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	## Note
	## if use vllm in same gpu, remember to set a low gpu_memory_utilization to avoid OOM
	## For larger model please consider to use multi-GPU or CPU offloading
	## AnySchedule: https://github.com/KohakuBlueleaf/AnySchedule
	## LyCORIS: https://github.com/KohakuBlueleaf/LyCORIS
	## Following code can perform reasonable training on Llama-3.2-1B-Instruct model with GSM8K dataset
	## With noticable improvement on each reward function
	from itertools import chain
	import re

	# train_grpo.py
	#
	# See https://github.com/willccbb/verifiers for ongoing developments
	#
	import re
	import torch
	from datasets import load_dataset, Dataset
	from transformers import AutoTokenizer, AutoModelForCausalLM
	from peft import LoraConfig
	from trl import GRPOConfig, GRPOTrainer

	# Disclamer: This code is not written by me. Its taken from https://github.com/imartinez/privateGPT/pull/91.
	# All credit goes to `vnk8071` as I mentioned in the video.
	# As this code was still in the pull request while I was creating the video, did some modifications so that it works for me locally.

	import gradio as gr
	from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
	from langchain.chains import RetrievalQA
	from langchain.embeddings import LlamaCppEmbeddings
	from langchain.llms import GPT4All, LlamaCpp
	from langchain.vectorstores import Chroma

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	// @name 中、英文網頁切換的瀏覽器書籤小工具
	// @namespace https://blog.miniasp.com/
	// @version 0.1
	// @description 按下 Alt+s 就會自動將目前網頁切換至中文或英文版
	// @license MIT
	// @homepage https://blog.miniasp.com/
	// @homepageURL https://blog.miniasp.com/
	// @website https://www.facebook.com/will.fans
	// @source https://github.com/miniasp/en-zh-bookmarklet


	How to install Windows 10 to an external drive has be answered may times here at Ask Different. Most notably Is it possible to use Boot Camp with Windows 10 from an external HDD?. Enough subtle changes have been made to macOS and Windows 10, that I felt the answer should be reposted. Here, I try to incorporate the best ideas in all the other answers I have read. This answer does not require a virtual machine, optical (DVD) drive or any flash drives.
	Note: When this answer was tested on a 2018 Mac mini with the T2 chip, Secure Boot and External Boot was set, as shown below. For instruction on how to configure a Mac with the T2 chip, see the Apple website About Secure Boot.

	1 Download the latest Windows 10 ISO file from the Microsoft website Download Windows 10 Disc Image (ISO File). Currently this would be 1909 (September 2019) update.
	2 Download Window Support Software. Open the Boot Camp Assistant application. From the menu bar, select Action->Download Windows Support Software. By Default, the files sho

	<?xml version="1.0" encoding="UTF-8"?>
	<project xmlns="http://maven.apache.org/POM/4.0.0"
	xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
	xsi:schemaLocation="http://maven.apache.org/POM/4.0.0
	http://maven.apache.org/xsd/maven-4.0.0.xsd">
	<modelVersion>4.0.0</modelVersion>

	<groupId>lsc.tests</groupId>
	<artifactId>min-maven-pom</artifactId>
	<version>1</version>