mirror of
https://github.com/guillaume-be/rust-bert.git
synced 2024-09-11 12:55:34 +03:00
67 lines
2.4 KiB
Rust
67 lines
2.4 KiB
Rust
// Copyright 2018 Google AI and Google Brain team.
|
|
// Copyright 2018 Carnegie Mellon University Authors.
|
|
// Copyright 2020-present, the 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::gpt_neo::{
|
|
GptNeoConfigResources, GptNeoMergesResources, GptNeoModelResources, GptNeoVocabResources,
|
|
};
|
|
use rust_bert::pipelines::common::ModelType;
|
|
use rust_bert::pipelines::text_generation::{TextGenerationConfig, TextGenerationModel};
|
|
use rust_bert::resources::{RemoteResource, Resource};
|
|
use tch::Device;
|
|
|
|
fn main() -> anyhow::Result<()> {
|
|
// Set-up model resources
|
|
let config_resource = Resource::Remote(RemoteResource::from_pretrained(
|
|
GptNeoConfigResources::GPT_NEO_125M,
|
|
));
|
|
let vocab_resource = Resource::Remote(RemoteResource::from_pretrained(
|
|
GptNeoVocabResources::GPT_NEO_125M,
|
|
));
|
|
let merges_resource = Resource::Remote(RemoteResource::from_pretrained(
|
|
GptNeoMergesResources::GPT_NEO_125M,
|
|
));
|
|
let model_resource = Resource::Remote(RemoteResource::from_pretrained(
|
|
GptNeoModelResources::GPT_NEO_125M,
|
|
));
|
|
let generate_config = TextGenerationConfig {
|
|
model_type: ModelType::GPTNeo,
|
|
model_resource,
|
|
config_resource,
|
|
vocab_resource,
|
|
merges_resource,
|
|
min_length: 10,
|
|
max_length: 32,
|
|
do_sample: false,
|
|
early_stopping: true,
|
|
num_beams: 4,
|
|
num_return_sequences: 1,
|
|
device: Device::Cpu,
|
|
..Default::default()
|
|
};
|
|
|
|
let mut model = TextGenerationModel::new(generate_config)?;
|
|
model.set_device(Device::cuda_if_available());
|
|
|
|
let input_context_1 = "It was a very nice and sunny";
|
|
let input_context_2 = "It was a gloom winter night, and";
|
|
let output = model.generate(&[input_context_1, input_context_2], None);
|
|
|
|
for sentence in output {
|
|
println!("{}", sentence);
|
|
}
|
|
Ok(())
|
|
}
|