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Chrome Webstore Reviews Crawler

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Chrome Webstore Reviews Crawler

Chrome Webstore Reviews Crawler

Developed by

Andrew Kalita

Andrew Kalita

Maintained by Community

Scrape reviews from Chrome Web Store items, and get GPT summary.

0.0 (0)

Pricing

Pay per usage

0

Total users

10

Monthly users

5

Runs succeeded

>99%

Last modified

2 months ago

.dockerignore

# configurations
.idea
.vscode
# crawlee and apify storage folders
apify_storage
crawlee_storage
storage
# installed files
node_modules
# git folder
.git

.editorconfig

root = true
[*]
indent_style = space
indent_size = 4
charset = utf-8
trim_trailing_whitespace = true
insert_final_newline = true
end_of_line = lf

.eslintrc

{
"root": true,
"env": {
"browser": true,
"es2020": true,
"node": true
},
"extends": [
"@apify/eslint-config-ts"
],
"parserOptions": {
"project": "./tsconfig.json",
"ecmaVersion": 2020
},
"ignorePatterns": [
"node_modules",
"dist",
"**/*.d.ts"
]
}

.gitignore

# This file tells Git which files shouldn't be added to source control
.DS_Store
.idea
.vscode
dist
node_modules
apify_storage
storage
# Added by Apify CLI
.venv

package.json

{
"name": "chrome-webstore-reviews-v3",
"version": "0.0.1",
"type": "module",
"description": "This is an example of an Apify actor.",
"engines": {
"node": ">=20.0.0"
},
"dependencies": {
"@apify/log": "^2.5.13",
"@dqbd/tiktoken": "^1.0.20",
"apify": "^3.2.6",
"camoufox-js": "^0.2.1",
"crawlee": "^3.11.5",
"date-fns": "^4.1.0",
"openai": "^4.86.2",
"playwright": "1.50.1"
},
"devDependencies": {
"@apify/eslint-config-ts": "^0.3.0",
"@apify/tsconfig": "^0.1.0",
"@typescript-eslint/eslint-plugin": "^7.18.0",
"@typescript-eslint/parser": "^7.18.0",
"eslint": "^8.50.0",
"tsx": "^4.6.2",
"typescript": "^5.3.3"
},
"scripts": {
"start": "npm run start:dev",
"start:prod": "node dist/main.js",
"start:dev": "tsx src/main.ts",
"build": "tsc",
"lint": "eslint ./src --ext .ts",
"lint:fix": "eslint ./src --ext .ts --fix",
"test": "echo \"Error: oops, the actor has no tests yet, sad!\" && exit 1",
"postinstall": "npx camoufox-js fetch"
},
"author": "It's not you it's me",
"license": "ISC",
"packageManager": "pnpm@9.15.5+sha512.845196026aab1cc3f098a0474b64dfbab2afe7a1b4e91dd86895d8e4aa32a7a6d03049e2d0ad770bbe4de023a7122fb68c1a1d6e0d033c7076085f9d5d4800d4"
}

pnpm-lock.yaml

lockfileVersion: '9.0'
settings:
autoInstallPeers: true
excludeLinksFromLockfile: false
importers:
.:
dependencies:
'@apify/log':
specifier: ^2.5.13
version: 2.5.13
'@dqbd/tiktoken':
specifier: ^1.0.20
version: 1.0.20
apify:
specifier: ^3.2.6
version: 3.3.2
camoufox-js:
specifier: ^0.2.1
version: 0.2.1(encoding@0.1.13)
crawlee:
specifier: ^3.11.5
version: 3.13.0(playwright@1.50.1)
date-fns:
specifier: ^4.1.0
version: 4.1.0
openai:
specifier: ^4.86.2
version: 4.86.2(encoding@0.1.13)(ws@8.18.1)
playwright:
specifier: 1.50.1
version: 1.50.1
devDependencies:
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specifier: ^0.3.0
version: 0.3.0(@typescript-eslint/eslint-plugin@7.18.0(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2))(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2)
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version: 0.1.0
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version: 7.18.0(eslint@8.57.1)(typescript@5.8.2)
eslint:
specifier: ^8.50.0
version: 8.57.1
tsx:
specifier: ^4.6.2
version: 4.19.3
typescript:
specifier: ^5.3.3
version: 5.8.2
packages:
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resolution: {integrity: sha512-GCK7wZcUPnHMUpoxd1tgbDgojdgcdxpnaF8UX5h5/hq5ZPdlik7EP2CkU6MpRfYxYl8T5LOsANUJvdB6bGthKA==}
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peerDependencies:
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'@typescript-eslint/parser': '*'
eslint: '*'
typescript: '*'
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peerDependencies:
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hasBin: true
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engines: {node: '>=16.0.0'}
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engines: {node: '>=16.0.0'}
peerDependencies:
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puppeteer: '*'
peerDependenciesMeta:
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puppeteer:
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typed-array-byte-length@1.0.3:
dependencies:
call-bind: 1.0.8
for-each: 0.3.5
gopd: 1.2.0
has-proto: 1.2.0
is-typed-array: 1.1.15
typed-array-byte-offset@1.0.4:
dependencies:
available-typed-arrays: 1.0.7
call-bind: 1.0.8
for-each: 0.3.5
gopd: 1.2.0
has-proto: 1.2.0
is-typed-array: 1.1.15
reflect.getprototypeof: 1.0.10
typed-array-length@1.0.7:
dependencies:
call-bind: 1.0.8
for-each: 0.3.5
gopd: 1.2.0
is-typed-array: 1.1.15
possible-typed-array-names: 1.1.0
reflect.getprototypeof: 1.0.10
typescript@5.8.2: {}
ua-is-frozen@0.1.2: {}
ua-parser-js@2.0.2(encoding@0.1.13):
dependencies:
'@types/node-fetch': 2.6.12
detect-europe-js: 0.1.2
is-standalone-pwa: 0.1.1
node-fetch: 2.7.0(encoding@0.1.13)
ua-is-frozen: 0.1.2
transitivePeerDependencies:
- encoding
uhyphen@0.2.0: {}
uint8array-extras@1.4.0: {}
unbox-primitive@1.1.0:
dependencies:
call-bound: 1.0.4
has-bigints: 1.1.0
has-symbols: 1.1.0
which-boxed-primitive: 1.1.1
undici-types@5.26.5: {}
undici-types@6.20.0: {}
unique-filename@1.1.1:
dependencies:
unique-slug: 2.0.2
optional: true
unique-slug@2.0.2:
dependencies:
imurmurhash: 0.1.4
optional: true
universalify@2.0.1: {}
update-browserslist-db@1.1.3(browserslist@4.24.4):
dependencies:
browserslist: 4.24.4
escalade: 3.2.0
picocolors: 1.1.1
uri-js@4.4.1:
dependencies:
punycode: 2.3.1
util-deprecate@1.0.2: {}
vali-date@1.0.0: {}
w3c-xmlserializer@5.0.0:
dependencies:
xml-name-validator: 5.0.0
wcwidth@1.0.1:
dependencies:
defaults: 1.0.4
web-streams-polyfill@4.0.0-beta.3: {}
webidl-conversions@3.0.1: {}
webidl-conversions@7.0.0: {}
whatwg-encoding@3.1.1:
dependencies:
iconv-lite: 0.6.3
whatwg-mimetype@4.0.0: {}
whatwg-url@14.1.1:
dependencies:
tr46: 5.0.0
webidl-conversions: 7.0.0
whatwg-url@5.0.0:
dependencies:
tr46: 0.0.3
webidl-conversions: 3.0.1
which-boxed-primitive@1.1.1:
dependencies:
is-bigint: 1.1.0
is-boolean-object: 1.2.2
is-number-object: 1.1.1
is-string: 1.1.1
is-symbol: 1.1.1
which-builtin-type@1.2.1:
dependencies:
call-bound: 1.0.4
function.prototype.name: 1.1.8
has-tostringtag: 1.0.2
is-async-function: 2.1.1
is-date-object: 1.1.0
is-finalizationregistry: 1.1.1
is-generator-function: 1.1.0
is-regex: 1.2.1
is-weakref: 1.1.1
isarray: 2.0.5
which-boxed-primitive: 1.1.1
which-collection: 1.0.2
which-typed-array: 1.1.19
which-collection@1.0.2:
dependencies:
is-map: 2.0.3
is-set: 2.0.3
is-weakmap: 2.0.2
is-weakset: 2.0.4
which-typed-array@1.1.19:
dependencies:
available-typed-arrays: 1.0.7
call-bind: 1.0.8
call-bound: 1.0.4
for-each: 0.3.5
get-proto: 1.0.1
gopd: 1.2.0
has-tostringtag: 1.0.2
which@2.0.2:
dependencies:
isexe: 2.0.0
wide-align@1.1.5:
dependencies:
string-width: 4.2.3
optional: true
word-wrap@1.2.5: {}
wrap-ansi@6.2.0:
dependencies:
ansi-styles: 4.3.0
string-width: 4.2.3
strip-ansi: 6.0.1
wrap-ansi@7.0.0:
dependencies:
ansi-styles: 4.3.0
string-width: 4.2.3
strip-ansi: 6.0.1
wrappy@1.0.2: {}
ws@8.18.1: {}
xml-name-validator@5.0.0: {}
xml2js@0.6.2:
dependencies:
sax: 1.4.1
xmlbuilder: 11.0.1
xmlbuilder@11.0.1: {}
xmlchars@2.2.0: {}
y18n@5.0.8: {}
yallist@4.0.0: {}
yargonaut@1.1.4:
dependencies:
chalk: 1.1.3
figlet: 1.8.0
parent-require: 1.0.0
yargs-parser@21.1.1: {}
yargs@17.7.2:
dependencies:
cliui: 8.0.1
escalade: 3.2.0
get-caller-file: 2.0.5
require-directory: 2.1.1
string-width: 4.2.3
y18n: 5.0.8
yargs-parser: 21.1.1
yocto-queue@0.1.0: {}
yoctocolors-cjs@2.1.2: {}

tsconfig.json

{
"extends": "@apify/tsconfig",
"compilerOptions": {
"module": "NodeNext",
"moduleResolution": "NodeNext",
"target": "ES2022",
"outDir": "dist",
"noUnusedLocals": false,
"skipLibCheck": true,
"lib": ["DOM"]
},
"include": [
"./src/**/*"
]
}

.actor/Dockerfile

# Specify the base Docker image. You can read more about
# the available images at https://crawlee.dev/docs/guides/docker-images
# You can also use any other image from Docker Hub.
FROM apify/actor-node-playwright-chrome:20-1.50.1 AS builder
# Check preinstalled packages
RUN npm ls crawlee apify puppeteer playwright
# Copy just package.json and package-lock.json
# to speed up the build using Docker layer cache.
COPY --chown=myuser package*.json ./
# Install all dependencies. Don't audit to speed up the installation.
RUN npm install --include=dev --audit=false
# Next, copy the source files using the user set
# in the base image.
COPY --chown=myuser . ./
# Install all dependencies and build the project.
# Don't audit to speed up the installation.
RUN npm run build
# Create final image
FROM apify/actor-node-playwright-chrome:20-1.50.1
# Check preinstalled packages
RUN npm ls crawlee apify puppeteer playwright
# Copy just package.json and package-lock.json
# to speed up the build using Docker layer cache.
COPY --chown=myuser package*.json ./
# Ensure we'll install Camoufox using the npm postinstall script
ENV PLAYWRIGHT_SKIP_BROWSER_DOWNLOAD=0
# Install NPM packages, skip optional and development dependencies to
# keep the image small. Avoid logging too much and print the dependency
# tree for debugging
RUN npm --quiet set progress=false \
&& npm install --omit=dev \
&& echo "Installed NPM packages:" \
&& (npm list --omit=dev --all || true) \
&& echo "Node.js version:" \
&& node --version \
&& echo "NPM version:" \
&& npm --version \
&& rm -r ~/.npm
# Copy built JS files from builder image
COPY --from=builder --chown=myuser /home/myuser/dist ./dist
# Next, copy the remaining files and directories with the source code.
# Since we do this after NPM install, quick build will be really fast
# for most source file changes.
COPY --chown=myuser . ./
# Run the image. If you know you won't need headful browsers,
# you can remove the XVFB start script for a micro perf gain.
CMD ./start_xvfb_and_run_cmd.sh && npm run start:prod --silent

.actor/actor.json

{
"actorSpecification": 1,
"name": "chrome-webstore-reviews-crawler",
"title": "Chrome Web Store Reviews Crawler + GPT Summary",
"description": "Scrape reviews from Chrome Web Store items and get GPT summary",
"minMemoryMbytes": 4096,
"maxMemoryMbytes": 8192,
"version": "1.0",
"input": "./input_schema.json",
"storages": {
"dataset": "./dataset_schema.json"
},
"dockerfile": "./Dockerfile",
"environmentVariables": {
"OPENAI_API_KEY": "@OPENAI_API_KEY"
}
}

.actor/dataset_schema.json

{
"actorSpecification": 1,
"views": {
"Reviews": {
"title": "Reviews",
"transformation": {
"omit": [
"gpt"
],
"unwind": [
"reviews"
]
},
"display": {
"component": "table",
"properties": {
"date": {
"label": "Date",
"format": "date"
},
"text": {
"label": "Text",
"format": "text"
},
"person": {
"label": "Reviewer",
"format": "text"
},
"rating": {
"label": "Rating",
"format": "number"
},
"photoSrc": {
"label": "Photo",
"format": "string"
}
}
}
},
"GPT": {
"title": "GPT",
"transformation": {
"omit": [
"reviews"
],
"unwind": [
"gpt"
]
},
"display": {
"component": "table",
"properties": {
"summary": {
"label": "Summary",
"format": "text"
},
"category": {
"label": "Category",
"format": "text"
}
}
}
}
}
}

.actor/input_schema.json

{
"title": "Chrome Web Store Reviews Crawler + GPT Summary",
"type": "object",
"schemaVersion": 1,
"properties": {
"extensionIDs": {
"title": "Chrome Webstore Item IDs",
"type": "array",
"description": "Extract ID from the link https://chromewebstore.google.com/detail/math-ai/[EXTENSION-ID], and put it in the input field.",
"editor": "stringList",
"prefill": [
"aomkpefnllinimbhddlfhelelngakbbn"
]
}
},
"required": [
"extensionIDs"
]
}

images/time.png

src/main.ts

1// For more information, see https://docs.apify.com/sdk/js
2import { Actor } from 'apify';
3// For more information, see https://crawlee.dev
4import { PlaywrightCrawler } from 'crawlee';
5// this is ESM project, and as such, it requires you to specify extensions in your relative imports
6// read more about this here: https://nodejs.org/docs/latest-v18.x/api/esm.html#mandatory-file-extensions
7// note that we need to use `.js` even when inside TS files
8import { firefox } from 'playwright';
9import { launchOptions as camoufoxLaunchOptions } from 'camoufox-js';
10import log from '@apify/log';
11import { router } from './router.js';
12import { summarise } from './summarise.js';
13
14interface Input {
15 extensionIDs: string[];
16}
17
18function convertIdsToUrls(ids: string[]): string[] {
19 return ids.map((id) => `https://chromewebstore.google.com/detail/${id}/reviews?hl=en`);
20}
21
22await Actor.main(async () => {
23 // Structure of input is defined in input_schema.json
24 const {
25 extensionIDs = [],
26 } = await Actor.getInput<Input>() ?? {} as Input;
27
28 const proxyConfiguration = await Actor.createProxyConfiguration();
29
30 const crawler = new PlaywrightCrawler({
31 proxyConfiguration,
32 maxRequestsPerCrawl: 5,
33 requestHandler: router,
34 requestHandlerTimeoutSecs: 10000,
35 launchContext: {
36 launcher: firefox,
37 launchOptions: await camoufoxLaunchOptions({
38 headless: true,
39 }),
40 },
41 });
42
43 const crawlUrls = convertIdsToUrls(extensionIDs);
44 log.info('Input Chrome Extensions URLs:');
45 crawlUrls.forEach((url, index) => {
46 log.info(`${index + 1}: ${url}`);
47 });
48
49 await crawler.run(crawlUrls);
50
51 const dataset = await Actor.openDataset();
52 const data = await dataset.getData();
53
54 log.info('Creating summary with GPT...');
55 const response = await summarise(data.items[0].reviews);
56
57 await Actor.pushData({
58 gpt: response.summaries,
59 });
60 log.info('Finished creating GPT Summary.');
61});

src/router.ts

1import { createPlaywrightRouter, Dataset } from 'crawlee';
2import { parse } from 'date-fns';
3import { Review } from './types.js';
4
5export const router = createPlaywrightRouter();
6
7const SELECTORS = {
8 reviewSection: 'section.T7rvce',
9 dateSpan: 'span.ydlbEf',
10 textParagraph: 'p.fzDEpf',
11 personSpan: 'span.LfYwpe',
12 ratingDiv: 'div.B1UG8d',
13 image: 'img.ZmDEud',
14 loadMoreButton: 'button:has-text("Load More")',
15 reviewsLanguage: 'span:has-text("English")',
16 allReviewsOptions: 'li[role="option"]:has-text("All languages")',
17};
18
19function convertToDate(dateString: string): Date {
20 // Define the date format and parse the string
21 const format = 'MMM d, yyyy';
22 return parse(dateString, format, new Date());
23}
24
25// Function to open the dropdown menu and select "All languages" option
26// @ts-expect-error lazy
27const selectAllReviews = async (page, log) => {
28 try {
29 // Wait for and click the "English" dropdown
30 const dropdownMenu = await page.waitForSelector(SELECTORS.reviewsLanguage, {
31 timeout: 8000,
32 });
33 if (dropdownMenu) {
34 await dropdownMenu.click();
35 log.info('Dropdown menu clicked.');
36
37 // Add a short delay to allow the dropdown to open
38 await page.waitForTimeout(500);
39
40 // Now find and click the "All languages" option
41 const allLanguagesItem = await page.waitForSelector(
42 SELECTORS.allReviewsOptions,
43 { timeout: 8000 },
44 );
45 if (allLanguagesItem) {
46 await allLanguagesItem.click();
47 log.info('"All languages" item clicked.');
48 } else {
49 log.error(
50 'The "All languages" item was not found or not interactable.',
51 );
52 }
53 } else {
54 log.error('Dropdown menu was not found.');
55 }
56 } catch (error) {
57 log.warning(`An error occurred while selecting "All languages"`);
58 }
59};
60
61// Function to click the "Load More" button if it exists
62// @ts-expect-error lazy
63const clickLoadButton = async (page): Promise<boolean> => {
64 try {
65 // Use a locator to locate the button and click on it directly
66 const loadMoreButton = page.locator(SELECTORS.loadMoreButton);
67
68 // Click the button, Playwright will auto-wait for the button to be ready
69 await loadMoreButton.click();
70
71 // Return true if the click was successful
72 return true;
73 } catch (error) {
74 // Return false if any error occurs
75 return false;
76 }
77};
78
79// Function to scrape all reviews from the fully expanded page
80// @ts-expect-error lazy
81const scrapeReviews = async (page, log): Promise<Review[]> => {
82 const reviewElements = await page.$$(SELECTORS.reviewSection);
83 const reviews: Review[] = [];
84 const reviewKeys = new Set();
85
86 let index = 1;
87 for (const reviewElement of reviewElements) {
88 const dateElement = await reviewElement.$(SELECTORS.dateSpan);
89 const textElement = await reviewElement.$(SELECTORS.textParagraph);
90 const personElement = await reviewElement.$(SELECTORS.personSpan);
91 const ratingElement = await reviewElement.$(SELECTORS.ratingDiv);
92 const photoElement = await reviewElement.$(SELECTORS.image);
93
94 const date = dateElement ? convertToDate(await dateElement.innerText()) : null;
95 const text = textElement ? await textElement.innerText() : null;
96 const person = personElement ? await personElement.innerText() : null;
97 const photoSrc = photoElement ? await photoElement.getAttribute('src') : null;
98
99 let rating = null;
100 if (ratingElement) {
101 const title = await ratingElement.getAttribute('title') || '';
102 const match = title.match(/(\d+) out of 5 stars/);
103 if (match) {
104 rating = match[1];
105 }
106 }
107
108 // Create a unique key for deduplication
109 const reviewKey = `Person: ${person} Date:${date}`;
110
111 if (!reviewKeys.has(reviewKey)) {
112 log.info(`[Added] ${index}: ${reviewKey}`);
113 reviewKeys.add(reviewKey);
114 reviews.push({ date, text, person, rating, photoSrc });
115 index++;
116 } else {
117 log.debug(`[Duplicate] ${reviewKey}`);
118 }
119 }
120
121 return reviews;
122};
123
124router.addDefaultHandler(async ({ page, log }) => {
125 log.info(`Starting to scrape on: ${page.url()}`);
126 log.info(`Title: ${await page.title()}`);
127
128 await selectAllReviews(page, log);
129
130 // Load all reviews by clicking "Load More"
131 let hasMoreContent = true;
132 while (hasMoreContent) {
133 const successfulClick = await clickLoadButton(page);
134 if (successfulClick) {
135 log.info('Loaded more reviews.');
136 } else {
137 log.info('No more reviews to load.');
138 await page.waitForSelector(SELECTORS.reviewSection, { timeout: 5000 });
139 hasMoreContent = false;
140 }
141 }
142
143 log.info('Scraping reviews...');
144 const reviews = await scrapeReviews(page, log);
145 log.info(`Scraped ${reviews.length} unique reviews...`);
146
147 // Store the results in the default dataset
148 await Dataset.pushData({ reviews });
149});

src/schema.ts

1export const reviewSchema = {
2 name: 'review_summary_list',
3 schema: {
4 type: 'object',
5 properties: {
6 summaries: {
7 type: 'array',
8 items: {
9 type: 'object',
10 properties: {
11 category: {
12 type: 'string',
13 enum: [
14 'pain_anger',
15 'ideas',
16 'money_talk',
17 ],
18 description: 'The category of the review summary.',
19 },
20 summary: {
21 type: 'string',
22 description: 'A summary of the reviews.',
23 },
24 supporting_reviews: {
25 type: 'array',
26 items: {
27 $ref: '#/$defs/review',
28 },
29 },
30 },
31 required: [
32 'category',
33 'summary',
34 'supporting_reviews',
35 ],
36 additionalProperties: false,
37 },
38 },
39 },
40 required: [
41 'summaries',
42 ],
43 additionalProperties: false,
44 $defs: {
45 review: {
46 type: 'object',
47 properties: {
48 date: {
49 type: 'string',
50 description: 'The date when the review was written.',
51 },
52 text: {
53 type: 'string',
54 description: 'The text content of the review.',
55 },
56 person: {
57 type: 'string',
58 description: 'The name of the person who wrote the review.',
59 },
60 rating: {
61 type: 'string',
62 description: 'The rating given by the reviewer.',
63 },
64 },
65 required: [
66 'date',
67 'text',
68 'person',
69 'rating',
70 ],
71 additionalProperties: false,
72 },
73 },
74 },
75 strict: true,
76};

src/summarise.ts

1import OpenAI from 'openai';
2import { encoding_for_model } from '@dqbd/tiktoken';
3import { reviewSchema } from './schema.js';
4import { Review } from './types.js';
5
6const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY || '' });
7const tokenizer = encoding_for_model('gpt-4o');
8
9/**
10 * Cleans the reviews by removing photoSrc.
11 */
12function cleanReviews(reviews: Array<Review>): Array<Omit<Review, 'photoSrc'>> {
13 return reviews.map(({ photoSrc, ...rest }) => rest);
14}
15
16/**
17 * Tokenizes a JSON object and returns token count.
18 */
19function countTokens(text: string): number {
20 return tokenizer.encode(text).length;
21}
22
23/**
24 * Splits reviews into chunks based on token count.
25 */
26function chunkByTokens(reviews: Array<Omit<Review, 'photoSrc'>>, maxTokens = 128000): Array<{
27 chunk: Array<Omit<Review, 'photoSrc'>>,
28 tokenCount: number
29}> {
30 const chunks: Array<{ chunk: Array<Omit<Review, 'photoSrc'>>, tokenCount: number }> = [];
31 let currentChunk: Array<Omit<Review, 'photoSrc'>> = [];
32 let currentTokenCount = 0;
33
34 for (const review of reviews) {
35 const reviewTokenCount = countTokens(JSON.stringify(review));
36 // If adding the review exceeds maxTokens, start a new chunk
37 if (currentTokenCount + reviewTokenCount > maxTokens) {
38 chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });
39 currentChunk = [];
40 currentTokenCount = 0;
41 }
42 currentChunk.push(review);
43 currentTokenCount += reviewTokenCount;
44 }
45
46 // Add last chunk if not empty
47 if (currentChunk.length > 0) {
48 chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });
49 }
50
51 return chunks;
52}
53
54/**
55 * Summarizes a chunk of reviews using OpenAI.
56 */
57async function summarizeChunk(reviews: Array<Omit<Review, 'photoSrc'>>) {
58 const completion = await openai.chat.completions.create({
59 model: 'gpt-4o',
60 max_tokens: 4096, // Adjust based on desired output length
61 response_format: {
62 type: 'json_schema',
63 json_schema: reviewSchema,
64 },
65 messages: [
66 {
67 role: 'system',
68 content: ` You are a product review summarizer.\n
69 Please analyze the provided reviews and summarize them according to the given JSON schema.\n
70 IMPORTANT: Provide more than one summary per category if available.\n `,
71 },
72 {
73 role: 'user',
74 content: `Here are ${reviews.length} reviews: ${JSON.stringify(reviews, null, 0)}`,
75 },
76 ],
77 });
78 return JSON.parse(completion.choices[0].message?.content || '{}');
79}
80
81/**
82 * Merges multiple summaries into a single final summary using OpenAI.
83 */
84async function generateFinalSummary(partialSummaries: any[]): Promise<any> {
85 const finalCompletion = await openai.chat.completions.create({
86 model: 'gpt-4o',
87 response_format: {
88 type: 'json_schema',
89 json_schema: reviewSchema,
90 },
91 messages: [
92 {
93 role: 'system',
94 content: ` You are a review summary aggregator.\n
95 You will receive multiple review summaries and your task is to merge them into a final cohesive summary.\n
96 Ensure the final summary is structured well, avoids repetition, and provides a clear, complete view of the reviews.\n `,
97 },
98 {
99 role: 'user',
100 content: `Here are the partial summaries: ${JSON.stringify(partialSummaries, null, 0)}`,
101 },
102 ],
103 });
104 return JSON.parse(finalCompletion.choices[0].message?.content || '{}');
105}
106
107/**
108 * Main function to summarize reviews efficiently.
109 */
110export async function summarise(reviews: Array<Review>) {
111 const cleanedReviews = cleanReviews(reviews);
112 const chunks = chunkByTokens(cleanedReviews, 128000); // Dynamically split reviews by token count
113 console.log(`Processing ${chunks.length} chunks in parallel...`);
114
115 chunks.forEach(({ chunk, tokenCount }, index) => {
116 console.log(`Chunk ${index + 1}: ${chunk.length} reviews, ${tokenCount} tokens`);
117 });
118
119 // Process chunks in parallel
120 const partialSummaries = await Promise.all(chunks.map(({ chunk }) => summarizeChunk(chunk)));
121
122 // If there's only one chunk, return its summary directly
123 if (chunks.length === 1) {
124 return partialSummaries[0];
125 }
126
127 // Make a final OpenAI call to merge summaries into a single cohesive summary
128 return await generateFinalSummary(partialSummaries);
129}

src/types.ts

1export interface Review {
2 date: Date | null;
3 text: string | null;
4 person: string | null;
5 rating: string | null;
6 photoSrc: string | null;
7}