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from collections import defaultdict | |
import json | |
import numpy as np | |
import os | |
import pandas as pd | |
import dill as pickle | |
pickle._dill._reverse_typemap['ClassType'] = type | |
import random | |
import string | |
import sys | |
import torch | |
from torch import nn | |
import torch.nn.functional as nnf | |
from torch.utils.data import Dataset, DataLoader | |
from tqdm import tqdm | |
from transformers import GPT2Tokenizer, GPT2LMHeadModel, AdamW, get_linear_schedule_with_warmup | |
from typing import Tuple, List, Union, Optional | |
from clipcap import * | |