From 4be9bcccf9b0a36f940e369c73c6aa8ef9f2f336 Mon Sep 17 00:00:00 2001 From: Shuhei Iitsuka Date: Wed, 8 Feb 2023 11:34:33 +0900 Subject: [PATCH] Update the model structure for faster processing (#112) --- budoux/models/ja.json | 2 +- budoux/models/zh-hans.json | 2 +- budoux/models/zh-hant.json | 2 +- budoux/parser.py | 43 +++++--- javascript/README.md | 5 +- javascript/scripts/copy-data.js | 2 +- javascript/src/cli.ts | 4 +- javascript/src/parser.ts | 81 +++++--------- .../tests/models/separate_right_before_a.json | 2 +- javascript/src/tests/test_parser.ts | 65 ++++------- javascript/src/webcomponents/budoux-base.ts | 2 +- scripts/build_model.py | 70 +++++++----- scripts/tests/test_build_model.py | 102 ++++++++++++++++++ tests/test_parser.py | 12 ++- 14 files changed, 243 insertions(+), 151 deletions(-) create mode 100644 scripts/tests/test_build_model.py diff --git a/budoux/models/ja.json b/budoux/models/ja.json index 1a54df74..c902990e 100644 --- a/budoux/models/ja.json +++ 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\ No newline at end of file diff --git a/budoux/parser.py b/budoux/parser.py index 0167b48f..7a9dbd09 100644 --- a/budoux/parser.py +++ b/budoux/parser.py @@ -18,8 +18,7 @@ import typing from html.parser import HTMLParser -from .feature_extractor import get_feature -from .utils import INVALID, SEP +from .utils import SEP MODEL_DIR = os.path.join(os.path.dirname(__file__), 'models') PARENT_CSS_STYLE = 'word-break: keep-all; overflow-wrap: break-word;' @@ -104,11 +103,11 @@ class Parser: model: A dict mapping a feature (str) and its score (int). """ - def __init__(self, model: typing.Dict[str, int]): + def __init__(self, model: typing.Dict[str, typing.Dict[str, int]]): """Initializes the parser. Args: - model (Dict[str, int]): A dict mapping a feature and its score. + model (Dict[str, Dict[str, int]]): A dict mapping a feature and its score. """ self.model = model @@ -124,15 +123,35 @@ def parse(self, sentence: str) -> typing.List[str]: if sentence == '': return [] chunks = [sentence[0]] - base_score = -sum(self.model.values()) + base_score = -sum(sum(g.values()) for g in self.model.values()) * 0.5 for i in range(1, len(sentence)): - feature = get_feature( - sentence[i - 3] if i > 2 else INVALID, - sentence[i - 2] if i > 1 else INVALID, sentence[i - 1], sentence[i], - sentence[i + 1] if i + 1 < len(sentence) else INVALID, - sentence[i + 2] if i + 2 < len(sentence) else INVALID) - score = base_score + 2 * sum( - self.model[f] for f in feature if f in self.model) + score = base_score + if i > 2: + score += self.model.get('UW1', {}).get(sentence[i - 3], 0) + if i > 1: + score += self.model.get('UW2', {}).get(sentence[i - 2], 0) + score += self.model.get('UW3', {}).get(sentence[i - 1], 0) + score += self.model.get('UW4', {}).get(sentence[i], 0) + if i + 1 < len(sentence): + score += self.model.get('UW5', {}).get(sentence[i + 1], 0) + if i + 2 < len(sentence): + score += self.model.get('UW6', {}).get(sentence[i + 2], 0) + + if i > 1: + score += self.model.get('BW1', {}).get(sentence[i - 2:i], 0) + score += self.model.get('BW2', {}).get(sentence[i - 1:i + 1], 0) + if i + 1 < len(sentence): + score += self.model.get('BW3', {}).get(sentence[i:i + 2], 0) + + if i > 2: + score += self.model.get('TW1', {}).get(sentence[i - 3:i], 0) + if i > 1: + score += self.model.get('TW2', {}).get(sentence[i - 2:i + 1], 0) + if i + 1 < len(sentence): + score += self.model.get('TW3', {}).get(sentence[i - 1:i + 2], 0) + if i + 2 < len(sentence): + score += self.model.get('TW4', {}).get(sentence[i:i + 3], 0) + if score > 0: chunks.append(sentence[i]) else: diff --git a/javascript/README.md b/javascript/README.md index c4395cef..8dc5a5da 100644 --- a/javascript/README.md +++ b/javascript/README.md @@ -94,8 +94,9 @@ You can load your own custom model as follows. ```javascript import { Parser } from 'budoux'; -const model = JSON.parse('{"BB2:108120": 1817}'); // Content of the custom model JSON file. -const parser = new Parser(new Map(Object.entries(model))); +const model = JSON.parse('{"UW4": {"a": 133}}'); // Content of the custom model JSON file. +const parser = new Parser(model); +parser.parse('xyzabc'); // ['xyz', 'abc'] ``` ## Web components diff --git a/javascript/scripts/copy-data.js b/javascript/scripts/copy-data.js index 341bd495..db469367 100644 --- a/javascript/scripts/copy-data.js +++ b/javascript/scripts/copy-data.js @@ -33,7 +33,7 @@ const copyModels = () => { const content = fs.readFileSync(sourcePath); fs.writeFileSync( targetPath, - `export const model: {[key:string]: number} = ${content}` + `export const model: {[key:string]: {[key:string]: number}} = ${content}` ); }); }; diff --git a/javascript/src/cli.ts b/javascript/src/cli.ts index e18f8322..775fd292 100644 --- a/javascript/src/cli.ts +++ b/javascript/src/cli.ts @@ -133,6 +133,6 @@ const outputParsedTexts = ( */ const loadCustomParser = (modelPath: string) => { const file = readFileSync(path.resolve(modelPath)).toString(); - const json = JSON.parse(file); - return new Parser(new Map(Object.entries(json))); + const model = JSON.parse(file); + return new Parser(model); }; diff --git a/javascript/src/parser.ts b/javascript/src/parser.ts index e3503ee0..94140436 100644 --- a/javascript/src/parser.ts +++ b/javascript/src/parser.ts @@ -19,7 +19,7 @@ import {model as zhHansModel} from './data/models/zh-hans.js'; import {model as zhHantModel} from './data/models/zh-hant.js'; import {parseFromString} from './dom.js'; import {HTMLProcessor} from './html_processor.js'; -import {INVALID, sum} from './utils.js'; +import {sum} from './utils.js'; // We could use `Node.TEXT_NODE` and `Node.ELEMENT_NODE` in a browser context, // but we define the same here for Node.js environments. @@ -31,47 +31,10 @@ const NODETYPE = { export class Parser { model; - constructor(model: Map) { - this.model = model; - } - - /** - * Generates a feature from characters around (w1-w6). - * - * @param w1 The character 3 characters before the break point. - * @param w2 The character 2 characters before the break point. - * @param w3 The character right before the break point. - * @param w4 The character right after the break point. - * @param w5 The character 2 characters after the break point. - * @param w6 The character 3 characters after the break point. - * @returns A feature to be consumed by a classifier. - */ - static getFeature( - w1: string, - w2: string, - w3: string, - w4: string, - w5: string, - w6: string - ) { - const rawFeature = { - UW1: w1, - UW2: w2, - UW3: w3, - UW4: w4, - UW5: w5, - UW6: w6, - BW1: w2 + w3, - BW2: w3 + w4, - BW3: w4 + w5, - TW1: w1 + w2 + w3, - TW2: w2 + w3 + w4, - TW3: w3 + w4 + w5, - TW4: w4 + w5 + w6, - }; - return Object.entries(rawFeature) - .filter(entry => !entry[1].includes(INVALID)) - .map(([key, value]) => `${key}:${value}`); + constructor(model: {[key: string]: {[key: string]: number}}) { + this.model = new Map( + Object.entries(model).map(([k, v]) => [k, new Map(Object.entries(v))]) + ); } /** @@ -96,19 +59,25 @@ export class Parser { parse(sentence: string) { if (sentence === '') return []; const result = [sentence[0]]; - const baseScore = -sum([...this.model.values()]); + const baseScore = + -0.5 * + sum([...this.model.values()].map(group => [...group.values()]).flat()); for (let i = 1; i < sentence.length; i++) { - const feature = Parser.getFeature( - sentence[i - 3] || INVALID, - sentence[i - 2] || INVALID, - sentence[i - 1], - sentence[i], - sentence[i + 1] || INVALID, - sentence[i + 2] || INVALID - ); - const score = - baseScore + 2 * sum(feature.map(f => this.model.get(f) || 0)); + let score = baseScore; + score += this.model.get('UW1')?.get(sentence.slice(i - 3, i - 2)) || 0; + score += this.model.get('UW2')?.get(sentence.slice(i - 2, i - 1)) || 0; + score += this.model.get('UW3')?.get(sentence.slice(i - 1, i)) || 0; + score += this.model.get('UW4')?.get(sentence.slice(i, i + 1)) || 0; + score += this.model.get('UW5')?.get(sentence.slice(i + 1, i + 2)) || 0; + score += this.model.get('UW6')?.get(sentence.slice(i + 2, i + 3)) || 0; + score += this.model.get('BW1')?.get(sentence.slice(i - 2, i)) || 0; + score += this.model.get('BW2')?.get(sentence.slice(i - 1, i + 1)) || 0; + score += this.model.get('BW3')?.get(sentence.slice(i, i + 2)) || 0; + score += this.model.get('TW1')?.get(sentence.slice(i - 3, i)) || 0; + score += this.model.get('TW2')?.get(sentence.slice(i - 2, i + 1)) || 0; + score += this.model.get('TW3')?.get(sentence.slice(i - 1, i + 2)) || 0; + score += this.model.get('TW4')?.get(sentence.slice(i, i + 3)) || 0; if (score > 0) result.push(''); result[result.length - 1] += sentence[i]; } @@ -150,7 +119,7 @@ export class Parser { * @returns A parser with the default Japanese model. */ export const loadDefaultJapaneseParser = () => { - return new Parser(new Map(Object.entries(jaModel))); + return new Parser(jaModel); }; /** @@ -158,7 +127,7 @@ export const loadDefaultJapaneseParser = () => { * @returns A parser with the default Simplified Chinese model. */ export const loadDefaultSimplifiedChineseParser = () => { - return new Parser(new Map(Object.entries(zhHansModel))); + return new Parser(zhHansModel); }; /** @@ -166,7 +135,7 @@ export const loadDefaultSimplifiedChineseParser = () => { * @returns A parser with the default Traditional Chinese model. */ export const loadDefaultTraditionalChineseParser = () => { - return new Parser(new Map(Object.entries(zhHantModel))); + return new Parser(zhHantModel); }; /** diff --git a/javascript/src/tests/models/separate_right_before_a.json b/javascript/src/tests/models/separate_right_before_a.json index 15f6663c..23e5e07f 100644 --- a/javascript/src/tests/models/separate_right_before_a.json +++ b/javascript/src/tests/models/separate_right_before_a.json @@ -1 +1 @@ -{"UW4:a": 1001} +{"UW4": {"a": 1001}} diff --git a/javascript/src/tests/test_parser.ts b/javascript/src/tests/test_parser.ts index 0a0cb9a9..047a15b8 100644 --- a/javascript/src/tests/test_parser.ts +++ b/javascript/src/tests/test_parser.ts @@ -17,56 +17,30 @@ import 'jasmine'; import {JSDOM} from 'jsdom'; import {Parser} from '../parser.js'; -import {INVALID} from '../utils.js'; - -describe('Parser.getFeature', () => { - const feature = Parser.getFeature('a', 'b', 'c', 'd', 'e', 'f'); - - it('should include certain features.', () => { - expect(feature).toContain('UW1:a'); - expect(feature).toContain('BW1:bc'); - expect(feature).toContain('TW1:abc'); - }); -}); - -describe('Parser.getFeature with invalid inputs.', () => { - const feature = Parser.getFeature('a', 'a', INVALID, 'a', 'a', 'a'); - const findByPrefix = (prefix: string, feature: string[]) => { - for (const item of feature) { - if (item.startsWith(prefix)) return true; - } - return false; - }; - it('should not include invalid features.', () => { - expect(findByPrefix('UW3:', feature)).toBeFalse(); - expect(findByPrefix('BW2:', feature)).toBeFalse(); - }); -}); describe('Parser.parse', () => { const TEST_SENTENCE = 'abcdeabcd'; it('should separate if a strong feature item supports.', () => { - const model = new Map([ - ['UW4:a', 10000], // means "should separate right before 'a'". - ]); + const model = { + UW4: {a: 10000}, // means "should separate right before 'a'". + }; const parser = new Parser(model); const result = parser.parse(TEST_SENTENCE); expect(result).toEqual(['abcde', 'abcd']); }); it('should separate even if it makes a phrase of one character.', () => { - const model = new Map([ - ['UW4:b', 10000], // means "should separate right before 'b'". - ]); + const model = { + UW4: {b: 10000}, // means "should separate right before 'b'". + }; const parser = new Parser(model); const result = parser.parse(TEST_SENTENCE); expect(result).toEqual(['a', 'bcdea', 'bcd']); }); it('should return an empty list when the input is a blank string.', () => { - const model = new Map(); - const parser = new Parser(model); + const parser = new Parser({}); const result = parser.parse(''); expect(result).toEqual([]); }); @@ -74,7 +48,7 @@ describe('Parser.parse', () => { describe('Parser.applyElement', () => { const checkEqual = ( - model: Map, + model: {[key: string]: {[key: string]: number}}, inputHTML: string, expectedHTML: string ) => { @@ -96,9 +70,9 @@ describe('Parser.applyElement', () => { const expectedHTML = `

xyzabcabc

`; - const model = new Map([ - ['UW4:a', 1001], // means "should separate right before 'a'". - ]); + const model = { + UW4: {a: 1001}, // means "should separate right before 'a'". + }; checkEqual(model, inputHTML, expectedHTML); }); @@ -106,19 +80,19 @@ describe('Parser.applyElement', () => { const inputHTML = '

xyzabcabc

'; const expectedHTML = `

xyzabcabc

`; - const model = new Map([ - ['UW4:a', 1001], // means "should separate right before 'a'". - ]); + const model = { + UW4: {a: 1001}, // means "should separate right before 'a'". + }; checkEqual(model, inputHTML, expectedHTML); }); }); describe('Parser.translateHTMLString', () => { - const defaultModel = new Map([ - ['UW4:a', 1001], // means "should separate right before 'a'". - ]); + const defaultModel = { + UW4: {a: 1001}, // means "should separate right before 'a'". + }; const checkEqual = ( - model: Map, + model: {[key: string]: {[key: string]: number}}, inputHTML: string, expectedHTML: string ) => { @@ -150,8 +124,7 @@ describe('Parser.translateHTMLString', () => { it('should return a blank string if the input is blank.', () => { const inputHTML = ''; const expectedHTML = ''; - const model = new Map(); - checkEqual(model, inputHTML, expectedHTML); + checkEqual({}, inputHTML, expectedHTML); }); it('should pass script tags as-is.', () => { diff --git a/javascript/src/webcomponents/budoux-base.ts b/javascript/src/webcomponents/budoux-base.ts index 941fa043..3cdfabc9 100644 --- a/javascript/src/webcomponents/budoux-base.ts +++ b/javascript/src/webcomponents/budoux-base.ts @@ -29,7 +29,7 @@ export abstract class BudouXBaseElement extends HTMLElement { constructor() { super(); - this.parser = new Parser(new Map()); + this.parser = new Parser({}); this.shadow = this.attachShadow({mode: 'open'}); const observer = new MutationObserver(this.sync.bind(this)); observer.observe(this, { diff --git a/scripts/build_model.py b/scripts/build_model.py index bac623fd..cc3de3f1 100644 --- a/scripts/build_model.py +++ b/scripts/build_model.py @@ -22,32 +22,49 @@ import typing -def rollup(weights_filename: str, - model_filename: str, - scale: int = 1000) -> None: - """Rolls up the weights and outputs a model in JSON with integer scores. +def aggregate_scores( + weights: typing.List[str]) -> typing.Dict[str, typing.Dict[str, float]]: + """Exports the model by aggregating the weight scores. Args: - weights_filename (str): A file path for the input weights file. - model_filename (str): A file path for the output model file. - scale (int, optional): A scale factor for the output score. + weights (List[str]): The lines of exported weight score file. + + Returns: + model (Dict[string, Dict[string, float]]) The exported model. """ - decision_trees: typing.Dict[str, float] = dict() - with open(weights_filename) as f: - for row in f.readlines(): - row = row.strip() - if not row: - continue - feature = row.split('\t')[0] - score = float(row.split('\t')[1]) - decision_trees.setdefault(feature, 0) - decision_trees[feature] += score - with open(model_filename, 'w', encoding='utf-8') as f: - decision_trees_intscore = dict((item[0], int(item[1] * scale)) - for item in decision_trees.items() - if abs(int(item[1] * scale)) > 0) - json.dump( - decision_trees_intscore, f, ensure_ascii=False, separators=(',', ':')) + decision_trees: typing.Dict[str, typing.Dict[str, float]] = dict() + for row in weights: + row = row.strip() + if not row: + continue + feature = row.split('\t')[0] + feature_group, feature_content = feature.split(':') + score = float(row.split('\t')[1]) + decision_trees.setdefault(feature_group, {}) + decision_trees[feature_group].setdefault(feature_content, 0) + decision_trees[feature_group][feature_content] += score + return decision_trees + + +def round_model(model: typing.Dict[str, typing.Dict[str, float]], + scale: int = 1000) -> typing.Dict[str, typing.Dict[str, int]]: + """Rounds the scores in the model to integer after scaling. + + Args: + model (Dict[str, Dict[str, float]]): The model to round scores. + scale (int, optional): A scale factor to multiply scores. + + Returns: + model_rounded (Dict[str, Dict[str, int]]) The rounded model. + """ + model_rounded: typing.Dict[str, typing.Dict[str, int]] = dict() + for feature_group, features in model.items(): + for feature_content, score in features.items(): + scaled_score = int(score * scale) + if abs(scaled_score) > 0: + model_rounded.setdefault(feature_group, {}) + model_rounded[feature_group][feature_content] = scaled_score + return model_rounded def main() -> None: @@ -62,7 +79,12 @@ def main() -> None: args = parser.parse_args() weights_filename = args.weight_file model_filename = args.outfile - rollup(weights_filename, model_filename) + with open(weights_filename) as f: + weights = f.readlines() + model = aggregate_scores(weights) + model_rounded = round_model(model) + with open(model_filename, 'w', encoding='utf-8') as f: + json.dump(model_rounded, f, ensure_ascii=False, separators=(',', ':')) print('Model file is exported as', model_filename) diff --git a/scripts/tests/test_build_model.py b/scripts/tests/test_build_model.py new file mode 100644 index 00000000..278cb1fc --- /dev/null +++ b/scripts/tests/test_build_model.py @@ -0,0 +1,102 @@ +# Copyright 2021 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Tests the model build script.""" + +import os +import sys +import unittest + +# module hack +LIB_PATH = os.path.join(os.path.dirname(__file__), '..', '..') +sys.path.insert(0, os.path.abspath(LIB_PATH)) + +from scripts import build_model # type: ignore # noqa (module hack) + + +class TestAggregateScores(unittest.TestCase): + + def test_standard(self) -> None: + weights = [ + 'AB:x\t2.893\n', 'BC:y\t0.123\n', 'AB:y\t2.123\n', 'BC:y\t1.234\n' + ] + model = build_model.aggregate_scores(weights) + self.assertDictEqual(model, { + 'AB': { + 'x': 2.893, + 'y': 2.123 + }, + 'BC': { + 'y': 1.357 + } + }, 'should group scores by feature type.') + + def test_blank_line(self) -> None: + weights = [ + '\n', 'AB:x\t2.893\n', 'BC:y\t0.123\n', '\n', 'AB:y\t2.123\n', + 'BC:y\t1.234\n' + ] + model = build_model.aggregate_scores(weights) + self.assertDictEqual(model, { + 'AB': { + 'x': 2.893, + 'y': 2.123 + }, + 'BC': { + 'y': 1.357 + } + }, 'should skip blank lines.') + + +class TestRoundModel(unittest.TestCase): + + def test_standard(self) -> None: + model = { + 'AB': { + 'x': 1.0002, + 'y': 4.1237, + }, + 'BC': { + 'z': 2.1111, + } + } + model_rounded = build_model.round_model(model, 1000) + self.assertDictEqual(model_rounded, { + 'AB': { + 'x': 1000, + 'y': 4123 + }, + 'BC': { + 'z': 2111 + } + }, 'should scale and round scores to integer.') + + def test_insignificant_score(self) -> None: + model = { + 'AB': { + 'x': 0.0009, + 'y': 4.1237, + }, + 'BC': { + 'z': 2.1111, + } + } + model_rounded = build_model.round_model(model, 1000) + self.assertDictEqual(model_rounded, { + 'AB': { + 'y': 4123 + }, + 'BC': { + 'z': 2111 + } + }, 'should remove insignificant scores lower than 1.') diff --git a/tests/test_parser.py b/tests/test_parser.py index dd25c74b..40e0d711 100644 --- a/tests/test_parser.py +++ b/tests/test_parser.py @@ -64,14 +64,18 @@ class TestParser(unittest.TestCase): def test_parse(self) -> None: p = parser.Parser({ - 'UW4:a': 10000, # means "should separate right before 'a'". + 'UW4': { + 'a': 10000 + }, # means "should separate right before 'a'". }) chunks = p.parse(TestParser.TEST_SENTENCE) self.assertListEqual(chunks, ['abcde', 'abcd'], 'Should separate if a strong feature item supports.') p = parser.Parser({ - 'UW4:b': 10000, # means "should separate right before 'b'". + 'UW4': { + 'b': 10000 + }, # means "should separate right before 'b'". }) chunks = p.parse(TestParser.TEST_SENTENCE) self.assertListEqual( @@ -85,7 +89,9 @@ def test_parse(self) -> None: def test_translate_html_string(self) -> None: p = parser.Parser({ - 'UW4:a': 10000, # means "should separate right before 'a'". + 'UW4': { + 'a': 10000 + }, # means "should separate right before 'a'". }) input_html = 'xyzabcd'