Implement an IsoFLOP analysis: from loss curves at several fixed-FLOP budgets, extract the

Super-hard

Implement an IsoFLOP analysis: from loss curves at several fixed-FLOP budgets, extract the compute-optimal frontier and $N^{\star}(C)$ $D^{\star}(C)$

Target interface

synth_isoflop(C, Ns, coeffs=(1.69, 406.4, 410.7, 0.34, 0.28), noise=0.0, rng=None)

Implement the function/class skeleton in the editor. Any correct approach is accepted.

Hints0 / 2

Reference solution

Your own code stays in the editor.

import numpy as np def synth_isoflop(C, Ns, coeffs=(1.69, 406.4, 410.7, 0.34, 0.28), noise=0.0, rng=None): raise NotImplementedError def isoflop_minimum(Ns, losses): raise NotImplementedError def fit_frontier(Cs, N_stars, D_stars): raise NotImplementedError def run_isoflop_analysis(Cs, N_range, seed=0): raise NotImplementedError