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# -*- coding: utf-8 -*-
"""Copy of falcon-style-transfer [LLM HF Gradio]
Automatically generated by Colaboratory.
Original file is located at
https://colab.research.google.com/drive/1RvSebeYBKRqrjgnZoWqO9IuWVMqdZRBS
## Falcon-7b-instruct
"""
from transformers import AutoTokenizer, AutoModelForCausalLM
import transformers, torch, gradio as gr
model = "tiiuae/falcon-7b-instruct"
tokenizer = AutoTokenizer.from_pretrained(model)
pipeline = transformers.pipeline(
"text-generation",
model=model,
tokenizer=tokenizer,
torch_dtype=torch.bfloat16,
trust_remote_code=True,
device_map="auto",
)
prompt = 'Paraphrase the following sentence delimited by curly brackets into'
style = ' exaggerated victorian english: '
input_text = '{' + 'Almost lunchtime. Time to eat!' + '}'
text_prompt = prompt + style + input_text
def llm(input_text, style):
prompt = 'Paraphrase and change the style of the following sentence delimited by curly brackets into an exaggerated '
style = style + ' accent: '
text_prompt = prompt + style + '{' + input_text + '}'
sequences = pipeline(
text_prompt,
max_length=256,
do_sample=True,
num_return_sequences=1,
eos_token_id=tokenizer.eos_token_id,
return_full_text=False
)
output_text = ''
for seq in sequences:
output_text = output_text + seq['generated_text']
return output_text
#for seq in sequences:
# print(f"Result: {seq['generated_text']}")
title = "Change your Speaking Style!"
description = """
Write something, select an accent, and change the style of your text in seconds!
Didn't like the response? Just click on submit again!
"""
article = "This demo uses the [Falcon-7b-Instruct Model](https://huggingface.co/tiiuae/falcon-7b-instruct) and is purely for recreational purposes. View the source code on the [github repo.](https://github.com/sarthakc44/LLMs/tree/main/style-transfer)"
textbox = gr.Textbox(label="Type a few sentences below:", placeholder="Almost lunchtime. Time to eat!", lines=3)
radio = gr.Radio(["Crazy Pirate", "Formal Victorian", "Hillbilly Southern", "Casual Talkative", "Flowery Poetic",], label="Choose your accent!")
demo = gr.Interface(
fn=llm,
inputs=[textbox,
radio,],
outputs="text",
title=title,
description=description,
article=article,
).launch() |