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import tensorflow as tf
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, GlobalAveragePooling2D
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input
from tensorflow.keras.callbacks import ModelCheckpoint, ReduceLROnPlateau
import os

def custom_preprocess_function(x):

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//! This example uses the RP Pico W board Wifi chip (cyw43).
//! Connects to specified Wifi network and creates a TCP endpoint on port 1234.

#![no_std]
#![no_main]
#![allow(async_fn_in_trait)]
#![feature(type_alias_impl_trait)]

use core::sync::atomic::AtomicBool;

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/*
Important: This code is only for the DIY PRO PCB Version 3.7 that has a push button mounted.

This is the code for the AirGradient DIY PRO Air Quality Sensor with an ESP8266 Microcontroller.

It is a high quality sensor showing PM2.5, CO2, Temperature and Humidity on a small display and can send data over Wifi.

Build Instructions: https://www.airgradient.com/open-airgradient/instructions/diy-pro-v37/

Kits (including a pre-soldered version) are available: https://www.airgradient.com/open-airgradient/kits/

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from picozero import Speaker, pico_temp_sensor
from time import sleep
import network
import socket
import machine
import uasyncio as asyncio
from uasyncio import Event
import time
import secrets

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#!/bin/sh

if [ "$KSH_VERSION" = 'Version JM 93t+ 2010-03-05' ]; then
    # The version of ksh93 that ships with many illumos systems does not
    # support the "local" extension.  Print a message rather than fail in
    # subtle ways later on:
    echo 'archcheck does not work with this ksh93 version; please try bash!' >&2
    exit 1
fi

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(collect (filter (intersect student.sid registration.sid) (eq semester "I-2001")) sid sname cid)

(collect (dedup (filter (intersect faculty.fid qualification.fid) (eq (year date_qualified) 1995) fid) fid fname)

(collect (rev (sort (filter (intersect (intersect qualification.fid faculty.fid) course.cid qualification.cid) (eq fname "Ama")) cid)) cname cid)

(collect (dedup (sort (intersect faculty.fid qualification.fid) fname) fid) fid fname)

(collect (filter (intersect registration.cid course.cid) (and (eq semester "I-2001") (eq cname "Syst Analysis")) sid)

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use cpal::{
    traits::{DeviceTrait, HostTrait, StreamTrait},
    Device, FromSample, SizedSample, Stream, StreamConfig, SupportedStreamConfig,
};

enum Tasks {
    Send(Vec<f32>),
    None,
    Close,
}

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use axum::{
    async_trait,
    extract::{FromRequest, RequestParts, TypedHeader},
    handler::Handler,
    headers::{authorization::Bearer, Authorization},
    http::StatusCode,
    response::{IntoResponse, Response},
    routing::{get, post},
    Extension, Json, Router,
};

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use fixedbitset::FixedBitSet;

pub struct Universe {
    width: usize,
    height: usize,
    active_cell: FixedBitSet,
    passive_cell: FixedBitSet,
    cell_delta: Vec<usize>,
}

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from pandas import DataFrame
import altair as alt
import timeit


def gcd_brute_force(a, b):
    pass


def gcd_dijkstra(a, b):