mirror of
https://github.com/guillaume-be/rust-bert.git
synced 2024-09-11 12:55:34 +03:00
78 lines
4.5 KiB
Rust
78 lines
4.5 KiB
Rust
// Copyright 2019-present, the HuggingFace Inc. team, The Google AI Language Team and Facebook, Inc.
|
||
// Copyright 2019 Guillaume Becquin
|
||
// Licensed under the Apache License, Version 2.0 (the "License");
|
||
// you may not use this file except in compliance with the License.
|
||
// You may obtain a copy of the License at
|
||
// http://www.apache.org/licenses/LICENSE-2.0
|
||
// Unless required by applicable law or agreed to in writing, software
|
||
// distributed under the License is distributed on an "AS IS" BASIS,
|
||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||
// See the License for the specific language governing permissions and
|
||
// limitations under the License.
|
||
|
||
extern crate anyhow;
|
||
|
||
use rust_bert::pipelines::common::ModelType;
|
||
use rust_bert::pipelines::summarization::{SummarizationConfig, SummarizationModel};
|
||
use rust_bert::prophetnet::{
|
||
ProphetNetConfigResources, ProphetNetModelResources, ProphetNetVocabResources,
|
||
};
|
||
use rust_bert::resources::{RemoteResource, Resource};
|
||
use tch::Device;
|
||
|
||
fn main() -> anyhow::Result<()> {
|
||
let config_resource = Resource::Remote(RemoteResource::from_pretrained(
|
||
ProphetNetConfigResources::PROPHETNET_LARGE_CNN_DM,
|
||
));
|
||
let vocab_resource = Resource::Remote(RemoteResource::from_pretrained(
|
||
ProphetNetVocabResources::PROPHETNET_LARGE_CNN_DM,
|
||
));
|
||
let weights_resource = Resource::Remote(RemoteResource::from_pretrained(
|
||
ProphetNetModelResources::PROPHETNET_LARGE_CNN_DM,
|
||
));
|
||
|
||
let summarization_config = SummarizationConfig {
|
||
model_type: ModelType::ProphetNet,
|
||
model_resource: weights_resource,
|
||
config_resource,
|
||
vocab_resource: vocab_resource.clone(),
|
||
merges_resource: vocab_resource,
|
||
length_penalty: 1.2,
|
||
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."];
|
||
|
||
// Credits: WikiNews, CC BY 2.5 license (https://en.wikinews.org/wiki/Astronomers_find_water_vapour_in_atmosphere_of_exoplanet_K2-18b)
|
||
let _output = summarization_model.summarize(&input);
|
||
for sentence in _output {
|
||
println!("{}", sentence);
|
||
}
|
||
|
||
Ok(())
|
||
}
|