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README.md

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+Quantization made by Richard Erkhov.
+
+[Github](https://github.com/RichardErkhov)
+
+[Discord](https://discord.gg/pvy7H8DZMG)
+
+[Request more models](https://github.com/RichardErkhov/quant_request)
+
+
+Bart-Finetuned-conversational-summarization - bnb 4bits
+- Model creator: https://huggingface.co/Mr-Vicky-01/
+- Original model: https://huggingface.co/Mr-Vicky-01/Bart-Finetuned-conversational-summarization/
+
+
+
+
+Original model description:
+---
+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.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65af937a30e33d1b60c8772b/jWIThYZRayUFKgScplHrZ.png)
+
+## Model Details:
+
+- **Architecture**: BART Large CNN
+- **Pre-trained model**: BART Large
+- **Fine-tuned for**: Text Summarization
+- **Fine-tuning dataset**: [xsum](https://huggingface.co/datasets/EdinburghNLP/xsum) & [samsum](https://huggingface.co/datasets/samsum)
+
+## Space Link:
+[Summarization Model](https://huggingface.co/spaces/Mr-Vicky-01/Summarization)
+
+## How To FineTune This Model:
+[Github](https://github.com/Mr-Vicky-01/English-Summization)
+
+## Usage:
+
+### Installation:
+
+You can install the necessary libraries using pip:
+```bash
+pip install transformers
+```
+### Inferecnce
+provided a simple snippet of how to use this model for the task of paragraph summarization in PyTorch.
+```python
+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
+```python
+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
+```
+