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The Instruments of LLM training — a native macOS cockpit for Forge. Train language models from scratch on Apple Silicon without a terminal.

Swift 95.7% Shell 4.3%
576 B · 19 lines swift
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1// Author: Simon-Pierre Boucher — contact@spboucher.ai2//3// One row of log.csv (RESEARCH.md §3). valLoss is nil when the CSV holds4// the -1 sentinel; elapsedS is nil for pre-elapsed_s runs (6-column header).5import Foundation67struct MetricPoint: Equatable, Sendable {8    var step: Int9    var trainLoss: Double10    var lr: Double11    var gradNorm: Double12    var tokensPerSec: Double13    var valLoss: Double?14    var elapsedS: Double?1516    var tokensSeen: (Int) -> Int { { tokensPerStep in (step + 1) * tokensPerStep } }17    var perplexity: Double { exp(trainLoss) }18}19