368 lines
12 KiB
TypeScript
368 lines
12 KiB
TypeScript
import { QueryTypes } from 'sequelize'
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import { AllowNull, BelongsTo, Column, CreatedAt, DataType, Default, ForeignKey, HasMany, IsUUID, Model, Table } from 'sequelize-typescript'
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import { getActivityStreamDuration } from '@server/lib/activitypub/activity'
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import { buildGroupByAndBoundaries } from '@server/lib/timeserie'
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import { MLocalVideoViewer, MLocalVideoViewerWithWatchSections, MVideo } from '@server/types/models'
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import { VideoStatsOverall, VideoStatsRetention, VideoStatsTimeserie, VideoStatsTimeserieMetric, WatchActionObject } from '@shared/models'
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import { AttributesOnly } from '@shared/typescript-utils'
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import { VideoModel } from '../video/video'
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import { LocalVideoViewerWatchSectionModel } from './local-video-viewer-watch-section'
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/**
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*
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* Aggregate viewers of local videos only to display statistics to video owners
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* A viewer is a user that watched one or multiple sections of a specific video inside a time window
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*
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*/
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@Table({
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tableName: 'localVideoViewer',
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updatedAt: false,
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indexes: [
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{
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fields: [ 'videoId' ]
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},
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{
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fields: [ 'url' ],
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unique: true
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}
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]
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})
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export class LocalVideoViewerModel extends Model<Partial<AttributesOnly<LocalVideoViewerModel>>> {
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@CreatedAt
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createdAt: Date
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@AllowNull(false)
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@Column(DataType.DATE)
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startDate: Date
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@AllowNull(false)
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@Column(DataType.DATE)
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endDate: Date
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@AllowNull(false)
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@Column
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watchTime: number
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@AllowNull(true)
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@Column
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country: string
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@AllowNull(false)
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@Default(DataType.UUIDV4)
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@IsUUID(4)
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@Column(DataType.UUID)
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uuid: string
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@AllowNull(false)
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@Column
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url: string
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@ForeignKey(() => VideoModel)
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@Column
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videoId: number
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@BelongsTo(() => VideoModel, {
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foreignKey: {
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allowNull: false
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},
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onDelete: 'CASCADE'
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})
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Video: VideoModel
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@HasMany(() => LocalVideoViewerWatchSectionModel, {
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foreignKey: {
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allowNull: false
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},
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onDelete: 'cascade'
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})
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WatchSections: LocalVideoViewerWatchSectionModel[]
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static loadByUrl (url: string): Promise<MLocalVideoViewer> {
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return this.findOne({
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where: {
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url
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}
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})
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}
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static loadFullById (id: number): Promise<MLocalVideoViewerWithWatchSections> {
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return this.findOne({
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include: [
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{
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model: VideoModel.unscoped(),
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required: true
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},
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{
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model: LocalVideoViewerWatchSectionModel.unscoped(),
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required: true
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}
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],
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where: {
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id
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}
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})
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}
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static async getOverallStats (options: {
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video: MVideo
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startDate?: string
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endDate?: string
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}): Promise<VideoStatsOverall> {
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const { video, startDate, endDate } = options
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const queryOptions = {
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type: QueryTypes.SELECT as QueryTypes.SELECT,
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replacements: { videoId: video.id } as any
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}
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if (startDate) queryOptions.replacements.startDate = startDate
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if (endDate) queryOptions.replacements.endDate = endDate
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const buildTotalViewersPromise = () => {
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let totalViewersDateWhere = ''
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if (startDate) totalViewersDateWhere += ' AND "localVideoViewer"."endDate" >= :startDate'
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if (endDate) totalViewersDateWhere += ' AND "localVideoViewer"."startDate" <= :endDate'
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const totalViewersQuery = `SELECT ` +
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`COUNT("localVideoViewer"."id") AS "totalViewers" ` +
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`FROM "localVideoViewer" ` +
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`WHERE "videoId" = :videoId ${totalViewersDateWhere}`
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return LocalVideoViewerModel.sequelize.query<any>(totalViewersQuery, queryOptions)
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}
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const buildWatchTimePromise = () => {
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let watchTimeDateWhere = ''
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// We know this where is not exact
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// But we prefer to take into account only watch section that started and ended **in** the interval
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if (startDate) watchTimeDateWhere += ' AND "localVideoViewer"."startDate" >= :startDate'
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if (endDate) watchTimeDateWhere += ' AND "localVideoViewer"."endDate" <= :endDate'
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const watchTimeQuery = `SELECT ` +
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`SUM("localVideoViewer"."watchTime") AS "totalWatchTime", ` +
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`AVG("localVideoViewer"."watchTime") AS "averageWatchTime" ` +
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`FROM "localVideoViewer" ` +
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`WHERE "videoId" = :videoId ${watchTimeDateWhere}`
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return LocalVideoViewerModel.sequelize.query<any>(watchTimeQuery, queryOptions)
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}
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const buildWatchPeakPromise = () => {
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let watchPeakDateWhereStart = ''
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let watchPeakDateWhereEnd = ''
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if (startDate) {
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watchPeakDateWhereStart += ' AND "localVideoViewer"."startDate" >= :startDate'
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watchPeakDateWhereEnd += ' AND "localVideoViewer"."endDate" >= :startDate'
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}
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if (endDate) {
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watchPeakDateWhereStart += ' AND "localVideoViewer"."startDate" <= :endDate'
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watchPeakDateWhereEnd += ' AND "localVideoViewer"."endDate" <= :endDate'
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}
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// Add viewers that were already here, before our start date
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const beforeWatchersQuery = startDate
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// eslint-disable-next-line max-len
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? `SELECT COUNT(*) AS "total" FROM "localVideoViewer" WHERE "localVideoViewer"."startDate" < :startDate AND "localVideoViewer"."endDate" >= :startDate`
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: `SELECT 0 AS "total"`
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const watchPeakQuery = `WITH
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"beforeWatchers" AS (${beforeWatchersQuery}),
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"watchPeakValues" AS (
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SELECT "startDate" AS "dateBreakpoint", 1 AS "inc"
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FROM "localVideoViewer"
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WHERE "videoId" = :videoId ${watchPeakDateWhereStart}
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UNION ALL
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SELECT "endDate" AS "dateBreakpoint", -1 AS "inc"
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FROM "localVideoViewer"
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WHERE "videoId" = :videoId ${watchPeakDateWhereEnd}
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)
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SELECT "dateBreakpoint", "concurrent"
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FROM (
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SELECT "dateBreakpoint", SUM(SUM("inc")) OVER (ORDER BY "dateBreakpoint") + (SELECT "total" FROM "beforeWatchers") AS "concurrent"
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FROM "watchPeakValues"
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GROUP BY "dateBreakpoint"
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) tmp
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ORDER BY "concurrent" DESC
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FETCH FIRST 1 ROW ONLY`
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return LocalVideoViewerModel.sequelize.query<any>(watchPeakQuery, queryOptions)
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}
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const buildCountriesPromise = () => {
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let countryDateWhere = ''
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if (startDate) countryDateWhere += ' AND "localVideoViewer"."endDate" >= :startDate'
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if (endDate) countryDateWhere += ' AND "localVideoViewer"."startDate" <= :endDate'
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const countriesQuery = `SELECT country, COUNT(country) as viewers ` +
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`FROM "localVideoViewer" ` +
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`WHERE "videoId" = :videoId AND country IS NOT NULL ${countryDateWhere} ` +
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`GROUP BY country ` +
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`ORDER BY viewers DESC`
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return LocalVideoViewerModel.sequelize.query<any>(countriesQuery, queryOptions)
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}
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const [ rowsTotalViewers, rowsWatchTime, rowsWatchPeak, rowsCountries ] = await Promise.all([
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buildTotalViewersPromise(),
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buildWatchTimePromise(),
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buildWatchPeakPromise(),
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buildCountriesPromise()
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])
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const viewersPeak = rowsWatchPeak.length !== 0
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? parseInt(rowsWatchPeak[0].concurrent) || 0
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: 0
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return {
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totalWatchTime: rowsWatchTime.length !== 0
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? Math.round(rowsWatchTime[0].totalWatchTime) || 0
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: 0,
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averageWatchTime: rowsWatchTime.length !== 0
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? Math.round(rowsWatchTime[0].averageWatchTime) || 0
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: 0,
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totalViewers: rowsTotalViewers.length !== 0
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? Math.round(rowsTotalViewers[0].totalViewers) || 0
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: 0,
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viewersPeak,
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viewersPeakDate: rowsWatchPeak.length !== 0 && viewersPeak !== 0
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? rowsWatchPeak[0].dateBreakpoint || null
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: null,
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countries: rowsCountries.map(r => ({
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isoCode: r.country,
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viewers: r.viewers
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}))
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}
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}
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static async getRetentionStats (video: MVideo): Promise<VideoStatsRetention> {
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const step = Math.max(Math.round(video.duration / 100), 1)
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const query = `WITH "total" AS (SELECT COUNT(*) AS viewers FROM "localVideoViewer" WHERE "videoId" = :videoId) ` +
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`SELECT serie AS "second", ` +
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`(COUNT("localVideoViewer".id)::float / (SELECT GREATEST("total"."viewers", 1) FROM "total")) AS "retention" ` +
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`FROM generate_series(0, ${video.duration}, ${step}) serie ` +
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`LEFT JOIN "localVideoViewer" ON "localVideoViewer"."videoId" = :videoId ` +
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`AND EXISTS (` +
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`SELECT 1 FROM "localVideoViewerWatchSection" ` +
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`WHERE "localVideoViewer"."id" = "localVideoViewerWatchSection"."localVideoViewerId" ` +
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`AND serie >= "localVideoViewerWatchSection"."watchStart" ` +
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`AND serie <= "localVideoViewerWatchSection"."watchEnd"` +
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`)` +
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`GROUP BY serie ` +
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`ORDER BY serie ASC`
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const queryOptions = {
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type: QueryTypes.SELECT as QueryTypes.SELECT,
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replacements: { videoId: video.id }
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}
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const rows = await LocalVideoViewerModel.sequelize.query<any>(query, queryOptions)
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return {
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data: rows.map(r => ({
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second: r.second,
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retentionPercent: parseFloat(r.retention) * 100
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}))
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}
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}
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static async getTimeserieStats (options: {
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video: MVideo
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metric: VideoStatsTimeserieMetric
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startDate: string
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endDate: string
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}): Promise<VideoStatsTimeserie> {
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const { video, metric } = options
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const { groupInterval, startDate, endDate } = buildGroupByAndBoundaries(options.startDate, options.endDate)
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const selectMetrics: { [ id in VideoStatsTimeserieMetric ]: string } = {
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viewers: 'COUNT("localVideoViewer"."id")',
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aggregateWatchTime: 'SUM("localVideoViewer"."watchTime")'
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}
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const intervalWhere: { [ id in VideoStatsTimeserieMetric ]: string } = {
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// Viewer is still in the interval. Overlap algorithm
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viewers: '"localVideoViewer"."startDate" <= "intervals"."endDate" ' +
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'AND "localVideoViewer"."endDate" >= "intervals"."startDate"',
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// We do an aggregation, so only sum things once. Arbitrary we use the end date for that purpose
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aggregateWatchTime: '"localVideoViewer"."endDate" >= "intervals"."startDate" ' +
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'AND "localVideoViewer"."endDate" <= "intervals"."endDate"'
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}
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const query = `WITH "intervals" AS (
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SELECT
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"time" AS "startDate", "time" + :groupInterval::interval as "endDate"
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FROM
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generate_series(:startDate::timestamptz, :endDate::timestamptz, :groupInterval::interval) serie("time")
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)
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SELECT "intervals"."startDate" as "date", COALESCE(${selectMetrics[metric]}, 0) AS value
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FROM
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intervals
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LEFT JOIN "localVideoViewer" ON "localVideoViewer"."videoId" = :videoId
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AND ${intervalWhere[metric]}
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GROUP BY
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"intervals"."startDate"
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ORDER BY
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"intervals"."startDate"`
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const queryOptions = {
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type: QueryTypes.SELECT as QueryTypes.SELECT,
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replacements: {
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startDate,
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endDate,
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groupInterval,
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videoId: video.id
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}
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}
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const rows = await LocalVideoViewerModel.sequelize.query<any>(query, queryOptions)
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return {
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groupInterval,
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data: rows.map(r => ({
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date: r.date,
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value: parseInt(r.value)
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}))
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}
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}
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toActivityPubObject (this: MLocalVideoViewerWithWatchSections): WatchActionObject {
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const location = this.country
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? {
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location: {
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addressCountry: this.country
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}
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}
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: {}
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return {
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id: this.url,
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type: 'WatchAction',
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duration: getActivityStreamDuration(this.watchTime),
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startTime: this.startDate.toISOString(),
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endTime: this.endDate.toISOString(),
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object: this.Video.url,
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uuid: this.uuid,
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actionStatus: 'CompletedActionStatus',
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watchSections: this.WatchSections.map(w => ({
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startTimestamp: w.watchStart,
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endTimestamp: w.watchEnd
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})),
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...location
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}
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}
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}
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