Post
520
Loss Curve Forecaster — Predict Where Your Training Is Heading
dejanseo/loss-target-estimator
Ever stared at a loss curve wondering:
- How many more hours until I hit my target loss?
- What will my loss be if I train for 10 more hours?
- Is this thing ever going to converge?
I built a tool to answer these questions.
Upload a WandB CSV export and get instant predictions using power law curve fitting — the same dynamics that govern LLM training scaling laws.
What you get:
Asymptote prediction (your loss floor)
Time-to-target estimates
Progress percentage toward convergence
Dual-axis chart showing both wall time and steps
Tip: Export from WandB with Wall Time as the X-axis to see both time and steps on the chart.
https://dejan.ai/tools/loss-estimator/
dejanseo/loss-target-estimator
Ever stared at a loss curve wondering:
- How many more hours until I hit my target loss?
- What will my loss be if I train for 10 more hours?
- Is this thing ever going to converge?
I built a tool to answer these questions.
Upload a WandB CSV export and get instant predictions using power law curve fitting — the same dynamics that govern LLM training scaling laws.
What you get:
Asymptote prediction (your loss floor)
Time-to-target estimates
Progress percentage toward convergence
Dual-axis chart showing both wall time and steps
Tip: Export from WandB with Wall Time as the X-axis to see both time and steps on the chart.
https://dejan.ai/tools/loss-estimator/