.0177% | 8359 | 0.0145% | |
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| nimrod | 652.86 | 0.0176% | 12023 | 0.0208% | |
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| zig | 621.384 | 0.0168% | 4290 | 0.0074% | |
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| m4 | 603.584 | 0.0163% | 12465 | 0.0216% | |
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| max | 603.56 | 0.0163% | 2259 | 0.0039% | |
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| elixir | 558.116 | 0.015% | 35473 | 0.0615% | |
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| mako | 543.012 | 0.0146% | 8943 | 0.0155% | |
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| arduino | 534.176 | 0.0144% | 32350 | 0.0561% | |
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| jade | 531.4 | 0.0143% | 46993 | 0.0814% | |
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| haml | 502.012 | 0.0135% | 74792 | 0.1296% | |
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| elm | 481.968 | 0.013% | 18542 | 0.0321% | |
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| purebasic | 474.276 | 0.0128% | 36 | 0.0001% | |
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| coldfusion | 470.78 | 0.0127% | 9263 | 0.0161% | |
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| lean | 470.032 | 0.0127% | 7507 | 0.013% | |
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| r | 454.32 | 0.0122% | 12858 | 0.0223% | |
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| cuda | 437.668 | 0.0118% | 11450 | 0.0198% | |
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| textile | 425.116 | 0.0115% | 18491 | 0.032% | |
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| robotframework | 421.612 | 0.0114% | 9211 | 0.016% | |
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| abap | 409.62 | 0.011% | 1955 | 0.0034% | |
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| rdoc | 397.028 | 0.0107% | 38760 | 0.0672% | |
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| llvm | 382.2 | 0.0103% | 10727 | 0.0186% | |
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| ada | 380.7 | 0.0103% | 13258 | 0.023% | |
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| batchfile | 372.16 | 0.01% | 43674 | 0.0757% | |
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| qml | 361.452 | 0.0097% | 19360 | 0.0336% | |
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| jasmin | 359.82 | 0.0097% | 4782 | 0.0083% | |
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| assembly | 343.62 | 0.0093% | 8126 | 0.0141% | |
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| g-code | 334.964 | 0.009% | 3690 | 0.0064% | |
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| cucumber | 331.38 | 0.0089% | 26677 | 0.0462% | |
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| html+php | 323.348 | 0.0087% | 18381 | 0.0319% | |
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| kicad | 321.936 | 0.0087% | 759 | 0.0013% | |
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| api-blueprint | 317.852 | 0.0086% | 4765 | 0.0083% | |
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| eiffel | 311.48 | 0.0084% | 373 | 0.0006% | |
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| toml | 292.676 | 0.0079% | 63517 | 0.1101% | |
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| modelica | 284.616 | 0.0077% | 2611 | 0.0045% | |
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| bitbake | 277.576 | 0.0075% | 43239 | 0.0749% | |
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| lex | 275.96 | 0.0074% | 705 | 0.0012% | |
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| stylus | 273.056 | 0.0074% | 21967 | 0.0381% | |
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| protocol-buffer | 254.124 | 0.0069% | 9202 | 0.0159% | |
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| unknown | 252.228 | 0.0068% | 30570 | 0.053% | |
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| nit | 244.54 | 0.0066% | 4951 | 0.0086% | |
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| factor | 241.192 | 0.0065% | 15378 | 0.0267% | |
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| xs | 239.04 | 0.0064% | 3215 | 0.0056% | |
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| sass | 230.648 | 0.0062% | 23144 | 0.0401% | |
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| parrot-internal-representation | 230.196 | 0.0062% | 6231 | 0.0108% | |
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| html+django | 217.04 | 0.0059% | 10535 | 0.0183% | |
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| mediawiki | 214.324 | 0.0058% | 10188 | 0.0177% | |
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| logos | 212.296 | 0.0057% | 1733 | 0.003% | |
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| genshi | 209.3 | 0.0056% | 956 | 0.0017% | |
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| coldfusion-cfc | 208.164 | 0.0056% | 4410 | 0.0076% | |
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| xtend | 179.544 | 0.0048% | 7775 | 0.0135% | |
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| sqf | 168.656 | 0.0045% | 7778 | 0.0135% | |
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| vhdl | 155.948 | 0.0042% | 2185 | 0.0038% | |
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| antlr | 143.548 | 0.0039% | 3651 | 0.0063% | |
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| systemverilog | 140.192 | 0.0038% | 3944 | 0.0068% | |
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| hcl | 136.752 | 0.0037% | 13379 | 0.0232% | |
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| asp | 136.104 | 0.0037% | 4286 | 0.0074% | |
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| nsis | 129.124 | 0.0035% | 4048 | 0.007% | |
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| inform-7 | 120.188 | 0.0032% | 184 | 0.0003% | |
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| slim | 119.036 | 0.0032% | 18726 | 0.0325% | |
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| groovy-server-pages | 117.368 | 0.0032% | 6695 | 0.0116% | |
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| ceylon | 116.144 | 0.0031% | 7256 | 0.0126% | |
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| fish | 111.28 | 0.003% | 15351 | 0.0266% | |
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| processing | 108.58 | 0.0029% | 5912 | 0.0102% | |
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| component-pascal | 105.5 | 0.0028% | 43 | 0.0001% | |
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| lasso | 104.168 | 0.0028% | 67 | 0.0001% | |
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| glsl | 99.488 | 0.0027% | 9478 | 0.0164% | |
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| saltstack | 98.196 | 0.0026% | 12314 | 0.0213% | |
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| xbase | 94.424 | 0.0025% | 1670 | 0.0029% | |
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| autohotkey | 94.22 | 0.0025% | 1452 | 0.0025% | |
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| liquid | 93.792 | 0.0025% | 2651 | 0.0046% | |
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| purescript | 92.412 | 0.0025% | 5024 | 0.0087% | |
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| agda | 92.06 | 0.0025% | 4956 | 0.0086% | |
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| inno-setup | 91.36 | 0.0025% | 3014 | 0.0052% | |
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| oz | 90.476 | 0.0024% | 1551 | 0.0027% | |
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| chapel | 89.62 | 0.0024% | 26447 | 0.0458% | |
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| arc | 87.212 | 0.0024% | 758 | 0.0013% | |
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| opencl | 86.432 | 0.0023% | 2489 | 0.0043% | |
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| graphviz-dot | 85.804 | 0.0023% | 1525 | 0.0026% | |
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| pawn | 85.424 | 0.0023% | 580 | 0.001% | |
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| jsoniq | 75.152 | 0.002% | 1343 | 0.0023% | |
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| bluespec | 72.38 | 0.002% | 2500 | 0.0043% | |
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| smali | 71.38 | 0.0019% | 174 | 0.0003% | |
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| krl | 69.868 | 0.0019% | 1879 | 0.0033% | |
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| maple | 68.284 | 0.0018% | 1311 | 0.0023% | |
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| unrealscript | 67.668 | 0.0018% | 585 | 0.001% | |
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| ooc | 63.188 | 0.0017% | 3416 | 0.0059% | |
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| pure-data | 62.624 | 0.0017% | 603 | 0.001% | |
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| xquery | 61.956 | 0.0017% | 2237 | 0.0039% | |
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| digital-command-language | 59.644 | 0.0016% | 833 | 0.0014% | |
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| moonscript | 59.208 | 0.0016% | 1951 | 0.0034% | |
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| awk | 57.176 | 0.0015% | 2206 | 0.0038% | |
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| pike | 52.872 | 0.0014% | 1262 | 0.0022% | |
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| livescript | 51.228 | 0.0014% | 5194 | 0.009% | |
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| solidity | 50.856 | 0.0014% | 3689 | 0.0064% | |
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| monkey | 48.256 | 0.0013% | 1367 | 0.0024% | |
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| jsonld | 48.012 | 0.0013% | 462 | 0.0008% | |
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| zephir | 42.684 | 0.0012% | 1265 | 0.0022% | |
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| crystal | 41.924 | 0.0011% | 4217 | 0.0073% | |
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| rhtml | 41.02 | 0.0011% | 4551 | 0.0079% | |
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| stata | 40.684 | 0.0011% | 1344 | 0.0023% | |
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| idris | 39.896 | 0.0011% | 3025 | 0.0052% | |
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| raml | 39.388 | 0.0011% | 948 | 0.0016% | |
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| openscad | 37.732 | 0.001% | 2178 | 0.0038% | |
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| red | 35.26 | 0.001% | 1108 | 0.0019% | |
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| c2hs-haskell | 34.472 | 0.0009% | 1021 | 0.0018% | |
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| cycript | 33.96 | 0.0009% | 197 | 0.0003% | |
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| applescript | 33.512 | 0.0009% | 1304 | 0.0023% | |
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| mupad | 32.488 | 0.0009% | 178 | 0.0003% | |
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| literate-agda | 31.384 | 0.0008% | 567 | 0.001% | |
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| boo | 31.172 | 0.0008% | 26289 | 0.0456% | |
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| sourcepawn | 29.528 | 0.0008% | 717 | 0.0012% | |
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| qmake | 29.508 | 0.0008% | 3632 | 0.0063% | |
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| ragel-in-ruby-host | 28.296 | 0.0008% | 888 | 0.0015% | |
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| io | 27.952 | 0.0008% | 1247 | 0.0022% | |
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| desktop | 27.648 | 0.0007% | 5021 | 0.0087% | |
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| propeller-spin | 26.772 | 0.0007% | 625 | 0.0011% | |
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| thrift | 26.748 | 0.0007% | 1007 | 0.0017% | |
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| volt | 25.052 | 0.0007% | 1660 | 0.0029% | |
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| xproc | 24.212 | 0.0007% | 914 | 0.0016% | |
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| igor-pro | 23.748 | 0.0006% | 388 | 0.0007% | |
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| lolcode | 23.74 | 0.0006% | 24861 | 0.0431% | |
|
| html+eex | 21.412 | 0.0006% | 2100 | 0.0036% | |
|
| logtalk | 20.428 | 0.0006% | 1035 | 0.0018% | |
|
| mirah | 20.104 | 0.0005% | 706 | 0.0012% | |
|
| gnuplot | 19.676 | 0.0005% | 889 | 0.0015% | |
|
| literate-coffeescript | 19.016 | 0.0005% | 1041 | 0.0018% | |
|
| jflex | 18.608 | 0.0005% | 555 | 0.001% | |
|
| emberscript | 18.392 | 0.0005% | 1024 | 0.0018% | |
|
| cobol | 17.0 | 0.0005% | 24953 | 0.0432% | |
|
| yang | 16.94 | 0.0005% | 597 | 0.001% | |
|
| rebol | 16.468 | 0.0004% | 239 | 0.0004% | |
|
| linker-script | 16.084 | 0.0004% | 1604 | 0.0028% | |
|
| cartocss | 15.916 | 0.0004% | 555 | 0.001% | |
|
| urweb | 13.068 | 0.0004% | 304 | 0.0005% | |
|
| rmarkdown | 13.032 | 0.0004% | 750 | 0.0013% | |
|
| darcs-patch | 13.008 | 0.0004% | 80 | 0.0001% | |
|
| csound | 12.852 | 0.0003% | 229 | 0.0004% | |
|
| squirrel | 12.844 | 0.0003% | 531 | 0.0009% | |
|
| apl | 12.56 | 0.0003% | 586 | 0.001% | |
|
| hlsl | 12.168 | 0.0003% | 1529 | 0.0026% | |
|
| latte | 11.888 | 0.0003% | 1380 | 0.0024% | |
|
| pony | 11.836 | 0.0003% | 624 | 0.0011% | |
|
| ioke | 10.86 | 0.0003% | 373 | 0.0006% | |
|
| hy | 10.512 | 0.0003% | 879 | 0.0015% | |
|
| uno | 10.356 | 0.0003% | 628 | 0.0011% | |
|
| pan | 10.336 | 0.0003% | 637 | 0.0011% | |
|
| xojo | 10.308 | 0.0003% | 642 | 0.0011% | |
|
| papyrus | 10.256 | 0.0003% | 130 | 0.0002% | |
|
| stan | 10.252 | 0.0003% | 540 | 0.0009% | |
|
| slash | 9.904 | 0.0003% | 640 | 0.0011% | |
|
| supercollider | 9.796 | 0.0003% | 318 | 0.0006% | |
|
| vcl | 9.456 | 0.0003% | 747 | 0.0013% | |
|
| smt | 9.032 | 0.0002% | 117 | 0.0002% | |
|
| glyph | 8.948 | 0.0002% | 7 | 0.0% | |
|
| wisp | 8.736 | 0.0002% | 262 | 0.0005% | |
|
| renpy | 8.3 | 0.0002% | 421 | 0.0007% | |
|
| clips | 7.728 | 0.0002% | 450 | 0.0008% | |
|
| dns-zone | 7.56 | 0.0002% | 54 | 0.0001% | |
|
| sas | 7.536 | 0.0002% | 269 | 0.0005% | |
|
| rouge | 7.196 | 0.0002% | 396 | 0.0007% | |
|
| ec | 7.032 | 0.0002% | 94 | 0.0002% | |
|
| dylan | 6.82 | 0.0002% | 280 | 0.0005% | |
|
| tcsh | 6.524 | 0.0002% | 748 | 0.0013% | |
|
| aspectj | 6.332 | 0.0002% | 451 | 0.0008% | |
|
| netlogo | 6.304 | 0.0002% | 140 | 0.0002% | |
|
| gap | 6.096 | 0.0002% | 46 | 0.0001% | |
|
| fancy | 5.952 | 0.0002% | 675 | 0.0012% | |
|
| coq | 5.744 | 0.0002% | 80 | 0.0001% | |
|
| click | 5.74 | 0.0002% | 9 | 0.0% | |
|
| capn-proto | 5.644 | 0.0002% | 330 | 0.0006% | |
|
| flux | 5.572 | 0.0002% | 47 | 0.0001% | |
|
| forth | 5.512 | 0.0001% | 265 | 0.0005% | |
|
| ats | 5.424 | 0.0001% | 383 | 0.0007% | |
|
| netlinx | 5.172 | 0.0001% | 144 | 0.0002% | |
|
| clean | 5.068 | 0.0001% | 171 | 0.0003% | |
|
| parrot-assembly | 4.664 | 0.0001% | 227 | 0.0004% | |
|
| alloy | 4.644 | 0.0001% | 203 | 0.0004% | |
|
| lfe | 4.576 | 0.0001% | 287 | 0.0005% | |
|
| gdscript | 4.488 | 0.0001% | 460 | 0.0008% | |
|
| augeas | 4.444 | 0.0001% | 395 | 0.0007% | |
|
| sparql | 4.404 | 0.0001% | 1036 | 0.0018% | |
|
| lilypond | 4.308 | 0.0001% | 265 | 0.0005% | |
|
| scilab | 4.088 | 0.0001% | 375 | 0.0006% | |
|
| autoit | 4.06 | 0.0001% | 279 | 0.0005% | |
|
| myghty | 3.864 | 0.0001% | 105 | 0.0002% | |
|
| blitzmax | 3.74 | 0.0001% | 220 | 0.0004% | |
|
| creole | 3.416 | 0.0001% | 337 | 0.0006% | |
|
| harbour | 3.336 | 0.0001% | 107 | 0.0002% | |
|
| piglatin | 3.168 | 0.0001% | 513 | 0.0009% | |
|
| opa | 3.164 | 0.0001% | 211 | 0.0004% | |
|
| sage | 3.032 | 0.0001% | 414 | 0.0007% | |
|
| ston | 2.848 | 0.0001% | 414 | 0.0007% | |
|
| maxscript | 2.8 | 0.0001% | 47 | 0.0001% | |
|
| lsl | 2.68 | 0.0001% | 74 | 0.0001% | |
|
| gentoo-ebuild | 2.576 | 0.0001% | 601 | 0.001% | |
|
| nu | 2.38 | 0.0001% | 170 | 0.0003% | |
|
| bro | 2.34 | 0.0001% | 333 | 0.0006% | |
|
| xc | 2.02 | 0.0001% | 88 | 0.0002% | |
|
| j | 1.808 | 0.0% | 142 | 0.0002% | |
|
| metal | 1.724 | 0.0% | 151 | 0.0003% | |
|
| module-management-system | 1.544 | 0.0% | 91 | 0.0002% | |
|
| webidl | 1.508 | 0.0% | 96 | 0.0002% | |
|
| tea | 1.468 | 0.0% | 29 | 0.0001% | |
|
| redcode | 1.272 | 0.0% | 149 | 0.0003% | |
|
| shen | 1.2 | 0.0% | 71 | 0.0001% | |
|
| pov-ray-sdl | 1.136 | 0.0% | 104 | 0.0002% | |
|
| x10 | 1.008 | 0.0% | 33 | 0.0001% | |
|
| brainfuck | 0.964 | 0.0% | 167 | 0.0003% | |
|
| ninja | 0.952 | 0.0% | 187 | 0.0003% | |
|
| golo | 0.896 | 0.0% | 115 | 0.0002% | |
|
| webassembly | 0.86 | 0.0% | 83 | 0.0001% | |
|
| self | 0.824 | 0.0% | 15 | 0.0% | |
|
| labview | 0.808 | 0.0% | 61 | 0.0001% | |
|
| octave | 0.804 | 0.0% | 12 | 0.0% | |
|
| pogoscript | 0.804 | 0.0% | 74 | 0.0001% | |
|
| d | 0.796 | 0.0% | 20 | 0.0% | |
|
| http | 0.736 | 0.0% | 140 | 0.0002% | |
|
| ecl | 0.664 | 0.0% | 48 | 0.0001% | |
|
| chuck | 0.584 | 0.0% | 99 | 0.0002% | |
|
| gosu | 0.524 | 0.0% | 60 | 0.0001% | |
|
| parrot | 0.52 | 0.0% | 17 | 0.0% | |
|
| opal | 0.472 | 0.0% | 69 | 0.0001% | |
|
| objective-j | 0.456 | 0.0% | 37 | 0.0001% | |
|
| kit | 0.412 | 0.0% | 48 | 0.0001% | |
|
| gams | 0.376 | 0.0% | 18 | 0.0% | |
|
| prolog | 0.276 | 0.0% | 35 | 0.0001% | |
|
| clarion | 0.268 | 0.0% | 13 | 0.0% | |
|
| mask | 0.252 | 0.0% | 37 | 0.0001% | |
|
| brightscript | 0.244 | 0.0% | 28 | 0.0% | |
|
| scaml | 0.184 | 0.0% | 31 | 0.0001% | |
|
| matlab | 0.164 | 0.0% | 29 | 0.0001% | |
|
| idl | 0.148 | 0.0% | 1 | 0.0% | |
|
| ags-script | 0.124 | 0.0% | 31 | 0.0001% | |
|
| lookml | 0.12 | 0.0% | 10 | 0.0% | |
|
| apacheconf | 0.108 | 0.0% | 59 | 0.0001% | |
|
| oxygene | 0.104 | 0.0% | 9 | 0.0% | |
|
| txl | 0.096 | 0.0% | 3 | 0.0% | |
|
| grammatical-framework | 0.088 | 0.0% | 39 | 0.0001% | |
|
| renderscript | 0.064 | 0.0% | 54 | 0.0001% | |
|
| mtml | 0.052 | 0.0% | 13 | 0.0% | |
|
| unified-parallel-c | 0.052 | 0.0% | 6 | 0.0% | |
|
| dogescript | 0.04 | 0.0% | 10 | 0.0% | |
|
| gentoo-eclass | 0.04 | 0.0% | 6 | 0.0% | |
|
| zimpl | 0.04 | 0.0% | 7 | 0.0% | |
|
| irc-log | 0.036 | 0.0% | 9 | 0.0% | |
|
| fantom | 0.028 | 0.0% | 11 | 0.0% | |
|
| numpy | 0.028 | 0.0% | 1 | 0.0% | |
|
| cirru | 0.024 | 0.0% | 4 | 0.0% | |
|
| xpages | 0.024 | 0.0% | 7 | 0.0% | |
|
| nginx | 0.02 | 0.0% | 6 | 0.0% | |
|
| objdump | 0.02 | 0.0% | 1 | 0.0% | |
|
| python-traceback | 0.02 | 0.0% | 10 | 0.0% | |
|
| realbasic | 0.012 | 0.0% | 1 | 0.0% | |
|
| befunge | 0.008 | 0.0% | 2 | 0.0% | |
|
| bison | 0.008 | 0.0% | 1 | 0.0% | |
|
| m | 0.008 | 0.0% | 1 | 0.0% | |
|
| omgrofl | 0.008 | 0.0% | 1 | 0.0% | |
|
|
|
## Additional Information |
|
|
|
### Licensing Information |
|
|
|
Each sample comes from a code repository with a permissive license. The license is provided by the `license` field for each sample. |
|
|
|
### Citation Information |
|
|
|
```bibtex |
|
@article{muennighoff2023octopack, |
|
title={OctoPack: Instruction Tuning Code Large Language Models}, |
|
author={Niklas Muennighoff and Qian Liu and Armel Zebaze and Qinkai Zheng and Binyuan Hui and Terry Yue Zhuo and Swayam Singh and Xiangru Tang and Leandro von Werra and Shayne Longpre}, |
|
journal={arXiv preprint arXiv:2308.07124}, |
|
year={2023} |
|
} |
|
``` |
|
|
