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import json
import os
import re
from functools import lru_cache
from typing import IO


class Encoder:
    def __init__(
        self,

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import numpy as np
import torch
import jax
from tqdm import tqdm

from model import LanguageModelConfig, TransformerConfig, QuantizedWeight8bit as QW8Bit
from runners import InferenceRunner, ModelRunner, sample_from_model

CKPT_PATH = "./checkpoints"

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from datetime import date, datetime

from dateutil import parser


def to_datetime(value: str) -> datetime:
    return parser.parse(value)


def to_iso(value: datetime) -> str:

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import base64
import hmac
import json
import os
import secrets
import string
import time
import uuid

import scrypt