use rust_bert::pipelines::summarization::{SummarizationConfig, SummarizationModel};
use rust_bert::pegasus::{PegasusConfigResources, PegasusModelResources, PegasusVocabResources};
use rust_bert::pipelines::common::{ModelResource, ModelType};
use rust_bert::resources::RemoteResource;
use tch::Device;
#[test]
fn pegasus_summarization_greedy() -> anyhow::Result<()> {
let config_resource = Box::new(RemoteResource::from_pretrained(
PegasusConfigResources::CNN_DAILYMAIL,
));
let vocab_resource = Box::new(RemoteResource::from_pretrained(
PegasusVocabResources::CNN_DAILYMAIL,
));
let model_resource = Box::new(RemoteResource::from_pretrained(
PegasusModelResources::CNN_DAILYMAIL,
));
let summarization_config = SummarizationConfig {
model_type: ModelType::Pegasus,
model_resource: ModelResource::Torch(model_resource),
config_resource,
vocab_resource,
merges_resource: None,
num_beams: 4,
no_repeat_ngram_size: 3,
device: Device::cuda_if_available(),
..Default::default()
};
let summarization_model = SummarizationModel::new(summarization_config)?;
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."];
let output = summarization_model.summarize(&input)?;
assert_eq!(output.len(), 1);
assert_eq!(
output[0],
" Scientists have confirmed the presence of water vapour in the atmosphere of K2-18b.\
<n>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.\
<n>\"It's the best candidate for habitability right now,\" said UCL astronomer Angelos Tsiaras."
);
Ok(())
}