# The kernel sets to time each model with: the fastest rerun, and any within 10% of it, so that a close call is settled each time.
# Written by `lingua_franca benchmark --all-kernels`; each note gives the reruns measured.
atomica/hiv_dyn: [rust] # Rust 0.34 ms, Numba 2.3 ms, JAX 2.3 ms, JAX on a GPU 3.9 ms
atomica/sir: [rust] # Rust 0.17 ms, JAX 0.4 ms, Numba 0.96 ms, JAX on a GPU 2 ms
camdl/sir: [rust] # Rust 0.22 ms, JAX 0.44 ms, Numba 0.93 ms, JAX on a GPU 7.8 ms
camdl/stratified: [rust] # Rust 0.46 ms, JAX 2.3 ms, Numba 3.7 ms, JAX on a GPU 34 ms
emulsion/quickstart: [rust, numba] # Rust 210 ms, Numba 210 ms
emulsion/sir: [rust] # Rust 0.18 ms, Numba 0.77 ms
epidemics/seasonal_scenarios: [rust] # Rust 47 ms, Numba 52 ms, JAX 52 ms, JAX on a GPU 110 ms
epidemics/seirv: [jax] # JAX 0.98 ms, Rust 1.3 ms, Numba 2.1 ms, JAX on a GPU 62 ms
epimodel/hiv: [numba, rust] # Numba 2 s, Rust 2 s
epimodel/sis-network: [rust] # Rust 320 ms, Numba 370 ms
epipack/siarx_tracing: [rust, numba] # Rust 1.1 s, Numba 1.2 s
epipack/sirs: [rust] # Rust 0.22 ms, Numba 0.4 ms, JAX 0.46 ms, JAX on a GPU 6.3 ms
epydemix/covid19: [rust] # Rust 1.2 ms, JAX on a GPU 2.6 ms, Numba 2.7 ms, JAX 2.8 ms
epydemix/sir_kenya: [rust] # Rust 0.3 ms, Numba 2.6 ms
flepimop/seir_2pop: [rust] # Rust 0.36 ms, JAX 0.5 ms, Numba 1.2 ms, JAX on a GPU 9.5 ms
flepimop/vaccine_scenarios: [jax, rust, numba] # JAX 350 ms, Rust 350 ms, Numba 350 ms, JAX on a GPU 670 ms
laser/england_wales: [rust] # Rust 12 s, Numba 13 s
laser/hub_spoke_seir: [rust, numba] # Rust 620 ms, Numba 640 ms
measles_metapop/seir_districts: [rust] # Rust 410 ms, Numba 560 ms
memilio/secir: [rust] # Rust 0.37 ms, JAX 0.62 ms, Numba 1.6 ms, JAX on a GPU 12 ms
memilio/secir_ageres: [rust] # Rust 0.49 ms, Numba 1.5 ms, JAX 2.1 ms, JAX on a GPU 11 ms
odin/seir_array: [rust] # Rust 2.9 ms, Numba 5.6 ms, JAX 23 ms, JAX on a GPU 97 ms
odin/stochastic_sir_arrays: [rust] # Rust 0.85 ms, Numba 19 ms
pandemic_simulator/ebola_legrand: [rust] # Rust 1.4 ms, JAX 1.7 ms, Numba 2.3 ms
pandemic_simulator/sir_reactive: [rust] # Rust 0.34 ms, JAX 0.53 ms, Numba 0.86 ms
siminf/sir_herds: [rust] # Rust 140 ms, Numba 310 ms
siminf/sise3: [rust] # Rust 520 ms, Numba 1.2 s
summer2/seir-age-clinical: [rust] # Rust 0.48 ms, Numba 1.3 ms, JAX 2.3 ms, JAX on a GPU 22 ms
summer2/sir-age-location: [rust] # Rust 0.34 ms, JAX 0.56 ms, Numba 1.2 ms, JAX on a GPU 18 ms