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TrueFoundry: Inference Timeout / Model Loading Error

Current Status: Operational
Last checked: 4m ago

What We're Seeing Right Now

No recent issues reported. If you're experiencing problems with TrueFoundry, report below to help the community.

What is this error?

When TrueFoundry inference times out, the model took too long to load, initialize, or generate a response. Large models can have cold start times of 30-120 seconds, and inference itself can timeout under load.

Error Signatures

Inference timeoutModel loadingCold start504 Gateway TimeoutRequest timed outModel initialization failedPrediction timed outWorker not ready

Common Causes

  • Cold start โ€” model loading into GPU memory
  • Model is too large for allocated resources
  • Input is too large or complex
  • Infrastructure overloaded
  • TrueFoundry inference endpoint is degraded

โœ“ How to Fix It

  1. Increase timeout values in your client
  2. Use a smaller model variant if available
  3. Keep the endpoint warm with periodic requests
  4. Check if auto-scaling is configured
  5. Reduce input size
  6. Check this page for infrastructure issues

Live Signals

Service Components
TrueFoundry Web
Operational

Recent Incidents

No incidents in the past 30 days

Frequently Asked Questions

Why is TrueFoundry inference timing out?
Large models have cold starts (30-120s). If timeouts persist, the model may need more resources or TrueFoundry may be overloaded.
How do I reduce TrueFoundry cold start time?
Keep endpoints warm, use smaller models, or use TrueFoundry's dedicated/reserved infrastructure.
Is TrueFoundry inference slow for everyone?
Check community reports below for real-time performance feedback.

Related Pages

๐Ÿ“Š TrueFoundry Status Dashboardโ“ Is TrueFoundry Down?
Other TrueFoundry issues:
๐Ÿ” All Infrastructure Services