File size: 645 Bytes
d9ce745
232a10d
 
d9ce745
 
 
232a10d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d9ce745
 
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
import openai 
from utils import *
import mdforest 

class Insights:
    
    EMBEDDING_MAX_TOKENS = 8191
    
    def __init__(self, text:str) -> None:
        self.corpus = preprocess(mdforest.clean_markdown(text))
        self.text = create_nest_sentences(self.corpus, self.EMBEDDING_MAX_TOKENS)
        self.keywords = []
        self.model = load_keyword_model()
    
    def generate_topics(self) -> list:
        print("We are here for generating topics")
        for sentence in self.text:
            self.keywords = self.keywords  + generate_keywords(self.model, sentence)
        return self.keywords