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Self-hosted Stalwart mail server

Self-hosted Stalwart mail server

PostgreSQL

Which GGUF is right for me? (Opinionated)

Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggml-org/llama.cpp#5962

In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.

llama.cpp feature matrix

See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix

Mount an Android device on your pc filesystem over ssh

Install scrcpy

Scrcpy allows to send keyboard input to the device, its installation is recommended since typing commands in the terminal from Android's keyboard it is quite uncomfortable:

scrcpy -K

Table of Content

Table of Content
⚠️ Disclaimer ⚠️
Credit
Instructions
Pre-requisite

Manual Windows Partitions Recovery and Restore from Windows Image Backup

Steps below iterate how to manually recreate the disk partitions required by Windows and restore a Windows installation from a system image backup created with the "Backup and Restore (Windows 7)" feature, especially when the official steps fail.

These steps were tested with Windows 11, but should work with prior versions of Windows as well:

Preface
Restore Windows Partitions
Restore from WindowsImageBackup
Mount VHDX hard disk containing WindowsImageBackup

	import time
	from contextlib import suppress

	import torch
	import torch.nn as nn
	import torch.optim as optim
	import torch.nn.functional as F
	import torch.backends.cuda as cuda
	from torch.utils.data import DataLoader, IterableDataset

	Android Emulator (ARM64) on EC2 - 2022
	---------------------------------------
	1. Launch EC2 ARM based Instance (a1.metal / a1.2xlarge): (16 Gb RAM, 32Gb Disk), Ubuntu Server 22.04 LTS (HVM) ARM x64
	2. sudo apt update && sudo apt upgrade
	3. sudo apt install default-jdk python3-pip repo python-is-python3 unzip libpcre2-dev adb
	4. wget https://dl.google.com/android/repository/commandlinetools-linux-8512546_latest.zip
	5. unzip commandlinetools-linux-8512546_latest.zip -d android-sdk
	6. sudo mv android-sdk /opt/
	7. mkdir /opt/android-sdk/cmdline-tools/latest
	8. mv /opt/android-sdk/cmdline-tools/* /opt/android-sdk/cmdline-tools/latest (ignore the error)

	# Windows: Create a shortcut to a .bat file in 'shell:sendto' to call this script with files passed as arguments
	# Use with 'save_proxy_clip_list.py' gist to quickly pull used timeline clips into FFMPEG.
	# Use 'link_proxies.py' gist to relink proxies correctly.
	# Bug in current Resolve release links clips wrongly to one or two proxies only.
	# This assumes FFMPEG is on path.

	import os, sys, shutil
	import subprocess
	import argparse
	import pathlib

	# YouTube (english) : https://www.youtube.com/watch?v=FtU2_bBfSgM
	# YouTube (french) : https://www.youtube.com/watch?v=VjnaVBnERDU

	#
	# On your laptop, connect to the Mac instance with SSH (similar to Linux instances)
	#
	ssh -i <your private key.pem> ec2-user@<your public ip address>

	#
	# On the Mac