Spaces:
Running
Running
File size: 1,619 Bytes
c965e8a 912183b c965e8a 5c9215b |
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 |
from knowledgeassistant.exception.exception import KnowledgeAssistantException
from knowledgeassistant.logging.logger import logging
from knowledgeassistant.entity.config_entity import DataSummarizationConfig
from knowledgeassistant.utils.main_utils.utils import write_txt_file, read_txt_file
import sys
import torch
from transformers import pipeline
class DataSummarization:
def __init__(self, data_summarization_config: DataSummarizationConfig):
try:
self.data_summarization_config = data_summarization_config
except Exception as e:
raise KnowledgeAssistantException(e, sys)
def summarize(self, input_text_path: str, min_length: int):
try:
pipe = pipeline("summarization", model="/app/models/bart-large-cnn")
logging.info("Summarization Pipeline Successfully Setup")
text = read_txt_file(input_text_path)
summary = pipe(text, min_length = min_length, do_sample = False)
logging.info("Text successfully summarized")
write_txt_file(self.data_summarization_config.summarized_text_file_path, summary[0].get("summary_text"))
logging.info("Successfully wrote summarized text")
except Exception as e:
raise KnowledgeAssistantException(e, sys)
def initiate_data_summarization(self, input_text_path: str, min_length: int):
try:
self.summarize(
input_text_path = input_text_path,
min_length = min_length
)
except Exception as e:
raise KnowledgeAssistantException(e, sys) |