iNeil77/the-stack-dedup-filtered

This is a filtered version of the near-deduped bigcode/the-stack-dedup dataset. We further apply the following filters:

1. For files forked more than 25 times, we retain them if the average line length is less than 140, the maximum line length is less than 500 and the alphanumeric fraction is more than 25%.

2. For files forked between 10 and 25 times, we retain them if the average line length is less than 120, the maximum line length is less than 200 and the alphanumeric fraction is more than 35%.

3. For files forked less than 10 times, we retain them if the average line length is less than 100, the maximum line length is less than 200 and the alphanumeric fraction is more than 40%.

4. We only retain language splits that still have more than 50,000 samples after the above filtering steps, with the exception of llvm, which we also retain. This leaves us with 60 languages.

5. We only retain samples from conventionally used extensions and drop samples from valid but uncommon extensions. We select the following extensions for the 60 languages:

    ext_map = {
        "ASP":
        [
            ".asp",
        ],
        "Arduino":
        [
            ".ino"
        ],
        "AsciiDoc":
        [
            ".asciidoc",
        ],
        "Batchfile":
        [
            ".bat",
            ".cmd"
        ],
        "C":
        [
            ".c",
            ".h",
        ],
        "C#":
        [
            ".cs",
        ],
        "C++":
        [
            ".cpp",
            ".c++",
            ".cc",
            ".cxx",
            ".h++",
            ".hh",
            ".hpp",
            ".hxx",
        ],
        "CMake":
        [
            ".cmake",
        ],
        "CSS":
        [
            ".css"
        ],
        "Clojure":
        [
            ".clj",
        ],
        "CoffeeScript":
        [
            ".coffee",
        ],
        "Common Lisp":
        [
            ".lisp",
        ],
        "Crystal":
        [
            ".cr"
        ],
        "Cuda":
        [
            ".cu",
            ".cuh"
        ],
        "Dart":
        [
            ".dart"
        ],
        "Dockerfile":
        [
            ".dockerfile",
            "Dockerfile"
        ],
        "Elixir":
        [
            ".ex",
        ],
        "Emacs Lisp":
        [
            ".el",
            ".emacs",
        ],
        "Erlang":
        [
            ".erl",
        ],
        "F#":
        [
            ".fs",
        ],
        "FORTRAN":
        [
            ".f90",
            ".f",
            ".f03",
            ".f08",
            ".f77",
            ".f95",
        ],
        "GLSL":
        [
            ".glsl",
        ],
        "Go":
        [
            ".go"
        ],
        "Groovy":
        [
            ".groovy",
        ],
        "HCL":
        [
            ".hcl",
        ],
        "HTML":
        [
            ".html",
        ],
        "HTML+Django":
        [
            ".mustache",
            ".jinja"
        ],
        "HTML+ERB":
        [
            ".erb",
        ],
        "HTML+PHP":
        [
            ".phtml"
        ],
        "Haml":
        [
            ".haml",
        ],
        "Haskell":
        [
            ".hs",
        ],
        "JSON":
        [
            ".json",
        ],
        "Java":
        [
            ".java"
        ],
        "JavaScript":
        [
            ".js",
        ],
        "Julia":
        [
            ".jl"
        ],
        "Kotlin":
        [
            ".kt",
        ],
        "LLVM":
        [
            ".ll"
        ],
        "Lua":
        [
            ".lua",
        ],
        "Makefile":
        [
            "Makefile"
        ],
        "Markdown":
        [
            ".md",
            ".markdown",
        ],
        "OCaml":
        [
            ".ml",
        ],
        "Objective-C++":
        [
            ".mm"
        ],
        "PHP":
        [
            ".php",
            ".php3",
            ".php4",
            ".php5",
        ],
        "Pascal":
        [
            ".pas",
        ],
        "Perl":
        [
            ".pl",
        ],
        "PowerShell":
        [
            ".ps1",
            ".psm1"
        ],
        "Python":
        [
            ".py",
        ],
        "R":
        [
            ".r",
        ],
        "Ruby":
        [
            ".rb",
        ],
        "Rust":
        [
            ".rs",
        ],
        "SCSS":
        [
            ".scss"
        ],
        "SQL":
        [
            ".plsql",
            ".sql",
            ".ddl",
    
        ],
        "Sass":
        [
            ".sass"
        ],
        "Scala":
        [
            ".scala",
            ".sbt"
        ],
        "Shell":
        [
            ".sh",
            ".bash",
            ".zsh"
        ],
        "Smalltalk":
        [
            ".st"
        ],
        "Smarty":
        [
            ".tpl"
        ],
        "Solidity":
        [
            ".sol"
        ],
        "Swift":
        [
            ".swift"
        ],
        "TOML":
        [
            ".toml"
        ],
        "TeX":
        [
            ".tex",
            ".sty",
        ],
        "Twig":
        [
            ".twig"
        ],
        "TypeScript":
        [
            ".ts",
        ],
        "Visual Basic":
        [
            ".vb",
        ],
        "Vue":
        [
            ".vue"
        ],
        "YAML":
        [
            ".yml",
            ".yaml",
        ],
    }
   

Below, we provide the language-wise token-count breakdown of the dataset as counted by the meta-llama/Meta-Llama-3-8B tokenizer (the full dataset is around 144 Billion tokens):

Language	Token_Count
Json	18,349,014,478
Java	16,249,736,121
C	14,381,796,257
Python	12,868,526,213
Javascript	11,780,759,219
Cpp	10,912,556,820
Php	8,934,867,699
C-Sharp	6,784,433,504
Markdown	5,614,520,807
Go	5,561,257,406
Html	4,956,588,993
Typescript	4,437,582,117
Yaml	3,464,120,199
Css	2,472,231,309
Rust	1,932,035,717
Ruby	1,517,724,917
Vue	1,188,684,557
Kotlin	1,136,507,152
Swift	1,051,682,820
Scala	979,598,470
Scss	954,556,739
Sql	910,548,728
Shell	735,010,998
Dart	697,568,091
Lua	650,818,157
Haskell	528,482,496
Fortran	524,261,306
Tex	429,010,699
Julia	322,241,716
Pascal	245,237,366
Ocaml	223,652,453
Perl	215,973,238
Solidity	212,647,529
Common-Lisp	177,139,498
Powershell	172,556,068
Erlang	171,211,323
Arduino	166,862,916
Groovy	166,678,846
Objective-Cpp	158,210,523
Html_erb	145,488,020
Llvm	135,137,323
Cuda	131,054,442
Coffeescript	129,999,078
Smalltalk	124,718,870
Visual-Basic	121,466,641
Elixir	119,466,430
Twig	106,160,625
F-Sharp	104,922,127
Toml	101,217,092
Emacs-Lisp	94,724,490
Cmake	89,707,698
Clojure	79,005,141
Batchfile	62,657,884
Smarty	61,937,213
Crystal	47,220,882
Sass	43,661,923
Glsl	32,127,331
Html_php	29,231,389
Haml	25,043,854
Html_django	16,596,017
Total	144,038,437,935