2 Commits

4 changed files with 108 additions and 30 deletions
+4
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@@ -26,4 +26,8 @@ Events will be reordered as part of processing, each statement must stand alone
The preceeding messages act as examples of previous responses to potentially ficitonal events and scores given.
Analysis should only be completed for proposed events that would graner >0.7 points
First, consider a range of directions in which the proposed disinformation could have been influenced by.
Then, research these directions in turn, using the tools at hand.
Finally, refine your proposed "trigger event" until it is specific, quantifiable and backed up by evidence.
Lets go through it step by step
+16 -2
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@@ -15,6 +15,8 @@ const CACHE_PATH = "../data/csv.cache.json";
const JSONL_PATH = "../data/input.jsonl"
const BM25_MIN_DOCS = 3;
type EmbeddingCache = {
rawtexts: string[];
cleantexts: string[];
@@ -287,8 +289,20 @@ async function embedText(text: string): Promise<number[]> {
}
function buildBM25(texts: string[]) {
logger.info("Building BM25 index (%s docs)...", texts.length);
let paddedTexts = texts;
if (texts.length < BM25_MIN_DOCS) {
const needed = BM25_MIN_DOCS - texts.length;
logger.error(
"Corpus too small for BM25 (%s docs, need %s+), padding with %s dummy doc(s)",
texts.length,
BM25_MIN_DOCS,
needed
);
paddedTexts = [...texts, ...Array(needed).fill("placeholder dummy document")];
}
logger.info("Building BM25 index (%s docs)...", paddedTexts.length);
const bm25 = bm25Factory();
bm25.defineConfig({
@@ -302,7 +316,7 @@ function buildBM25(texts: string[]) {
nlp.tokens.removeWords,
]);
texts.forEach((text, i) => {
paddedTexts.forEach((text, i) => {
bm25.addDoc({ text }, i);
});
+66 -6
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@@ -1,32 +1,92 @@
import { Builder, Browser } from "selenium-webdriver";
import firefox from "selenium-webdriver/firefox";
import { backOff } from "exponential-backoff";
import { logger } from "../utils/logger";
export async function extractWebpageContent(url: string) : Promise<string[]>{
export async function extractWebpageContent(url: string): Promise<string[]> {
try {
const response = await backOff(async () => {
return await extractWebpageContentWorker(url);
}, {
numOfAttempts: 10,
startingDelay: 500,
timeMultiple: 2,
jitter: "full",
maxDelay: 50000,
});
return response;
} catch (err: any) {
logger.error(`Failed out of retry loop for URL "${url}", returning placeholder to pipeline`);
return ["API EXCEPTION"];
}
}
async function extractWebpageContentWorker(url: string): Promise<string[]> {
let driver;
try {
const options = new firefox.Options();
options.addArguments("--headless");
driver = await new Builder()
.forBrowser(Browser.FIREFOX)
.setFirefoxOptions(options)
.build();
} catch (err: any) {
const desc = `Failed to launch Firefox driver: ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
try {
try {
await driver.get(url);
} catch (err: any) {
const desc = `Failed to navigate to URL "${url}": ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
let driver = await new Builder().forBrowser(Browser.FIREFOX).setFirefoxOptions(options).build()
try {
await driver.get(url)
await driver.wait(async () => {
return await driver.executeScript(
"return document.readyState === 'complete'"
);
}, 5000);
} catch (err: any) {
logger.error(`Page load timed out for "${url}", attempting to read partial content: ${err.message}`);
// do not throw, attempt to read
}
const readableText = await driver.executeScript(
let readableText: string;
try {
readableText = await driver.executeScript(
"return document.body.innerText;"
) as string;
} catch (err: any) {
const desc = `Failed to extract page text from "${url}": ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
const filteredLines = readableText
.split(/\r?\n/)
.map(line => line.trim())
.filter(line => line.split(/\s+/).length > 1);
if (filteredLines.length === 0) {
const desc = `No content extracted from "${url}"`;
logger.error(desc);
throw new Error(desc);
}
return filteredLines;
} finally {
await driver.quit()
try {
await driver.quit();
} catch (err: any) {
logger.error(`Failed to quit Firefox driver cleanly: ${err.message}`);
}
}
}
//console.log(await extractWebpageContent("https://www.bbc.co.uk/news/live/c74wd01egvyt"))
// console.log(await extractWebpageContent("https://www.bbc.co.uk/news/live/c74wd01egvyt"))
// console.log(await extractWebpageContent("https://badcertificate.int.jeynes.uk/"))
+1 -1
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@@ -118,7 +118,7 @@ async function processRecord(record: any): Promise<ResultRecord> {
input: buildAgentInput(record),
streamMode: "values",
config: {
recursion_limit: 50
recursion_limit: 100
}
});