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Description
Overview
While Tier 3 provides higher rate limits (5,000 RPM, 80,000 TPM), we still need robust error handling to gracefully manage rate limit errors and provide a smooth user experience during high usage periods.
Current Rate Limits (Tier 3)
- Requests per minute: 5,000
- Tokens per minute: 80,000
- Requests per day: 10,000+
Requirements
-
Automatic Retry Logic
- Exponential backoff for rate limit errors (429)
- Maximum retry attempts configuration
- Jitter to prevent thundering herd
-
Queue Management
- Queue video processing requests when approaching limits
- Priority queue for different request types
- User feedback during queued states
-
Rate Limit Tracking
- Track current usage against limits
- Predictive throttling before hitting limits
- Different strategies for different endpoints
-
User Experience
- Clear messaging when processing is delayed
- Progress indicators for queued requests
- Graceful degradation options
Implementation Tasks
- Add rate limit error detection in
openai.ts - Implement exponential backoff with jitter
- Create request queue system for video processing
- Add rate limit headers parsing
- Implement circuit breaker pattern for repeated failures
- Add user-facing status messages
- Create fallback strategies (e.g., process fewer frames)
- Add monitoring/alerting for rate limit approaches
Code Examples
// Example retry logic
async function withRetry<T>(
fn: () => Promise<T>,
maxRetries = 3,
baseDelay = 1000
): Promise<T> {
for (let i = 0; i < maxRetries; i++) {
try {
return await fn();
} catch (error) {
if (error.status === 429 && i < maxRetries - 1) {
const delay = baseDelay * Math.pow(2, i) + Math.random() * 1000;
await new Promise(resolve => setTimeout(resolve, delay));
} else {
throw error;
}
}
}
}Success Criteria
- No failed requests due to rate limits during normal usage
- Graceful handling of traffic spikes
- Clear user communication during delays
- Monitoring visibility into rate limit usage
Related Files
src/lib/openai.ts- OpenAI API callssrc/lib/ai.ts- AI service routersrc/hooks/useVideoProcessor.ts- Video processing logic
Priority
High - Critical for production reliability and user experience
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