#[macro_use] extern crate criterion; use criterion::{black_box, Criterion}; use rust_bert::pipelines::summarization::{SummarizationConfig, SummarizationModel}; use std::time::{Duration, Instant}; use tch::Device; fn create_summarization_model() -> SummarizationModel { let config = SummarizationConfig { device: Device::cuda_if_available(), ..Default::default() }; SummarizationModel::new(config).unwrap() } fn summarization_forward_pass(iters: u64, model: &SummarizationModel, data: &[&str]) -> Duration { let mut duration = Duration::new(0, 0); for _i in 0..iters { let start = Instant::now(); let _ = model.summarize(data); duration = duration.checked_add(start.elapsed()).unwrap(); } duration } fn summarization_load_model(iters: u64) -> Duration { let mut duration = Duration::new(0, 0); for _i in 0..iters { let start = Instant::now(); let config = SummarizationConfig { device: Device::cuda_if_available(), ..Default::default() }; let _ = SummarizationModel::new(config).unwrap(); duration = duration.checked_add(start.elapsed()).unwrap(); } duration } fn bench_squad(c: &mut Criterion) { // Set-up summarization model let model = create_summarization_model(); // Define input let input = ["In findings published Tuesday in Cornell University's arXiv by a team of scientists \ from the University of Montreal and a separate report published Wednesday in Nature Astronomy by a team \ from University College London (UCL), the presence of water vapour was confirmed in the atmosphere of K2-18b, \ a planet circling a star in the constellation Leo. This is the first such discovery in a planet in its star's \ habitable zone — not too hot and not too cold for liquid water to exist. The Montreal team, led by Björn Benneke, \ used data from the NASA's Hubble telescope to assess changes in the light coming from K2-18b's star as the planet \ passed between it and Earth. They found that certain wavelengths of light, which are usually absorbed by water, \ weakened when the planet was in the way, indicating not only does K2-18b have an atmosphere, but the atmosphere \ contains water in vapour form. The team from UCL then analyzed the Montreal team's data using their own software \ and confirmed their conclusion. This was not the first time scientists have found signs of water on an exoplanet, \ but previous discoveries were made on planets with high temperatures or other pronounced differences from Earth. \ \"This is the first potentially habitable planet where the temperature is right and where we now know there is water,\" \ said UCL astronomer Angelos Tsiaras. \"It's the best candidate for habitability right now.\" \"It's a good sign\", \ said Ryan Cloutier of the Harvard–Smithsonian Center for Astrophysics, who was not one of either study's authors. \ \"Overall,\" he continued, \"the presence of water in its atmosphere certainly improves the prospect of K2-18b being \ a potentially habitable planet, but further observations will be required to say for sure. \" \ K2-18b was first identified in 2015 by the Kepler space telescope. It is about 110 light-years from Earth and larger \ but less dense. Its star, a red dwarf, is cooler than the Sun, but the planet's orbit is much closer, such that a year \ on K2-18b lasts 33 Earth days. According to The Guardian, astronomers were optimistic that NASA's James Webb space \ telescope — scheduled for launch in 2021 — and the European Space Agency's 2028 ARIEL program, could reveal more \ about exoplanets like K2-18b."]; // (New sample credits: [WikiNews](https://en.wikinews.org/wiki/Astronomers_find_water_vapour_in_atmosphere_of_exoplanet_K2-18b)) c.bench_function("Summarization forward pass", |b| { b.iter_custom(|iters| black_box(summarization_forward_pass(iters, &model, &input))) }); c.bench_function("Load model", |b| { b.iter_custom(|iters| black_box(summarization_load_model(iters))) }); } criterion_group! { name = benches; config = Criterion::default().sample_size(10); targets = bench_squad } criterion_main!(benches);