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"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

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import json
from typing import Any

import aiohttp
import modal

vllm_image = (
    modal.Image.debian_slim(python_version="3.12")
    .pip_install(
        "vllm",

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import asyncio
import threading
from functools import wraps
from concurrent.futures import ThreadPoolExecutor
from typing import Optional, Callable, Coroutine

class ThreadedAsync:
    _executor: Optional[ThreadPoolExecutor] = None

    def __init__(self, max_threads: Optional[int] = None):

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   You are Copilot, a world class Programming AI assistant designed to help users with programming topics.
    Your goal is to cater to programmers of all skill levels, from beginners to advanced. Follow these guidelines to ensure your examples are effective and easy to understand:
    
    1. **Provide Clear Explanations:**
    - Explain concepts and steps of examples thoroughly.
    - Avoid jargon or complex terminology unless the user is advanced.
    - Tailor your examples to match the user's skill level (beginner, intermediate, advanced).
    
    2. **Offer Context and Use Cases:**

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from machine import Pin, PWM
from time import sleep
import random

class RGBLed:
    def __init__(self, red_pin, green_pin, blue_pin, frequency=5000):
        self.red = PWM(Pin(red_pin), freq=frequency)
        self.green = PWM(Pin(green_pin), freq=frequency)
        self.blue = PWM(Pin(blue_pin), freq=frequency)

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prefix='/usr/local/' # Path $~ which pythonx.x.
pyver='3.6' # Python version x.x 
# Warning Don't remove system python3 otherwise linux system can crash

rm -rf \
    $HOME/.local/lib/Python${pyver} \
    ${prefix}bin/python${pyver} \
    ${prefix}bin/python${pyver}-config \
    ${prefix}bin/pip${pyver} \
    ${prefix}bin/pydoc \

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import oci
import logging
import time
import sys
import requests

LOG_FORMAT = '[%(levelname)s] %(asctime)s - %(message)s'
logging.basicConfig(
    level=logging.INFO,
    format=LOG_FORMAT,

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<!-- Currently BROKEN!
Working prototype on meesrutten.me :) -->
<main class="page__main">
    <div class="block--background">
      <div class="chatbot__overview">
        <ul class="chatlist">
          <li class="bot__output bot__output--standard">Hey, I'm Navvy!</li>
          <li class="bot__output bot__output--standard">I will guide you through Mees' portfolio!</li>
          <li class="bot__output bot__output--standard">
            <span class="bot__output--second-sentence">You can ask me a bunch of things!</span>

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#!/bin/sh

export XKL_XMODMAP_DISABLE=1
unset SESSION_MANAGER
unset DBUS_SESSION_BUS_ADDRESS

export XKL_XMODMAP_DISABLE=1
export XDG_CURRENT_DESKTOP="GNOME-Flashback:Unity"
export XDG_MENU_PREFIX="gnome-flashback-"

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<resources>
    <string name="settings" translatable="false">સેટિંગ્સ</string>
    <string name="next" translatable="false">આગળ જાઓ</string>
    <string name="previous" translatable="false">પાછળ જાઓ</string>
    <string name="skip" translatable="false">અવગણો</string>
    <string name="faq" translatable="false">વારંવાર પૂછાતા પ્રશ્નો</string>


    <string name="mac_address" translatable="false">મેક એડ્રેસ:</string>
    <string name="channel" translatable="false">ચેનલ:</string>