Dataset Card for CommitPackFT

Dataset Summary

CommitPackFT 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, 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)

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}
}