metadata
license: mit
pipeline_tag: summarization
widget:
- text: >-
Now, there is no doubt that one of the most important aspects of any Pixel
phone is its camera. And there might be good news for all camera lovers.
Rumours have suggested that the Pixel 9 could come with a telephoto lens,
improving its photography capabilities even further. Google will likely
continue to focus on using AI to enhance its camera performance, in order
to make sure that Pixel phones remain top contenders in the world of
mobile photography.
- text: >-
Elon Reeve Musk (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a businessman and
investor. He is the founder, chairman, CEO, and CTO of SpaceX; angel
investor, CEO, product architect, and former chairman of Tesla, Inc.;
owner, executive chairman, and CTO of X Corp.; founder of the Boring
Company and xAI; co-founder of Neuralink and OpenAI; and president of the
Musk Foundation. He is one of the wealthiest people in the world, with an
estimated net worth of US$190 billion as of March 2024, according to the
Bloomberg Billionaires Index, and $195 billion according to Forbes,
primarily from his ownership stakes in Tesla and SpaceX.[5][6]
A member of the wealthy South African Musk family, Elon was born in
Pretoria and briefly attended the University of Pretoria before
immigrating to Canada at age 18, acquiring citizenship through his
Canadian-born mother. Two years later, he matriculated at Queen University
at Kingston in Canada. Musk later transferred to the University of
Pennsylvania, and received bachelor degrees in economics and physics. He
moved to California in 1995 to attend Stanford University, but dropped out
after two days and, with his brother Kimbal, co-founded online city guide
software company Zip2. The startup was acquired by Compaq for $307 million
in 1999, and that same year Musk co-founded X.com, a direct bank. X.com
merged with Confinity in 2000 to form PayPal.
In October 2002, eBay acquired PayPal for $1.5 billion, and that same
year, with $100 million of the money he made, Musk founded SpaceX, a
spaceflight services company. In 2004, he became an early investor in
electric vehicle manufacturer Tesla Motors, Inc. (now Tesla, Inc.). He
became its chairman and product architect, assuming the position of CEO in
2008. In 2006, Musk helped create SolarCity, a solar-energy company that
was acquired by Tesla in 2016 and became Tesla Energy. In 2013, he
proposed a hyperloop high-speed vactrain transportation system. In 2015,
he co-founded OpenAI, a nonprofit artificial intelligence research
company. The following year, Musk co-founded Neuralink—a neurotechnology
company developing brain–computer interfaces—and the Boring Company, a
tunnel construction company. In 2022, he acquired Twitter for $44 billion.
He subsequently merged the company into newly created X Corp. and
rebranded the service as X the following year. In March 2023, he founded
xAI, an artificial intelligence company.
Musk has expressed views that have made him a polarizing figure.[7] He has
been criticized for making unscientific and misleading statements,
including COVID-19 misinformation and antisemitic conspiracy
theories.[7][8][9][10] His ownership of Twitter has been similarly
controversial, being marked by the laying off of a large number of
employees, an increase in hate speech and misinformation and
disinformation on the website, as well as changes to Twitter Blue
verification. In 2018, the U.S. Securities and Exchange Commission (SEC)
sued him, alleging that he had falsely announced that he had secured
funding for a private takeover of Tesla. To settle the case, Musk stepped
down as the chairman of Tesla and paid a $20 million fine.
- text: >-
OnePlus faces the prospect of going out of store in some states in the
Indian market next month. Reports this week suggest OnePlus phones will
be taken off around 4,500 stores in different parts of the country from
May 1, 2024 onwards. It has been pointed out that the retailer
organisation taking charge of stores in the South and western parts of
the country are not pleased with the company for various reasons.
The South Indian Organized Retailers Association (ORA) has been quoted
saying that OnePlus does not garner enough margins for its network to sell
OnePlus phones and that will definitely come as a big jolt to the popular
brand.
Report also mentions that the ORA has sent a formal complaint to OnePlus
executives earlier this week, stating that until the issues regarding
OnePlus warranty and margins are not resolved, retailers will decide
against selling OnePlus phones at their stores in states like Gujarat,
Maharashtra, Andhra Pradesh, Telangana, Karnataka, and Tamil Nadu, that
caters to a total of 4,500 stores.
Having said that, the retailers looking to stop selling OnePlus phones are
associated with multi-retail brands, so it is possible that small-time
mobile shops could still offer phones from the brand. OnePlus has claimed
to be one of the top-sellers via online channels but its focus on the
offline market seems to have wavered which seems to have caused this
displeasure among the retailers in the country.
We have previously seen that offline retailers play a big role in the
growth and demand for phones, and OnePlus will need to do everything to
make sure this issue is resolved at the earliest, before it starts to
impact its online sales as well. We’re still a few weeks away from the
deadline, which ensures OnePlus can still get things sorted and go back to
business as usual in these regions.
datasets:
- EdinburghNLP/xsum
- samsum
language:
- en
library_name: transformers
Model Description
This model is based on the Facebook BART (Bidirectional and Auto-Regressive Transformers) architecture, specifically the large variant fine-tuned for text summarization tasks. BART is a sequence-to-sequence model introduced by Facebook AI, capable of handling various natural language processing tasks, including summarization.
Model Details:
- Architecture: BART Large CNN
- Pre-trained model: BART Large
- Fine-tuned for: Text Summarization
- Fine-tuning dataset: xsum & samsum
Space Link:
How To FineTune This Model:
Usage:
Installation:
You can install the necessary libraries using pip:
pip install transformers
Inferecnce
provided a simple snippet of how to use this model for the task of paragraph summarization in PyTorch.
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
tokenizer = AutoTokenizer.from_pretrained("Mr-Vicky-01/Bart-Finetuned-conversational-summarization")
model = AutoModelForSeq2SeqLM.from_pretrained("Mr-Vicky-01/Bart-Finetuned-conversational-summarization")
def generate_summary(text):
inputs = tokenizer([text], max_length=1024, return_tensors='pt', truncation=True)
summary_ids = model.generate(inputs['input_ids'], max_new_tokens=100, do_sample=False)
summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
return summary
text_to_summarize = """Now, there is no doubt that one of the most important aspects of any Pixel phone is its camera.
And there might be good news for all camera lovers. Rumours have suggested that the Pixel 9 could come with a telephoto lens,
improving its photography capabilities even further. Google will likely continue to focus on using AI to enhance its camera performance,
in order to make sure that Pixel phones remain top contenders in the world of mobile photography."""
summary = generate_summary(text_to_summarize)
print(summary)
Google is rumoured to be about to unveil its next-generation Pixel smartphone,
the Google Pixel 9,which is expected to come with a telephoto lens and an artificial intelligence (AI)
system to improve its camera capabilities, as well as improve the quality of its images.
Training Parameters
num_train_epochs=1,
warmup_steps = 500,
per_device_train_batch_size=4,
per_device_eval_batch_size=4,
weight_decay = 0.01,
gradient_accumulation_steps=16