From c6c5289f92e3b7d0c049380cbfcab8ed6fb15035 Mon Sep 17 00:00:00 2001 From: Flutter Painter Date: Mon, 19 Aug 2024 20:40:21 +0200 Subject: [PATCH] adding web demo using web assembly support (#257) --- CHANGELOG.md | 3 + example/wasm/.gitignore | 3 + example/wasm/CHANGELOG.md | 3 + example/wasm/README.md | 27 +++ example/wasm/analysis_options.yaml | 30 +++ example/wasm/pubspec.yaml | 19 ++ example/wasm/screenshot.png | Bin 0 -> 57587 bytes example/wasm/site/index.html | 63 ++++++ example/wasm/site/main.dart.js | 21 ++ example/wasm/site/styles.css | 14 ++ example/wasm/site/test.mjs | 332 +++++++++++++++++++++++++++++ example/wasm/site/test.unopt.wasm | Bin 0 -> 599859 bytes example/wasm/site/test.wasm | Bin 0 -> 223207 bytes example/wasm/site/test.wasm.map | 6 + example/wasm/web/main.dart | 82 +++++++ pubspec.yaml | 2 +- 16 files changed, 604 insertions(+), 1 deletion(-) create mode 100644 example/wasm/.gitignore create mode 100644 example/wasm/CHANGELOG.md create mode 100644 example/wasm/README.md create mode 100644 example/wasm/analysis_options.yaml create mode 100644 example/wasm/pubspec.yaml create mode 100644 example/wasm/screenshot.png create mode 100644 example/wasm/site/index.html create mode 100644 example/wasm/site/main.dart.js create mode 100644 example/wasm/site/styles.css create mode 100644 example/wasm/site/test.mjs create mode 100644 example/wasm/site/test.unopt.wasm create mode 100644 example/wasm/site/test.wasm create mode 100644 example/wasm/site/test.wasm.map create mode 100644 example/wasm/web/main.dart diff --git a/CHANGELOG.md b/CHANGELOG.md index 932ddbf4..d0179b9a 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,8 @@ # Changelog +## 16.17.13 +- Added Decision Tree web demo using Web Assembly + ## 16.17.12 - update in README - mention that web is possible diff --git a/example/wasm/.gitignore b/example/wasm/.gitignore new file mode 100644 index 00000000..3a857904 --- /dev/null +++ b/example/wasm/.gitignore @@ -0,0 +1,3 @@ +# https://dart.dev/guides/libraries/private-files +# Created by `dart pub` +.dart_tool/ diff --git a/example/wasm/CHANGELOG.md b/example/wasm/CHANGELOG.md new file mode 100644 index 00000000..effe43c8 --- /dev/null +++ b/example/wasm/CHANGELOG.md @@ -0,0 +1,3 @@ +## 1.0.0 + +- Initial version. diff --git a/example/wasm/README.md b/example/wasm/README.md new file mode 100644 index 00000000..cf891c0c --- /dev/null +++ b/example/wasm/README.md @@ -0,0 +1,27 @@ +# wasm (dart) + +A simple demo for [ml_algo](https://pub.dev/packages/ml_algo) +Decision tree example for predicting an iris' species based on its dimensions. +This simple js web demo uses Dart Web Assembly support + +## building/running +- Serve the output, example + +$ cd site +$ dart pub global activate dhttpd +$ dart pub global run dhttpd + +- Open your brwoser at : http://localhost:8080/site/index.html + +- type flower dimensions and run either using : + - a preloaded model (faster) + - training a (small) model on on the fly + +![screenshot](screenshot.png) + + +- Compile with Wasm to a new site output directory: + +mywebapp$ dart compile wasm web/main.dart -o site/test.wasm + +For more details see documentation from https://dart.dev/web/wasm diff --git a/example/wasm/analysis_options.yaml b/example/wasm/analysis_options.yaml new file mode 100644 index 00000000..dee8927a --- /dev/null +++ b/example/wasm/analysis_options.yaml @@ -0,0 +1,30 @@ +# This file configures the static analysis results for your project (errors, +# warnings, and lints). +# +# This enables the 'recommended' set of lints from `package:lints`. +# This set helps identify many issues that may lead to problems when running +# or consuming Dart code, and enforces writing Dart using a single, idiomatic +# style and format. +# +# If you want a smaller set of lints you can change this to specify +# 'package:lints/core.yaml'. These are just the most critical lints +# (the recommended set includes the core lints). +# The core lints are also what is used by pub.dev for scoring packages. + +include: package:lints/recommended.yaml + +# Uncomment the following section to specify additional rules. + +# linter: +# rules: +# - camel_case_types + +# analyzer: +# exclude: +# - path/to/excluded/files/** + +# For more information about the core and recommended set of lints, see +# https://dart.dev/go/core-lints + +# For additional information about configuring this file, see +# https://dart.dev/guides/language/analysis-options diff --git a/example/wasm/pubspec.yaml b/example/wasm/pubspec.yaml new file mode 100644 index 00000000..2decd0c4 --- /dev/null +++ b/example/wasm/pubspec.yaml @@ -0,0 +1,19 @@ +name: wasm +description: An absolute bare-bones web app. +version: 1.0.0 +# repository: https://github.com/my_org/my_repo + +environment: + sdk: ^3.5.0 + +# Add regular dependencies here. +dependencies: + web: ^0.5.1 + 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z$19T$_-1Rv-gpz%onWAdfcuUv8N(f)h1SoM?2N@XlLH6D3)-bL8Xll2M%aV;6W!_l z8)V+8lw$(fbIWuc^m#)08(_ANtrZ=E!5Zd?@hs%r#qKUF#jGi89534m&x4`6toq7= zotZS?@qb(6HNP853j()Ta1c6}jXRF-Sds9!Hx}T7KSQ^wt`9@MPpq2~M;JklIg|x`6&oz?j#!SgPV>hk?WQw? zQHw$?cC)x0L^43Qf((#~Eyrb@c0%FS0~fM2FtLA$q9{g(oPL8RHTXX`4ryD9;6@() zuW{@z`Fgf_>!vS{n>R&H4Nd(!+bI9`?4p$Rx+P1EzTa;zKDXk<*HuLob}`%kB`ckt zU+wI-?dWx2a`?RU=p*Z2^Y(naQzTix*X`;@=S_jJ_t(6CKQ-AFm=S(0_+^?oO-HvH zSW;96zB(ORy~eZRy@xy<4>|Qm1-#)E54`ThVV+A8PfJ-^Q$e{vw&{Yd%xr`LJZH1BigEV;FRxx3XuG;RYo-Z={cDl*?n99v@`_*53-R4pDcaNi-@unj$ z-oBf$r##~7)g6K7rN5n;9Ul!GE8C~4zxJZ~<)UrUCPyP67f8%7wEuOn|H;ec^UdrY zMio8Gm!Gu9e!e#Qy=u=c{pjKZ){a$19{Z29P2#kyV4Xfjq{r%(hNE|YY!Z4xR z{cfnmooSoP3wW^evhoquNqSN>Z+ap&)^bIjfya_TkziH-Gg6DJBzy;mI^w^o1pQXf$khU=^_MM&o$7DU$keH}l&-~Qi? zA1pETU%ssc_Jl70y>q+d%V+J*21psXLuZ;^tQKfMS>nx+QqTPBRll#@u2cgJ31{yD z4hfeuFOxV8QEL2Z?e=?bP0l+XkKKviTj literal 0 HcmV?d00001 diff --git a/example/wasm/site/index.html b/example/wasm/site/index.html new file mode 100644 index 00000000..643487de --- /dev/null +++ b/example/wasm/site/index.html @@ -0,0 +1,63 @@ + + + + Test ml dart wasm + + + +

What iris is this ?

+

+
+ SepalLengthCm:
+ SepalWidthCm:
+ PetalLengthCm:
+ PetalWidthCm:
+
+
+

+
decisionTreeLoaded: Not run yet.
+
decisionTreeFull: Not run yet.
+

+ + +
+ + +
+ + + \ No newline at end of file diff --git a/example/wasm/site/main.dart.js b/example/wasm/site/main.dart.js new file mode 100644 index 00000000..d104986d --- /dev/null +++ b/example/wasm/site/main.dart.js @@ -0,0 +1,21 @@ +(async function () { + let dart2wasm_runtime; + let moduleInstance; + try { + const dartModulePromise = WebAssembly.compileStreaming(fetch('main.wasm')); + const imports = {}; + dart2wasm_runtime = await import('./main.mjs'); + moduleInstance = await dart2wasm_runtime.instantiate(dartModulePromise, imports); + } catch (exception) { + console.error(`Failed to fetch and instantiate wasm module: ${exception}`); + console.error('See https://dart.dev/web/wasm for more information.'); + } + + if (moduleInstance) { + try { + await dart2wasm_runtime.invoke(moduleInstance); + } catch (exception) { + console.error(`Exception while invoking test: ${exception}`); + } + } +})(); \ No newline at end of file diff --git a/example/wasm/site/styles.css b/example/wasm/site/styles.css new file mode 100644 index 00000000..d640c02e --- /dev/null +++ b/example/wasm/site/styles.css @@ -0,0 +1,14 @@ +@import url('https://fonts.googleapis.com/css2?family=Roboto&display=swap'); + +html, body { + width: 100%; + height: 100%; + margin: 0; + padding: 0; + font-family: 'Roboto', sans-serif; +} + +#output { + padding: 20px; + text-align: center; +} diff --git a/example/wasm/site/test.mjs b/example/wasm/site/test.mjs new file mode 100644 index 00000000..9f0b5a64 --- /dev/null +++ b/example/wasm/site/test.mjs @@ -0,0 +1,332 @@ + +// `modulePromise` is a promise to the `WebAssembly.module` object to be +// instantiated. +// `importObjectPromise` is a promise to an object that contains any additional +// imports needed by the module that aren't provided by the standard runtime. +// The fields on this object will be merged into the importObject with which +// the module will be instantiated. +// This function returns a promise to the instantiated module. +export const instantiate = async (modulePromise, importObjectPromise) => { + let dartInstance; + + // Prints to the console + function printToConsole(value) { + if (typeof dartPrint == "function") { + dartPrint(value); + return; + } + if (typeof console == "object" && typeof console.log != "undefined") { + console.log(value); + return; + } + if (typeof print == "function") { + print(value); + return; + } + + throw "Unable to print message: " + js; + } + + // Converts a Dart List to a JS array. Any Dart objects will be converted, but + // this will be cheap for JSValues. + function arrayFromDartList(constructor, list) { + const exports = dartInstance.exports; + const read = exports.$listRead; + const length = exports.$listLength(list); + const array = new constructor(length); + for (let i = 0; i < length; i++) { + array[i] = read(list, i); + } + return array; + } + + // A special symbol attached to functions that wrap Dart functions. + const jsWrappedDartFunctionSymbol = Symbol("JSWrappedDartFunction"); + + function finalizeWrapper(dartFunction, wrapped) { + wrapped.dartFunction = dartFunction; + wrapped[jsWrappedDartFunctionSymbol] = true; + return wrapped; + } + + // Imports + const dart2wasm = { + +_49: v => v.toString(), +_50: (d, digits) => d.toFixed(digits), +_64: s => { + if (!/^\s*[+-]?(?:Infinity|NaN|(?:\.\d+|\d+(?:\.\d*)?)(?:[eE][+-]?\d+)?)\s*$/.test(s)) { + return NaN; + } + return parseFloat(s); + }, +_65: () => { + let stackString = new Error().stack.toString(); + let frames = stackString.split('\n'); + let drop = 2; + if (frames[0] === 'Error') { + drop += 1; + } + return frames.slice(drop).join('\n'); + }, +_85: s => JSON.stringify(s), +_86: s => printToConsole(s), +_87: a => a.join(''), +_88: (o, a, b) => o.replace(a, b), +_93: s => s.trim(), +_95: s => s.trimRight(), +_97: (s, p, i) => s.indexOf(p, i), +_99: (s) => s.replace(/\$/g, "$$$$"), +_103: (a, i) => a.push(i), +_113: (a, b) => a == b ? 0 : (a > b ? 1 : -1), +_114: a => a.length, +_116: (a, i) => a[i], +_117: (a, i, v) => a[i] = v, +_120: (o, start, length) => new Uint8Array(o.buffer, o.byteOffset + start, length), +_121: (o, start, length) => new Int8Array(o.buffer, o.byteOffset + start, length), +_122: (o, start, length) => new Uint8ClampedArray(o.buffer, o.byteOffset + start, length), +_123: (o, start, length) => new Uint16Array(o.buffer, o.byteOffset + start, length), +_124: (o, start, length) => new Int16Array(o.buffer, o.byteOffset + start, length), +_125: (o, start, length) => new Uint32Array(o.buffer, o.byteOffset + start, length), +_126: (o, start, length) => new Int32Array(o.buffer, o.byteOffset + start, length), +_129: (o, start, length) => new Float32Array(o.buffer, o.byteOffset + start, length), +_130: (o, start, length) => new Float64Array(o.buffer, o.byteOffset + start, length), +_133: (o) => new DataView(o.buffer, o.byteOffset, o.byteLength), +_137: Function.prototype.call.bind(Object.getOwnPropertyDescriptor(DataView.prototype, 'byteLength').get), +_138: (b, o) => new DataView(b, o), +_140: Function.prototype.call.bind(DataView.prototype.getUint8), +_141: Function.prototype.call.bind(DataView.prototype.setUint8), +_142: Function.prototype.call.bind(DataView.prototype.getInt8), +_143: Function.prototype.call.bind(DataView.prototype.setInt8), +_144: Function.prototype.call.bind(DataView.prototype.getUint16), +_145: Function.prototype.call.bind(DataView.prototype.setUint16), +_146: Function.prototype.call.bind(DataView.prototype.getInt16), +_147: Function.prototype.call.bind(DataView.prototype.setInt16), +_148: Function.prototype.call.bind(DataView.prototype.getUint32), +_149: Function.prototype.call.bind(DataView.prototype.setUint32), +_150: Function.prototype.call.bind(DataView.prototype.getInt32), +_151: Function.prototype.call.bind(DataView.prototype.setInt32), +_156: Function.prototype.call.bind(DataView.prototype.getFloat32), +_157: Function.prototype.call.bind(DataView.prototype.setFloat32), +_158: Function.prototype.call.bind(DataView.prototype.getFloat64), +_159: Function.prototype.call.bind(DataView.prototype.setFloat64), +_165: f => finalizeWrapper(f, function(x0,x1,x2,x3) { return dartInstance.exports._165(f,arguments.length,x0,x1,x2,x3) }), +_166: f => finalizeWrapper(f, function(x0,x1,x2,x3) { return dartInstance.exports._166(f,arguments.length,x0,x1,x2,x3) }), +_184: (c) => + queueMicrotask(() => dartInstance.exports.$invokeCallback(c)), +_217: (s, m) => { + try { + return new RegExp(s, m); + } catch (e) { + return String(e); + } + }, +_220: (x0,x1) => x0.exec(x1), +_228: o => o === undefined, +_229: o => typeof o === 'boolean', +_230: o => typeof o === 'number', +_232: o => typeof o === 'string', +_235: o => o instanceof Int8Array, +_236: o => o instanceof Uint8Array, +_237: o => o instanceof Uint8ClampedArray, +_238: o => o instanceof Int16Array, +_239: o => o instanceof Uint16Array, +_240: o => o instanceof Int32Array, +_241: o => o instanceof Uint32Array, +_242: o => o instanceof Float32Array, +_243: o => o instanceof Float64Array, +_244: o => o instanceof ArrayBuffer, +_245: o => o instanceof DataView, +_246: o => o instanceof Array, +_247: o => typeof o === 'function' && o[jsWrappedDartFunctionSymbol] === true, +_250: o => o instanceof RegExp, +_251: (l, r) => l === r, +_252: o => o, +_253: o => o, +_254: o => o, +_255: b => !!b, +_256: o => o.length, +_259: (o, i) => o[i], +_260: f => f.dartFunction, +_261: l => arrayFromDartList(Int8Array, l), +_262: (data, length) => { + const jsBytes = new Uint8Array(length); + const getByte = dartInstance.exports.$uint8ListGet; + for (let i = 0; i < length; i++) { + jsBytes[i] = getByte(data, i); + } + return jsBytes; + }, +_263: l => arrayFromDartList(Uint8ClampedArray, l), +_264: l => arrayFromDartList(Int16Array, l), +_265: l => arrayFromDartList(Uint16Array, l), +_266: l => arrayFromDartList(Int32Array, l), +_267: l => arrayFromDartList(Uint32Array, l), +_268: l => arrayFromDartList(Float32Array, l), +_269: l => arrayFromDartList(Float64Array, l), +_270: (data, length) => { + const read = dartInstance.exports.$byteDataGetUint8; + const view = new DataView(new ArrayBuffer(length)); + for (let i = 0; i < length; i++) { + view.setUint8(i, read(data, i)); + } + return view; + }, +_271: l => arrayFromDartList(Array, l), +_272: (s, length) => { + if (length == 0) return ''; + + const read = dartInstance.exports.$stringRead1; + let result = ''; + let index = 0; + const chunkLength = Math.min(length - index, 500); + let array = new Array(chunkLength); + while (index < length) { + const newChunkLength = Math.min(length - index, 500); + for (let i = 0; i < newChunkLength; i++) { + array[i] = read(s, index++); + } + if (newChunkLength < chunkLength) { + array = array.slice(0, newChunkLength); + } + result += String.fromCharCode(...array); + } + return result; + } + , +_273: (s, length) => { + if (length == 0) return ''; + + const read = dartInstance.exports.$stringRead2; + let result = ''; + let index = 0; + const chunkLength = Math.min(length - index, 500); + let array = new Array(chunkLength); + while (index < length) { + const newChunkLength = Math.min(length - index, 500); + for (let i = 0; i < newChunkLength; i++) { + array[i] = read(s, index++); + } + if (newChunkLength < chunkLength) { + array = array.slice(0, newChunkLength); + } + result += String.fromCharCode(...array); + } + return result; + } + , +_274: (s) => { + let length = s.length; + let range = 0; + for (let i = 0; i < length; i++) { + range |= s.codePointAt(i); + } + const exports = dartInstance.exports; + if (range < 256) { + if (length <= 10) { + if (length == 1) { + return exports.$stringAllocate1_1(s.codePointAt(0)); + } + if (length == 2) { + return exports.$stringAllocate1_2(s.codePointAt(0), s.codePointAt(1)); + } + if (length == 3) { + return exports.$stringAllocate1_3(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2)); + } + if (length == 4) { + return exports.$stringAllocate1_4(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3)); + } + if (length == 5) { + return exports.$stringAllocate1_5(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4)); + } + if (length == 6) { + return exports.$stringAllocate1_6(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4), s.codePointAt(5)); + } + if (length == 7) { + return exports.$stringAllocate1_7(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4), s.codePointAt(5), s.codePointAt(6)); + } + if (length == 8) { + return exports.$stringAllocate1_8(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4), s.codePointAt(5), s.codePointAt(6), s.codePointAt(7)); + } + if (length == 9) { + return exports.$stringAllocate1_9(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4), s.codePointAt(5), s.codePointAt(6), s.codePointAt(7), s.codePointAt(8)); + } + if (length == 10) { + return exports.$stringAllocate1_10(s.codePointAt(0), s.codePointAt(1), s.codePointAt(2), s.codePointAt(3), s.codePointAt(4), s.codePointAt(5), s.codePointAt(6), s.codePointAt(7), s.codePointAt(8), s.codePointAt(9)); + } + } + const dartString = exports.$stringAllocate1(length); + const write = exports.$stringWrite1; + for (let i = 0; i < length; i++) { + write(dartString, i, s.codePointAt(i)); + } + return dartString; + } else { + const dartString = exports.$stringAllocate2(length); + const write = exports.$stringWrite2; + for (let i = 0; i < length; i++) { + write(dartString, i, s.charCodeAt(i)); + } + return dartString; + } + } + , +_277: l => new Array(l), +_278: () => globalThis, +_281: (o, p) => o[p], +_283: (o, m, a) => o[m].apply(o, a), +_285: o => String(o), +_290: x0 => x0.index, +_294: (x0,x1) => x0[x1], +_297: x0 => x0.flags, +_298: x0 => x0.multiline, +_299: x0 => x0.ignoreCase, +_300: x0 => x0.unicode, +_301: x0 => x0.dotAll, +_302: (x0,x1) => x0.lastIndex = x1, +_304: (o, p) => o[p], +_305: (o, p, v) => o[p] = v, +_2105: () => globalThis.window + }; + + const baseImports = { + dart2wasm: dart2wasm, + + + Math: Math, + Date: Date, + Object: Object, + Array: Array, + Reflect: Reflect, + }; + + const jsStringPolyfill = { + "charCodeAt": (s, i) => s.charCodeAt(i), + "compare": (s1, s2) => { + if (s1 < s2) return -1; + if (s1 > s2) return 1; + return 0; + }, + "concat": (s1, s2) => s1 + s2, + "equals": (s1, s2) => s1 === s2, + "fromCharCode": (i) => String.fromCharCode(i), + "length": (s) => s.length, + "substring": (s, a, b) => s.substring(a, b), + }; + + dartInstance = await WebAssembly.instantiate(await modulePromise, { + ...baseImports, + ...(await importObjectPromise), + "wasm:js-string": jsStringPolyfill, + }); + + return dartInstance; +} + +// Call the main function for the instantiated module +// `moduleInstance` is the instantiated dart2wasm module +// `args` are any arguments that should be passed into the main function. +export const invoke = (moduleInstance, ...args) => { + moduleInstance.exports.$invokeMain(args); +} + diff --git a/example/wasm/site/test.unopt.wasm b/example/wasm/site/test.unopt.wasm new file mode 100644 index 0000000000000000000000000000000000000000..b1425b0cedafe79e67130174b6d98e52db7f1a9c GIT binary patch literal 599859 zcmdSC2fP$XdM8*}m6_$M-dK5wRmhCYXdBOy#As`Dx94;Vd#Bs;1GBHR(k@b?nUPL= zcdZAF_ubGy;~N@iyl=d>4UPAn#@oh2V;k=OeP3i|WLCZhJ(~UP@2Gm25np^hzW5?C 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+ } \ No newline at end of file diff --git a/example/wasm/web/main.dart b/example/wasm/web/main.dart new file mode 100644 index 00000000..37fa1e97 --- /dev/null +++ b/example/wasm/web/main.dart @@ -0,0 +1,82 @@ +import 'dart:js_interop'; +import 'dart:js_interop_unsafe'; + +import 'package:web/web.dart' as web; + +import 'package:ml_algo/ml_algo.dart'; +import 'package:ml_dataframe/ml_dataframe.dart'; +import 'package:ml_preprocessing/ml_preprocessing.dart'; + +class FooApi { + @JSExport('decisionTreeFull') + String decisionTreeFull(int n, int n2, int n3, int n4) => + _decisionTreeFull(n, n2, n3, n4); + + @JSExport('decisionTreeLoaded') + String decisionTreeLoaded(int n, int n2, int n3, int n4) => + _decisionTreeLoaded(n, n2, n3, n4); + + String _decisionTreeLoaded(int n, int n2, int n3, int n4) { + if (n == 0 && n2 == 0 && n3 == 0 && n4 == 0) { + return 'unknown'; + } + final model = DecisionTreeClassifier.fromJson(modelJson); + final d = DataFrame([ + [n, n2, n3, n4] + ], headerExists: false); + final dfResult = model.predict(d); + final result = dfResult.rows.first.first; + if (result == 0.0) { + return 'Iris-setosa'; + } else if (result == 1.0) { + return 'Iris-versicolor'; + } else if (result == 2.0) { + return 'Iris-virginica'; + } else { + return 'unknown'; + } + } + + String _decisionTreeFull(int n, int n2, int n3, int n4) { + if (n == 0 && n2 == 0 && n3 == 0 && n4 == 0) { + return 'unknown'; + } + final samples = getIrisDataFrame().shuffle().dropSeries(names: ['Id']); + final pipeline = Pipeline(samples, [ + // Here we convert strings from 'Species' column into numbers + toIntegerLabels(columnNames: ['Species']), + ]); + final processed = pipeline.process(samples); + final model = DecisionTreeClassifier( + processed, + 'Species', + minError: 0.3, + minSamplesCount: 5, + maxDepth: 4, + ); + +// getIrisDataFrame().rows; + final d = DataFrame([ + [n, n2, n3, n4], + ], headerExists: false); + final dfResult = model.predict(d); + final result = dfResult.rows.first.first; + if (result == 0.0) { + return 'Iris-setosa'; + } else if (result == 1.0) { + return 'Iris-versicolor'; + } else if (result == 2.0) { + return 'Iris-virginica'; + } else { + return 'unknown'; + } + } +} + +void main() { + // One line to export the `FooApi`. + web.window.setProperty('foo'.toJS, createJSInteropWrapper(FooApi())); +} + +const modelJson = + '''{"E":0.3,"S":5,"D":4,"DT":"F32","T":"Species","R":{"CN":[{"LB":{"V":0.0,"P":1.0000000000000004},"PT":"LT","SV":2.649999976158142,"SI":2},{"CN":[{"LB":{"V":2.0,"P":0.9074074074074064},"PT":"LT","SV":1.7499999403953552,"SI":3},{"LB":{"V":1.0,"P":0.9782608695652169},"PT":"GET","SV":1.7499999403953552,"SI":3}],"PT":"GET","SV":2.649999976158142,"SI":2}]},"\$V":1,"A":"G"}'''; diff --git a/pubspec.yaml b/pubspec.yaml index c4990d52..9bd76b99 100644 --- a/pubspec.yaml +++ b/pubspec.yaml @@ -1,6 +1,6 @@ name: ml_algo description: Machine learning algorithms, Machine learning models performance evaluation functionality -version: 16.17.12 +version: 16.17.13 homepage: https://github.com/gyrdym/ml_algo environment: