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commitpackft

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metadata
license: apache-2.0
pretty_name: CommitPackFT
language:
  - code

Octopack

Dataset Card for CommitPackFT

Table of Contents

Dataset Description

Dataset Summary

CommitPackFT is is a 2GB filtered version of CommitPack to contain only high-quality commit messages that resemble natural language instructions.

  • Creation: The dataset can be recreated using instructions available here.
  • 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:

{
  '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