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Utilities

Small interactive tools I've generated for my own use.

ls /tx/utils/
  • GPU
    Transformer GPU Memory Calculator

    Estimate parameter count and weight memory for a GPT-style decoder-only transformer. Pick a historical preset or dial in layers, hidden size, precision, and GQA.

    model.size()
  • TOK
    LLM Training Data Calculator

    If your model has N parameters, how much text does it need? Quick estimates using Chinchilla-optimal and legacy GPT-2 era scaling ratios.

    data.tokens(N)
Each utility is a standalone static page under /tx/utils/.
© 2026 Cody Collier