/
load.ts
846 lines (830 loc) · 15.4 KB
/
load.ts
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import fs from "fs/promises";
import data from "./data/movies.data";
import { DynamoDBClient } from "@aws-sdk/client-dynamodb";
import { PutObjectCommand, S3Client } from "@aws-sdk/client-s3";
import { DynamoDBDocumentClient, PutCommand } from "@aws-sdk/lib-dynamodb";
import { Resource, VectorClient } from "sst";
import * as Cheerio from "cheerio";
import { queue } from "./lib/queue";
const s3 = new S3Client({});
const dynamoClient = new DynamoDBClient({});
const docClient = DynamoDBDocumentClient.from(dynamoClient);
const vector = VectorClient("Vector");
async function load() {
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"tt4123430",
"tt0379786",
"tt1091191",
"tt0077651",
"tt0095327",
"tt0473075",
"tt2397535",
"tt4550098",
"tt1735898",
"tt2316204",
"tt0800039",
"tt0120669",
"tt2277860",
"tt1259571",
"tt9114286",
"tt0203009",
"tt0077631",
"tt7349950",
"tt0783233",
"tt4160708",
"tt3065204",
"tt1213663",
"tt0121164",
"tt0463985",
"tt0120611",
"tt0089218",
"tt1133985",
"tt4263482",
"tt3263904",
"tt0322259",
"tt0258000",
];
for (const id of ids) {
const path = `./data/imdb/${id}.html`;
const exists = await fs
.stat(path)
.then(() => true)
.catch(() => false);
if (exists) continue;
console.log("downloading", id);
const body = await fetch(`https://www.imdb.com/title/${id}/plotsummary/`, {
headers: {
"User-Agent":
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.36",
"Accept-Language": "en-US,en;q=0.9",
},
}).then((res) => {
if (res.status !== 200) throw new Error("Failed to download");
return res.text();
});
await fs.writeFile(path, body);
}
await vector.remove({
include: {
type: "tag",
},
});
for (const tag of data.tags) {
console.log(`Adding tag ${tag.id}...`);
await vector.ingest({
text: tag.text,
metadata: { type: "tag", id: tag.id },
});
}
let index = 0;
await queue(25, ids, async (id) => {
const path = `./data/imdb/${id}.html`;
const body = await fs.readFile(path);
const $ = Cheerio.load(body);
const year = parseInt(
$("title")
.text()
.match(/\((\d+)\)/)?.[1] || "0",
);
const title = $("[data-testid=subtitle]").text().trim();
const summary = $("[data-testid=sub-section-summaries] li:first-child")
.text()
.trim();
console.log("processing", id, title);
const poster = $("meta[property='og:image']").attr("content")!;
$("[data-testid=sub-section-synopsis] br").replaceWith("\n");
const synopsis = $("[data-testid=sub-section-synopsis]")
.text()
.split("\n")
.filter(Boolean);
await s3.send(
new PutObjectCommand({
Bucket: Resource.Assets.bucketName,
Key: "posters/" + id + ".jpg",
ContentType: "image/jpeg",
Body: await fetch(poster).then((res) => res.arrayBuffer() as any),
}),
);
await vector.remove({
include: {
type: "movie",
id,
},
});
for (let i = 0; i < synopsis.length; i++) {
await vector.ingest({
text: synopsis[i],
metadata: { type: "movie", id, source: "synopsis", chunk: i },
});
}
const tags = [] as any[];
for (const tag of data.tags) {
const ret = await vector.retrieve({
text: tag.text,
include: { type: "movie", id },
});
if (
ret.results.length > 0 &&
ret.results.filter((s: any) => s.score >= 0.79).length > 2
) {
tags.push(tag.id);
}
}
console.log(title, tags, Resource.Movies.tableName);
await docClient.send(
new PutCommand({
TableName: Resource.Movies.tableName,
Item: {
id,
data: JSON.stringify({
title,
about: summary,
synopsis,
poster: `https://${Resource.Assets.bucketName}.s3.amazonaws.com/posters/${id}.jpg`,
id,
tags,
year,
}),
},
}),
);
console.log("Finished", ++index);
});
return;
}
load()
.then(() => {
console.log("Done");
})
.catch((err) => {
console.error(err);
});