--- license: mit pretty_name: CommitPackFT language: - code --- ![Octopack](https://github.com/bigcode-project/octopack/blob/31f3320f098703c7910e43492c39366eeea68d83/banner.png?raw=true) # Dataset Card for CommitPackFT ## 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 > CommitPackFT is is a 2GB filtered version of [CommitPack](https://huggingface.co/datasets/bigcode/commitpack) to contain only high-quality commit messages that resemble natural language instructions. > - **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigcode-project/octopack). - **Languages:** 277 - **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' } ``` ### 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 - `repos`: name of the the repository the code stems from (if multiple, they are comma separated) ### Data Splits | Name | Megabytes | % of total | Samples | % of total | | --- | --- | --- | --- | --- | | total | 1545.02 | 100.0% | 702062 | 100.0% | | ruby | 195.292 | 12.6401% | 69413 | 9.887% | | yaml | 190.876 | 12.3543% | 114320 | 16.2835% | | python | 132.68 | 8.5876% | 56025 | 7.9801% | | markdown | 131.152 | 8.4887% | 62518 | 8.9049% | | javascript | 125.008 | 8.091% | 52989 | 7.5476% | | json | 86.744 | 5.6144% | 39777 | 5.6657% | | shell | 66.864 | 4.3277% | 31217 | 4.4465% | | text | 66.664 | 4.3148% | 46588 | 6.6359% | | php | 60.22 | 3.8977% | 24791 | 3.5312% | | java | 56.284 | 3.6429% | 20635 | 2.9392% | | html | 48.42 | 3.1339% | 20214 | 2.8792% | | c# | 26.84 | 1.7372% | 9346 | 1.3312% | | xml | 23.676 | 1.5324% | 9337 | 1.3299% | | html+erb | 23.104 | 1.4954% | 10910 | 1.554% | | c | 21.08 | 1.3644% | 8506 | 1.2116% | | ini | 21.04 | 1.3618% | 11360 | 1.6181% | | coffeescript | 16.96 | 1.0977% | 5513 | 0.7853% | | swift | 16.272 | 1.0532% | 4849 | 0.6907% | | restructuredtext | 15.728 | 1.018% | 6560 | 0.9344% | | typescript | 14.284 | 0.9245% | 5868 | 0.8358% | | c++ | 14.136 | 0.9149% | 4992 | 0.711% | | scss | 13.208 | 0.8549% | 6829 | 0.9727% | | go | 12.132 | 0.7852% | 5004 | 0.7128% | | scala | 11.184 | 0.7239% | 5040 | 0.7179% | | haml | 10.74 | 0.6951% | 4415 | 0.6289% | | css | 9.364 | 0.6061% | 5049 | 0.7192% | | rust | 7.244 | 0.4689% | 2996 | 0.4267% | | toml | 5.584 | 0.3614% | 3424 | 0.4877% | | jsx | 5.5 | 0.356% | 2199 | 0.3132% | | kotlin | 5.368 | 0.3474% | 2214 | 0.3154% | | clojure | 5.068 | 0.328% | 2403 | 0.3423% | | perl | 4.988 | 0.3228% | 2288 | 0.3259% | | bitbake | 4.464 | 0.2889% | 1308 | 0.1863% | | groovy | 4.168 | 0.2698% | 1486 | 0.2117% | | twig | 3.956 | 0.256% | 1610 | 0.2293% | | nix | 3.84 | 0.2485% | 1593 | 0.2269% | | sql | 3.74 | 0.2421% | 2069 | 0.2947% | | less | 3.724 | 0.241% | 1360 | 0.1937% | | haskell | 3.308 | 0.2141% | 1389 | 0.1978% | | handlebars | 3.292 | 0.2131% | 1429 | 0.2035% | | unknown | 3.048 | 0.1973% | 1597 | 0.2275% | | batchfile | 2.984 | 0.1931% | 1466 | 0.2088% | | cucumber | 2.588 | 0.1675% | 976 | 0.139% | | makefile | 2.528 | 0.1636% | 960 | 0.1367% | | elixir | 2.348 | 0.152% | 1150 | 0.1638% | | jade | 2.348 | 0.152% | 1119 | 0.1594% | | cmake | 2.268 | 0.1468% | 981 | 0.1397% | | powershell | 2.064 | 0.1336% | 991 | 0.1412% | | slim | 2.056 | 0.1331% | 1052 | 0.1498% | | emacs-lisp | 1.972 | 0.1276% | 1015 | 0.1446% | | dart | 1.96 | 0.1269% | 765 | 0.109% | | viml | 1.956 | 0.1266% | 1063 | 0.1514% | | asciidoc | 1.864 | 0.1206% | 523 | 0.0745% | | lua | 1.852 | 0.1199% | 920 | 0.131% | | llvm | 1.6 | 0.1036% | 780 | 0.1111% | | smarty | 1.588 | 0.1028% | 737 | 0.105% | | diff | 1.48 | 0.0958% | 680 | 0.0969% | | common-lisp | 1.448 | 0.0937% | 778 | 0.1108% | | saltstack | 1.412 | 0.0914% | 617 | 0.0879% | | vue | 1.384 | 0.0896% | 587 | 0.0836% | | sass | 1.364 | 0.0883% | 705 | 0.1004% | | fish | 1.328 | 0.086% | 813 | 0.1158% | | erlang | 1.192 | 0.0772% | 480 | 0.0684% | | freemarker | 1.028 | 0.0665% | 510 | 0.0726% | | stylus | 0.948 | 0.0614% | 480 | 0.0684% | | qml | 0.936 | 0.0606% | 368 | 0.0524% | | hcl | 0.912 | 0.059% | 421 | 0.06% | | html+django | 0.848 | 0.0549% | 399 | 0.0568% | | mako | 0.756 | 0.0489% | 170 | 0.0242% | | ada | 0.728 | 0.0471% | 265 | 0.0377% | | ocaml | 0.704 | 0.0456% | 333 | 0.0474% | | f# | 0.656 | 0.0425% | 254 | 0.0362% | | elm | 0.62 | 0.0401% | 265 | 0.0377% | | tex | 0.564 | 0.0365% | 307 | 0.0437% | | rdoc | 0.552 | 0.0357% | 270 | 0.0385% | | csv | 0.532 | 0.0344% | 375 | 0.0534% | | protocol-buffer | 0.524 | 0.0339% | 181 | 0.0258% | | smalltalk | 0.46 | 0.0298% | 284 | 0.0405% | | arduino | 0.456 | 0.0295% | 225 | 0.032% | | java-server-pages | 0.452 | 0.0293% | 173 | 0.0246% | | scheme | 0.42 | 0.0272% | 213 | 0.0303% | | groff | 0.396 | 0.0256% | 192 | 0.0273% | | objective-c++ | 0.376 | 0.0243% | 86 | 0.0122% | | desktop | 0.364 | 0.0236% | 186 | 0.0265% | | factor | 0.356 | 0.023% | 113 | 0.0161% | | crystal | 0.348 | 0.0225% | 182 | 0.0259% | | rhtml | 0.348 | 0.0225% | 135 | 0.0192% | | haxe | 0.344 | 0.0223% | 174 | 0.0248% | | glsl | 0.34 | 0.022% | 164 | 0.0234% | | gas | 0.336 | 0.0217% | 193 | 0.0275% | | html+php | 0.332 | 0.0215% | 150 | 0.0214% | | qmake | 0.32 | 0.0207% | 140 | 0.0199% | | julia | 0.312 | 0.0202% | 180 | 0.0256% | | cython | 0.308 | 0.0199% | 123 | 0.0175% | | html+eex | 0.292 | 0.0189% | 135 | 0.0192% | | tcl | 0.292 | 0.0189% | 103 | 0.0147% | | org | 0.272 | 0.0176% | 136 | 0.0194% | | perl6 | 0.268 | 0.0173% | 122 | 0.0174% | | m4 | 0.264 | 0.0171% | 101 | 0.0144% | | xslt | 0.256 | 0.0166% | 99 | 0.0141% | | svg | 0.252 | 0.0163% | 169 | 0.0241% | | nimrod | 0.236 | 0.0153% | 67 | 0.0095% | | r | 0.228 | 0.0148% | 121 | 0.0172% | | robotframework | 0.212 | 0.0137% | 85 | 0.0121% | | racket | 0.196 | 0.0127% | 117 | 0.0167% | | textile | 0.184 | 0.0119% | 61 | 0.0087% | | assembly | 0.172 | 0.0111% | 105 | 0.015% | | purescript | 0.172 | 0.0111% | 80 | 0.0114% | | unity3d-asset | 0.156 | 0.0101% | 101 | 0.0144% | | visual-basic | 0.152 | 0.0098% | 48 | 0.0068% | | dm | 0.148 | 0.0096% | 16 | 0.0023% | | pod | 0.148 | 0.0096% | 54 | 0.0077% | | standard-ml | 0.148 | 0.0096% | 72 | 0.0103% | | fortran | 0.144 | 0.0093% | 70 | 0.01% | | gettext-catalog | 0.132 | 0.0085% | 72 | 0.0103% | | idris | 0.132 | 0.0085% | 38 | 0.0054% | | livescript | 0.128 | 0.0083% | 63 | 0.009% | | xtend | 0.128 | 0.0083% | 55 | 0.0078% | | actionscript | 0.12 | 0.0078% | 49 | 0.007% | | vala | 0.116 | 0.0075% | 50 | 0.0071% | | awk | 0.104 | 0.0067% | 52 | 0.0074% | | ceylon | 0.1 | 0.0065% | 49 | 0.007% | | jupyter-notebook | 0.1 | 0.0065% | 48 | 0.0068% | | dockerfile | 0.096 | 0.0062% | 39 | 0.0056% | | rouge | 0.096 | 0.0062% | 41 | 0.0058% | | asp | 0.092 | 0.006% | 22 | 0.0031% | | sqf | 0.092 | 0.006% | 45 | 0.0064% | | edn | 0.088 | 0.0057% | 48 | 0.0068% | | liquid | 0.088 | 0.0057% | 30 | 0.0043% | | xquery | 0.084 | 0.0054% | 39 | 0.0056% | | linker-script | 0.08 | 0.0052% | 37 | 0.0053% | | mediawiki | 0.08 | 0.0052% | 33 | 0.0047% | | parrot-internal-representation | 0.08 | 0.0052% | 23 | 0.0033% | | solidity | 0.08 | 0.0052% | 37 | 0.0053% | | json5 | 0.076 | 0.0049% | 33 | 0.0047% | | systemverilog | 0.076 | 0.0049% | 35 | 0.005% | | thrift | 0.076 | 0.0049% | 28 | 0.004% | | groovy-server-pages | 0.072 | 0.0047% | 25 | 0.0036% | | processing | 0.072 | 0.0047% | 35 | 0.005% | | cuda | 0.068 | 0.0044% | 25 | 0.0036% | | graphviz-dot | 0.068 | 0.0044% | 35 | 0.005% | | inno-setup | 0.064 | 0.0041% | 16 | 0.0023% | | api-blueprint | 0.06 | 0.0039% | 23 | 0.0033% | | nsis | 0.06 | 0.0039% | 15 | 0.0021% | | gentoo-ebuild | 0.056 | 0.0036% | 16 | 0.0023% | | logtalk | 0.056 | 0.0036% | 21 | 0.003% | | jasmin | 0.052 | 0.0034% | 9 | 0.0013% | | literate-coffeescript | 0.052 | 0.0034% | 19 | 0.0027% | | webidl | 0.052 | 0.0034% | 6 | 0.0009% | | coldfusion-cfc | 0.048 | 0.0031% | 20 | 0.0028% | | opencl | 0.048 | 0.0031% | 23 | 0.0033% | | openscad | 0.048 | 0.0031% | 21 | 0.003% | | pan | 0.048 | 0.0031% | 23 | 0.0033% | | pascal | 0.048 | 0.0031% | 25 | 0.0036% | | pony | 0.048 | 0.0031% | 16 | 0.0023% | | turtle | 0.048 | 0.0031% | 21 | 0.003% | | chapel | 0.044 | 0.0028% | 20 | 0.0028% | | ioke | 0.044 | 0.0028% | 25 | 0.0036% | | ooc | 0.044 | 0.0028% | 15 | 0.0021% | | sparql | 0.044 | 0.0028% | 23 | 0.0033% | | applescript | 0.04 | 0.0026% | 19 | 0.0027% | | augeas | 0.04 | 0.0026% | 13 | 0.0019% | | g-code | 0.04 | 0.0026% | 7 | 0.001% | | mirah | 0.04 | 0.0026% | 16 | 0.0023% | | capn-proto | 0.036 | 0.0023% | 12 | 0.0017% | | digital-command-language | 0.036 | 0.0023% | 19 | 0.0027% | | hy | 0.036 | 0.0023% | 12 | 0.0017% | | logos | 0.036 | 0.0023% | 19 | 0.0027% | | modelica | 0.036 | 0.0023% | 15 | 0.0021% | | vcl | 0.036 | 0.0023% | 18 | 0.0026% | | antlr | 0.032 | 0.0021% | 15 | 0.0021% | | gdscript | 0.032 | 0.0021% | 9 | 0.0013% | | graphql | 0.032 | 0.0021% | 17 | 0.0024% | | hlsl | 0.032 | 0.0021% | 11 | 0.0016% | | gnuplot | 0.028 | 0.0018% | 17 | 0.0024% | | http | 0.028 | 0.0018% | 19 | 0.0027% | | ninja | 0.028 | 0.0018% | 14 | 0.002% | | oz | 0.028 | 0.0018% | 8 | 0.0011% | | raml | 0.028 | 0.0018% | 9 | 0.0013% | | aspectj | 0.024 | 0.0016% | 8 | 0.0011% | | autohotkey | 0.024 | 0.0016% | 15 | 0.0021% | | fancy | 0.024 | 0.0016% | 8 | 0.0011% | | moonscript | 0.024 | 0.0016% | 10 | 0.0014% | | piglatin | 0.024 | 0.0016% | 11 | 0.0016% | | stata | 0.024 | 0.0016% | 10 | 0.0014% | | urweb | 0.024 | 0.0016% | 6 | 0.0009% | | xs | 0.024 | 0.0016% | 7 | 0.001% | | yang | 0.024 | 0.0016% | 6 | 0.0009% | | agda | 0.02 | 0.0013% | 10 | 0.0014% | | coldfusion | 0.02 | 0.0013% | 9 | 0.0013% | | emberscript | 0.02 | 0.0013% | 7 | 0.001% | | latte | 0.02 | 0.0013% | 7 | 0.001% | | literate-haskell | 0.02 | 0.0013% | 7 | 0.001% | | postscript | 0.02 | 0.0013% | 9 | 0.0013% | | scilab | 0.02 | 0.0013% | 10 | 0.0014% | | tcsh | 0.02 | 0.0013% | 10 | 0.0014% | | volt | 0.02 | 0.0013% | 9 | 0.0013% | | apl | 0.016 | 0.001% | 7 | 0.001% | | genshi | 0.016 | 0.001% | 3 | 0.0004% | | jsonld | 0.016 | 0.001% | 6 | 0.0009% | | krl | 0.016 | 0.001% | 4 | 0.0006% | | lean | 0.016 | 0.001% | 3 | 0.0004% | | lfe | 0.016 | 0.001% | 6 | 0.0009% | | metal | 0.016 | 0.001% | 4 | 0.0006% | | monkey | 0.016 | 0.001% | 4 | 0.0006% | | mupad | 0.016 | 0.001% | 4 | 0.0006% | | nesc | 0.016 | 0.001% | 7 | 0.001% | | nit | 0.016 | 0.001% | 3 | 0.0004% | | pike | 0.016 | 0.001% | 6 | 0.0009% | | purebasic | 0.016 | 0.001% | 5 | 0.0007% | | renpy | 0.016 | 0.001% | 3 | 0.0004% | | vhdl | 0.016 | 0.001% | 5 | 0.0007% | | xproc | 0.016 | 0.001% | 3 | 0.0004% | | zephir | 0.016 | 0.001% | 4 | 0.0006% | | apacheconf | 0.012 | 0.0008% | 2 | 0.0003% | | boo | 0.012 | 0.0008% | 2 | 0.0003% | | brainfuck | 0.012 | 0.0008% | 2 | 0.0003% | | bro | 0.012 | 0.0008% | 3 | 0.0004% | | cartocss | 0.012 | 0.0008% | 3 | 0.0004% | | creole | 0.012 | 0.0008% | 2 | 0.0003% | | csound | 0.012 | 0.0008% | 4 | 0.0006% | | dylan | 0.012 | 0.0008% | 2 | 0.0003% | | eagle | 0.012 | 0.0008% | 4 | 0.0006% | | ecl | 0.012 | 0.0008% | 4 | 0.0006% | | eiffel | 0.012 | 0.0008% | 2 | 0.0003% | | flux | 0.012 | 0.0008% | 3 | 0.0004% | | io | 0.012 | 0.0008% | 4 | 0.0006% | | jsoniq | 0.012 | 0.0008% | 6 | 0.0009% | | lilypond | 0.012 | 0.0008% | 6 | 0.0009% | | lsl | 0.012 | 0.0008% | 3 | 0.0004% | | mask | 0.012 | 0.0008% | 4 | 0.0006% | | nginx | 0.012 | 0.0008% | 2 | 0.0003% | | nu | 0.012 | 0.0008% | 2 | 0.0003% | | pov-ray-sdl | 0.012 | 0.0008% | 5 | 0.0007% | | ragel-in-ruby-host | 0.012 | 0.0008% | 4 | 0.0006% | | slash | 0.012 | 0.0008% | 4 | 0.0006% | | sourcepawn | 0.012 | 0.0008% | 3 | 0.0004% | | squirrel | 0.012 | 0.0008% | 4 | 0.0006% | | ston | 0.012 | 0.0008% | 6 | 0.0009% | | uno | 0.012 | 0.0008% | 2 | 0.0003% | | wisp | 0.012 | 0.0008% | 3 | 0.0004% | | xbase | 0.012 | 0.0008% | 3 | 0.0004% | | yacc | 0.012 | 0.0008% | 3 | 0.0004% | | zig | 0.012 | 0.0008% | 4 | 0.0006% | | abap | 0.008 | 0.0005% | 1 | 0.0001% | | arc | 0.008 | 0.0005% | 2 | 0.0003% | | ats | 0.008 | 0.0005% | 3 | 0.0004% | | blitzmax | 0.008 | 0.0005% | 1 | 0.0001% | | bluespec | 0.008 | 0.0005% | 2 | 0.0003% | | c2hs-haskell | 0.008 | 0.0005% | 2 | 0.0003% | | clean | 0.008 | 0.0005% | 1 | 0.0001% | | dns-zone | 0.008 | 0.0005% | 2 | 0.0003% | | forth | 0.008 | 0.0005% | 2 | 0.0003% | | harbour | 0.008 | 0.0005% | 1 | 0.0001% | | igor-pro | 0.008 | 0.0005% | 1 | 0.0001% | | inform-7 | 0.008 | 0.0005% | 2 | 0.0003% | | isabelle | 0.008 | 0.0005% | 2 | 0.0003% | | jflex | 0.008 | 0.0005% | 1 | 0.0001% | | literate-agda | 0.008 | 0.0005% | 1 | 0.0001% | | maple | 0.008 | 0.0005% | 2 | 0.0003% | | mathematica | 0.008 | 0.0005% | 1 | 0.0001% | | module-management-system | 0.008 | 0.0005% | 1 | 0.0001% | | mtml | 0.008 | 0.0005% | 2 | 0.0003% | | netlinx | 0.008 | 0.0005% | 1 | 0.0001% | | parrot-assembly | 0.008 | 0.0005% | 2 | 0.0003% | | pawn | 0.008 | 0.0005% | 3 | 0.0004% | | propeller-spin | 0.008 | 0.0005% | 1 | 0.0001% | | pure-data | 0.008 | 0.0005% | 1 | 0.0001% | | rebol | 0.008 | 0.0005% | 3 | 0.0004% | | red | 0.008 | 0.0005% | 1 | 0.0001% | | sage | 0.008 | 0.0005% | 1 | 0.0001% | | sas | 0.008 | 0.0005% | 1 | 0.0001% | | scaml | 0.008 | 0.0005% | 1 | 0.0001% | | smt | 0.008 | 0.0005% | 3 | 0.0004% | | supercollider | 0.008 | 0.0005% | 2 | 0.0003% | | unrealscript | 0.008 | 0.0005% | 1 | 0.0001% | | xpages | 0.008 | 0.0005% | 1 | 0.0001% | ## 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 ```