From f21fa8fb02a3a3658194a154eb6fd4a9a616b377 Mon Sep 17 00:00:00 2001 From: Mitchell McCaffrey Date: Wed, 14 Oct 2020 09:53:32 +1100 Subject: [PATCH] Added tfjs and ml model for grid detection --- package.json | 1 + src/helpers/map.js | 115 ++++++++++++++---- src/ml/Model.js | 35 ++++++ src/ml/gridSize/GridSizeModel.js | 29 +++++ src/ml/gridSize/group1-shard1of1.bin | Bin 0 -> 1311585 bytes src/ml/gridSize/model.json | 1 + src/modals/SelectMapModal.js | 4 +- yarn.lock | 173 +++++++++++++++++++++++++-- 8 files changed, 323 insertions(+), 35 deletions(-) create mode 100644 src/ml/Model.js create mode 100644 src/ml/gridSize/GridSizeModel.js create mode 100755 src/ml/gridSize/group1-shard1of1.bin create mode 100755 src/ml/gridSize/model.json diff --git a/package.json b/package.json index bcb6f4b..6190253 100644 --- a/package.json +++ b/package.json @@ -7,6 +7,7 @@ "@babylonjs/loaders": "^4.1.0", "@msgpack/msgpack": "^1.12.1", "@stripe/stripe-js": "^1.3.2", + "@tensorflow/tfjs": "^2.6.0", "@testing-library/jest-dom": "^4.2.4", "@testing-library/react": "^9.3.2", "@testing-library/user-event": "^7.1.2", diff --git a/src/helpers/map.js b/src/helpers/map.js index 075cccf..76c56b7 100644 --- a/src/helpers/map.js +++ b/src/helpers/map.js @@ -1,3 +1,5 @@ +import GridSizeModel from "../ml/gridSize/GridSizeModel"; + export function getMapDefaultInset(width, height, gridX, gridY) { // Max the width const gridScale = width / gridX; @@ -33,33 +35,98 @@ function dividers(a, b) { const gridSizeMean = { x: 31.567792, y: 32.597987 }; const gridSizeStd = { x: 14.438842, y: 15.582376 }; -// Most grid sizes are above 10 and below 100 +// Most grid sizes are above 10 and below 200 +const minGridSize = 10; +const maxGridSize = 200; + function gridSizeVaild(x, y) { - return x > 10 && y > 10 && x < 100 && y < 100; + return ( + x > minGridSize && y > minGridSize && x < maxGridSize && y < maxGridSize + ); } -export function gridSizeHeuristic(width, height) { - const div = dividers(width, height); - if (div.length > 0) { - // Find the best division by comparing the absolute z-scores of each axis - let bestX = 1; - let bestY = 1; - let bestScore = Number.MAX_VALUE; - for (let scale of div) { - const x = Math.floor(width / scale); - const y = Math.floor(height / scale); - const xScore = Math.abs((x - gridSizeMean.x) / gridSizeStd.x); - const yScore = Math.abs((y - gridSizeMean.y) / gridSizeStd.y); - if (xScore < bestScore || yScore < bestScore) { - bestX = x; - bestY = y; - bestScore = Math.min(xScore, yScore); - } - } - - if (gridSizeVaild(bestX, bestY)) { - return { x: bestX, y: bestY }; +function gridSizeHeuristic(image, candidates) { + const width = image.width; + const height = image.height; + // Find the best candidate by comparing the absolute z-scores of each axis + let bestX = 1; + let bestY = 1; + let bestScore = Number.MAX_VALUE; + for (let scale of candidates) { + const x = Math.floor(width / scale); + const y = Math.floor(height / scale); + const xScore = Math.abs((x - gridSizeMean.x) / gridSizeStd.x); + const yScore = Math.abs((y - gridSizeMean.y) / gridSizeStd.y); + if (xScore < bestScore || yScore < bestScore) { + bestX = x; + bestY = y; + bestScore = Math.min(xScore, yScore); } } - return { x: 22, y: 22 }; + + if (gridSizeVaild(bestX, bestY)) { + return { x: bestX, y: bestY }; + } else { + return null; + } +} + +async function gridSizeML(image, candidates) { + const width = image.width; + const height = image.height; + const ratio = width / height; + let canvas = document.createElement("canvas"); + let context = canvas.getContext("2d"); + canvas.width = 2048; + canvas.height = 2048 / ratio; + + context.drawImage(image, 0, 0, canvas.width, canvas.height); + + let imageData = context.getImageData(0, canvas.height / 2 - 16, 2048, 32); + for (let i = 0; i < imageData.data.length; i += 4) { + const r = imageData.data[i]; + const g = imageData.data[i + 1]; + const b = imageData.data[i + 2]; + // ITU-R 601-2 Luma Transform + const luma = (r * 299) / 1000 + (g * 587) / 1000 + (b * 114) / 1000; + + imageData.data[i] = imageData.data[i + 1] = imageData.data[i + 2] = luma; + } + + const model = new GridSizeModel(); + const prediction = await model.predict(imageData); + + // Find the candidate that is closest to the prediction + let bestScale = 1; + let bestScore = Number.MAX_VALUE; + for (let scale of candidates) { + const x = Math.floor(width / scale); + const score = Math.abs(x - prediction); + if (score < bestScore && x > minGridSize && x < maxGridSize) { + bestScale = scale; + bestScore = score; + } + } + + const x = Math.floor(width / bestScale); + const y = Math.floor(height / bestScale); + + if (gridSizeVaild(x, y)) { + return { x, y }; + } else { + return null; + } +} + +export async function getGridSize(image) { + const candidates = dividers(image.width, image.height); + let prediction = await gridSizeML(image, candidates); + if (!prediction) { + prediction = gridSizeHeuristic(image, candidates); + } + if (!prediction) { + prediction = { x: 22, y: 22 }; + } + + return prediction; } diff --git a/src/ml/Model.js b/src/ml/Model.js new file mode 100644 index 0000000..3809bf4 --- /dev/null +++ b/src/ml/Model.js @@ -0,0 +1,35 @@ +import blobToBuffer from "../helpers/blobToBuffer"; + +class Model { + constructor(config, weightsMapping) { + this.config = config; + this.weightsMapping = weightsMapping; + } + + async load() { + // Load weights from the manifest then fetch them into an ArrayBuffer + let buffers = []; + const manifest = this.config.weightsManifest[0]; + for (let path of manifest.paths) { + const url = this.weightsMapping[path]; + const response = await fetch(url); + const buffer = await response.arrayBuffer(); + buffers.push(buffer); + } + const merged = new Blob(buffers); + const weightData = await blobToBuffer(merged); + const weightSpecs = manifest.weights; + + const modelArtifacts = { + modelTopology: this.config.modelTopology, + format: this.config.format, + generatedBy: this.config.generatedBy, + convertedBy: this.config.convertedBy, + weightData, + weightSpecs, + }; + return modelArtifacts; + } +} + +export default Model; diff --git a/src/ml/gridSize/GridSizeModel.js b/src/ml/gridSize/GridSizeModel.js new file mode 100644 index 0000000..1287093 --- /dev/null +++ b/src/ml/gridSize/GridSizeModel.js @@ -0,0 +1,29 @@ +import * as tf from "@tensorflow/tfjs"; + +import Model from "../Model"; + +import config from "./model.json"; +import weights from "./group1-shard1of1.bin"; + +class GridSizeModel extends Model { + model; + constructor() { + super(config, { "group1-shard1of1.bin": weights }); + } + + async predict(imageData) { + if (!this.model) { + this.model = await tf.loadLayersModel(this); + } + const prediction = tf.tidy(() => { + const image = tf.browser.fromPixels(imageData, 1).toFloat(); + const normalized = image.div(tf.scalar(255.0)); + const batched = tf.expandDims(normalized); + return this.model.predict(batched); + }); + const data = await prediction.data(); + return data[0]; + } +} + +export default GridSizeModel; diff --git a/src/ml/gridSize/group1-shard1of1.bin b/src/ml/gridSize/group1-shard1of1.bin new file mode 100755 index 0000000000000000000000000000000000000000..6df5ac6af65048a1bf9ad64640b8bca53b344f8b GIT binary patch literal 1311585 zcmWK%hg%zFw(ZR%u@lEOZWyrXz4wj)i7r4w4OP^87m`q~sDK12^xk{#V2pc>?bt~i z+lierDU-}(`kcwk-0$3b?&b5J@b10eXRT-d*5-8|KQ;4v!0UyhCApD#iJriC;6q+? zzL1*MlAiQ$sdxoxw`q{Fl-P<(J|%_r$ba!kBie$0<_idKCKWkHCI0ipw!4_49sMNk z*YADw|Hs31EZkh_=^QU}@9Rg~vJS%0$1)REgFZMB-`jZf?(92$r_M&6@j3Q>l~4FP z@4q8J7x=gu9Empcp1Gv15|Hx>Zi_LnKH(JB9#O55KWAS`_aUcMyhkh`V*M{B1%y^3 zvavOVJDGX;N6DsR+o^+fsEi|;g4`mj*3I~c!zNBn;L^`KPAdY84J|ss#WR=R2|7Ce z8{cET@19MJ@;U35bip?iek|yG@P(6SKD-ch+S|D}nYcQagR*pz{zV}ff5x~04`c%J zq$CiXt?I+};m@o2X$9`Fx!XJ6-1_(Enq>BKA487B)w#nLd^gIf)$!IEaww_eM-CUH zbE`#B56vCxLR;yxA78sPvH9R3542o*Wqv6uOFD0lP}~`+AUGDgW~w#xero&FqL1`1 ztJnQ*cVHUpdfShL;XMw^BC~%^ExDsUo6c>URBufHX8J(N?FTm^ZY 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"dtype": "float32", "quantization": {"dtype": "uint8", "min": -0.08028746966053457, "scale": 0.0006372021401629728, "original_dtype": "float32"}}, {"name": "depthwise_conv2d_6/depthwise_kernel", "shape": [3, 3, 512, 1], "dtype": "float32", "quantization": {"dtype": "uint8", "min": -0.17931790346024085, "scale": 0.0013688389577117622, "original_dtype": "float32"}}, {"name": "depthwise_conv2d_6/bias", "shape": [512], "dtype": "float32", "quantization": {"dtype": "uint8", "min": -0.08323712407373914, "scale": 0.0007175614144287857, "original_dtype": "float32"}}]}]} \ No newline at end of file diff --git a/src/modals/SelectMapModal.js b/src/modals/SelectMapModal.js index aed9797..62b67df 100644 --- a/src/modals/SelectMapModal.js +++ b/src/modals/SelectMapModal.js @@ -16,7 +16,7 @@ import blobToBuffer from "../helpers/blobToBuffer"; import useKeyboard from "../helpers/useKeyboard"; import { resizeImage } from "../helpers/image"; import { useSearch, useGroup, handleItemSelect } from "../helpers/select"; -import { getMapDefaultInset, gridSizeHeuristic } from "../helpers/map"; +import { getMapDefaultInset, getGridSize } from "../helpers/map"; import MapDataContext from "../contexts/MapDataContext"; import AuthContext from "../contexts/AuthContext"; @@ -131,7 +131,7 @@ function SelectMapModal({ } if (!gridSize) { - gridSize = gridSizeHeuristic(image.width, image.height); + gridSize = await getGridSize(image); } // Remove file extension diff --git a/yarn.lock b/yarn.lock index e33fc8a..489ead7 100644 --- a/yarn.lock +++ b/yarn.lock @@ -1749,6 +1749,73 @@ "@svgr/plugin-svgo" "^4.3.1" loader-utils "^1.2.3" +"@tensorflow/tfjs-backend-cpu@2.6.0": + version "2.6.0" + resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-2.6.0.tgz#bd0923ca438e945c4c9347a76e301a4fb1890d33" + integrity sha512-essk82VoET77tuFX5Sa9zv9F8d/2DxjEQ2RavoU+ugs0l64DTbdTpv3WdQwUihv1gNN7/16fUjJ6cG80SnS8/g== + dependencies: + "@types/seedrandom" "2.4.27" + seedrandom "2.4.3" + +"@tensorflow/tfjs-backend-webgl@2.6.0": + version "2.6.0" + resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-2.6.0.tgz#3855c254a86daf28511530c36bb61938acf26740" + integrity sha512-j1eNYKIpO06CTSRXiIWdpZ2iPDBkx7PPl7K/1BtCEW/9FP7Q0q3doHKNmTdOPvuw7Dt1nNHEMnba0YB2lc5S7Q== + dependencies: + "@tensorflow/tfjs-backend-cpu" "2.6.0" + "@types/offscreencanvas" "~2019.3.0" + "@types/seedrandom" "2.4.27" + "@types/webgl-ext" "0.0.30" + "@types/webgl2" "0.0.4" + seedrandom "2.4.3" + +"@tensorflow/tfjs-converter@2.6.0": + version "2.6.0" + resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-converter/-/tfjs-converter-2.6.0.tgz#0de5c4c014c25d695ad17ca19e3b654dbcb84cea" + integrity sha512-TzL4ULidZ26iVqfLmv5G6dfnJyJt5HttU1VZoBYCbxUcWQYk1Z4D9wqLVwfdcJz01XEKpmsECh8HBF0hwYlrkA== + +"@tensorflow/tfjs-core@2.6.0": + version "2.6.0" + resolved 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"https://registry.yarnpkg.com/@types/offscreencanvas/-/offscreencanvas-2019.3.0.tgz#3336428ec7e9180cf4566dfea5da04eb586a6553" + integrity sha512-esIJx9bQg+QYF0ra8GnvfianIY8qWB0GBx54PK5Eps6m+xTj86KLavHv6qDhzKcu5UUOgNfJ2pWaIIV7TRUd9Q== + "@types/parse-json@^4.0.0": version "4.0.0" resolved "https://registry.yarnpkg.com/@types/parse-json/-/parse-json-4.0.0.tgz#2f8bb441434d163b35fb8ffdccd7138927ffb8c0" @@ -1978,6 +2058,11 @@ "@types/prop-types" "*" csstype "^3.0.2" +"@types/seedrandom@2.4.27": + version "2.4.27" + resolved "https://registry.yarnpkg.com/@types/seedrandom/-/seedrandom-2.4.27.tgz#9db563937dd86915f69092bc43259d2f48578e41" + integrity sha1-nbVjk33YaRX2kJK8QyWdL0hXjkE= + "@types/stack-utils@^1.0.1": version "1.0.1" resolved "https://registry.yarnpkg.com/@types/stack-utils/-/stack-utils-1.0.1.tgz#0a851d3bd96498fa25c33ab7278ed3bd65f06c3e" @@ -2006,6 +2091,16 @@ "@types/testing-library__dom" "*" pretty-format "^25.1.0" +"@types/webgl-ext@0.0.30": + version "0.0.30" + resolved "https://registry.yarnpkg.com/@types/webgl-ext/-/webgl-ext-0.0.30.tgz#0ce498c16a41a23d15289e0b844d945b25f0fb9d" + integrity sha512-LKVgNmBxN0BbljJrVUwkxwRYqzsAEPcZOe6S2T6ZaBDIrFp0qu4FNlpc5sM1tGbXUYFgdVQIoeLk1Y1UoblyEg== + +"@types/webgl2@0.0.4": + version "0.0.4" + resolved "https://registry.yarnpkg.com/@types/webgl2/-/webgl2-0.0.4.tgz#c3b0f9d6b465c66138e84e64cb3bdf8373c2c279" + integrity sha512-PACt1xdErJbMUOUweSrbVM7gSIYm1vTncW2hF6Os/EeWi6TXYAYMPp+8v6rzHmypE5gHrxaxZNXgMkJVIdZpHw== + "@types/yargs-parser@*": version "15.0.0" resolved "https://registry.yarnpkg.com/@types/yargs-parser/-/yargs-parser-15.0.0.tgz#cb3f9f741869e20cce330ffbeb9271590483882d" @@ -2411,7 +2506,7 @@ aproba@^1.1.1: resolved "https://registry.yarnpkg.com/aproba/-/aproba-1.2.0.tgz#6802e6264efd18c790a1b0d517f0f2627bf2c94a" integrity sha512-Y9J6ZjXtoYh8RnXVCMOU/ttDmk1aBjunq9vO0ta5x85WDQiQfUF9sIPBITdbiiIVcBo03Hi3jMxigBtsddlXRw== -argparse@^1.0.7: +argparse@^1.0.10, argparse@^1.0.7: version "1.0.10" resolved "https://registry.yarnpkg.com/argparse/-/argparse-1.0.10.tgz#bcd6791ea5ae09725e17e5ad988134cd40b3d911" integrity sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg== @@ -3456,6 +3551,15 @@ cliui@^6.0.0: strip-ansi "^6.0.0" wrap-ansi "^6.2.0" +cliui@^7.0.0: + version "7.0.1" + resolved "https://registry.yarnpkg.com/cliui/-/cliui-7.0.1.tgz#a4cb67aad45cd83d8d05128fc9f4d8fbb887e6b3" + integrity sha512-rcvHOWyGyid6I1WjT/3NatKj2kDt9OdSHSXpyLXaMWFbKpGACNW8pRhhdPUq9MWUOdwn8Rz9AVETjF4105rZZQ== + dependencies: + string-width "^4.2.0" + strip-ansi "^6.0.0" + wrap-ansi "^7.0.0" + clone-deep@^0.2.4: version "0.2.4" resolved "https://registry.yarnpkg.com/clone-deep/-/clone-deep-0.2.4.tgz#4e73dd09e9fb971cc38670c5dced9c1896481cc6" @@ -3553,7 +3657,7 @@ colorette@^1.2.1: resolved "https://registry.yarnpkg.com/colorette/-/colorette-1.2.1.tgz#4d0b921325c14faf92633086a536db6e89564b1b" integrity sha512-puCDz0CzydiSYOrnXpz/PKd69zRrribezjtE9yd4zvytoRc8+RY/KJPvtPFKZS3E3wP6neGyMe0vOTlHO5L3Pw== -combined-stream@^1.0.6, combined-stream@~1.0.6: +combined-stream@^1.0.6, combined-stream@^1.0.8, combined-stream@~1.0.6: version "1.0.8" resolved "https://registry.yarnpkg.com/combined-stream/-/combined-stream-1.0.8.tgz#c3d45a8b34fd730631a110a8a2520682b31d5a7f" integrity sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg== @@ -3731,16 +3835,16 @@ core-js-pure@^3.0.0: resolved "https://registry.yarnpkg.com/core-js-pure/-/core-js-pure-3.6.5.tgz#c79e75f5e38dbc85a662d91eea52b8256d53b813" integrity sha512-lacdXOimsiD0QyNf9BC/mxivNJ/ybBGJXQFKzRekp1WTHoVUWsUHEn+2T8GJAzzIhyOuXA+gOxCVN3l+5PLPUA== +core-js@3, core-js@^3.0.1, core-js@^3.5.0: + version "3.6.5" + resolved "https://registry.yarnpkg.com/core-js/-/core-js-3.6.5.tgz#7395dc273af37fb2e50e9bd3d9fe841285231d1a" + integrity sha512-vZVEEwZoIsI+vPEuoF9Iqf5H7/M3eeQqWlQnYa8FSKKePuYTf5MWnxb5SDAzCa60b3JBRS5g9b+Dq7b1y/RCrA== + core-js@^2.4.0, core-js@^2.5.3: version "2.6.11" resolved "https://registry.yarnpkg.com/core-js/-/core-js-2.6.11.tgz#38831469f9922bded8ee21c9dc46985e0399308c" integrity sha512-5wjnpaT/3dV+XB4borEsnAYQchn00XSgTAWKDkEqv+K8KevjbzmofK6hfJ9TZIlpj2N0xQpazy7PiRQiWHqzWg== -core-js@^3.0.1, core-js@^3.5.0: - version "3.6.5" - resolved "https://registry.yarnpkg.com/core-js/-/core-js-3.6.5.tgz#7395dc273af37fb2e50e9bd3d9fe841285231d1a" - integrity sha512-vZVEEwZoIsI+vPEuoF9Iqf5H7/M3eeQqWlQnYa8FSKKePuYTf5MWnxb5SDAzCa60b3JBRS5g9b+Dq7b1y/RCrA== - core-util-is@1.0.2, core-util-is@~1.0.0: version "1.0.2" resolved "https://registry.yarnpkg.com/core-util-is/-/core-util-is-1.0.2.tgz#b5fd54220aa2bc5ab57aab7140c940754503c1a7" @@ -5328,6 +5432,15 @@ fork-ts-checker-webpack-plugin@3.1.1: tapable "^1.0.0" worker-rpc "^0.1.0" +form-data@^3.0.0: + version "3.0.0" + resolved "https://registry.yarnpkg.com/form-data/-/form-data-3.0.0.tgz#31b7e39c85f1355b7139ee0c647cf0de7f83c682" + integrity sha512-CKMFDglpbMi6PyN+brwB9Q/GOw0eAnsrEZDgcsH5Krhz5Od/haKHAX0NmQfha2zPPz0JpWzA7GJHGSnvCRLWsg== + dependencies: + asynckit "^0.4.0" + combined-stream "^1.0.8" + mime-types "^2.1.12" + form-data@~2.3.2: version "2.3.3" resolved "https://registry.yarnpkg.com/form-data/-/form-data-2.3.3.tgz#dcce52c05f644f298c6a7ab936bd724ceffbf3a6" @@ -5459,7 +5572,7 @@ get-caller-file@^1.0.1: resolved "https://registry.yarnpkg.com/get-caller-file/-/get-caller-file-1.0.3.tgz#f978fa4c90d1dfe7ff2d6beda2a515e713bdcf4a" integrity sha512-3t6rVToeoZfYSGd8YoLFR2DJkiQrIiUrGcjvFX2mDw3bn6k2OtwHN0TNCLbBO+w8qTvimhDkv+LSscbJY1vE6w== -get-caller-file@^2.0.1: +get-caller-file@^2.0.1, get-caller-file@^2.0.5: version "2.0.5" resolved "https://registry.yarnpkg.com/get-caller-file/-/get-caller-file-2.0.5.tgz#4f94412a82db32f36e3b0b9741f8a97feb031f7e" integrity sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg== @@ -7824,6 +7937,11 @@ no-case@^3.0.3: lower-case "^2.0.1" tslib "^1.10.0" +node-fetch@~2.6.1: + version "2.6.1" + resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.6.1.tgz#045bd323631f76ed2e2b55573394416b639a0052" + integrity sha512-V4aYg89jEoVRxRb2fJdAg8FHvI7cEyYdVAh94HH0UIK8oJxUfkjlDQN9RbMx+bEjP7+ggMiFRprSti032Oipxw== + node-forge@0.9.0: version "0.9.0" resolved "https://registry.yarnpkg.com/node-forge/-/node-forge-0.9.0.tgz#d624050edbb44874adca12bb9a52ec63cb782579" @@ -9897,7 +10015,7 @@ regenerator-runtime@^0.11.0: resolved "https://registry.yarnpkg.com/regenerator-runtime/-/regenerator-runtime-0.11.1.tgz#be05ad7f9bf7d22e056f9726cee5017fbf19e2e9" integrity sha512-MguG95oij0fC3QV3URf4V2SDYGJhJnJGqvIIgdECeODCT98wSWDAJ94SSuVpYQUoTcGUIL6L4yNB7j1DFFHSBg== -regenerator-runtime@^0.13.3, regenerator-runtime@^0.13.4: +regenerator-runtime@^0.13.3, regenerator-runtime@^0.13.4, regenerator-runtime@^0.13.5: version "0.13.7" resolved "https://registry.yarnpkg.com/regenerator-runtime/-/regenerator-runtime-0.13.7.tgz#cac2dacc8a1ea675feaabaeb8ae833898ae46f55" integrity sha512-a54FxoJDIr27pgf7IgeQGxmqUNYrcV338lf/6gH456HZ/PhX+5BcwHXG9ajESmwe6WRO0tAzRUrRmNONWgkrew== @@ -10340,6 +10458,11 @@ sdp@^2.12.0, sdp@^2.6.0: resolved "https://registry.yarnpkg.com/sdp/-/sdp-2.12.0.tgz#338a106af7560c86e4523f858349680350d53b22" integrity sha512-jhXqQAQVM+8Xj5EjJGVweuEzgtGWb3tmEEpl3CLP3cStInSbVHSg0QWOGQzNq8pSID4JkpeV2mPqlMDLrm0/Vw== +seedrandom@2.4.3: + version "2.4.3" + resolved "https://registry.yarnpkg.com/seedrandom/-/seedrandom-2.4.3.tgz#2438504dad33917314bff18ac4d794f16d6aaecc" + integrity sha1-JDhQTa0zkXMUv/GKxNeU8W1qrsw= + select-hose@^2.0.0: version "2.0.0" resolved "https://registry.yarnpkg.com/select-hose/-/select-hose-2.0.0.tgz#625d8658f865af43ec962bfc376a37359a4994ca" @@ -12207,6 +12330,15 @@ wrap-ansi@^6.2.0: string-width "^4.1.0" strip-ansi "^6.0.0" +wrap-ansi@^7.0.0: + version "7.0.0" + resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-7.0.0.tgz#67e145cff510a6a6984bdf1152911d69d2eb9e43" + integrity sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q== + dependencies: + ansi-styles "^4.0.0" + string-width "^4.1.0" + strip-ansi "^6.0.0" + wrappy@1: version "1.0.2" resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f" @@ -12279,6 +12411,11 @@ xtend@^4.0.0, xtend@^4.0.1, xtend@~4.0.1: resolved "https://registry.yarnpkg.com/y18n/-/y18n-4.0.0.tgz#95ef94f85ecc81d007c264e190a120f0a3c8566b" integrity sha512-r9S/ZyXu/Xu9q1tYlpsLIsa3EeLXXk0VwlxqTcFRfg9EhMW+17kbt9G0NrgCmhGb5vT2hyhJZLfDGx+7+5Uj/w== +y18n@^5.0.1: + version "5.0.2" + resolved "https://registry.yarnpkg.com/y18n/-/y18n-5.0.2.tgz#48218df5da2731b4403115c39a1af709c873f829" + integrity sha512-CkwaeZw6dQgqgPGeTWKMXCRmMcBgETFlTml1+ZOO+q7kGst8NREJ+eWwFNPVUQ4QGdAaklbqCZHH6Zuep1RjiA== + yallist@^3.0.2: version "3.1.1" resolved "https://registry.yarnpkg.com/yallist/-/yallist-3.1.1.tgz#dbb7daf9bfd8bac9ab45ebf602b8cbad0d5d08fd" @@ -12318,6 +12455,11 @@ yargs-parser@^18.1.2: camelcase "^5.0.0" decamelize "^1.2.0" +yargs-parser@^20.0.0: + version "20.2.1" + resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-20.2.1.tgz#28f3773c546cdd8a69ddae68116b48a5da328e77" + integrity sha512-yYsjuSkjbLMBp16eaOt7/siKTjNVjMm3SoJnIg3sEh/JsvqVVDyjRKmaJV4cl+lNIgq6QEco2i3gDebJl7/vLA== + yargs@12.0.5: version "12.0.5" resolved "https://registry.yarnpkg.com/yargs/-/yargs-12.0.5.tgz#05f5997b609647b64f66b81e3b4b10a368e7ad13" @@ -12369,6 +12511,19 @@ yargs@^15.3.1: y18n "^4.0.0" yargs-parser "^18.1.2" +yargs@^16.0.3: + version "16.0.3" + resolved "https://registry.yarnpkg.com/yargs/-/yargs-16.0.3.tgz#7a919b9e43c90f80d4a142a89795e85399a7e54c" + integrity sha512-6+nLw8xa9uK1BOEOykaiYAJVh6/CjxWXK/q9b5FpRgNslt8s22F2xMBqVIKgCRjNgGvGPBy8Vog7WN7yh4amtA== + dependencies: + cliui "^7.0.0" + escalade "^3.0.2" + get-caller-file "^2.0.5" + require-directory "^2.1.1" + string-width "^4.2.0" + y18n "^5.0.1" + yargs-parser "^20.0.0" + yeast@0.1.2: version "0.1.2" resolved "https://registry.yarnpkg.com/yeast/-/yeast-0.1.2.tgz#008e06d8094320c372dbc2f8ed76a0ca6c8ac419"