CyberChef/src/core/lib/Magic.js

519 lines
38 KiB
JavaScript

import OperationConfig from "../config/MetaConfig.js";
import Utils from "../Utils.js";
import Recipe from "../Recipe.js";
import Dish from "../Dish.js";
import FileType from "../operations/FileType.js";
import chiSquared from "chi-squared";
/**
* A class for detecting encodings, file types and byte frequencies and
* speculatively executing recipes.
*
* @author n1474335 [n1474335@gmail.com]
* @copyright Crown Copyright 2018
* @license Apache-2.0
*/
class Magic {
/**
* Magic constructor.
*
* @param {ArrayBuffer} buf
* @param {Object[]} [opPatterns]
*/
constructor(buf, opPatterns) {
this.inputBuffer = new Uint8Array(buf);
this.inputStr = Utils.arrayBufferToStr(buf);
this.opPatterns = opPatterns || Magic._generateOpPatterns();
}
/**
* Finds operations that claim to be able to decode the input based on regular
* expression matches.
*
* @returns {Object[]}
*/
findMatchingOps() {
let matches = [];
for (let i = 0; i < this.opPatterns.length; i++) {
const pattern = this.opPatterns[i],
regex = new RegExp(pattern.match, pattern.flags);
if (regex.test(this.inputStr)) {
matches.push(pattern);
}
}
return matches;
}
/**
* Attempts to detect the language of the input by comparing its byte frequency
* to that of several known languages.
*
* @returns {Object[]}
*/
detectLanguage() {
const inputFreq = this._freqDist();
let chiSqrs = [];
for (let lang in LANG_FREQS) {
let [score, prob] = Magic._chiSqr(inputFreq, LANG_FREQS[lang]);
chiSqrs.push({
lang: lang,
score: score,
probability: prob
});
}
// Sort results so that the most likely match is at the top
chiSqrs.sort((a, b) => {
return a.score - b.score;
});
return chiSqrs;
}
/**
* Detects any matching file types for the input.
*
* @returns {Object} type
* @returns {string} type.ext - File extension
* @returns {string} type.mime - Mime type
* @returns {string} [type.desc] - Description
*/
detectFileType() {
return FileType.magicType(this.inputBuffer);
}
/**
* Detects whether the input buffer is valid UTF8.
*
* @returns {boolean}
*/
isUTF8() {
const bytes = new Uint8Array(this.inputBuffer);
let i = 0;
while (i < bytes.length) {
if (( // ASCII
bytes[i] === 0x09 ||
bytes[i] === 0x0A ||
bytes[i] === 0x0D ||
(0x20 <= bytes[i] && bytes[i] <= 0x7E)
)) {
i += 1;
continue;
}
if (( // non-overlong 2-byte
(0xC2 <= bytes[i] && bytes[i] <= 0xDF) &&
(0x80 <= bytes[i+1] && bytes[i+1] <= 0xBF)
)) {
i += 2;
continue;
}
if (( // excluding overlongs
bytes[i] === 0xE0 &&
(0xA0 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
(0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF)
) ||
( // straight 3-byte
((0xE1 <= bytes[i] && bytes[i] <= 0xEC) ||
bytes[i] === 0xEE ||
bytes[i] === 0xEF) &&
(0x80 <= bytes[i + 1] && bytes[i+1] <= 0xBF) &&
(0x80 <= bytes[i+2] && bytes[i+2] <= 0xBF)
) ||
( // excluding surrogates
bytes[i] === 0xED &&
(0x80 <= bytes[i+1] && bytes[i+1] <= 0x9F) &&
(0x80 <= bytes[i+2] && bytes[i+2] <= 0xBF)
)) {
i += 3;
continue;
}
if (( // planes 1-3
bytes[i] === 0xF0 &&
(0x90 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
(0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
(0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
) ||
( // planes 4-15
(0xF1 <= bytes[i] && bytes[i] <= 0xF3) &&
(0x80 <= bytes[i + 1] && bytes[i + 1] <= 0xBF) &&
(0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
(0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
) ||
( // plane 16
bytes[i] === 0xF4 &&
(0x80 <= bytes[i + 1] && bytes[i + 1] <= 0x8F) &&
(0x80 <= bytes[i + 2] && bytes[i + 2] <= 0xBF) &&
(0x80 <= bytes[i + 3] && bytes[i + 3] <= 0xBF)
)) {
i += 4;
continue;
}
return false;
}
return true;
}
/**
* Speculatively executes matching operations, recording metadata of each result.
*
* @param {number} [depth=0] - How many levels to try to execute
* @param {Object[]} [recipeConfig=[]] - The recipe configuration up to this point
* @returns {Object[]} - A sorted list of the recipes most likely to result in correct decoding
*/
async speculativeExecution(depth = 0, recipeConfig = []) {
if (depth < 0) return [];
let results = [];
// Record the properties of the current data
results.push({
recipe: recipeConfig,
data: this.inputStr.slice(0, 100),
languageScores: this.detectLanguage(),
fileType: this.detectFileType(),
isUTF8: this.isUTF8()
});
// Find any operations that can be run on this data
const matchingOps = this.findMatchingOps();
// Execute each of those operations, then recursively call the speculativeExecution() method
// on the resulting data, recording the properties of each option.
await Promise.all(matchingOps.map(async op => {
const dish = new Dish(this.inputBuffer, Dish.ARRAY_BUFFER),
opConfig = {
op: op.op,
args: op.args
};
if (ENVIRONMENT_IS_WORKER()) self.loadRequiredModules([opConfig]);
const recipe = new Recipe([opConfig]);
await recipe.execute(dish, 0);
const magic = new Magic(dish.get(Dish.ARRAY_BUFFER), this.opPatterns),
speculativeResults = await magic.speculativeExecution(depth-1, [...recipeConfig, opConfig]);
results = results.concat(speculativeResults);
}));
// Return a sorted list of possible recipes along with their properties
return results.sort((a, b) => {
// Each option is sorted based on its most likely language (lower is better)
let aScore = a.languageScores[0].score,
bScore = b.languageScores[0].score;
// If a recipe results in a file being detected, it receives a relatively good score
if (a.fileType) aScore = 500;
if (b.fileType) bScore = 500;
// If the result is valid UTF8, its score gets boosted (lower being better)
if (a.isUTF8) aScore -= 100;
if (b.isUTF8) bScore -= 100;
return aScore - bScore;
});
}
/**
* Calculates the number of times each byte appears in the input
*
* @private
* @returns {number[]}
*/
_freqDist() {
const len = this.inputBuffer.length;
let i = len,
counts = new Array(256).fill(0);
if (!len) return counts;
while (i--) {
counts[this.inputBuffer[i]]++;
}
return counts.map(c => {
return c / len * 100;
});
}
/**
* Generates a list of all patterns that operations claim to be able to decode.
*
* @private
* @returns {Object[]}
*/
static _generateOpPatterns() {
let opPatterns = [];
for (let op in OperationConfig) {
if (!OperationConfig[op].hasOwnProperty("patterns")) continue;
OperationConfig[op].patterns.forEach(pattern => {
opPatterns.push({
op: op,
match: pattern.match,
flags: pattern.flags,
args: pattern.args
});
});
}
return opPatterns;
}
/**
* Calculates Pearson's Chi-Squared test for two frequency arrays.
* https://en.wikipedia.org/wiki/Pearson%27s_chi-squared_test
*
* @private
* @param {number[]} observed
* @param {number[]} expected
* @param {number} ddof - Delta degrees of freedom
* @returns {number[]} - The score and the probability
*/
static _chiSqr(observed, expected, ddof=0) {
let tmp,
score = 0;
for (let i = 0; i < observed.length; i++) {
tmp = observed[i] - expected[i];
score += tmp * tmp / expected[i];
}
return [
score,
1 - chiSquared.cdf(score, observed.length - 1 - ddof)
];
}
/**
* Translates an ISO 639-1 code to a full language name.
*
* @param {string} code - The two letter ISO 639-1 code
* @returns {string} The full name of the languge
*/
static codeToLanguage(code) {
return {
"aa": "Afar",
"ab": "Abkhazian",
"ae": "Avestan",
"af": "Afrikaans",
"ak": "Akan",
"am": "Amharic",
"an": "Aragonese",
"ar": "Arabic",
"as": "Assamese",
"av": "Avaric",
"ay": "Aymara",
"az": "Azerbaijani",
"ba": "Bashkir",
"be": "Belarusian",
"bg": "Bulgarian",
"bh": "Bihari languages",
"bi": "Bislama",
"bm": "Bambara",
"bn": "Bengali",
"bo": "Tibetan",
"br": "Breton",
"bs": "Bosnian",
"ca": "Catalan; Valencian",
"ce": "Chechen",
"ch": "Chamorro",
"co": "Corsican",
"cr": "Cree",
"cs": "Czech",
"cu": "Church Slavic; Old Slavonic; Church Slavonic; Old Bulgarian; Old Church Slavonic",
"cv": "Chuvash",
"cy": "Welsh",
"da": "Danish",
"de": "German",
"dv": "Divehi; Dhivehi; Maldivian",
"dz": "Dzongkha",
"ee": "Ewe",
"el": "Greek, Modern (1453-)",
"en": "English",
"eo": "Esperanto",
"es": "Spanish; Castilian",
"et": "Estonian",
"eu": "Basque",
"fa": "Persian",
"ff": "Fulah",
"fi": "Finnish",
"fj": "Fijian",
"fo": "Faroese",
"fr": "French",
"fy": "Western Frisian",
"ga": "Irish",
"gd": "Gaelic; Scottish Gaelic",
"gl": "Galician",
"gn": "Guarani",
"gu": "Gujarati",
"gv": "Manx",
"ha": "Hausa",
"he": "Hebrew",
"hi": "Hindi",
"ho": "Hiri Motu",
"hr": "Croatian",
"ht": "Haitian; Haitian Creole",
"hu": "Hungarian",
"hy": "Armenian",
"hz": "Herero",
"ia": "Interlingua (International Auxiliary Language Association)",
"id": "Indonesian",
"ie": "Interlingue; Occidental",
"ig": "Igbo",
"ii": "Sichuan Yi; Nuosu",
"ik": "Inupiaq",
"io": "Ido",
"is": "Icelandic",
"it": "Italian",
"iu": "Inuktitut",
"ja": "Japanese",
"jv": "Javanese",
"ka": "Georgian",
"kg": "Kongo",
"ki": "Kikuyu; Gikuyu",
"kj": "Kuanyama; Kwanyama",
"kk": "Kazakh",
"kl": "Kalaallisut; Greenlandic",
"km": "Central Khmer",
"kn": "Kannada",
"ko": "Korean",
"kr": "Kanuri",
"ks": "Kashmiri",
"ku": "Kurdish",
"kv": "Komi",
"kw": "Cornish",
"ky": "Kirghiz; Kyrgyz",
"la": "Latin",
"lb": "Luxembourgish; Letzeburgesch",
"lg": "Ganda",
"li": "Limburgan; Limburger; Limburgish",
"ln": "Lingala",
"lo": "Lao",
"lt": "Lithuanian",
"lu": "Luba-Katanga",
"lv": "Latvian",
"mg": "Malagasy",
"mh": "Marshallese",
"mi": "Maori",
"mk": "Macedonian",
"ml": "Malayalam",
"mn": "Mongolian",
"mr": "Marathi",
"ms": "Malay",
"mt": "Maltese",
"my": "Burmese",
"na": "Nauru",
"nb": "Bokmål, Norwegian; Norwegian Bokmål",
"nd": "Ndebele, North; North Ndebele",
"ne": "Nepali",
"ng": "Ndonga",
"nl": "Dutch; Flemish",
"nn": "Norwegian Nynorsk; Nynorsk, Norwegian",
"no": "Norwegian",
"nr": "Ndebele, South; South Ndebele",
"nv": "Navajo; Navaho",
"ny": "Chichewa; Chewa; Nyanja",
"oc": "Occitan (post 1500)",
"oj": "Ojibwa",
"om": "Oromo",
"or": "Oriya",
"os": "Ossetian; Ossetic",
"pa": "Panjabi; Punjabi",
"pi": "Pali",
"pl": "Polish",
"ps": "Pushto; Pashto",
"pt": "Portuguese",
"qu": "Quechua",
"rm": "Romansh",
"rn": "Rundi",
"ro": "Romanian; Moldavian; Moldovan",
"ru": "Russian",
"rw": "Kinyarwanda",
"sa": "Sanskrit",
"sc": "Sardinian",
"sd": "Sindhi",
"se": "Northern Sami",
"sg": "Sango",
"si": "Sinhala; Sinhalese",
"sk": "Slovak",
"sl": "Slovenian",
"sm": "Samoan",
"sn": "Shona",
"so": "Somali",
"sq": "Albanian",
"sr": "Serbian",
"ss": "Swati",
"st": "Sotho, Southern",
"su": "Sundanese",
"sv": "Swedish",
"sw": "Swahili",
"ta": "Tamil",
"te": "Telugu",
"tg": "Tajik",
"th": "Thai",
"ti": "Tigrinya",
"tk": "Turkmen",
"tl": "Tagalog",
"tn": "Tswana",
"to": "Tonga (Tonga Islands)",
"tr": "Turkish",
"ts": "Tsonga",
"tt": "Tatar",
"tw": "Twi",
"ty": "Tahitian",
"ug": "Uighur; Uyghur",
"uk": "Ukrainian",
"ur": "Urdu",
"uz": "Uzbek",
"ve": "Venda",
"vi": "Vietnamese",
"vo": "Volapük",
"wa": "Walloon",
"wo": "Wolof",
"xh": "Xhosa",
"yi": "Yiddish",
"yo": "Yoruba",
"za": "Zhuang; Chuang",
"zh": "Chinese",
"zu": "Zulu"
}[code];
}
}
/**
* Byte frequencies of various languages generated from Wikipedia dumps taken in late 2017.
* The Chi-Squared test cannot accept expected values of 0, so 0.0001 has been used to account
* for bytes that do not normally appear in the language.
*/
const LANG_FREQS = {
"ar": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.65, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 9.194, 0.002, 0.102, 0.0001, 0.0001, 0.007, 0.001, 0.002, 0.109, 0.108, 0.002, 0.001, 0.03, 0.046, 0.42, 0.018, 0.182, 0.202, 0.135, 0.063, 0.065, 0.061, 0.055, 0.053, 0.062, 0.113, 0.054, 0.001, 0.002, 0.003, 0.002, 0.0001, 0.0001, 0.01, 0.006, 0.009, 0.007, 0.005, 0.004, 0.004, 0.004, 0.005, 0.002, 0.002, 0.005, 0.007, 0.005, 0.004, 0.007, 0.001, 0.005, 0.009, 0.006, 0.002, 0.002, 0.002, 0.001, 0.001, 0.001, 0.007, 0.001, 0.007, 0.0001, 0.004, 0.0001, 0.052, 0.008, 0.019, 0.018, 0.055, 0.008, 0.011, 0.016, 0.045, 0.001, 0.006, 0.028, 0.016, 0.037, 0.04, 0.012, 0.001, 0.038, 0.03, 0.035, 0.02, 0.006, 0.006, 0.002, 0.009, 0.002, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.055, 1.131, 0.874, 0.939, 4.804, 2.787, 2.235, 1.018, 2.407, 0.349, 3.542, 0.092, 0.4, 0.007, 0.051, 0.053, 0.022, 0.061, 0.01, 0.008, 0.001, 0.001, 0.0001, 0.001, 0.001, 0.001, 0.0001, 0.008, 0.001, 0.001, 0.0001, 0.002, 0.013, 0.133, 0.049, 0.782, 0.037, 0.335, 0.157, 6.208, 1.599, 1.486, 1.889, 0.276, 0.607, 0.762, 0.341, 1.38, 0.239, 2.041, 0.293, 1.149, 0.411, 0.383, 0.246, 0.406, 0.094, 1.401, 0.223, 0.006, 0.001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.027, 0.003, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.003, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.002, 23.298, 20.414, 0.003, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.0001, 0.019, 0.001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
"de": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.726, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 13.303, 0.002, 0.278, 0.0001, 0.0001, 0.007, 0.003, 0.005, 0.149, 0.149, 0.015, 0.001, 0.636, 0.237, 0.922, 0.023, 0.305, 0.472, 0.225, 0.115, 0.11, 0.121, 0.108, 0.11, 0.145, 0.271, 0.049, 0.022, 0.002, 0.002, 0.002, 0.001, 0.0001, 0.413, 0.383, 0.144, 0.412, 0.275, 0.258, 0.273, 0.218, 0.18, 0.167, 0.277, 0.201, 0.328, 0.179, 0.111, 0.254, 0.012, 0.219, 0.602, 0.209, 0.1, 0.185, 0.206, 0.005, 0.01, 0.112, 0.002, 0.0001, 0.002, 0.0001, 0.006, 0.0001, 4.417, 1.306, 1.99, 3.615, 12.382, 1.106, 2.0, 2.958, 6.179, 0.082, 0.866, 2.842, 1.869, 7.338, 2.27, 0.606, 0.016, 6.056, 4.424, 4.731, 3.002, 0.609, 0.918, 0.053, 0.169, 0.824, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.147, 0.002, 0.003, 0.001, 0.006, 0.001, 0.001, 0.002, 0.001, 0.001, 0.0001, 0.0001, 0.001, 0.004, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.03, 0.0001, 0.0001, 0.009, 0.001, 0.002, 0.009, 0.002, 0.001, 0.061, 0.0001, 0.048, 0.122, 0.057, 0.009, 0.001, 0.001, 0.4, 0.001, 0.002, 0.003, 0.003, 0.017, 0.001, 0.003, 0.001, 0.005, 0.0001, 0.001, 0.003, 0.002, 0.003, 0.005, 0.001, 0.001, 0.203, 0.0001, 0.002, 0.001, 0.002, 0.002, 0.438, 0.002, 0.002, 0.001, 0.0001, 0.0001, 0.056, 1.237, 0.01, 0.013, 0.0001, 0.0001, 0.001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.005, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.148, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
"en": [0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.755, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 15.843, 0.004, 0.375, 0.002, 0.008, 0.019, 0.008, 0.134, 0.137, 0.137, 0.001, 0.001, 0.972, 0.19, 0.857, 0.017, 0.334, 0.421, 0.246, 0.108, 0.104, 0.112, 0.103, 0.1, 0.127, 0.237, 0.04, 0.027, 0.004, 0.003, 0.004, 0.002, 0.0001, 0.338, 0.218, 0.326, 0.163, 0.121, 0.149, 0.133, 0.192, 0.232, 0.107, 0.082, 0.148, 0.248, 0.134, 0.103, 0.195, 0.012, 0.162, 0.368, 0.366, 0.077, 0.061, 0.127, 0.009, 0.03, 0.015, 0.004, 0.0001, 0.004, 0.0001, 0.003, 0.0001, 6.614, 1.039, 2.327, 2.934, 9.162, 1.606, 1.415, 3.503, 5.718, 0.081, 0.461, 3.153, 1.793, 5.723, 5.565, 1.415, 0.066, 5.036, 4.79, 6.284, 1.992, 0.759, 1.176, 0.139, 1.162, 0.102, 0.0001, 0.002, 0.0001, 0.0001, 0.0001, 0.06, 0.004, 0.003, 0.002, 0.001, 0.001, 0.001, 0.002, 0.001, 0.001, 0.0001, 0.001, 0.001, 0.003, 0.0001, 0.0001, 0.001, 0.001, 0.001, 0.031, 0.006, 0.001, 0.001, 0.001, 0.002, 0.014, 0.001, 0.001, 0.005, 0.005, 0.001, 0.002, 0.017, 0.007, 0.002, 0.003, 0.004, 0.002, 0.001, 0.002, 0.002, 0.012, 0.001, 0.002, 0.001, 0.004, 0.001, 0.001, 0.003, 0.003, 0.002, 0.005, 0.001, 0.001, 0.003, 0.001, 0.003, 0.001, 0.002, 0.001, 0.004, 0.001, 0.002, 0.001, 0.0001, 0.0001, 0.02, 0.047, 0.009, 0.009, 0.0001, 0.0001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.003, 0.001, 0.004, 0.002, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.005, 0.002, 0.061, 0.001, 0.0001, 0.002, 0.001, 0.001, 0.001, 0.001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001, 0.0001],
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};
export default Magic;