wip

utils.py

@@ -1,31 +1,7 @@
 # import s3fs
 
 import pandas as pd
-import numpy as np
-from numpy import arange
-from colour import Color
-import plotly.graph_objects as go
-from nltk import tokenize
-from IPython.display import Markdown
-from PIL import ImageColor
-from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
-import nltk
-nltk.download('punkt')
-from io import StringIO
-from scipy import spatial
-import re
-import pytorch_lightning as pl
-from bs4 import BeautifulSoup
-import ipywidgets as widgets
-from ipywidgets import FileUpload
-from urlextract import URLExtract
-from transformers import BertTokenizerFast as BertTokenizer, BertModel, BertConfig
-import torch.nn as nn
-import torch
-from ipywidgets import interact, Dropdown
 import boto3
-# from sagemaker import get_execution_role
-from scipy import spatial
 from bokeh.models.widgets import Div
 import streamlit as st
 
@@ -56,29 +32,3 @@ def url_button(button_name,url):
         div = Div(text=html)
         st.bokeh_chart(div)
 
-
-
-PARAMS={
-'BATCH_SIZE': 8,
-'MAX_TOKEN_COUNT':100, 
-'BERT_MODEL_NAME':'google/bert_uncased_L-2_H-128_A-2'  , 
-'N_EPOCHS': 10,  
-'n_classes':8,
-'LABEL_COLUMNS': ['label_analytical', 'label_casual', 'label_confident', 'label_friendly',
-       'label_joyful', 'label_opstimistic', 'label_respectful',
-       'label_urgent'],
-'TEXTCOL': 'text',
-'rf_labels':['label_analytical', 'label_casual', 'label_confident',
-       'label_friendly', 'label_joyful', 'label_opstimistic',
-       'label_respectful', 'label_urgent',
-       'industry_Academic and Education', 'industry_Energy',
-       'industry_Entertainment', 'industry_Finance and Banking',
-       'industry_Healthcare', 'industry_Hospitality', 'industry_Real Estate',
-       'industry_Retail', 'industry_Software and Technology',
-       'campaign_type_Abandoned_Cart', 'campaign_type_Engagement',
-       'campaign_type_Newsletter', 'campaign_type_Product_Announcement',
-       'campaign_type_Promotional', 'campaign_type_Review_Request',
-       'campaign_type_Survey', 'campaign_type_Transactional',
-       'campaign_type_Usage_and_Consumption', 'campaign_type_Webinar']
-}
-