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import gradio as gr | |
from transformers import pipeline | |
import csv | |
#model_id = "pszemraj/long-t5-tglobal-base-16384-book-summary" | |
#summarizer = pipeline("summarization", model=model_id) | |
model_id = "google/flan-t5-large" | |
summarizer = pipeline("text2text-generation", model=model_id) | |
def summarize(text): | |
text = str(text) | |
if text == "showdata": | |
lines = "(lines)" | |
with open('input.csv',"r") as f: | |
lines = f.readlines() | |
return str(lines) | |
#generated_summary_short = summarizer(text, max_length=40, min_length=10)[0]['summary_text'] | |
#generated_summary = summarizer(text, max_length=80, min_length=20)[0]['summary_text'] | |
#generated_summary = summarizer(text, max_length=200, min_length=40)[0]['summary_text'] | |
generated_summary = summarizer(text, max_length=200, min_length=40)[0] | |
fields = [str(text), str(generated_summary)] | |
with open('input.csv','a', newline='') as f: | |
writer = csv.writer(f) | |
writer.writerow(fields) | |
#return "Summary: " + str(generated_summary) + "\n\n" + "shorter: " + str(generated_summary_short)+ "\n\n" + "Longer: " + str(generated_summary_long) | |
return "Summary: " + str(generated_summary) | |
iface = gr.Interface(fn=summarize, inputs="text", outputs="text") | |
iface.launch() |