metadata
license: mit
pretty_name: CommitPackFT
language:
- code
Dataset Card for CommitPackFT
Table of Contents
Dataset Description
- Repository: https://github.com/bigcode-project/octopack
- Paper: OctoPack: Instruction Tuning Code Large Language Models
- Point of Contact: Niklas Muennighoff
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 idold_file
: name of the file before the commitnew_file
: name of the file after the commitold_contents
: contents of the file before the commitnew_contents
: contents of the file after the commitsubject
: 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 languagelicense
: license of the repository the code stems fromrepos
: 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
@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}
}