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# Check whether generation prompts always contain the subject word 
# This check is necessary as FactualGPT requires subject word. 

from tqdm import tqdm 
def check_dataset_generation_prompt_contains_subject(data):
    # check whether generation prompts always contain the subject word 
    invalid_index = []
    for i, d in tqdm(enumerate(data), total=len(data)):
        subj = d['requested_rewrite']['subject']
        target = d['requested_rewrite']['target_true']

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import datetime 
import argparse
import os 
import random 
import torch 
import numpy as np 

from omegaconf import OmegaConf 
parser = argparse.ArgumentParser()
parser.add_argument("--save_dir")

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# ----------- Load models 
from PIL import Image
import requests
from transformers import CLIPProcessor, CLIPModel

model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32")
processor = CLIPProcessor.from_pretrained("openai/clip-vit-base-patch32")

def get_batches_of_text_input_ids(texts, batch_size=32):
    outputs = []

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# in MAC os : there is an error with declare -n 
# /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"
# reload the terminal 
a1=(200, 1e-3)
a2=(300, 1e-4)
a3=(400, 1e-5)

candidates=(a1 a2 a3)

for p in ${candidates[@]}

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import csv
import numpy as np 
import datetime 

def append_right(values, length=10):
    return [str(v)+" "*(length - len(str(v))) for v in values]
    
delimiter = '\t'

# write header 

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# -*- coding:utf-8 -*-
# Copyright to the Author : Bumjin Park 
# Date : 2023.08.21
 
import smtplib
from email.mime.text import MIMEText
from email.mime.multipart import MIMEMultipart

class Mail():
    def __init__(self, sender=<type your email>, password=<type your password>):