garyblankenship

Overview

This was a full fine-tune of llama-2-13b-hf using dataset https://huggingface.co/datasets/jondurbin/airoboros-gpt4-2.0

Data prep

Convert the JSONL (newline delimeted JSON strings) into conversational format that FastChat expects:

import re

garyblankenship

{
  "LoRA_type": "Standard",
  "adaptive_noise_scale": 0,
  "additional_parameters": "",
  "block_alphas": "",
  "block_dims": "",
  "block_lr_zero_threshold": "",
  "bucket_no_upscale": true,
  "bucket_reso_steps": 64,
  "cache_latents": true,

garyblankenship

How to make an LLM clone of yourself

Wanna create and play with an AI clone of yourself or someone else (my lawyer says please don't) like this one? You're in luck because it's super easy!

Step one: get you some datas

This step really varies depending on your data sources, but the end goal is to turn some of real-you's conversations (from your platforms of choice) into a ShareGPT format dataset with you as the gpt. Here's what your (json) file should end up looking like:

{"conversations": [{"from": "human", "value": "Hi"}, {"from": "gpt", "value": "Hello"}]} 
{"conversations": [{"from": "human", "value": "What's up "}, {"from": "gpt", "value": "not much, you?"}, {"from": "human", "value": "Just thinking, what if you're a robot and I don't realize it?"}, {"from": "gpt", "value": "hahaha don't be crazy"}]}
...

NOTE: Make sure every line starts with a message from the other person ("human")

garyblankenship

garyblankenship

Laravel Package Creation: The Complete TL;DR Guide

Laravel Packages Are Just Structured PHP with Magic Wiring

Think of a Laravel package as a mini-application that plugs into any Laravel project. It's PHP code organized with specific conventions that Laravel recognizes and automatically integrates. The "magic" happens through Service Providers - special classes that tell Laravel "here's my code, here's how to use it."

Every package needs: a composer.json file (the package's ID card), a Service Provider (the integration bridge), and your actual code. Laravel handles the rest through auto-discovery.

Composer.json Is Your Package's Birth Certificate

garyblankenship

<?php

use LaravelZero\Framework\Application;
use Tinkerwell\ContextMenu\Label;
use Tinkerwell\ContextMenu\Submenu;
use Tinkerwell\ContextMenu\SetCode;
use Tinkerwell\ContextMenu\OpenURL;

class LaravelZeroTinkerwellDriver extends TinkerwellDriver
{

garyblankenship

<?php

require_once __DIR__ . '/../vendor/autoload.php';

function getPixels($img)
{
    $pixels = [];
    $width = imagesx($img);
    $height = imagesy($img);
    for ($y = 0; $y < $height; $y++) {

garyblankenship

AI Tools and Resources Catalogue

1. Foundation Models & Infrastructure

1.1 Large Language Models (LLMs)

• OpenAI
  • OpenAI Function Calling
  • ChatGPT Custom Instructions
  • OpenAI API Updates: Function Calling
• Structured Outputs Sample Apps