[D1X] Use user action and viewing history to inform suggested follows (#4727)
* Use user action and viewing history to inform suggested follows * Remove dynamic spreads * Track more info about seen posts * Add ranking --------- Co-authored-by: Dan Abramov <dan.abramov@gmail.com>
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6 changed files with 196 additions and 49 deletions
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@ -1,7 +1,7 @@
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import React from 'react'
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import {View} from 'react-native'
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import {ScrollView} from 'react-native-gesture-handler'
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import {AppBskyActorDefs, AppBskyFeedDefs} from '@atproto/api'
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import {AppBskyFeedDefs, AtUri} from '@atproto/api'
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import {msg, Trans} from '@lingui/macro'
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import {useLingui} from '@lingui/react'
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import {useNavigation} from '@react-navigation/native'
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@ -9,10 +9,13 @@ import {useNavigation} from '@react-navigation/native'
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import {useWebMediaQueries} from '#/lib/hooks/useWebMediaQueries'
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import {NavigationProp} from '#/lib/routes/types'
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import {logEvent} from '#/lib/statsig/statsig'
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import {logger} from '#/logger'
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import {useModerationOpts} from '#/state/preferences/moderation-opts'
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import {useGetPopularFeedsQuery} from '#/state/queries/feed'
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import {useSuggestedFollowsQuery} from '#/state/queries/suggested-follows'
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import {useProfilesQuery} from '#/state/queries/profile'
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import {useProgressGuide} from '#/state/shell/progress-guide'
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import * as userActionHistory from '#/state/userActionHistory'
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import {SeenPost} from '#/state/userActionHistory'
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import {atoms as a, useBreakpoints, useTheme, ViewStyleProp, web} from '#/alf'
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import {Button} from '#/components/Button'
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import * as FeedCard from '#/components/FeedCard'
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@ -80,35 +83,92 @@ export function SuggestedFeedsCardPlaceholder() {
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)
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}
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function getRank(seenPost: SeenPost): string {
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let tier: string
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if (seenPost.feedContext === 'popfriends') {
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tier = 'a'
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} else if (seenPost.feedContext?.startsWith('cluster')) {
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tier = 'b'
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} else if (seenPost.feedContext?.startsWith('ntpc')) {
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tier = 'c'
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} else if (seenPost.feedContext?.startsWith('t-')) {
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tier = 'd'
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} else if (seenPost.feedContext === 'nettop') {
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tier = 'e'
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} else {
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tier = 'f'
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}
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let score = Math.round(
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Math.log(
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1 + seenPost.likeCount + seenPost.repostCount + seenPost.replyCount,
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),
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)
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if (seenPost.isFollowedBy || Math.random() > 0.9) {
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score *= 2
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}
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const rank = 100 - score
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return `${tier}-${rank}`
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}
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function sortSeenPosts(postA: SeenPost, postB: SeenPost): 0 | 1 | -1 {
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const rankA = getRank(postA)
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const rankB = getRank(postB)
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// Yes, we're comparing strings here.
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// The "larger" string means a worse rank.
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if (rankA > rankB) {
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return 1
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} else if (rankA < rankB) {
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return -1
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} else {
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return 0
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}
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}
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function useExperimentalSuggestedUsersQuery() {
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const userActionSnapshot = userActionHistory.useActionHistorySnapshot()
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const dids = React.useMemo(() => {
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const {likes, follows, seen} = userActionSnapshot
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const likeDids = likes
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.map(l => new AtUri(l))
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.map(uri => uri.host)
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.filter(did => !follows.includes(did))
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const seenDids = seen
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.sort(sortSeenPosts)
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.map(l => new AtUri(l.uri))
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.map(uri => uri.host)
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return [...new Set([...likeDids, ...seenDids])]
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}, [userActionSnapshot])
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const {data, isLoading, error} = useProfilesQuery({
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handles: dids.slice(0, 16),
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})
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const profiles = data
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? data.profiles.filter(profile => {
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return !profile.viewer?.following
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})
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: []
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return {
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isLoading,
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error,
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profiles: profiles.slice(0, 6),
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}
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}
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export function SuggestedFollows() {
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const t = useTheme()
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const {_} = useLingui()
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const {
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isLoading: isSuggestionsLoading,
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data,
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profiles,
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error,
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} = useSuggestedFollowsQuery({limit: 6})
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} = useExperimentalSuggestedUsersQuery()
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const moderationOpts = useModerationOpts()
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const navigation = useNavigation<NavigationProp>()
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const {gtMobile} = useBreakpoints()
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const isLoading = isSuggestionsLoading || !moderationOpts
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const maxLength = gtMobile ? 4 : 6
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const profiles: AppBskyActorDefs.ProfileViewBasic[] = []
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if (data) {
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// Currently the responses contain duplicate items.
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// Needs to be fixed on backend, but let's dedupe to be safe.
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let seen = new Set()
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for (const page of data.pages) {
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for (const actor of page.actors) {
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if (!seen.has(actor.did)) {
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seen.add(actor.did)
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profiles.push(actor)
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}
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}
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}
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}
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const content = isLoading ? (
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Array(maxLength)
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.fill(0)
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@ -164,7 +224,12 @@ export function SuggestedFollows() {
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</>
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)
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return error ? null : (
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if (error || (!isLoading && profiles.length < 4)) {
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logger.debug(`Not enough profiles to show suggested follows`)
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return null
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}
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return (
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<View
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style={[a.border_t, t.atoms.border_contrast_low, t.atoms.bg_contrast_25]}>
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<View style={[a.pt_2xl, a.px_lg, a.flex_row, a.pb_xs]}>
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