Spaces:
Running
Running
File size: 2,961 Bytes
72e6d3f 4acad35 72e6d3f 4acad35 453fb62 72e6d3f 4acad35 72e6d3f |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 |
import requests
from bs4 import BeautifulSoup
from fastapi import FastAPI
from pydantic import BaseModel
import re
import os
from transformers import pipeline
bart_summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
app = FastAPI()
print("hello world")
@app.get("/")
async def root():
return {"status": "OK"}
class Item(BaseModel):
url: str
percentage: int
def extract_article_content(url):
try:
# Fetch the HTML content of the article URL
response = requests.get(url)
soup = BeautifulSoup(response.text, 'html.parser')
results = soup.find_all(['h1', 'p'])
text = [result.text for result in results]
ARTICLE = ' '.join(text)
return ARTICLE
except Exception as e:
return f"Error: {e}"
@app.post("/summarize-v1")
async def root(item: Item):
try:
article = extract_article_content(item.url)
url = "https://text-analysis12.p.rapidapi.com/summarize-text/api/v1.1"
payload = {
"language": "english",
"summary_percent": item.percentage,
'text': article
}
headers = {
"content-type": "application/json",
"X-RapidAPI-Key":"",
"X-RapidAPI-Host": "text-analysis12.p.rapidapi.com"
}
response = requests.post(url, json=payload, headers=headers).json()
#text processing
text = response["summary"].replace('\"', " ");
text = re.sub(r'\s+', ' ', text)
#return {clean_response}
return {
"summary":text}
except requests.RequestException as e:
return {"error": str(e), "status_code": 500}
@app.post("/summarize-v2")
async def root(item: Item):
try:
article = extract_article_content(item.url)
response = requests.post('https://fumes-api.onrender.com/llama3',
json={'prompt': "{ 'User': 'Summarize the following news article: '" + article + "}",
"temperature":0.6,
"topP":0.9,
"maxTokens": 200}, stream=True)
response_content = response.content.decode('utf-8')
response_content = response_content.replace("Here is a summary of the news article:", "")
response_content = response_content.replace("YOU CAN BUY ME COFFE! https://buymeacoffee.com/mygx", "")
#return {clean_response}
return {
"summary":response_content}
except requests.RequestException as e:
return {"error": str(e), "status_code": 500}
@app.post("/summarize-v3")
async def root(item: Item):
try:
article = extract_article_content(item.url)
output = summarizer(ARTICLE, max_length=130, min_length=30, do_sample=False)
return {"summary": output}
except requests.RequestException as e:
return {"error": str(e), "status_code": 500}
|