| # train_grpo.py | |
| import re | |
| import torch | |
| from datasets import load_dataset, Dataset | |
| from transformers import AutoTokenizer, AutoModelForCausalLM | |
| from peft import LoraConfig | |
| from trl import GRPOConfig, GRPOTrainer | |
| # Load and prep dataset |
In the Generative AI Age your ability to generate prompts is your ability to generate results.
Claude 3.5 Sonnet and o1 series models are recommended for meta prompting.
Replace {{user-input}} with your own input to generate prompts.
Use mp_*.txt as example user-inputs to see how to generate high quality prompts.
| /** | |
| * This recipe restricts all content of a Custom Post Type (CPT) | |
| * to members only. | |
| * | |
| * This recipe assumes your CPT name is "recipe". | |
| * You should replace this with your CPT name for the filter name | |
| * and the $my_cpt variable's value. | |
| * | |
| * You can add this recipe to your site by creating a custom plugin | |
| * or using the Code Snippets plugin available for free in the WordPress repository. |
| <?php | |
| /** | |
| * Astra Child Theme functions and definitions | |
| * | |
| * @link https://developer.wordpress.org/themes/basics/theme-functions/ | |
| * | |
| * @package Astra Child | |
| * @since 1.0.0 | |
| */ |
| <?php | |
| /** | |
| * Template Name: User Profile | |
| * | |
| * Allow users to update their profiles from Frontend. | |
| * | |
| */ | |
| if ( ! defined( 'ABSPATH' ) ) { |
| function posts_by_modification_date($query) { | |
| if(is_archive() || is_home() || is_front_page()) { | |
| $query->set('orderby', 'modified'); | |
| } | |
| } | |
| add_filter('pre_get_posts', 'posts_by_modification_date'); |
| /** | |
| * The function some_kind_of_pmpro_redirection is an arbitrary name given to the | |
| * function created to run this specific bit of code. You can name it anything | |
| * meaningful that you like, assuming that it is unique to the code on the site. | |
| * | |
| * The name of the filter hook, however, is not arbitrary as this is something | |
| * created by the PMPro plugin. In this case, pmpro_confirmation_url, tells | |
| * WordPress when to run this code in the some_kind_of_pmpro_redirection function. | |
| * | |
| * For this to run properly, WordPress requires that you have 3 arguments specified: |
| UPDATE wp_pmpro_memberships_users SET enddate = DATE_ADD(enddate, interval 6 MONTH) WHERE status = 'active' AND membership_id = 5; |
