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Token Budget
Token Budget Calculator
Calculate training steps from dataset size, or estimate recommended token targets from model size.
TOKEN CALCULATION
Dataset Records
Avg Tokens per Record
Epochs
Sequence Length
Micro Batch Size
Grad Accumulation
GPU Count
Calculate
TOKEN TARGET ESTIMATE (from model size)
Model Size (B parameters)
Heuristic
Standard (Chinchilla-optimal, 20×)
Data-limited (10×)
Compute-limited (40×)
Aggressive scaling (100×)
Estimate Budget