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import fastai
from fastai.train import Learner
from fastai.train import DataBunch
from fastai.callbacks import GeneralScheduler, TrainingPhase
from fastai.basic_data import DatasetType
import fastprogress
from fastprogress import force_console_behavior
import numpy as np
from pprint import pprint
import pandas as pd
import os
import time
import gc
import random
from tqdm._tqdm_notebook import tqdm_notebook as tqdm
from keras.preprocessing import text, sequence
import torch
from torch import nn
from torch.utils import data
from torch.nn import functional as F
import torch.utils.data
from tqdm import tqdm
import warnings
from nltk.tokenize.treebank import TreebankWordTokenizer
from scipy.stats import rankdata
from gensim.models import KeyedVectors
from sklearn.metrics import roc_auc_score
import copy