Why am I getting rate limit errors (429) with W&B Inference?

Rate limit errors (429) occur when you exceed concurrency limits.

Error: “Concurrency limit reached for requests”

Solution:

• Reduce the number of parallel requests
• Add delays between requests
• Implement exponential backoff
• Note: Rate limits apply per W&B project

Best practices to avoid rate limits

1. Implement retry logic with exponential backoff:

   import time
   
   def retry_with_backoff(func, max_retries=3):
       for i in range(max_retries):
           try:
               return func()
           except Exception as e:
               if "429" in str(e) and i < max_retries - 1:
                   time.sleep(2 ** i)
               else:
                   raise
   

2. Use batch processing instead of parallel requests

3. Monitor your usage in the W&B Billing page

Default spending caps

• Pro accounts: $6,000/month
• Enterprise accounts: $700,000/year

Contact your account executive or support to adjust limits.

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Inference