rust-bert/examples/translation_t5.rs
sftse e297f395af
Make generics less generic. (#189)
* Make generics less generic.

Fix examples, tests and docs.

* Address outstanding issues

* Take less ownership where possible

* Fixup some clippy warnings

* Updated tokenizer crate version

Co-authored-by: Guillaume Becquin <guillaume.becquin@gmail.com>
2021-11-07 09:42:56 +01:00

68 lines
2.5 KiB
Rust

// Copyright 2018 Mesh TensorFlow authors, T5 Authors and HuggingFace Inc. team.
// Copyright 2020 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::translation::{Language, TranslationConfig, TranslationModel};
use rust_bert::resources::{RemoteResource, Resource};
use rust_bert::t5::{T5ConfigResources, T5ModelResources, T5VocabResources};
use tch::Device;
fn main() -> anyhow::Result<()> {
let model_resource =
Resource::Remote(RemoteResource::from_pretrained(T5ModelResources::T5_BASE));
let config_resource =
Resource::Remote(RemoteResource::from_pretrained(T5ConfigResources::T5_BASE));
let vocab_resource =
Resource::Remote(RemoteResource::from_pretrained(T5VocabResources::T5_BASE));
let merges_resource =
Resource::Remote(RemoteResource::from_pretrained(T5VocabResources::T5_BASE));
let source_languages = [
Language::English,
Language::French,
Language::German,
Language::Romanian,
];
let target_languages = [
Language::English,
Language::French,
Language::German,
Language::Romanian,
];
let translation_config = TranslationConfig::new(
ModelType::T5,
model_resource,
config_resource,
vocab_resource,
merges_resource,
source_languages,
target_languages,
Device::cuda_if_available(),
);
let model = TranslationModel::new(translation_config)?;
let source_sentence = "This sentence will be translated in multiple languages.";
let mut outputs = Vec::new();
outputs.extend(model.translate(&[source_sentence], Language::English, Language::French)?);
outputs.extend(model.translate(&[source_sentence], Language::English, Language::German)?);
outputs.extend(model.translate(&[source_sentence], Language::English, Language::Romanian)?);
for sentence in outputs {
println!("{}", sentence);
}
Ok(())
}