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Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

Foundational Concepts

Pre-Transformer Models

How to install promtool by Prometheus?

# Fetch latest version
TAG=$(curl -s https://api.github.com/repos/prometheus/prometheus/releases | jq -r '.[] | .tag_name' | head -n 1)
echo $TAG

# Remove the `v` prefix
VERSION=$(echo $TAG | sed 's/v//')
echo $VERSION

An error

I was using TEQC to do quality control of my WES bam files aligned by bwa-mem. My data are paired end, so a function reads2pairs is called to make the paired-end reads to be a single fragment. I then get this error:

> readpairs <- reads2pairs(reads)
Error in reads2pairs(reads) : read pair IDs do not seem to be unique

I asked in the bioconductor support site and went to the source code of that function.

	Draziw.Button.Mines
	ag.video_solutions.wedotv
	ahf.dummynation
	ai.socialapps.speakmaster
	air.com.beachbumgammon
	air.com.freshplanet.games.SongPop2
	air.com.gamesys.mobile.slots.jpj
	air.com.goodgamestudios.empirefourkingdoms
	air.com.kitchenscramble.goo
	air.com.lalaplay.rummy45

	#!/usr/bin/env python

	# Standard imports
	from abc import ABCMeta, abstractmethod
	import logging
	import os
	import shlex
	import subprocess
	from typing import Callable

	# Python script for IDA Pro to rename all native functions for Grand Theft Auto V in the GTA5.exe.
	# Executable version used for dump: 1.0.2824.0
	# Not to be used for online modifications, for educational purposes only.

	natives = [
	( 0x4EDE34FBADD967A6, 0x4EDE34FBADD967A6, 0x15f6978, "WAIT"),
	( 0xE81651AD79516E48, 0xe81651ad79516e48, 0x15f6364, "START_NEW_SCRIPT"),
	( 0xB8BA7F44DF1575E1, 0xb8ba7f44df1575e1, 0x15f6448, "START_NEW_SCRIPT_WITH_ARGS"),
	( 0xEB1C67C3A5333A92, 0xeb1c67c3a5333a92, 0x15f6488, "START_NEW_SCRIPT_WITH_NAME_HASH"),
	( 0xC4BB298BD441BE78, 0xc4bb298bd441be78, 0x15f64cc, "START_NEW_SCRIPT_WITH_NAME_HASH_AND_ARGS"),

	FROM ubuntu:18.04 as binary-build-stage
	RUN apt update -y && \
	apt install -y --no-install-recommends \
	build-essential \
	gcc-arm-none-eabi \
	libnewlib-arm-none-eabi
	WORKDIR /src
	COPY . .

	ARG DEBUG=1

	#!/bin/bash

	for file in $(git diff --cached --name-only \| grep -E '\.(js\|jsx)$')
	do
	git show ":$file" \| node_modules/.bin/eslint --stdin --stdin-filename "$file" # we only want to lint the staged changes, not any un-staged changes
	if [ $? -ne 0 ]; then
	echo "ESLint failed on staged file '$file'. Please check your code and try again. You can run ESLint manually via npm run eslint."
	exit 1 # exit with failure status
	fi
	done

	{
	"province": [
	{
	"3": "Bagmati"
	},
	{
	"4": "Gandaki"
	},
	{
	"6": "Karnali"

	// Credits to Louistiti from Drizzle Discord: https://discord.com/channels/1043890932593987624/1130802621750448160/1143083373535973406

	import { sql } from "drizzle-orm";

	const clearDb = async (): Promise<void> => {
	const query = sql<string>`SELECT table_name
	FROM information_schema.tables
	WHERE table_schema = 'public'
	AND table_type = 'BASE TABLE';
	`;