Hao ilovejs

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

set -e, -u, -o, -x pipefail

The set lines

These lines deliberately cause your script to fail. Wait, what? Believe me, this is a good thing.
With these settings, certain common errors will cause the script to immediately fail, explicitly and loudly. Otherwise, you can get hidden bugs that are discovered only when they blow up in production.

set -euxo pipefail is short for:

set -e
set -u

Get k3s with OpenFaaS using k3sup and multipass

multipass from Canoncial is like Docker Desktop, but for Ubuntu and works on MacOS, Linux and Windows.

Use-case:

We can get a Kubernetes cluster with k3s in a very short period of time. We can use this for workshops and building labs, and for R&D, including testing.

Get multipass.run

Nginx Reverse Proxy for homelab services using SSO

NOTE: This document has now been added to the nginx-sso wiki, here. Any further updates will be made there.

Using:

Docker
Nginx
nginx-sso

	import json
	import argparse
	import html
	import os
	from datetime import datetime

	def generate_html(json_file, html_file="chat.html", metadata=None, date=None):
	with open(json_file, 'r') as file:
	data = json.load(file)

	# This code is licensed under the terms of the MIT license.

	## Golden config for golangci-lint v1.50.1
	#
	# This is the best config for golangci-lint based on my experience and opinion.
	# It is very strict, but not extremely strict.
	# Feel free to adopt and change it for your needs.

	run:
	# Timeout for analysis, e.g. 30s, 5m.

	/**
	* Export all data from an IndexedDB database
	*
	* @param {IDBDatabase} idbDatabase The database to export from
	* @return {Promise<string>}
	*/
	export function exportToJson(idbDatabase) {
	return new Promise((resolve, reject) => {
	const exportObject = {}
	if (idbDatabase.objectStoreNames.length === 0) {

	# Personal Feeling: using the following jvm config is smoother than default
	# My Machine: Macbook pro M1max 64GB
	# More Info: https://github.com/FoxxMD/intellij-jvm-options-explained

	# Prerequisite (Intellij < 2022.2)
	# 1. Install JetBrain Runtime 17 osx-aarch64 for Apple Silicon, https://github.com/JetBrains/JetBrainsRuntime/releases
	# 2. Switch the runtime from JetBrain Runtime 11 to 17, https://www.jetbrains.com/help/idea/switching-boot-jdk.html


	# JetBrain Toolbox

	# Properties File : Create a properties file with the following configurations and name it as glue_spark_shell.properties

	# Note: In below configurations, Replace the s3 access and secret keys with your key's

	spark.hadoop.fs.s3a.impl org.apache.hadoop.fs.s3a.S3AFileSystem
	spark.driver.extraClassPath /usr/share/aws/glue/etl/jars/:/usr/lib/hadoop-lzo/lib/:/usr/lib/hadoop/:/usr/share/aws/aws-java-sdk/:/usr/share/aws/emr/emrfs/lib/:/usr/share/aws/hmclient/lib/:/usr/share/java/Hive-JSON-Serde/:/usr/share/aws/sagemaker-spark-sdk/lib/:/usr/share/aws/emr/emrfs/conf:/usr/share/aws/glue/etl/python/PyGlue.zip:/usr/share/aws/emr/emrfs/auxlib/:/usr/lib/hadoop/lib/native/:/usr/share/aws/emr/security/conf:/usr/share/aws/emr/security/lib/*:/usr/share/aws/glue/etl/conf
	spark.executor.extraClassPath /usr/share/aws/glue/etl/jars/:/usr/lib/hadoop-lzo/lib/:/usr/lib/hadoop/:/usr/share/aws/aws-java-sdk/:/usr/share/aws/emr/emrfs/lib/:/usr/share/aws/hmclient/lib/:/usr/share/java/Hive-JSON-Serd

	In addition to a significant decrease in hepatic lipid accumulation in the IOE group, which inhibited energy intake by propionate enrichment, hepatic lipids were also significantly reduced in the mice in the IOP group, which was largely enriched with butyrate. Compared with the IOE group, IOP had a stronger regulatory effect on hepatic metabolism and triglyceride metabolism and higher levels of TCA cycle in the host. In addition, butyrate has the ability to promote browning of white adipose tissue (WAT) to brown adipose tissue (BAT).^[@ref39],[@ref40]^ WAT stores energy, whereas BAT uses energy for heating and consequently host energy expenditure increases.^[@ref41],[@ref42]^ However, adipose tissue weight does not change after WAT browning.^[@ref43]^ Therefore, the weight of adipose tissue of mice in the IOP group dominated by butyrate was greater than that of the mice in the IOE group dominated by propionate.

	In conclusion ([Figure [7](#fig7){ref-type="fig"}](#fig7){ref-type="fig"}C), the improvement of ob