Dataset Card for CommitPack

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.
• 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:

{
  '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

@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}
}