Muhammad Umar MuhammadQuran17

Ни один не “лучше” всегда. Multithreading и multiprocessing решают разные задачи. Выбор зависит от CPU-нагрузки, работы с памятью и архитектуры программы.

Разберём системно.

1. Главное различие

	Multithreading	Multiprocessing

1️⃣ Обычная база данных (OLTP)

Представь твой Laravel-проект. В базе данных происходят операции постоянно:

пользователь регистрируется → INSERT
обновляет профиль → UPDATE
смотрит список машин → SELECT
удаляет объявление → DELETE

In the name of God

Mean = $\frac{\sum x_i}{n}$ - Used for symmetric data without extreme outliers, as it utilizes all data points for a more precise, mathematical average
Median - Sort numbers in order and select middle.
Standart deviation - measures data dispersion around the mean, calculated as the square root of variance.

Population Standard Deviation formula

When you have all data.

$\sigma = \sqrt{\frac{1}{N} \sum_{i=1}^{N}(x_i - \mu)^2}$

Runway - how much we have money so we can be alive , (for 10 month, for 3 month) Typically, CFOs begin looking for new investments or loans when their cash reserves fall below 12 months

Cash Balance - Balance on the account - Остаток денег на счетy.

EBITDA CASH - This is operating profit before taxes and depreciation, but focused on cash flow. - Это операционная прибыль до вычета налогов и амортизации, но сфокусированная на движении «живых» денег.

Gross Margin (Валовая маржинальность) — Shows how much profit remains from each (or crown) earned after paying the cost price. - Показывает, сколько прибыли остается с каждого заработанного рубля (или кроны) после оплаты себестоимости.

To show ad there is Auction

It happens incredibly fast—usually, the entire process takes between 100 and 200 milliseconds (that’s faster than the blink of an eye). When you open an app or a webpage, a whole technological drama unfolds behind the scenes. 🎭

This process is called RTB (Real-Time Bidding).

The Main Players 🏟️

To make millions of auctions work, a specific infrastructure exists:

I have used botman php, and it is pretty good
Set webhook via sending post api to tg api
If you have start conversation make sure that you are using persistant cache driver

Docusaurus

To add copy for LLM feature:

npm install docusaurus-plugin-copy-page-button

in docusaurus config file add

plugins: ["docusaurus-plugin-copy-page-button"],

I got all this from https://learn.microsoft.com/en-us/windows-server/administration/openssh/openssh_install_firstuse?tabs=powershell&pivots=windows-11

# Install the OpenSSH Server
Add-WindowsCapability -Online -Name OpenSSH.Server~~~~0.0.1.0

# Start the SSH service
Start-Service sshd

# Set it to start automatically on boot

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	#!/bin/bash
	echo "==================================================="
	echo "PPP Stripe - Vendor Name Customization Script"
	echo "==================================================="
	echo ""

	# Check if vendor name is provided
	if [ -z "$1" ]; then
	echo "Error: Vendor name is required"
	echo "Usage: bash customize-vendor.sh <MuhammadQuranName>"