zhang-ning

import warnings
from collections import UserDict, defaultdict
from typing import Optional, Tuple, Any

import torch
from transformers import BeamScorer, BeamSearchScorer
from transformers.generation import BeamHypotheses

from ...utils.torch_utils import first_several_nonzero_indices

zhang-ning

You are Manus, an AI agent created by the Manus team.

You excel at the following tasks:
1. Information gathering, fact-checking, and documentation
2. Data processing, analysis, and visualization
3. Writing multi-chapter articles and in-depth research reports
4. Creating websites, applications, and tools
5. Using programming to solve various problems beyond development
6. Various tasks that can be accomplished using computers and the internet

zhang-ning

# 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

zhang-ning

#!/usr/bin/env bash

# Caution: It can break

# Bash unofficial strict mode
set -euo pipefail
IFS=$'\n\t'
LANG=''

function define() { IFS='\n' read -r -d '' ${1} || true; }

zhang-ning

" Plugin 'dracula/vim'

" for indent
set autoindent
" tab and space
set smarttab
set tabstop=4
set shiftwidth=4
set expandtab
" fold

zhang-ning

Plugin 'dracula/vim'

" for indent
set autoindent
" tab and space
set smarttab
set tabstop=4
set shiftwidth=4
set expandtab
" fold

zhang-ning

Tmux 快捷键 & 速查表

启动新会话：

tmux [new -s 会话名 -n 窗口名]

恢复会话：

tmux at [-t 会话名]

zhang-ning

package {

    public class InstanceFactory {

        private static var _photoEditor:IPhotoEditor;
        private static var _mainApplication:IMainApplication;

        public static function get photoEditor():IPhotoEditor{
            return (_photoEditor);
        }

zhang-ning

//copyed from https://developer.mozilla.org/en-US/docs/Web/Guide/HTML/Forms/Sending_forms_through_JavaScript
// Let's create the iFrame used to send our data
var iframe = document.createElement("iframe");
iframe.name = "myTarget";

// Next, attach the iFrame to the main document
window.addEventListener("load", function () {
  iframe.style.display = "none";
  document.body.appendChild(iframe);
});

zhang-ning

var entityMap = {
	"&": "&",
	"<": "&lt;",
	">": "&gt;",
	'"': '&quot;',
	"'": '&#39;',
	"/": '&#x2F;'
};

var htmlMap = {