perf: optimize event buffer
This commit is contained in:
@@ -8,17 +8,10 @@ import {
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transformMinimalEvent,
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} from '@openpanel/db';
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import { setSuperJson } from '@openpanel/json';
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import {
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psubscribeToPublishedEvent,
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subscribeToPublishedEvent,
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} from '@openpanel/redis';
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import { subscribeToPublishedEvent } from '@openpanel/redis';
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import { getProjectAccess } from '@openpanel/trpc';
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import { getOrganizationAccess } from '@openpanel/trpc/src/access';
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export function getLiveEventInfo(key: string) {
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return key.split(':').slice(2) as [string, string];
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}
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export function wsVisitors(
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socket: WebSocket,
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req: FastifyRequest<{
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@@ -36,21 +29,8 @@ export function wsVisitors(
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}
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});
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const punsubscribe = psubscribeToPublishedEvent(
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'__keyevent@0__:expired',
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(key) => {
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const [projectId] = getLiveEventInfo(key);
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if (projectId && projectId === params.projectId) {
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eventBuffer.getActiveVisitorCount(params.projectId).then((count) => {
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socket.send(String(count));
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});
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}
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},
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);
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socket.on('close', () => {
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unsubscribe();
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punsubscribe();
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});
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}
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@@ -71,8 +71,9 @@ describe('EventBuffer', () => {
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// Get initial count
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const initialCount = await eventBuffer.getBufferSize();
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// Add event
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await eventBuffer.add(event);
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// Add event and flush (events are micro-batched)
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eventBuffer.add(event);
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await eventBuffer.flush();
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// Buffer counter should increase by 1
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const newCount = await eventBuffer.getBufferSize();
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@@ -109,7 +110,8 @@ describe('EventBuffer', () => {
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// Add first screen_view
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const count1 = await eventBuffer.getBufferSize();
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await eventBuffer.add(view1);
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eventBuffer.add(view1);
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await eventBuffer.flush();
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// Should be stored as "last" but NOT in queue yet
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const count2 = await eventBuffer.getBufferSize();
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@@ -124,7 +126,8 @@ describe('EventBuffer', () => {
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expect(last1!.createdAt.toISOString()).toBe(view1.created_at);
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// Add second screen_view
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await eventBuffer.add(view2);
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eventBuffer.add(view2);
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await eventBuffer.flush();
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// Now view1 should be in buffer
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const count3 = await eventBuffer.getBufferSize();
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@@ -138,7 +141,8 @@ describe('EventBuffer', () => {
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expect(last2!.createdAt.toISOString()).toBe(view2.created_at);
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// Add third screen_view
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await eventBuffer.add(view3);
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eventBuffer.add(view3);
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await eventBuffer.flush();
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// Now view2 should also be in buffer
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const count4 = await eventBuffer.getBufferSize();
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@@ -174,14 +178,16 @@ describe('EventBuffer', () => {
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// Add screen_view
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const count1 = await eventBuffer.getBufferSize();
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await eventBuffer.add(view);
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eventBuffer.add(view);
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await eventBuffer.flush();
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// Should be stored as "last", not in buffer yet
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const count2 = await eventBuffer.getBufferSize();
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expect(count2).toBe(count1);
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// Add session_end
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await eventBuffer.add(sessionEnd);
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eventBuffer.add(sessionEnd);
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await eventBuffer.flush();
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// Both should now be in buffer (+2)
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const count3 = await eventBuffer.getBufferSize();
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@@ -207,7 +213,8 @@ describe('EventBuffer', () => {
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} as any;
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const count1 = await eventBuffer.getBufferSize();
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await eventBuffer.add(sessionEnd);
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eventBuffer.add(sessionEnd);
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await eventBuffer.flush();
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// Only session_end should be in buffer (+1)
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const count2 = await eventBuffer.getBufferSize();
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@@ -224,7 +231,8 @@ describe('EventBuffer', () => {
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created_at: new Date().toISOString(),
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} as any;
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await eventBuffer.add(view);
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eventBuffer.add(view);
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await eventBuffer.flush();
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// Query by profileId
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const result = await eventBuffer.getLastScreenView({
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@@ -248,7 +256,8 @@ describe('EventBuffer', () => {
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created_at: new Date().toISOString(),
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} as any;
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await eventBuffer.add(view);
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eventBuffer.add(view);
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await eventBuffer.flush();
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// Query by sessionId
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const result = await eventBuffer.getLastScreenView({
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@@ -275,43 +284,47 @@ describe('EventBuffer', () => {
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expect(await eventBuffer.getBufferSize()).toBe(0);
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// Add regular event
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await eventBuffer.add({
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eventBuffer.add({
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project_id: 'p6',
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name: 'event1',
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created_at: new Date().toISOString(),
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} as any);
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await eventBuffer.flush();
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expect(await eventBuffer.getBufferSize()).toBe(1);
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// Add another regular event
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await eventBuffer.add({
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eventBuffer.add({
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project_id: 'p6',
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name: 'event2',
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created_at: new Date().toISOString(),
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} as any);
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await eventBuffer.flush();
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expect(await eventBuffer.getBufferSize()).toBe(2);
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// Add screen_view (not counted until flushed)
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await eventBuffer.add({
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eventBuffer.add({
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project_id: 'p6',
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profile_id: 'u6',
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session_id: 'session_6',
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name: 'screen_view',
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created_at: new Date().toISOString(),
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} as any);
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await eventBuffer.flush();
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// Still 2 (screen_view is pending)
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expect(await eventBuffer.getBufferSize()).toBe(2);
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// Add another screen_view (first one gets flushed)
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await eventBuffer.add({
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eventBuffer.add({
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project_id: 'p6',
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profile_id: 'u6',
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session_id: 'session_6',
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name: 'screen_view',
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created_at: new Date(Date.now() + 1000).toISOString(),
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} as any);
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await eventBuffer.flush();
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// Now 3 (2 regular + 1 flushed screen_view)
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expect(await eventBuffer.getBufferSize()).toBe(3);
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@@ -330,8 +343,9 @@ describe('EventBuffer', () => {
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created_at: new Date(Date.now() + 1000).toISOString(),
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} as any;
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await eventBuffer.add(event1);
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await eventBuffer.add(event2);
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eventBuffer.add(event1);
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eventBuffer.add(event2);
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await eventBuffer.flush();
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expect(await eventBuffer.getBufferSize()).toBe(2);
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@@ -361,12 +375,13 @@ describe('EventBuffer', () => {
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// Add 4 events
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for (let i = 0; i < 4; i++) {
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await eb.add({
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eb.add({
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project_id: 'p8',
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name: `event${i}`,
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created_at: new Date(Date.now() + i).toISOString(),
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} as any);
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}
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await eb.flush();
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const insertSpy = vi
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.spyOn(ch, 'insert')
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@@ -396,7 +411,8 @@ describe('EventBuffer', () => {
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created_at: new Date().toISOString(),
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} as any;
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await eventBuffer.add(event);
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eventBuffer.add(event);
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await eventBuffer.flush();
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const count = await eventBuffer.getActiveVisitorCount('p9');
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expect(count).toBeGreaterThanOrEqual(1);
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@@ -439,10 +455,11 @@ describe('EventBuffer', () => {
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created_at: new Date(t0 + 2000).toISOString(),
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} as any;
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await eventBuffer.add(view1a);
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await eventBuffer.add(view2a);
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await eventBuffer.add(view1b); // Flushes view1a
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await eventBuffer.add(view2b); // Flushes view2a
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eventBuffer.add(view1a);
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eventBuffer.add(view2a);
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eventBuffer.add(view1b); // Flushes view1a
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eventBuffer.add(view2b); // Flushes view2a
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await eventBuffer.flush();
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// Should have 2 events in buffer (one from each session)
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expect(await eventBuffer.getBufferSize()).toBe(2);
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@@ -470,7 +487,8 @@ describe('EventBuffer', () => {
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} as any;
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const count1 = await eventBuffer.getBufferSize();
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await eventBuffer.add(view);
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eventBuffer.add(view);
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await eventBuffer.flush();
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// Should go directly to buffer (no session_id)
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const count2 = await eventBuffer.getBufferSize();
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@@ -498,8 +516,9 @@ describe('EventBuffer', () => {
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created_at: new Date(t0 + 1000).toISOString(),
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} as any;
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await eventBuffer.add(view1);
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await eventBuffer.add(view2);
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eventBuffer.add(view1);
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eventBuffer.add(view2);
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await eventBuffer.flush();
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// Both sessions should have their own "last"
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const lastSession1 = await eventBuffer.getLastScreenView({
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@@ -25,8 +25,21 @@ import { BaseBuffer } from './base-buffer';
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* - Retrieve the last screen_view (don't modify it)
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* - Push both screen_view and session_end to buffer
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* 4. Flush: Simply process all events from the list buffer
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*
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* Optimizations:
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* - Micro-batching: Events are buffered locally and flushed every 10ms to reduce Redis round-trips
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* - Batched publishes: All PUBLISH commands are included in the multi pipeline
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* - Simplified active visitor tracking: Only uses ZADD (removed redundant heartbeat SET)
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*/
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// Pending event for local buffer
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interface PendingEvent {
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event: IClickhouseEvent;
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eventJson: string;
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eventWithTimestamp?: string;
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type: 'regular' | 'screen_view' | 'session_end';
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}
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export class EventBuffer extends BaseBuffer {
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// Configurable limits
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private batchSize = process.env.EVENT_BUFFER_BATCH_SIZE
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@@ -36,6 +49,27 @@ export class EventBuffer extends BaseBuffer {
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? Number.parseInt(process.env.EVENT_BUFFER_CHUNK_SIZE, 10)
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: 1000;
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// Micro-batching configuration
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private microBatchIntervalMs = process.env.EVENT_BUFFER_MICRO_BATCH_MS
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? Number.parseInt(process.env.EVENT_BUFFER_MICRO_BATCH_MS, 10)
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: 10; // Flush every 10ms by default
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private microBatchMaxSize = process.env.EVENT_BUFFER_MICRO_BATCH_SIZE
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? Number.parseInt(process.env.EVENT_BUFFER_MICRO_BATCH_SIZE, 10)
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: 100; // Or when we hit 100 events
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// Local event buffer for micro-batching
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private pendingEvents: PendingEvent[] = [];
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private flushTimer: ReturnType<typeof setTimeout> | null = null;
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private isFlushing = false;
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// Throttled publish configuration
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private publishThrottleMs = process.env.EVENT_BUFFER_PUBLISH_THROTTLE_MS
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? Number.parseInt(process.env.EVENT_BUFFER_PUBLISH_THROTTLE_MS, 10)
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: 1000; // Publish at most once per second
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private lastPublishTime = 0;
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private pendingPublishEvent: IClickhouseEvent | null = null;
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private publishTimer: ReturnType<typeof setTimeout> | null = null;
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private activeVisitorsExpiration = 60 * 5; // 5 minutes
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// LIST - Stores all events ready to be flushed
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@@ -190,98 +224,228 @@ return added
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}
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bulkAdd(events: IClickhouseEvent[]) {
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const redis = getRedisCache();
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const multi = redis.multi();
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// Add all events to local buffer - they will be flushed together
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for (const event of events) {
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this.add(event, multi);
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this.add(event);
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}
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return multi.exec();
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}
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/**
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* Add an event into Redis buffer.
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* Add an event into the local buffer for micro-batching.
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*
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* Events are buffered locally and flushed to Redis every microBatchIntervalMs
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* or when microBatchMaxSize is reached. This dramatically reduces Redis round-trips.
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*
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* Logic:
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* - screen_view: Store as "last" for session, flush previous if exists
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* - session_end: Flush last screen_view + session_end
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* - Other events: Add directly to queue
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*/
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async add(event: IClickhouseEvent, _multi?: ReturnType<Redis['multi']>) {
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add(event: IClickhouseEvent, _multi?: ReturnType<Redis['multi']>) {
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const eventJson = JSON.stringify(event);
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// Determine event type and prepare data
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let type: PendingEvent['type'] = 'regular';
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let eventWithTimestamp: string | undefined;
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if (event.session_id && event.name === 'screen_view') {
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type = 'screen_view';
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const timestamp = new Date(event.created_at || Date.now()).getTime();
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eventWithTimestamp = JSON.stringify({
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event: event,
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ts: timestamp,
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});
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} else if (event.session_id && event.name === 'session_end') {
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type = 'session_end';
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}
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const pendingEvent: PendingEvent = {
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event,
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eventJson,
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eventWithTimestamp,
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type,
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};
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// If a multi was provided (legacy bulkAdd pattern), add directly without batching
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if (_multi) {
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this.addToMulti(_multi, pendingEvent);
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return;
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}
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// Add to local buffer for micro-batching
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this.pendingEvents.push(pendingEvent);
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// Check if we should flush immediately due to size
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if (this.pendingEvents.length >= this.microBatchMaxSize) {
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this.flushLocalBuffer();
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return;
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}
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// Schedule flush if not already scheduled
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if (!this.flushTimer) {
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this.flushTimer = setTimeout(() => {
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this.flushTimer = null;
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this.flushLocalBuffer();
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}, this.microBatchIntervalMs);
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}
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}
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/**
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* Add a single pending event to a multi pipeline.
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* Used both for legacy _multi pattern and during batch flush.
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*/
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private addToMulti(multi: ReturnType<Redis['multi']>, pending: PendingEvent) {
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const { event, eventJson, eventWithTimestamp, type } = pending;
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if (type === 'screen_view' && event.session_id) {
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const sessionKey = this.getLastScreenViewKeyBySession(event.session_id);
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const profileKey = event.profile_id
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? this.getLastScreenViewKeyByProfile(event.project_id, event.profile_id)
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: '';
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this.evalScript(
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multi,
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'addScreenView',
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this.addScreenViewScript,
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4,
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sessionKey,
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profileKey,
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this.queueKey,
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this.bufferCounterKey,
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eventWithTimestamp!,
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'3600',
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);
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} else if (type === 'session_end' && event.session_id) {
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const sessionKey = this.getLastScreenViewKeyBySession(event.session_id);
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const profileKey = event.profile_id
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? this.getLastScreenViewKeyByProfile(event.project_id, event.profile_id)
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: '';
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this.evalScript(
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multi,
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'addSessionEnd',
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this.addSessionEndScript,
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4,
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sessionKey,
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profileKey,
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this.queueKey,
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this.bufferCounterKey,
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eventJson,
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);
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} else {
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// Regular events go directly to queue
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multi.rpush(this.queueKey, eventJson).incr(this.bufferCounterKey);
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}
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// Active visitor tracking (simplified - only ZADD, no redundant SET)
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if (event.profile_id) {
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this.incrementActiveVisitorCount(
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multi,
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event.project_id,
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event.profile_id,
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);
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}
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}
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/**
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* Force flush all pending events from local buffer to Redis immediately.
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* Useful for testing or when you need to ensure all events are persisted.
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*/
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public async flush() {
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// Clear any pending timer
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if (this.flushTimer) {
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clearTimeout(this.flushTimer);
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this.flushTimer = null;
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}
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await this.flushLocalBuffer();
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}
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/**
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* Flush all pending events from local buffer to Redis in a single pipeline.
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* This is the core optimization - batching many events into one round-trip.
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*/
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private async flushLocalBuffer() {
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if (this.isFlushing || this.pendingEvents.length === 0) {
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return;
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}
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this.isFlushing = true;
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// Grab current pending events and clear buffer
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const eventsToFlush = this.pendingEvents;
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this.pendingEvents = [];
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try {
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const redis = getRedisCache();
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const eventJson = JSON.stringify(event);
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const multi = _multi || redis.multi();
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const multi = redis.multi();
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if (event.session_id && event.name === 'screen_view') {
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// Handle screen_view
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const sessionKey = this.getLastScreenViewKeyBySession(event.session_id);
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const profileKey = event.profile_id
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||||
? this.getLastScreenViewKeyByProfile(
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event.project_id,
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event.profile_id,
|
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)
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: '';
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const timestamp = new Date(event.created_at || Date.now()).getTime();
|
||||
|
||||
// Combine event and timestamp into single JSON for atomic operations
|
||||
const eventWithTimestamp = JSON.stringify({
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event: event,
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||||
ts: timestamp,
|
||||
});
|
||||
|
||||
this.evalScript(
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||||
multi,
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||||
'addScreenView',
|
||||
this.addScreenViewScript,
|
||||
4,
|
||||
sessionKey,
|
||||
profileKey,
|
||||
this.queueKey,
|
||||
this.bufferCounterKey,
|
||||
eventWithTimestamp,
|
||||
'3600', // 1 hour TTL
|
||||
);
|
||||
} else if (event.session_id && event.name === 'session_end') {
|
||||
// Handle session_end
|
||||
const sessionKey = this.getLastScreenViewKeyBySession(event.session_id);
|
||||
const profileKey = event.profile_id
|
||||
? this.getLastScreenViewKeyByProfile(
|
||||
event.project_id,
|
||||
event.profile_id,
|
||||
)
|
||||
: '';
|
||||
|
||||
this.evalScript(
|
||||
multi,
|
||||
'addSessionEnd',
|
||||
this.addSessionEndScript,
|
||||
4,
|
||||
sessionKey,
|
||||
profileKey,
|
||||
this.queueKey,
|
||||
this.bufferCounterKey,
|
||||
eventJson,
|
||||
);
|
||||
} else {
|
||||
// All other events go directly to queue
|
||||
multi.rpush(this.queueKey, eventJson).incr(this.bufferCounterKey);
|
||||
// Add all events to the pipeline
|
||||
for (const pending of eventsToFlush) {
|
||||
this.addToMulti(multi, pending);
|
||||
}
|
||||
|
||||
if (event.profile_id) {
|
||||
this.incrementActiveVisitorCount(
|
||||
multi,
|
||||
event.project_id,
|
||||
event.profile_id,
|
||||
);
|
||||
}
|
||||
await multi.exec();
|
||||
|
||||
if (!_multi) {
|
||||
await multi.exec();
|
||||
// Throttled publish - just signal that events were received
|
||||
// Store the last event for publishing (we only need one to signal activity)
|
||||
const lastEvent = eventsToFlush[eventsToFlush.length - 1];
|
||||
if (lastEvent) {
|
||||
this.scheduleThrottledPublish(lastEvent.event);
|
||||
}
|
||||
|
||||
await publishEvent('events', 'received', transformEvent(event));
|
||||
} catch (error) {
|
||||
this.logger.error('Failed to add event to Redis buffer', { error });
|
||||
this.logger.error('Failed to flush local buffer to Redis', {
|
||||
error,
|
||||
eventCount: eventsToFlush.length,
|
||||
});
|
||||
} finally {
|
||||
this.isFlushing = false;
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Throttled publish - publishes at most once per publishThrottleMs.
|
||||
* Instead of publishing every event, we just signal that events were received.
|
||||
* This reduces pub/sub load from 3000/s to 1/s.
|
||||
*/
|
||||
private scheduleThrottledPublish(event: IClickhouseEvent) {
|
||||
// Always keep the latest event
|
||||
this.pendingPublishEvent = event;
|
||||
|
||||
const now = Date.now();
|
||||
const timeSinceLastPublish = now - this.lastPublishTime;
|
||||
|
||||
// If enough time has passed, publish immediately
|
||||
if (timeSinceLastPublish >= this.publishThrottleMs) {
|
||||
this.executeThrottledPublish();
|
||||
return;
|
||||
}
|
||||
|
||||
// Otherwise, schedule a publish if not already scheduled
|
||||
if (!this.publishTimer) {
|
||||
const delay = this.publishThrottleMs - timeSinceLastPublish;
|
||||
this.publishTimer = setTimeout(() => {
|
||||
this.publishTimer = null;
|
||||
this.executeThrottledPublish();
|
||||
}, delay);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Execute the throttled publish with the latest pending event.
|
||||
*/
|
||||
private executeThrottledPublish() {
|
||||
if (!this.pendingPublishEvent) {
|
||||
return;
|
||||
}
|
||||
|
||||
const event = this.pendingPublishEvent;
|
||||
this.pendingPublishEvent = null;
|
||||
this.lastPublishTime = Date.now();
|
||||
|
||||
// Fire-and-forget publish (no multi = returns Promise)
|
||||
const result = publishEvent('events', 'received', transformEvent(event));
|
||||
if (result instanceof Promise) {
|
||||
result.catch(() => {});
|
||||
}
|
||||
}
|
||||
|
||||
@@ -440,18 +604,22 @@ return added
|
||||
});
|
||||
}
|
||||
|
||||
private async incrementActiveVisitorCount(
|
||||
/**
|
||||
* Track active visitors using ZADD only.
|
||||
*
|
||||
* Optimization: Removed redundant heartbeat SET key.
|
||||
* The ZADD score (timestamp) already tracks when a visitor was last seen.
|
||||
* We use ZRANGEBYSCORE in getActiveVisitorCount to filter active visitors.
|
||||
*/
|
||||
private incrementActiveVisitorCount(
|
||||
multi: ReturnType<Redis['multi']>,
|
||||
projectId: string,
|
||||
profileId: string,
|
||||
) {
|
||||
// Track active visitors and emit expiry events when inactive for TTL
|
||||
const now = Date.now();
|
||||
const zsetKey = `live:visitors:${projectId}`;
|
||||
const heartbeatKey = `live:visitor:${projectId}:${profileId}`;
|
||||
return multi
|
||||
.zadd(zsetKey, now, profileId)
|
||||
.set(heartbeatKey, '1', 'EX', this.activeVisitorsExpiration);
|
||||
// Only ZADD - the score is the timestamp, no need for separate heartbeat key
|
||||
return multi.zadd(zsetKey, now, profileId);
|
||||
}
|
||||
|
||||
public async getActiveVisitorCount(projectId: string): Promise<number> {
|
||||
|
||||
Reference in New Issue
Block a user