# README

## Keep on Your Studying!

[![wakatime](https://wakatime.com/badge/user/c840568d-e4b1-4c63-ade0-03856283d319.svg)](https://wakatime.com/@c840568d-e4b1-4c63-ade0-03856283d319) [![daily update](https://github.com/imhuay/studies/actions/workflows/daily.yml/badge.svg?branch=master)](https://github.com/imhuay/studies/actions?query=workflow:daily) [![GitHub issues](https://img.shields.io/github/issues/imhuay/studies?color=important)](https://github.com/imhuay/studies/issues) [![GitHub commit activity](https://img.shields.io/github/commit-activity/m/imhuay/studies?color=active)](https://github.com/imhuay/studies/commits/master) [![](https://visitor-badge.laobi.icu/badge?page_id=imhuay.studies\&right_color=green\&left_text=page%20views)](https://visitor-badge.laobi.icu)

| <h3>Index 📑</h3><ul><li><a href="#algorithm-codings">Algorithm Codings</a></li><li><p><a href="#researches">Researches</a></p><ul><li><a href="#深度学习">深度学习</a></li><li><a href="#自然语言处理">自然语言处理</a></li><li><a href="#数据结构与算法">数据结构与算法</a></li><li><a href="#机器学习">机器学习</a></li><li><a href="#计算机视觉">计算机视觉</a></li></ul></li><li><p><a href="#engineerings">Engineerings</a></p><ul><li><a href="#python">Python</a></li><li><a href="#c">C++</a></li><li><a href="#linux">Linux</a></li><li><a href="#大数据">大数据</a></li></ul></li><li><a href="#wiki">WIKI</a></li></ul> | <h3>Recently 📖</h3><ul><li><a href="/pages/4miR75ESr9gOLngHeFUq"><code>2022-07-27</code> Transformer 常见问题 📌</a></li><li><a href="/pages/XzdNZgfn1kGbP9wlZQw8"><code>2023-06-25</code> huggingface 套件使用备忘</a></li><li><a href="/pages/BZELfO5py6E1PjgMlAa2"><code>2023-06-25</code> LLM 训练方案整理</a></li><li><a href="/pages/hIuMoV4R5W9tKNBbBdIk"><code>2023-06-25</code> LLM 应用收集</a></li><li><a href="/pages/chlEzzmr1nDuy90vWYrX"><code>2023-04-04</code> Hive 常用 SQL 备忘</a></li><li><a href="/pages/rjcKFNci1ZEcDLjnH8w3"><code>2023-02-05</code> SQL优化之暴力扫描</a></li><li><a href="/pages/LAaSUBlkbOnVJABQhJwy"><code>2023-01-13</code> 基于 SQL 计算信息熵与信息增益</a></li><li><a href="/pages/Qt6yoCQ7NWYm9ewaxX9j"><code>2023-01-08</code> 低资源训练</a></li><li><a href="/pages/iZS0nkOqBmG9qKofFy3W"><code>2023-01-08</code> 数仓基础概念</a></li><li><a href="/pages/ffTAqASNr0Z5icUDBSTv"><code>2023-01-06</code> PySpark 笔记</a></li><li><a href="/pages/LWBH3QXEV36eZpLbFSoe"><code>2023-01-05</code> Windows 使用备忘</a></li><li><a href="/pages/PHno9VvF3dhLulWawUlQ"><code>2023-01-04</code> Hive/Spark/Presto SQL 备忘</a></li></ul> |
| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |

### Last 7 days

```txt
Total Time: 18 hrs 51 mins

Python           14 hrs 5 mins   >>>>>>>>>>>>>>>>>>>------   74.69 %
GitHub           3 hrs 19 mins   >>>>---------------------   17.60 %
Other            27 mins         >------------------------   02.47 %
Jupyter          21 mins         -------------------------   01.93 %
JSON             11 mins         -------------------------   01.02 %
```

***

### Algorithm Codings

| <h4>Hot 🔥</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#剑指offer">剑指Offer (75)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#动态规划">动态规划 (53)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#经典">经典 (38)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#leetcode-hot-100">LeetCode Hot 100 (26)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#热门">热门 (17)</a></li></ul> | <h4>Subject 📓</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#牛客">牛客 (131)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#leetcode">LeetCode (76)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#剑指offer">剑指Offer (75)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#经典">经典 (38)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#leetcode-hot-100">LeetCode Hot 100 (26)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#热门">热门 (17)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#剑指offer2">剑指Offer2 (3)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#程序员面试金典">程序员面试金典 (2)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#牛客-华为机试">牛客-华为机试 (1)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#collections">Collections (1)</a></li></ul> |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
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| <h4>Level 📈</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#中等">中等 (150)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#简单">简单 (104)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#困难">困难 (35)</a></li></ul>                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
|                                                                                                                                                                                                                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
| <h4>基础</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#模拟">模拟 (17)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#数学">数学 (9)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#找规律">找规律 (2)</a></li></ul>                                                                                                                                                                         | <h4>数据结构</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#二叉树树">二叉树/树 (48)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#链表">链表 (30)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#字符串">字符串 (17)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#栈队列">栈/队列 (16)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#数组矩阵">数组/矩阵 (10)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#堆优先队列">堆/优先队列 (9)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#设计">设计 (7)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#线段树树状数组">线段树/树状数组 (1)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#并查集">并查集 (1)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#图">图 (1)</a></li></ul>                                                                            | <h4>算法</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#动态规划">动态规划 (53)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#二分查找">二分查找 (24)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#递归">递归 (21)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#深度优先搜索">深度优先搜索 (20)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#排序">排序 (16)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#广度优先搜索">广度优先搜索 (4)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#分治">分治 (4)</a></li></ul> | <h4>技巧</h4><ul><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#双指针">双指针 (25)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#哈希表hash">哈希表(Hash) (12)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#暴力递归与动态规划">暴力递归与动态规划 (11)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#位运算">位运算 (9)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#滑动窗口">滑动窗口 (6)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#树形递归">树形递归 (6)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#贪心">贪心 (5)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#单调栈单调队列">单调栈/单调队列 (3)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#前缀和">前缀和 (3)</a></li><li><a href="/pages/R5NyOzkn3qAZy7wCx1pS#有限状态自动机">有限状态自动机 (1)</a></li></ul> |

### Researches

| <h4>深度学习</h4><ul><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#基础">基础</a></li><li><p><a href="/pages/Y101NkRFOLZ8OvGZGP4h#模型">模型</a></p><ul><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#cnn">CNN</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#rnn">RNN</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#attention">Attention</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#transformerberts">Transformer/BERTs</a></li></ul></li><li><p><a href="/pages/Y101NkRFOLZ8OvGZGP4h#专题">专题</a></p><ul><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#编程框架">编程框架</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#表示学习">表示学习</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#迁移学习">迁移学习</a></li><li><a href="/pages/Y101NkRFOLZ8OvGZGP4h#不平衡学习">不平衡学习</a></li></ul></li></ul> | <h4>自然语言处理</h4><ul><li><p><a href="/pages/oaH2wZEZ2hu019DSgfaS#基础">基础</a></p><ul><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#命名实体识别">命名实体识别</a></li></ul></li><li><p><a href="/pages/oaH2wZEZ2hu019DSgfaS#应用">应用</a></p><ul><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#知识图谱">知识图谱</a></li><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#搜索">搜索</a></li></ul></li><li><p><a href="/pages/oaH2wZEZ2hu019DSgfaS#工具">工具</a></p><ul><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#huggingface">HuggingFace</a></li><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#标注工具">标注工具</a></li></ul></li><li><a href="/pages/oaH2wZEZ2hu019DSgfaS#资源">资源</a></li></ul> | <h4>数据结构与算法</h4><ul><li><p><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#技巧">技巧</a></p><ul><li><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#二叉树递归技巧">二叉树递归技巧</a></li><li><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#递归与动态规划">递归与动态规划</a></li></ul></li><li><p><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#模板">模板</a></p><ul><li><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#滑动窗口">滑动窗口</a></li><li><a href="/pages/C1a0GDIAsT1ZNW6yBMAp#链表">链表</a></li></ul></li></ul> |
| --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
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| <h4>机器学习</h4><ul><li><a href="/pages/FvB7GVGzYzWsFVgDoItN#模型">模型</a></li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | <h4>计算机视觉</h4>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |                                                                                                                                                                                                                                                                                                                                                                                                                                   |

### Engineerings

| <h4>Python</h4><ul><li><p><a href="/pages/7dQfabOE8cL6YdrQlDwb#标准库">标准库</a></p><ul><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#容器的抽象基类">容器的抽象基类</a></li><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#数据类">数据类</a></li><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#装饰器">装饰器</a></li><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#杂项">杂项</a></li></ul></li><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#设计模式">设计模式</a></li><li><p><a href="/pages/7dQfabOE8cL6YdrQlDwb#备忘">备忘</a></p><ul><li><a href="/pages/7dQfabOE8cL6YdrQlDwb#第三方库">第三方库</a></li></ul></li></ul> | <h4>C++</h4>                                                                                                                                                                                                                        |
| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
|                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |                                                                                                                                                                                                                                     |
| <h4>Linux</h4><ul><li><a href="/pages/Ar5ZlgjdrD6NPAPRZuJI#shell-脚本">Shell 脚本</a></li><li><a href="/pages/Ar5ZlgjdrD6NPAPRZuJI#常用操作">常用操作</a></li><li><a href="/pages/Ar5ZlgjdrD6NPAPRZuJI#文本处理">文本处理</a></li><li><a href="/pages/Ar5ZlgjdrD6NPAPRZuJI#杂项">杂项</a></li></ul>                                                                                                                                                                                                                                                                      | <h4>大数据</h4><ul><li><a href="/pages/dK4DxxtQqu5PiE9OPMIe#sql">SQL</a></li><li><p><a href="/pages/dK4DxxtQqu5PiE9OPMIe#spark">Spark</a></p><ul><li><a href="/pages/dK4DxxtQqu5PiE9OPMIe#spark-sql">Spark SQL</a></li></ul></li></ul> |

### WIKI

* [C](/studies/notes/999-wiki.md#c)
  * [C++](/studies/notes/999-wiki.md#c-1)
* [D](/studies/notes/999-wiki.md#d)
  * [Docker](/studies/notes/999-wiki.md#docker)
* [G](/studies/notes/999-wiki.md#g)
  * [git](/studies/notes/999-wiki.md#git)
  * [gitbook](/studies/notes/999-wiki.md#gitbook)
    * [(1)](/studies/notes/999-wiki.md#1)
    * [(2)](/studies/notes/999-wiki.md#2)
  * [GitHub Action](/studies/notes/999-wiki.md#github-action)
  * [glob](/studies/notes/999-wiki.md#glob)
* [H](/studies/notes/999-wiki.md#h)
  * [Hive](/studies/notes/999-wiki.md#hive)
  * [HuggingFace](/studies/notes/999-wiki.md#huggingface)
* [J](/studies/notes/999-wiki.md#j)
  * [Jupyter](/studies/notes/999-wiki.md#jupyter)
    * [Jupyter Lab](/studies/notes/999-wiki.md#jupyter-lab)
    * [IPython](/studies/notes/999-wiki.md#ipython)
* [K](/studies/notes/999-wiki.md#k)
  * [开发环境](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#开发环境)
    * [Mac](/studies/notes/999-wiki.md#mac)
    * [深度学习](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#深度学习)
* [L](/studies/notes/999-wiki.md#l)
  * [LaTeX](/studies/notes/999-wiki.md#latex)
  * [LLM](/studies/notes/999-wiki.md#llm)
  * [领域短语挖掘](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#领域短语挖掘)
* [M](/studies/notes/999-wiki.md#m)
  * [Markdown](/studies/notes/999-wiki.md#markdown)
* [N](/studies/notes/999-wiki.md#n)
  * [NLP](/studies/notes/999-wiki.md#nlp)
  * [Node.js](/studies/notes/999-wiki.md#nodejs)
* [O](/studies/notes/999-wiki.md#o)
  * [Obsidian](/studies/notes/999-wiki.md#obsidian)
* [P](/studies/notes/999-wiki.md#p)
  * [PyCharm](/studies/notes/999-wiki.md#pycharm)
  * [PySpark](/studies/notes/999-wiki.md#pyspark)
  * [Python](/studies/notes/999-wiki.md#python)
* [Q](/studies/notes/999-wiki.md#q)
  * [Query 理解](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#query-理解)
* [S](/studies/notes/999-wiki.md#s)
  * [SQL](/studies/notes/999-wiki.md#sql)
  * [STAR 法则](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#star-法则)
* [T](/studies/notes/999-wiki.md#t)
  * [Transformer 模型](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#transformer-模型)
* [W](/studies/notes/999-wiki.md#w)
  * [Windows](/studies/notes/999-wiki.md#windows)
  * [WSL](/studies/notes/999-wiki.md#wsl)
* [Y](/studies/notes/999-wiki.md#y)
  * [yaml](/studies/notes/999-wiki.md#yaml)
  * [语言模型](https://imhuay.gitbook.io/studies/pages/cn7aI6ly8kX6oqhggana#语言模型)


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://imhuay.gitbook.io/studies/readme.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.