metadata

license: mit
pretty_name: CommitPackFT
language:
  - code

Dataset Card for CommitPackFT

Table of Contents
Dataset Description
- Dataset Summary
- Languages
Dataset Structure
Dataset Creation
Additional Information

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 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.

Datasets:

bigcode
/

commitpackft