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import inspect
from typing import List, Optional, Union, Tuple

import numpy as np
import torch

from PIL import Image
from diffusers import (
    AutoencoderKL,
    DDIMScheduler,

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import os
from typing import List

import numpy as np
import torch
from cog import BasePredictor, Input, Path
from diffusers import (
    AutoencoderKL,
    LMSDiscreteScheduler,
    UNet2DConditionModel,

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[
    "t-shirt, size M",
    "flower dress, size M",
    "a t-shirt of an avocado",
    "a rainbow hat",
    "white snow covered mountain under blue sky during daytime",
    "aerial view of the beach during daytime",
    "aerial view of the beach at night",
    "double rainbow over a lake",
    "a beautiful sunset at a beach with a shell on the shore",

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import discord
from datetime import datetime

import replicate

import asyncio
import logging

logging.basicConfig(level=logging.INFO)
import os

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import pathlib
from csv import writer
import torch
import tqdm
from PIL import Image
from torch.utils.data import Dataset
from torchvision import transforms
from torchvision.transforms.functional import InterpolationMode

from data import create_loader

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# https://wandb.ai/afiaka87/glide_finetune/runs/3fj69lfc?workspace=user-afiaka87
from lzma import MODE_NORMAL
from PIL import Image
import os
import wandb
from IPython.display import display
import torch as th

from glide_text2im import xf
from glide_text2im.download import load_checkpoint

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#%%
# cd Detic/
# %%
import detectron2
from detectron2.utils.logger import setup_logger
from pathlib import Path
from random import randint, choice
import time
import PIL
from PIL import Image

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an illustration of a bunny in a beanie sipping a latte
a small red book sitting on a large green book
a black and white photograph of a fox sitting on a mountain during spring
a poster of a cougar sitting on a mountain during summer
an illustration of a baby penguin in a leather jacket using a calculator
a pencil sketch of a pangolin sitting on a mountain at dawn
a professional high quality illustration of a pig isopod chimera. a pig imitating an isopod. a pig made of isopod.
a rug with an image of a pink cucumber
an emoji of a baby fox wearing a red hat, green gloves, yellow shirt, and blue pants

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import argparse
import sys
sys.path.append("./glide-text2im")
import torch as th
from glide_text2im.download import load_checkpoint
from glide_text2im.model_creation import (create_model_and_diffusion,
                                          model_and_diffusion_defaults)
from guided_diffusion import dist_util, logger
from guided_diffusion.image_text_datasets import load_data
from guided_diffusion.resample import create_named_schedule_sampler

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number_regex = re.compile(r'[0-9]{5,}')
date_regex = re.compile(r'[0-9]{4}-[0-9]{2}-[0-9]{2}')
url_regex = re.compile(r'https?://[^\s]+')

@lru_cache(maxsize=32)
def tokenize(s):
    s = s.decode('utf-8')
    s = s.lower()
    s = number_regex.sub('', s)