206 lines
6.1 KiB
TypeScript
206 lines
6.1 KiB
TypeScript
import * as _ from 'lodash'
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import * as functions from 'firebase-functions'
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import * as admin from 'firebase-admin'
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import { getValue, getValues } from './utils'
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import { Contract } from '../../common/contract'
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import { logInterpolation } from '../../common/util/math'
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import { DAY_MS } from '../../common/util/time'
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import {
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getProbability,
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getOutcomeProbability,
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getTopAnswer,
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} from '../../common/calculate'
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import { Bet } from '../../common/bet'
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import { Comment } from '../../common/comment'
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import { User } from '../../common/user'
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import {
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getContractScore,
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MAX_FEED_CONTRACTS,
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} from '../../common/recommended-contracts'
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import { callCloudFunction } from './call-cloud-function'
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const firestore = admin.firestore()
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export const updateFeed = functions.pubsub
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.schedule('every 60 minutes')
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.onRun(async () => {
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const contracts = await getFeedContracts()
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const users = await getValues<User>(firestore.collection('users'))
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await Promise.all(
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users.map(async (user, i) => {
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await new Promise((resolve) => setTimeout(resolve, 10 * i))
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await callCloudFunction('updateUserFeed', { user, contracts })
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})
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)
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})
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export const updateUserFeed = functions.https.onCall(
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async (data: { contracts: Contract[]; user: User }) => {
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const { user, contracts } = data
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await doUserFeedUpdate(user, contracts)
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}
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)
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export async function getFeedContracts() {
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// Get contracts bet on or created in last week.
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const contracts = await Promise.all([
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getValues<Contract>(
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firestore
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.collection('contracts')
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.where('isResolved', '==', false)
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.where('volume7Days', '>', 0)
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),
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getValues<Contract>(
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firestore
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.collection('contracts')
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.where('isResolved', '==', false)
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.where('createdTime', '>', Date.now() - DAY_MS * 7)
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.where('volume7Days', '==', 0)
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),
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]).then(([activeContracts, inactiveContracts]) => {
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const combined = [...activeContracts, ...inactiveContracts]
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// Remove closed contracts.
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return combined.filter((c) => (c.closeTime ?? Infinity) > Date.now())
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})
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return contracts
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}
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export const doUserFeedUpdate = async (user: User, contracts: Contract[]) => {
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const userCacheCollection = firestore.collection(
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`private-users/${user.id}/cache`
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)
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const [wordScores, lastViewedTime] = await Promise.all([
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getValue<{ [word: string]: number }>(userCacheCollection.doc('wordScores')),
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getValue<{ [contractId: string]: number }>(
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userCacheCollection.doc('lastViewTime')
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),
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]).then((dicts) => dicts.map((dict) => dict ?? {}))
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const scoredContracts = contracts.map((contract) => {
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const score = scoreContract(
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contract,
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wordScores,
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lastViewedTime[contract.id]
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)
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return [contract, score] as [Contract, number]
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})
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const sortedContracts = _.sortBy(
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scoredContracts,
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([_, score]) => score
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).reverse()
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// console.log(sortedContracts.map(([c, score]) => c.question + ': ' + score))
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const feedContracts = sortedContracts
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.slice(0, MAX_FEED_CONTRACTS)
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.map(([c]) => c)
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const feed = await Promise.all(
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feedContracts.map((contract) => getRecentBetsAndComments(contract))
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)
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await userCacheCollection.doc('feed').set({ feed })
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}
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function scoreContract(
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contract: Contract,
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wordScores: { [word: string]: number },
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viewTime: number | undefined
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) {
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const recommendationScore = getContractScore(contract, wordScores)
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const activityScore = getActivityScore(contract, viewTime)
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// const lastViewedScore = getLastViewedScore(viewTime)
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return recommendationScore * activityScore
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}
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function getActivityScore(contract: Contract, viewTime: number | undefined) {
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const { createdTime, lastBetTime, lastCommentTime, outcomeType } = contract
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const hasNewComments =
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lastCommentTime && (!viewTime || lastCommentTime > viewTime)
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const newCommentScore = hasNewComments ? 1 : 0.5
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const timeSinceLastComment = Date.now() - (lastCommentTime ?? createdTime)
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const commentDaysAgo = timeSinceLastComment / DAY_MS
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const commentTimeScore =
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0.25 + 0.75 * (1 - logInterpolation(0, 3, commentDaysAgo))
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const timeSinceLastBet = Date.now() - (lastBetTime ?? createdTime)
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const betDaysAgo = timeSinceLastBet / DAY_MS
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const betTimeScore = 0.5 + 0.5 * (1 - logInterpolation(0, 3, betDaysAgo))
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let prob = 0.5
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if (outcomeType === 'BINARY') {
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prob = getProbability(contract)
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} else if (outcomeType === 'FREE_RESPONSE') {
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const topAnswer = getTopAnswer(contract)
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if (topAnswer)
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prob = Math.max(0.5, getOutcomeProbability(contract, topAnswer.id))
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}
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const frac = 1 - Math.abs(prob - 0.5) ** 2 / 0.25
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const probScore = 0.5 + frac * 0.5
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const { volume24Hours, volume7Days } = contract
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const combinedVolume = Math.log(volume24Hours + 1) + Math.log(volume7Days + 1)
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const volumeScore = 0.5 + 0.5 * logInterpolation(4, 20, combinedVolume)
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const score =
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newCommentScore * commentTimeScore * betTimeScore * probScore * volumeScore
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// Map score to [0.5, 1] since no recent activty is not a deal breaker.
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const mappedScore = 0.5 + 0.5 * score
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const newMappedScore = 0.7 + 0.3 * score
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const isNew = Date.now() < contract.createdTime + DAY_MS
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return isNew ? newMappedScore : mappedScore
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}
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function getLastViewedScore(viewTime: number | undefined) {
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if (viewTime === undefined) {
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return 1
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}
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const daysAgo = (Date.now() - viewTime) / DAY_MS
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if (daysAgo < 0.5) {
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const frac = logInterpolation(0, 0.5, daysAgo)
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return 0.5 + 0.25 * frac
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}
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const frac = logInterpolation(0.5, 14, daysAgo)
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return 0.75 + 0.25 * frac
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}
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async function getRecentBetsAndComments(contract: Contract) {
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const contractDoc = firestore.collection('contracts').doc(contract.id)
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const [recentBets, recentComments] = await Promise.all([
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getValues<Bet>(
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contractDoc
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.collection('bets')
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.where('createdTime', '>', Date.now() - DAY_MS)
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.orderBy('createdTime', 'desc')
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.limit(1)
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),
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getValues<Comment>(
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contractDoc
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.collection('comments')
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.where('createdTime', '>', Date.now() - 3 * DAY_MS)
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.orderBy('createdTime', 'desc')
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.limit(3)
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),
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])
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return {
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contract,
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recentBets,
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recentComments,
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}
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}
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