--- license: mit pretty_name: CommitPack language: - code --- ![Octopack](https://github.com/bigcode-project/octopack/blob/31f3320f098703c7910e43492c39366eeea68d83/banner.png?raw=true) # Dataset Card for CommitPack ## Table of Contents - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Additional Information](#additional-information) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Repository:** https://github.com/bigcode-project/octopack - **Paper:** [OctoPack: Instruction Tuning Code Large Language Models](https://arxiv.org/abs/2308.07124) - **Point of Contact:** [Niklas Muennighoff](mailto:n.muennighoff@gmail.com) ### Dataset Summary > CommitPack is is a 4TB dataset of commits scraped from GitHub repositories that are permissively licensed. - **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigcode-project/octopack). - **Languages:** 350 - **OctoPack🐙🎒:**
Data CommitPack 4TB of GitHub commits across 350 programming languages
CommitPackFT Filtered version of CommitPack for high-quality commit messages that resemble instructions
Model OctoCoder StarCoder (16B parameters) instruction tuned on CommitPackFT + OASST
OctoGeeX CodeGeeX2 (6B parameters) instruction tuned on CommitPackFT + OASST
Evaluation HumanEvalPack Extension of OpenAI's HumanEval to cover 3 scenarios across 6 languages
## Dataset Structure ### Data Instances An example looks as follows: ```json { 'commit': '0c17311f7fd511f5dae8f8e4acc2dce1a2de3cf5', 'old_file': 'main.py', 'new_file': 'main.py', '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", '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", 'subject': 'Change to sin() function with noise', 'message': 'Change to sin() function with noise\n', 'lang': 'Python', 'license': 'mit', 'repos': 'MorganR/basic-gaussian-process', 'returncode': 0, 'stderr': '' } ``` ### Data Fields The data fields are the same among all splits: - `commit`: unique commit id - `old_file`: name of the file before the commit - `new_file`: name of the file after the commit - `old_contents`: contents of the file before the commit - `new_contents`: contents of the file after the commit - `subject`: subject of the commit (this is used for all experiments in the paper) - `message`: message of the commit (commonly the same as the subject) - `lang`: programming language - `license`: license of the repository the code stems from, one of `['mit', 'artistic-2.0', 'isc', 'cc0-1.0', 'epl-1.0', 'mpl-2.0', 'unlicense', 'unknown', 'apache-2.0', 'bsd-3-clause', 'agpl-3.0', 'lgpl-2.1', 'bsd-2-clause']` - `repos`: name of the the repository the code stems from (if multiple, they are comma separated) - `returncode`: if applicable errorcode during scraping (0 = no error) - 'stderr': if applicable the error that occured during scraping (empty = no error) ### Data Splits | Name | Megabytes | % of total | Samples | % of total | | --- | --- | --- | --- | --- | | total | 3709175.78 | 100.0% | 57700105 | 100.0% | | json | 583293.816 | 15.7257% | 3495038 | 6.0572% | | xml | 279208.676 | 7.5275% | 1923159 | 3.333% | | text | 270662.596 | 7.2971% | 1389525 | 2.4082% | | javascript | 262824.844 | 7.0858% | 5401937 | 9.3621% | | objective-c++ | 239009.3 | 6.4437% | 32227 | 0.0559% | | python | 234311.564 | 6.3171% | 6189601 | 10.7272% | | c | 200876.804 | 5.4157% | 2779478 | 4.8171% | | c++ | 186585.256 | 5.0304% | 2402294 | 4.1634% | | markdown | 171849.952 | 4.6331% | 7645354 | 13.2502% | | java | 127103.448 | 3.4267% | 3744377 | 6.4894% | | html | 105305.284 | 2.839% | 2366841 | 4.102% | | yaml | 100466.64 | 2.7086% | 2592787 | 4.4936% | | go | 86444.624 | 2.3306% | 1183612 | 2.0513% | | csv | 82946.192 | 2.2362% | 79268 | 0.1374% | | php | 74961.64 | 2.021% | 2555419 | 4.4288% | | jupyter-notebook | 66854.08 | 1.8024% | 94000 | 0.1629% | | gettext-catalog | 62296.88 | 1.6795% | 168327 | 0.2917% | | sql | 56802.764 | 1.5314% | 132772 | 0.2301% | | unity3d-asset | 39535.008 | 1.0659% | 17867 | 0.031% | | typescript | 39254.804 | 1.0583% | 572136 | 0.9916% | | web-ontology-language | 36435.464 | 0.9823% | 7458 | 0.0129% | | ruby | 35830.74 | 0.966% | 2928702 | 5.0757% | | c# | 33669.652 | 0.9077% | 923157 | 1.5999% | | nix | 33547.92 | 0.9045% | 221281 | 0.3835% | | shell | 25109.952 | 0.677% | 1017977 | 1.7643% | | perl | 21148.928 | 0.5702% | 374266 | 0.6486% | | tex | 17471.108 | 0.471% | 89283 | 0.1547% | | css | 16306.632 | 0.4396% | 548818 | 0.9512% | | restructuredtext | 15613.888 | 0.421% | 494037 | 0.8562% | | rust | 15011.296 | 0.4047% | 296214 | 0.5134% | | groff | 12020.188 | 0.3241% | 32923 | 0.0571% | | ini | 8375.164 | 0.2258% | 297100 | 0.5149% | | scala | 8325.96 | 0.2245% | 316064 | 0.5478% | | coffeescript | 6795.14 | 0.1832% | 292446 | 0.5068% | | haskell | 6306.12 | 0.17% | 217325 | 0.3766% | | swift | 5902.716 | 0.1591% | 319289 | 0.5534% | | lua | 5763.12 | 0.1554% | 139091 | 0.2411% | | svg | 5645.44 | 0.1522% | 27095 | 0.047% | | gas | 5585.384 | 0.1506% | 15121 | 0.0262% | | ocaml | 5355.4 | 0.1444% | 81360 | 0.141% | | erlang | 5043.32 | 0.136% | 93685 | 0.1624% | | makefile | 4238.512 | 0.1143% | 343379 | 0.5951% | | asciidoc | 4138.588 | 0.1116% | 96671 | 0.1675% | | emacs-lisp | 3988.652 | 0.1075% | 83228 | 0.1442% | | scss | 3944.936 | 0.1064% | 288190 | 0.4995% | | clojure | 3523.408 | 0.095% | 158674 | 0.275% | | org | 3126.22 | 0.0843% | 30198 | 0.0523% | | common-lisp | 2954.904 | 0.0797% | 74628 | 0.1293% | | diff | 2586.048 | 0.0697% | 21021 | 0.0364% | | groovy | 2569.14 | 0.0693% | 110057 | 0.1907% | | html+erb | 2450.676 | 0.0661% | 225379 | 0.3906% | | nesc | 2439.564 | 0.0658% | 473 | 0.0008% | | dart | 2395.796 | 0.0646% | 56873 | 0.0986% | | powershell | 2289.276 | 0.0617% | 55381 | 0.096% | | f# | 2289.236 | 0.0617% | 66840 | 0.1158% | | dm | 2223.144 | 0.0599% | 55584 | 0.0963% | | kotlin | 2219.248 | 0.0598% | 124266 | 0.2154% | | pascal | 2194.676 | 0.0592% | 42511 | 0.0737% | | jsx | 2124.744 | 0.0573% | 139148 | 0.2412% | | viml | 1948.208 | 0.0525% | 74062 | 0.1284% | | actionscript | 1844.148 | 0.0497% | 28819 | 0.0499% | | cython | 1736.588 | 0.0468% | 25927 | 0.0449% | | turtle | 1698.948 | 0.0458% | 3882 | 0.0067% | | less | 1616.564 | 0.0436% | 88634 | 0.1536% | | mathematica | 1475.044 | 0.0398% | 925 | 0.0016% | | xslt | 1441.456 | 0.0389% | 27956 | 0.0485% | | scheme | 1249.244 | 0.0337% | 30546 | 0.0529% | | perl6 | 1223.16 | 0.033% | 12167 | 0.0211% | | edn | 1186.94 | 0.032% | 2289 | 0.004% | | fortran | 1178.548 | 0.0318% | 13463 | 0.0233% | | java-server-pages | 1173.072 | 0.0316% | 53574 | 0.0928% | | standard-ml | 1133.476 | 0.0306% | 20097 | 0.0348% | | cmake | 1132.068 | 0.0305% | 58446 | 0.1013% | | json5 | 1108.2 | 0.0299% | 1827 | 0.0032% | | vala | 1104.512 | 0.0298% | 14822 | 0.0257% | | vue | 1093.8 | 0.0295% | 68967 | 0.1195% | | freemarker | 1032.332 | 0.0278% | 36216 | 0.0628% | | graphql | 1004.844 | 0.0271% | 2009 | 0.0035% | | twig | 958.96 | 0.0259% | 39588 | 0.0686% | | tcl | 869.832 | 0.0235% | 16407 | 0.0284% | | pod | 859.016 | 0.0232% | 14922 | 0.0259% | | dockerfile | 849.728 | 0.0229% | 259379 | 0.4495% | | yacc | 845.704 | 0.0228% | 8230 | 0.0143% | | postscript | 800.728 | 0.0216% | 903 | 0.0016% | | racket | 796.64 | 0.0215% | 16615 | 0.0288% | | eagle | 785.684 | 0.0212% | 2237 | 0.0039% | | haxe | 772.896 | 0.0208% | 28447 | 0.0493% | | julia | 752.068 | 0.0203% | 22695 | 0.0393% | | handlebars | 740.816 | 0.02% | 49842 | 0.0864% | | smarty | 720.944 | 0.0194% | 41065 | 0.0712% | | visual-basic | 681.516 | 0.0184% | 10511 | 0.0182% | | literate-haskell | 673.74 | 0.0182% | 10729 | 0.0186% | | smalltalk | 665.892 | 0.018% | 11741 | 0.0203% | | isabelle | 655.82 | 0.0177% | 8359 | 0.0145% | | nimrod | 652.86 | 0.0176% | 12023 | 0.0208% | | zig | 621.384 | 0.0168% | 4290 | 0.0074% | | m4 | 603.584 | 0.0163% | 12465 | 0.0216% | | max | 603.56 | 0.0163% | 2259 | 0.0039% | | elixir | 558.116 | 0.015% | 35473 | 0.0615% | | mako | 543.012 | 0.0146% | 8943 | 0.0155% | | arduino | 534.176 | 0.0144% | 32350 | 0.0561% | | jade | 531.4 | 0.0143% | 46993 | 0.0814% | | haml | 502.012 | 0.0135% | 74792 | 0.1296% | | elm | 481.968 | 0.013% | 18542 | 0.0321% | | purebasic | 474.276 | 0.0128% | 36 | 0.0001% | | coldfusion | 470.78 | 0.0127% | 9263 | 0.0161% | | lean | 470.032 | 0.0127% | 7507 | 0.013% | | r | 454.32 | 0.0122% | 12858 | 0.0223% | | cuda | 437.668 | 0.0118% | 11450 | 0.0198% | | textile | 425.116 | 0.0115% | 18491 | 0.032% | | robotframework | 421.612 | 0.0114% | 9211 | 0.016% | | abap | 409.62 | 0.011% | 1955 | 0.0034% | | rdoc | 397.028 | 0.0107% | 38760 | 0.0672% | | llvm | 382.2 | 0.0103% | 10727 | 0.0186% | | ada | 380.7 | 0.0103% | 13258 | 0.023% | | batchfile | 372.16 | 0.01% | 43674 | 0.0757% | | qml | 361.452 | 0.0097% | 19360 | 0.0336% | | jasmin | 359.82 | 0.0097% | 4782 | 0.0083% | | assembly | 343.62 | 0.0093% | 8126 | 0.0141% | | g-code | 334.964 | 0.009% | 3690 | 0.0064% | | cucumber | 331.38 | 0.0089% | 26677 | 0.0462% | | html+php | 323.348 | 0.0087% | 18381 | 0.0319% | | kicad | 321.936 | 0.0087% | 759 | 0.0013% | | api-blueprint | 317.852 | 0.0086% | 4765 | 0.0083% | | eiffel | 311.48 | 0.0084% | 373 | 0.0006% | | toml | 292.676 | 0.0079% | 63517 | 0.1101% | | modelica | 284.616 | 0.0077% | 2611 | 0.0045% | | bitbake | 277.576 | 0.0075% | 43239 | 0.0749% | | lex | 275.96 | 0.0074% | 705 | 0.0012% | | stylus | 273.056 | 0.0074% | 21967 | 0.0381% | | protocol-buffer | 254.124 | 0.0069% | 9202 | 0.0159% | | unknown | 252.228 | 0.0068% | 30570 | 0.053% | | nit | 244.54 | 0.0066% | 4951 | 0.0086% | | factor | 241.192 | 0.0065% | 15378 | 0.0267% | | xs | 239.04 | 0.0064% | 3215 | 0.0056% | | sass | 230.648 | 0.0062% | 23144 | 0.0401% | | parrot-internal-representation | 230.196 | 0.0062% | 6231 | 0.0108% | | html+django | 217.04 | 0.0059% | 10535 | 0.0183% | | mediawiki | 214.324 | 0.0058% | 10188 | 0.0177% | | logos | 212.296 | 0.0057% | 1733 | 0.003% | | genshi | 209.3 | 0.0056% | 956 | 0.0017% | | coldfusion-cfc | 208.164 | 0.0056% | 4410 | 0.0076% | | xtend | 179.544 | 0.0048% | 7775 | 0.0135% | | sqf | 168.656 | 0.0045% | 7778 | 0.0135% | | vhdl | 155.948 | 0.0042% | 2185 | 0.0038% | | antlr | 143.548 | 0.0039% | 3651 | 0.0063% | | systemverilog | 140.192 | 0.0038% | 3944 | 0.0068% | | hcl | 136.752 | 0.0037% | 13379 | 0.0232% | | asp | 136.104 | 0.0037% | 4286 | 0.0074% | | nsis | 129.124 | 0.0035% | 4048 | 0.007% | | inform-7 | 120.188 | 0.0032% | 184 | 0.0003% | | slim | 119.036 | 0.0032% | 18726 | 0.0325% | | groovy-server-pages | 117.368 | 0.0032% | 6695 | 0.0116% | | ceylon | 116.144 | 0.0031% | 7256 | 0.0126% | | fish | 111.28 | 0.003% | 15351 | 0.0266% | | processing | 108.58 | 0.0029% | 5912 | 0.0102% | | component-pascal | 105.5 | 0.0028% | 43 | 0.0001% | | lasso | 104.168 | 0.0028% | 67 | 0.0001% | | glsl | 99.488 | 0.0027% | 9478 | 0.0164% | | saltstack | 98.196 | 0.0026% | 12314 | 0.0213% | | xbase | 94.424 | 0.0025% | 1670 | 0.0029% | | autohotkey | 94.22 | 0.0025% | 1452 | 0.0025% | | liquid | 93.792 | 0.0025% | 2651 | 0.0046% | | purescript | 92.412 | 0.0025% | 5024 | 0.0087% | | agda | 92.06 | 0.0025% | 4956 | 0.0086% | | inno-setup | 91.36 | 0.0025% | 3014 | 0.0052% | | oz | 90.476 | 0.0024% | 1551 | 0.0027% | | chapel | 89.62 | 0.0024% | 26447 | 0.0458% | | arc | 87.212 | 0.0024% | 758 | 0.0013% | | opencl | 86.432 | 0.0023% | 2489 | 0.0043% | | graphviz-dot | 85.804 | 0.0023% | 1525 | 0.0026% | | pawn | 85.424 | 0.0023% | 580 | 0.001% | | jsoniq | 75.152 | 0.002% | 1343 | 0.0023% | | bluespec | 72.38 | 0.002% | 2500 | 0.0043% | | smali | 71.38 | 0.0019% | 174 | 0.0003% | | krl | 69.868 | 0.0019% | 1879 | 0.0033% | | maple | 68.284 | 0.0018% | 1311 | 0.0023% | | unrealscript | 67.668 | 0.0018% | 585 | 0.001% | | ooc | 63.188 | 0.0017% | 3416 | 0.0059% | | pure-data | 62.624 | 0.0017% | 603 | 0.001% | | xquery | 61.956 | 0.0017% | 2237 | 0.0039% | | digital-command-language | 59.644 | 0.0016% | 833 | 0.0014% | | moonscript | 59.208 | 0.0016% | 1951 | 0.0034% | | awk | 57.176 | 0.0015% | 2206 | 0.0038% | | pike | 52.872 | 0.0014% | 1262 | 0.0022% | | livescript | 51.228 | 0.0014% | 5194 | 0.009% | | solidity | 50.856 | 0.0014% | 3689 | 0.0064% | | monkey | 48.256 | 0.0013% | 1367 | 0.0024% | | jsonld | 48.012 | 0.0013% | 462 | 0.0008% | | zephir | 42.684 | 0.0012% | 1265 | 0.0022% | | crystal | 41.924 | 0.0011% | 4217 | 0.0073% | | rhtml | 41.02 | 0.0011% | 4551 | 0.0079% | | stata | 40.684 | 0.0011% | 1344 | 0.0023% | | idris | 39.896 | 0.0011% | 3025 | 0.0052% | | raml | 39.388 | 0.0011% | 948 | 0.0016% | | openscad | 37.732 | 0.001% | 2178 | 0.0038% | | red | 35.26 | 0.001% | 1108 | 0.0019% | | c2hs-haskell | 34.472 | 0.0009% | 1021 | 0.0018% | | cycript | 33.96 | 0.0009% | 197 | 0.0003% | | applescript | 33.512 | 0.0009% | 1304 | 0.0023% | | mupad | 32.488 | 0.0009% | 178 | 0.0003% | | literate-agda | 31.384 | 0.0008% | 567 | 0.001% | | boo | 31.172 | 0.0008% | 26289 | 0.0456% | | sourcepawn | 29.528 | 0.0008% | 717 | 0.0012% | | qmake | 29.508 | 0.0008% | 3632 | 0.0063% | | ragel-in-ruby-host | 28.296 | 0.0008% | 888 | 0.0015% | | io | 27.952 | 0.0008% | 1247 | 0.0022% | | desktop | 27.648 | 0.0007% | 5021 | 0.0087% | | propeller-spin | 26.772 | 0.0007% | 625 | 0.0011% | | thrift | 26.748 | 0.0007% | 1007 | 0.0017% | | volt | 25.052 | 0.0007% | 1660 | 0.0029% | | xproc | 24.212 | 0.0007% | 914 | 0.0016% | | igor-pro | 23.748 | 0.0006% | 388 | 0.0007% | | 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} } ```