T5 Base En Generate Headline

🚀 文章標題生成模型

本模型基於包含50萬篇帶標題文章的數據集進行訓練，其主要功能是為給定的文章生成合適的單行標題。

🚀 快速開始

安裝指南

由於文檔未提及安裝步驟，此處跳過。

使用示例

基礎用法

import torch
from transformers import T5ForConditionalGeneration,T5Tokenizer

device = torch.device("cuda" if torch.cuda.is_available() else "cpu")

model = T5ForConditionalGeneration.from_pretrained("Michau/t5-base-en-generate-headline")
tokenizer = T5Tokenizer.from_pretrained("Michau/t5-base-en-generate-headline")
model = model.to(device)

article = '''
Very early yesterday morning, the United States President Donald Trump reported he and his wife First Lady Melania Trump tested positive for COVID-19. Officials said the Trumps' 14-year-old son Barron tested negative as did First Family and Senior Advisors Jared Kushner and Ivanka Trump.
Trump took to social media, posting at 12:54 am local time (0454 UTC) on Twitter, "Tonight, [Melania] and I tested positive for COVID-19. We will begin our quarantine and recovery process immediately. We will get through this TOGETHER!" Yesterday afternoon Marine One landed on the White House's South Lawn flying Trump to Walter Reed National Military Medical Center (WRNMMC) in Bethesda, Maryland.
Reports said both were showing "mild symptoms". Senior administration officials were tested as people were informed of the positive test. Senior advisor Hope Hicks had tested positive on Thursday.
Presidential physician Sean Conley issued a statement saying Trump has been given zinc, vitamin D, Pepcid and a daily Aspirin. Conley also gave a single dose of the experimental polyclonal antibodies drug from Regeneron Pharmaceuticals.
According to official statements, Trump, now operating from the WRNMMC, is to continue performing his duties as president during a 14-day quarantine. In the event of Trump becoming incapacitated, Vice President Mike Pence could take over the duties of president via the 25th Amendment of the US Constitution. The Pence family all tested negative as of yesterday and there were no changes regarding Pence's campaign events.
'''

text =  "headline: " + article

max_len = 256

encoding = tokenizer.encode_plus(text, return_tensors = "pt")
input_ids = encoding["input_ids"].to(device)
attention_masks = encoding["attention_mask"].to(device)

beam_outputs = model.generate(
    input_ids = input_ids,
    attention_mask = attention_masks,
    max_length = 64,
    num_beams = 3,
    early_stopping = True,
)

result = tokenizer.decode(beam_outputs[0])
print(result)

運行上述代碼後，輸出結果如下：

Trump and First Lady Melania Test Positive for COVID-19

技術細節

由於文檔未提供具體的技術實現細節（少於50字），此處跳過。

許可證

由於文檔未提及許可證信息，此處跳過。