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<div data-md-component="skip">
<a href="#41-arrays" class="md-skip">
<a href="#41-array" class="md-skip">
Skip to content
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<li class="md-select__item">
<a href="/" hreflang="zh" class="md-select__link">
中文
简体中文
</a>
</li>
<li class="md-select__item">
<a href="/zh-hant/" hreflang="zh-Hant" class="md-select__link">
繁體中文
</a>
</li>
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<span class="md-ellipsis">
0.1 About This Book
0.1 About this book
</span>
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<span class="md-ellipsis">
0.2 How to Read
0.2 How to read
</span>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2m0 16H5V5h14v14M6.2 7.7h5v1.5h-5V7.7m6.8 8.1h5v1.5h-5v-1.5m0-2.6h5v1.5h-5v-1.5M8 18h1.5v-2h2v-1.5h-2v-2H8v2H6V16h2v2m6.1-7.1 1.4-1.4 1.4 1.4 1.1-1-1.4-1.4L18 7.1 16.9 6l-1.4 1.4L14.1 6 13 7.1l1.4 1.4L13 9.9l1.1 1Z"/></svg>
<span class="md-ellipsis">
Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
</span>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
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<span class="md-ellipsis">
1.1 Algorithms are Everywhere
1.1 Algorithms are everywhere
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<span class="md-ellipsis">
1.2 What is an Algorithm
1.2 What is an algorithm
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<span class="md-ellipsis">
Chapter 2. Complexity Analysis
Chapter 2. Complexity analysis
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Chapter 2. Complexity Analysis
Chapter 2. Complexity analysis
</label>
<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
2.1 Algorithm Efficiency Assessment
2.1 Algorithm efficiency assessment
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<span class="md-ellipsis">
2.2 Iteration and Recursion
2.2 Iteration and recursion
</span>
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<span class="md-ellipsis">
2.3 Time Complexity
2.3 Time complexity
</span>
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<span class="md-ellipsis">
2.4 Space Complexity
2.4 Space complexity
</span>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M11 13.5v8H3v-8h8m-2 2H5v4h4v-4M12 2l5.5 9h-11L12 2m0 3.86L10.08 9h3.84L12 5.86M17.5 13c2.5 0 4.5 2 4.5 4.5S20 22 17.5 22 13 20 13 17.5s2-4.5 4.5-4.5m0 2a2.5 2.5 0 0 0-2.5 2.5 2.5 2.5 0 0 0 2.5 2.5 2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-2.5-2.5Z"/></svg>
<span class="md-ellipsis">
Chapter 3. Data Structures
Chapter 3. Data structures
</span>
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<label class="md-nav__title" for="__nav_4">
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Chapter 3. Data Structures
Chapter 3. Data structures
</label>
<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
3.1 Classification of Data Structures
3.1 Classification of data structures
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<span class="md-ellipsis">
3.2 Fundamental Data Types
3.2 Fundamental data types
</span>
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<span class="md-ellipsis">
3.3 Number Encoding *
3.3 Number encoding *
</span>
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<span class="md-ellipsis">
3.4 Character Encoding *
3.4 Character encoding *
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<span class="md-ellipsis">
Chapter 4. Array and Linked List
Chapter 4. Array and linked list
</span>
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Chapter 4. Array and Linked List
Chapter 4. Array and linked list
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<li class="md-nav__item">
<a href="#411-common-operations-on-arrays" class="md-nav__link">
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4.1.1 &nbsp; Common Operations on Arrays
4.1.1 &nbsp; Common operations on arrays
</span>
</a>
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<nav class="md-nav" aria-label="4.1.1   Common operations on arrays">
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1. &nbsp; Initializing Arrays
1. &nbsp; Initializing arrays
</span>
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<a href="#2-accessing-elements" class="md-nav__link">
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2. &nbsp; Accessing Elements
2. &nbsp; Accessing elements
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3. &nbsp; Inserting Elements
3. &nbsp; Inserting elements
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<a href="#4-deleting-elements" class="md-nav__link">
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4. &nbsp; Deleting Elements
4. &nbsp; Deleting elements
</span>
</a>
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<a href="#5-traversing-arrays" class="md-nav__link">
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5. &nbsp; Traversing Arrays
5. &nbsp; Traversing arrays
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<a href="#6-finding-elements" class="md-nav__link">
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6. &nbsp; Finding Elements
6. &nbsp; Finding elements
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<a href="#7-expanding-arrays" class="md-nav__link">
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7. &nbsp; Expanding Arrays
7. &nbsp; Expanding arrays
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<a href="#412-advantages-and-limitations-of-arrays" class="md-nav__link">
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4.1.2 &nbsp; Advantages and Limitations of Arrays
4.1.2 &nbsp; Advantages and limitations of arrays
</span>
</a>
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<a href="#413-typical-applications-of-arrays" class="md-nav__link">
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4.1.3 &nbsp; Typical Applications of Arrays
4.1.3 &nbsp; Typical applications of arrays
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4.2 Linked List
4.2 Linked list
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<span class="md-ellipsis">
4.4 Memory and Cache
4.4 Memory and cache
</span>
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<span class="md-ellipsis">
Chapter 5. Stack and Queue
Chapter 5. Stack and queue
</span>
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Chapter 5. Stack and Queue
Chapter 5. Stack and queue
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5.3 Double-ended Queue
5.3 Double-ended queue
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<span class="md-ellipsis">
Chapter 6. Hash Table
Chapter 6. Hash table
</span>
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Chapter 6. Hash Table
Chapter 6. Hash table
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6.1 Hash Table
6.1 Hash table
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6.2 Hash Collision
6.2 Hash collision
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6.3 Hash Algorithm
6.3 Hash algorithm
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<li class="md-nav__item">
<a href="#411-common-operations-on-arrays" class="md-nav__link">
<span class="md-ellipsis">
4.1.1 &nbsp; Common Operations on Arrays
4.1.1 &nbsp; Common operations on arrays
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</a>
<nav class="md-nav" aria-label="4.1.1   Common Operations on Arrays">
<nav class="md-nav" aria-label="4.1.1   Common operations on arrays">
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1. &nbsp; Initializing Arrays
1. &nbsp; Initializing arrays
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2. &nbsp; Accessing Elements
2. &nbsp; Accessing elements
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3. &nbsp; Inserting Elements
3. &nbsp; Inserting elements
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4. &nbsp; Deleting Elements
4. &nbsp; Deleting elements
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5. &nbsp; Traversing Arrays
5. &nbsp; Traversing arrays
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6. &nbsp; Finding Elements
6. &nbsp; Finding elements
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7. &nbsp; Expanding Arrays
7. &nbsp; Expanding arrays
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4.1.2 &nbsp; Advantages and Limitations of Arrays
4.1.2 &nbsp; Advantages and limitations of arrays
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4.1.3 &nbsp; Typical Applications of Arrays
4.1.3 &nbsp; Typical applications of arrays
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<!-- Page content -->
<h1 id="41-arrays">4.1 &nbsp; Arrays<a class="headerlink" href="#41-arrays" title="Permanent link">&para;</a></h1>
<h1 id="41-array">4.1 &nbsp; Array<a class="headerlink" href="#41-array" title="Permanent link">&para;</a></h1>
<p>An "array" is a linear data structure that operates as a lineup of similar items, stored together in a computer's memory in contiguous spaces. It's like a sequence that maintains organized storage. Each item in this lineup has its unique 'spot' known as an "index". Please refer to the Figure 4-1 to observe how arrays work and grasp these key terms.</p>
<p><a class="glightbox" href="../array.assets/array_definition.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array Definition and Storage Method" class="animation-figure" src="../array.assets/array_definition.png" /></a></p>
<p align="center"> Figure 4-1 &nbsp; Array Definition and Storage Method </p>
<p><a class="glightbox" href="../array.assets/array_definition.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array definition and storage method" class="animation-figure" src="../array.assets/array_definition.png" /></a></p>
<p align="center"> Figure 4-1 &nbsp; Array definition and storage method </p>
<h2 id="411-common-operations-on-arrays">4.1.1 &nbsp; Common Operations on Arrays<a class="headerlink" href="#411-common-operations-on-arrays" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-arrays">1. &nbsp; Initializing Arrays<a class="headerlink" href="#1-initializing-arrays" title="Permanent link">&para;</a></h3>
<h2 id="411-common-operations-on-arrays">4.1.1 &nbsp; Common operations on arrays<a class="headerlink" href="#411-common-operations-on-arrays" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-arrays">1. &nbsp; Initializing arrays<a class="headerlink" href="#1-initializing-arrays" title="Permanent link">&para;</a></h3>
<p>Arrays can be initialized in two ways depending on the needs: either without initial values or with specified initial values. When initial values are not specified, most programming languages will set the array elements to <span class="arithmatex">\(0\)</span>:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="1:13"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><input id="__tabbed_1_5" name="__tabbed_1" type="radio" /><input id="__tabbed_1_6" name="__tabbed_1" type="radio" /><input id="__tabbed_1_7" name="__tabbed_1" type="radio" /><input id="__tabbed_1_8" name="__tabbed_1" type="radio" /><input id="__tabbed_1_9" name="__tabbed_1" type="radio" /><input id="__tabbed_1_10" name="__tabbed_1" type="radio" /><input id="__tabbed_1_11" name="__tabbed_1" type="radio" /><input id="__tabbed_1_12" name="__tabbed_1" type="radio" /><input id="__tabbed_1_13" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Python</label><label for="__tabbed_1_2">C++</label><label for="__tabbed_1_3">Java</label><label for="__tabbed_1_4">C#</label><label for="__tabbed_1_5">Go</label><label for="__tabbed_1_6">Swift</label><label for="__tabbed_1_7">JS</label><label for="__tabbed_1_8">TS</label><label for="__tabbed_1_9">Dart</label><label for="__tabbed_1_10">Rust</label><label for="__tabbed_1_11">C</label><label for="__tabbed_1_12">Kotlin</label><label for="__tabbed_1_13">Zig</label></div>
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</div>
</div>
</div>
<h3 id="2-accessing-elements">2. &nbsp; Accessing Elements<a class="headerlink" href="#2-accessing-elements" title="Permanent link">&para;</a></h3>
<h3 id="2-accessing-elements">2. &nbsp; Accessing elements<a class="headerlink" href="#2-accessing-elements" title="Permanent link">&para;</a></h3>
<p>Elements in an array are stored in contiguous memory spaces, making it simpler to compute each element's memory address. The formula shown in the Figure below aids in determining an element's memory address, utilizing the array's memory address (specifically, the first element's address) and the element's index. This computation streamlines direct access to the desired element.</p>
<p><a class="glightbox" href="../array.assets/array_memory_location_calculation.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Memory Address Calculation for Array Elements" class="animation-figure" src="../array.assets/array_memory_location_calculation.png" /></a></p>
<p align="center"> Figure 4-2 &nbsp; Memory Address Calculation for Array Elements </p>
<p><a class="glightbox" href="../array.assets/array_memory_location_calculation.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Memory address calculation for array elements" class="animation-figure" src="../array.assets/array_memory_location_calculation.png" /></a></p>
<p align="center"> Figure 4-2 &nbsp; Memory address calculation for array elements </p>
<p>As observed in the above illustration, array indexing conventionally begins at <span class="arithmatex">\(0\)</span>. While this might appear counterintuitive, considering counting usually starts at <span class="arithmatex">\(1\)</span>, within the address calculation formula, <strong>an index is essentially an offset from the memory address</strong>. For the first element's address, this offset is <span class="arithmatex">\(0\)</span>, validating its index as <span class="arithmatex">\(0\)</span>.</p>
<p>Accessing elements in an array is highly efficient, allowing us to randomly access any element in <span class="arithmatex">\(O(1)\)</span> time.</p>
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<p><div style="height: 531px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=import%20random%0A%0Adef%20random_access%28nums%3A%20list%5Bint%5D%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E9%9A%8F%E6%9C%BA%E8%AE%BF%E9%97%AE%E5%85%83%E7%B4%A0%22%22%22%0A%20%20%20%20%23%20%E5%9C%A8%E5%8C%BA%E9%97%B4%20%5B0,%20len%28nums%29-1%5D%20%E4%B8%AD%E9%9A%8F%E6%9C%BA%E6%8A%BD%E5%8F%96%E4%B8%80%E4%B8%AA%E6%95%B0%E5%AD%97%0A%20%20%20%20random_index%20%3D%20random.randint%280,%20len%28nums%29%20-%201%29%0A%20%20%20%20%23%20%E8%8E%B7%E5%8F%96%E5%B9%B6%E8%BF%94%E5%9B%9E%E9%9A%8F%E6%9C%BA%E5%85%83%E7%B4%A0%0A%20%20%20%20random_num%20%3D%20nums%5Brandom_index%5D%0A%20%20%20%20return%20random_num%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%9A%8F%E6%9C%BA%E8%AE%BF%E9%97%AE%0A%20%20%20%20random_num%3A%20int%20%3D%20random_access%28nums%29%0A%20%20%20%20print%28%22%E5%9C%A8%20nums%20%E4%B8%AD%E8%8E%B7%E5%8F%96%E9%9A%8F%E6%9C%BA%E5%85%83%E7%B4%A0%22,%20random_num%29%0A&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=7&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=import%20random%0A%0Adef%20random_access%28nums%3A%20list%5Bint%5D%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E9%9A%8F%E6%9C%BA%E8%AE%BF%E9%97%AE%E5%85%83%E7%B4%A0%22%22%22%0A%20%20%20%20%23%20%E5%9C%A8%E5%8C%BA%E9%97%B4%20%5B0,%20len%28nums%29-1%5D%20%E4%B8%AD%E9%9A%8F%E6%9C%BA%E6%8A%BD%E5%8F%96%E4%B8%80%E4%B8%AA%E6%95%B0%E5%AD%97%0A%20%20%20%20random_index%20%3D%20random.randint%280,%20len%28nums%29%20-%201%29%0A%20%20%20%20%23%20%E8%8E%B7%E5%8F%96%E5%B9%B6%E8%BF%94%E5%9B%9E%E9%9A%8F%E6%9C%BA%E5%85%83%E7%B4%A0%0A%20%20%20%20random_num%20%3D%20nums%5Brandom_index%5D%0A%20%20%20%20return%20random_num%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%9A%8F%E6%9C%BA%E8%AE%BF%E9%97%AE%0A%20%20%20%20random_num%3A%20int%20%3D%20random_access%28nums%29%0A%20%20%20%20print%28%22%E5%9C%A8%20nums%20%E4%B8%AD%E8%8E%B7%E5%8F%96%E9%9A%8F%E6%9C%BA%E5%85%83%E7%B4%A0%22,%20random_num%29%0A&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=7&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h3 id="3-inserting-elements">3. &nbsp; Inserting Elements<a class="headerlink" href="#3-inserting-elements" title="Permanent link">&para;</a></h3>
<h3 id="3-inserting-elements">3. &nbsp; Inserting elements<a class="headerlink" href="#3-inserting-elements" title="Permanent link">&para;</a></h3>
<p>Array elements are tightly packed in memory, with no space available to accommodate additional data between them. Illustrated in Figure below, inserting an element in the middle of an array requires shifting all subsequent elements back by one position to create room for the new element.</p>
<p><a class="glightbox" href="../array.assets/array_insert_element.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array Element Insertion Example" class="animation-figure" src="../array.assets/array_insert_element.png" /></a></p>
<p align="center"> Figure 4-3 &nbsp; Array Element Insertion Example </p>
<p><a class="glightbox" href="../array.assets/array_insert_element.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array element insertion example" class="animation-figure" src="../array.assets/array_insert_element.png" /></a></p>
<p align="center"> Figure 4-3 &nbsp; Array element insertion example </p>
<p>It's important to note that due to the fixed length of an array, inserting an element will unavoidably result in the loss of the last element in the array. Solutions to address this issue will be explored in the "List" chapter.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="3:14"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><input id="__tabbed_3_4" name="__tabbed_3" type="radio" /><input id="__tabbed_3_5" name="__tabbed_3" type="radio" /><input id="__tabbed_3_6" name="__tabbed_3" type="radio" /><input id="__tabbed_3_7" name="__tabbed_3" type="radio" /><input id="__tabbed_3_8" name="__tabbed_3" type="radio" /><input id="__tabbed_3_9" name="__tabbed_3" type="radio" /><input id="__tabbed_3_10" name="__tabbed_3" type="radio" /><input id="__tabbed_3_11" name="__tabbed_3" type="radio" /><input id="__tabbed_3_12" name="__tabbed_3" type="radio" /><input id="__tabbed_3_13" name="__tabbed_3" type="radio" /><input id="__tabbed_3_14" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">Python</label><label for="__tabbed_3_2">C++</label><label for="__tabbed_3_3">Java</label><label for="__tabbed_3_4">C#</label><label for="__tabbed_3_5">Go</label><label for="__tabbed_3_6">Swift</label><label for="__tabbed_3_7">JS</label><label for="__tabbed_3_8">TS</label><label for="__tabbed_3_9">Dart</label><label for="__tabbed_3_10">Rust</label><label for="__tabbed_3_11">C</label><label for="__tabbed_3_12">Kotlin</label><label for="__tabbed_3_13">Ruby</label><label for="__tabbed_3_14">Zig</label></div>
@@ -2674,10 +2680,10 @@
<p><div style="height: 495px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20insert%28nums%3A%20list%5Bint%5D,%20num%3A%20int,%20index%3A%20int%29%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E6%95%B0%E7%BB%84%E7%9A%84%E7%B4%A2%E5%BC%95%20index%20%E5%A4%84%E6%8F%92%E5%85%A5%E5%85%83%E7%B4%A0%20num%22%22%22%0A%20%20%20%20%23%20%E6%8A%8A%E7%B4%A2%E5%BC%95%20index%20%E4%BB%A5%E5%8F%8A%E4%B9%8B%E5%90%8E%E7%9A%84%E6%89%80%E6%9C%89%E5%85%83%E7%B4%A0%E5%90%91%E5%90%8E%E7%A7%BB%E5%8A%A8%E4%B8%80%E4%BD%8D%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%20-%201,%20index,%20-1%29%3A%0A%20%20%20%20%20%20%20%20nums%5Bi%5D%20%3D%20nums%5Bi%20-%201%5D%0A%20%20%20%20%23%20%E5%B0%86%20num%20%E8%B5%8B%E7%BB%99%20index%20%E5%A4%84%E7%9A%84%E5%85%83%E7%B4%A0%0A%20%20%20%20nums%5Bindex%5D%20%3D%20num%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E6%8F%92%E5%85%A5%E5%85%83%E7%B4%A0%0A%20%20%20%20insert%28nums,%206,%203%29%0A%20%20%20%20print%28%22%E5%9C%A8%E7%B4%A2%E5%BC%95%203%20%E5%A4%84%E6%8F%92%E5%85%A5%E6%95%B0%E5%AD%97%206%20%EF%BC%8C%E5%BE%97%E5%88%B0%20nums%20%3D%22,%20nums%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
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</details>
<h3 id="4-deleting-elements">4. &nbsp; Deleting Elements<a class="headerlink" href="#4-deleting-elements" title="Permanent link">&para;</a></h3>
<h3 id="4-deleting-elements">4. &nbsp; Deleting elements<a class="headerlink" href="#4-deleting-elements" title="Permanent link">&para;</a></h3>
<p>Similarly, as depicted in the Figure 4-4 , to delete an element at index <span class="arithmatex">\(i\)</span>, all elements following index <span class="arithmatex">\(i\)</span> must be moved forward by one position.</p>
<p><a class="glightbox" href="../array.assets/array_remove_element.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array Element Deletion Example" class="animation-figure" src="../array.assets/array_remove_element.png" /></a></p>
<p align="center"> Figure 4-4 &nbsp; Array Element Deletion Example </p>
<p><a class="glightbox" href="../array.assets/array_remove_element.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Array element deletion example" class="animation-figure" src="../array.assets/array_remove_element.png" /></a></p>
<p align="center"> Figure 4-4 &nbsp; Array element deletion example </p>
<p>Please note that after deletion, the former last element becomes "meaningless," hence requiring no specific modification.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="4:14"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><input id="__tabbed_4_4" name="__tabbed_4" type="radio" /><input id="__tabbed_4_5" name="__tabbed_4" type="radio" /><input id="__tabbed_4_6" name="__tabbed_4" type="radio" /><input id="__tabbed_4_7" name="__tabbed_4" type="radio" /><input id="__tabbed_4_8" name="__tabbed_4" type="radio" /><input id="__tabbed_4_9" name="__tabbed_4" type="radio" /><input id="__tabbed_4_10" name="__tabbed_4" type="radio" /><input id="__tabbed_4_11" name="__tabbed_4" type="radio" /><input id="__tabbed_4_12" name="__tabbed_4" type="radio" /><input id="__tabbed_4_13" name="__tabbed_4" type="radio" /><input id="__tabbed_4_14" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">Python</label><label for="__tabbed_4_2">C++</label><label for="__tabbed_4_3">Java</label><label for="__tabbed_4_4">C#</label><label for="__tabbed_4_5">Go</label><label for="__tabbed_4_6">Swift</label><label for="__tabbed_4_7">JS</label><label for="__tabbed_4_8">TS</label><label for="__tabbed_4_9">Dart</label><label for="__tabbed_4_10">Rust</label><label for="__tabbed_4_11">C</label><label for="__tabbed_4_12">Kotlin</label><label for="__tabbed_4_13">Ruby</label><label for="__tabbed_4_14">Zig</label></div>
@@ -2831,11 +2837,11 @@
</details>
<p>In summary, the insertion and deletion operations in arrays present the following disadvantages:</p>
<ul>
<li><strong>High Time Complexity</strong>: Both insertion and deletion in an array have an average time complexity of <span class="arithmatex">\(O(n)\)</span>, where <span class="arithmatex">\(n\)</span> is the length of the array.</li>
<li><strong>Loss of Elements</strong>: Due to the fixed length of arrays, elements that exceed the array's capacity are lost during insertion.</li>
<li><strong>Waste of Memory</strong>: Initializing a longer array and utilizing only the front part results in "meaningless" end elements during insertion, leading to some wasted memory space.</li>
<li><strong>High time complexity</strong>: Both insertion and deletion in an array have an average time complexity of <span class="arithmatex">\(O(n)\)</span>, where <span class="arithmatex">\(n\)</span> is the length of the array.</li>
<li><strong>Loss of elements</strong>: Due to the fixed length of arrays, elements that exceed the array's capacity are lost during insertion.</li>
<li><strong>Waste of memory</strong>: Initializing a longer array and utilizing only the front part results in "meaningless" end elements during insertion, leading to some wasted memory space.</li>
</ul>
<h3 id="5-traversing-arrays">5. &nbsp; Traversing Arrays<a class="headerlink" href="#5-traversing-arrays" title="Permanent link">&para;</a></h3>
<h3 id="5-traversing-arrays">5. &nbsp; Traversing arrays<a class="headerlink" href="#5-traversing-arrays" title="Permanent link">&para;</a></h3>
<p>In most programming languages, we can traverse an array either by using indices or by directly iterating over each element:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="5:14"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><input id="__tabbed_5_4" name="__tabbed_5" type="radio" /><input id="__tabbed_5_5" name="__tabbed_5" type="radio" /><input id="__tabbed_5_6" name="__tabbed_5" type="radio" /><input id="__tabbed_5_7" name="__tabbed_5" type="radio" /><input id="__tabbed_5_8" name="__tabbed_5" type="radio" /><input id="__tabbed_5_9" name="__tabbed_5" type="radio" /><input id="__tabbed_5_10" name="__tabbed_5" type="radio" /><input id="__tabbed_5_11" name="__tabbed_5" type="radio" /><input id="__tabbed_5_12" name="__tabbed_5" type="radio" /><input id="__tabbed_5_13" name="__tabbed_5" type="radio" /><input id="__tabbed_5_14" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">Python</label><label for="__tabbed_5_2">C++</label><label for="__tabbed_5_3">Java</label><label for="__tabbed_5_4">C#</label><label for="__tabbed_5_5">Go</label><label for="__tabbed_5_6">Swift</label><label for="__tabbed_5_7">JS</label><label for="__tabbed_5_8">TS</label><label for="__tabbed_5_9">Dart</label><label for="__tabbed_5_10">Rust</label><label for="__tabbed_5_11">C</label><label for="__tabbed_5_12">Kotlin</label><label for="__tabbed_5_13">Ruby</label><label for="__tabbed_5_14">Zig</label></div>
<div class="tabbed-content">
@@ -3068,7 +3074,7 @@
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20traverse%28nums%3A%20list%5Bint%5D%29%3A%0A%20%20%20%20%22%22%22%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%22%22%22%0A%20%20%20%20count%20%3D%200%0A%20%20%20%20%23%20%E9%80%9A%E8%BF%87%E7%B4%A2%E5%BC%95%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20nums%5Bi%5D%0A%20%20%20%20%23%20%E7%9B%B4%E6%8E%A5%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%E5%85%83%E7%B4%A0%0A%20%20%20%20for%20num%20in%20nums%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20num%0A%20%20%20%20%23%20%E5%90%8C%E6%97%B6%E9%81%8D%E5%8E%86%E6%95%B0%E6%8D%AE%E7%B4%A2%E5%BC%95%E5%92%8C%E5%85%83%E7%B4%A0%0A%20%20%20%20for%20i,%20num%20in%20enumerate%28nums%29%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20nums%5Bi%5D%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20num%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%0A%20%20%20%20traverse%28nums%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=def%20traverse%28nums%3A%20list%5Bint%5D%29%3A%0A%20%20%20%20%22%22%22%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%22%22%22%0A%20%20%20%20count%20%3D%200%0A%20%20%20%20%23%20%E9%80%9A%E8%BF%87%E7%B4%A2%E5%BC%95%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20nums%5Bi%5D%0A%20%20%20%20%23%20%E7%9B%B4%E6%8E%A5%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%E5%85%83%E7%B4%A0%0A%20%20%20%20for%20num%20in%20nums%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20num%0A%20%20%20%20%23%20%E5%90%8C%E6%97%B6%E9%81%8D%E5%8E%86%E6%95%B0%E6%8D%AE%E7%B4%A2%E5%BC%95%E5%92%8C%E5%85%83%E7%B4%A0%0A%20%20%20%20for%20i,%20num%20in%20enumerate%28nums%29%3A%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20nums%5Bi%5D%0A%20%20%20%20%20%20%20%20count%20%2B%3D%20num%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%81%8D%E5%8E%86%E6%95%B0%E7%BB%84%0A%20%20%20%20traverse%28nums%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h3 id="6-finding-elements">6. &nbsp; Finding Elements<a class="headerlink" href="#6-finding-elements" title="Permanent link">&para;</a></h3>
<h3 id="6-finding-elements">6. &nbsp; Finding elements<a class="headerlink" href="#6-finding-elements" title="Permanent link">&para;</a></h3>
<p>Locating a specific element within an array involves iterating through the array, checking each element to determine if it matches the desired value.</p>
<p>Because arrays are linear data structures, this operation is commonly referred to as "linear search."</p>
<div class="tabbed-set tabbed-alternate" data-tabs="6:14"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><input id="__tabbed_6_4" name="__tabbed_6" type="radio" /><input id="__tabbed_6_5" name="__tabbed_6" type="radio" /><input id="__tabbed_6_6" name="__tabbed_6" type="radio" /><input id="__tabbed_6_7" name="__tabbed_6" type="radio" /><input id="__tabbed_6_8" name="__tabbed_6" type="radio" /><input id="__tabbed_6_9" name="__tabbed_6" type="radio" /><input id="__tabbed_6_10" name="__tabbed_6" type="radio" /><input id="__tabbed_6_11" name="__tabbed_6" type="radio" /><input id="__tabbed_6_12" name="__tabbed_6" type="radio" /><input id="__tabbed_6_13" name="__tabbed_6" type="radio" /><input id="__tabbed_6_14" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">Python</label><label for="__tabbed_6_2">C++</label><label for="__tabbed_6_3">Java</label><label for="__tabbed_6_4">C#</label><label for="__tabbed_6_5">Go</label><label for="__tabbed_6_6">Swift</label><label for="__tabbed_6_7">JS</label><label for="__tabbed_6_8">TS</label><label for="__tabbed_6_9">Dart</label><label for="__tabbed_6_10">Rust</label><label for="__tabbed_6_11">C</label><label for="__tabbed_6_12">Kotlin</label><label for="__tabbed_6_13">Ruby</label><label for="__tabbed_6_14">Zig</label></div>
@@ -3234,7 +3240,7 @@
<p><div style="height: 477px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=def%20find%28nums%3A%20list%5Bint%5D,%20target%3A%20int%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E6%95%B0%E7%BB%84%E4%B8%AD%E6%9F%A5%E6%89%BE%E6%8C%87%E5%AE%9A%E5%85%83%E7%B4%A0%22%22%22%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20if%20nums%5Bi%5D%20%3D%3D%20target%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20i%0A%20%20%20%20return%20-1%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E6%9F%A5%E6%89%BE%E5%85%83%E7%B4%A0%0A%20%20%20%20index%3A%20int%20%3D%20find%28nums,%203%29%0A%20%20%20%20print%28%22%E5%9C%A8%20nums%20%E4%B8%AD%E6%9F%A5%E6%89%BE%E5%85%83%E7%B4%A0%203%20%EF%BC%8C%E5%BE%97%E5%88%B0%E7%B4%A2%E5%BC%95%20%3D%22,%20index%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=def%20find%28nums%3A%20list%5Bint%5D,%20target%3A%20int%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E6%95%B0%E7%BB%84%E4%B8%AD%E6%9F%A5%E6%89%BE%E6%8C%87%E5%AE%9A%E5%85%83%E7%B4%A0%22%22%22%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20if%20nums%5Bi%5D%20%3D%3D%20target%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20i%0A%20%20%20%20return%20-1%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E6%9F%A5%E6%89%BE%E5%85%83%E7%B4%A0%0A%20%20%20%20index%3A%20int%20%3D%20find%28nums,%203%29%0A%20%20%20%20print%28%22%E5%9C%A8%20nums%20%E4%B8%AD%E6%9F%A5%E6%89%BE%E5%85%83%E7%B4%A0%203%20%EF%BC%8C%E5%BE%97%E5%88%B0%E7%B4%A2%E5%BC%95%20%3D%22,%20index%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h3 id="7-expanding-arrays">7. &nbsp; Expanding Arrays<a class="headerlink" href="#7-expanding-arrays" title="Permanent link">&para;</a></h3>
<h3 id="7-expanding-arrays">7. &nbsp; Expanding arrays<a class="headerlink" href="#7-expanding-arrays" title="Permanent link">&para;</a></h3>
<p>In complex system environments, ensuring the availability of memory space after an array for safe capacity extension becomes challenging. Consequently, in most programming languages, <strong>the length of an array is immutable</strong>.</p>
<p>To expand an array, it's necessary to create a larger array and then copy the elements from the original array. This operation has a time complexity of <span class="arithmatex">\(O(n)\)</span> and can be time-consuming for large arrays. The code are as follows:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="7:14"><input checked="checked" id="__tabbed_7_1" name="__tabbed_7" type="radio" /><input id="__tabbed_7_2" name="__tabbed_7" type="radio" /><input id="__tabbed_7_3" name="__tabbed_7" type="radio" /><input id="__tabbed_7_4" name="__tabbed_7" type="radio" /><input id="__tabbed_7_5" name="__tabbed_7" type="radio" /><input id="__tabbed_7_6" name="__tabbed_7" type="radio" /><input id="__tabbed_7_7" name="__tabbed_7" type="radio" /><input id="__tabbed_7_8" name="__tabbed_7" type="radio" /><input id="__tabbed_7_9" name="__tabbed_7" type="radio" /><input id="__tabbed_7_10" name="__tabbed_7" type="radio" /><input id="__tabbed_7_11" name="__tabbed_7" type="radio" /><input id="__tabbed_7_12" name="__tabbed_7" type="radio" /><input id="__tabbed_7_13" name="__tabbed_7" type="radio" /><input id="__tabbed_7_14" name="__tabbed_7" type="radio" /><div class="tabbed-labels"><label for="__tabbed_7_1">Python</label><label for="__tabbed_7_2">C++</label><label for="__tabbed_7_3">Java</label><label for="__tabbed_7_4">C#</label><label for="__tabbed_7_5">Go</label><label for="__tabbed_7_6">Swift</label><label for="__tabbed_7_7">JS</label><label for="__tabbed_7_8">TS</label><label for="__tabbed_7_9">Dart</label><label for="__tabbed_7_10">Rust</label><label for="__tabbed_7_11">C</label><label for="__tabbed_7_12">Kotlin</label><label for="__tabbed_7_13">Ruby</label><label for="__tabbed_7_14">Zig</label></div>
@@ -3453,27 +3459,27 @@
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=%23%20%E8%AF%B7%E6%B3%A8%E6%84%8F%EF%BC%8CPython%20%E7%9A%84%20list%20%E6%98%AF%E5%8A%A8%E6%80%81%E6%95%B0%E7%BB%84%EF%BC%8C%E5%8F%AF%E4%BB%A5%E7%9B%B4%E6%8E%A5%E6%89%A9%E5%B1%95%0A%23%20%E4%B8%BA%E4%BA%86%E6%96%B9%E4%BE%BF%E5%AD%A6%E4%B9%A0%EF%BC%8C%E6%9C%AC%E5%87%BD%E6%95%B0%E5%B0%86%20list%20%E7%9C%8B%E4%BD%9C%E9%95%BF%E5%BA%A6%E4%B8%8D%E5%8F%AF%E5%8F%98%E7%9A%84%E6%95%B0%E7%BB%84%0Adef%20extend%28nums%3A%20list%5Bint%5D,%20enlarge%3A%20int%29%20-%3E%20list%5Bint%5D%3A%0A%20%20%20%20%22%22%22%E6%89%A9%E5%B1%95%E6%95%B0%E7%BB%84%E9%95%BF%E5%BA%A6%22%22%22%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E4%B8%80%E4%B8%AA%E6%89%A9%E5%B1%95%E9%95%BF%E5%BA%A6%E5%90%8E%E7%9A%84%E6%95%B0%E7%BB%84%0A%20%20%20%20res%20%3D%20%5B0%5D%20*%20%28len%28nums%29%20%2B%20enlarge%29%0A%20%20%20%20%23%20%E5%B0%86%E5%8E%9F%E6%95%B0%E7%BB%84%E4%B8%AD%E7%9A%84%E6%89%80%E6%9C%89%E5%85%83%E7%B4%A0%E5%A4%8D%E5%88%B6%E5%88%B0%E6%96%B0%E6%95%B0%E7%BB%84%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20res%5Bi%5D%20%3D%20nums%5Bi%5D%0A%20%20%20%20%23%20%E8%BF%94%E5%9B%9E%E6%89%A9%E5%B1%95%E5%90%8E%E7%9A%84%E6%96%B0%E6%95%B0%E7%BB%84%0A%20%20%20%20return%20res%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%95%BF%E5%BA%A6%E6%89%A9%E5%B1%95%0A%20%20%20%20nums%20%3D%20extend%28nums,%203%29%0A%20%20%20%20print%28%22%E5%B0%86%E6%95%B0%E7%BB%84%E9%95%BF%E5%BA%A6%E6%89%A9%E5%B1%95%E8%87%B3%208%20%EF%BC%8C%E5%BE%97%E5%88%B0%20nums%20%3D%22,%20nums%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=%23%20%E8%AF%B7%E6%B3%A8%E6%84%8F%EF%BC%8CPython%20%E7%9A%84%20list%20%E6%98%AF%E5%8A%A8%E6%80%81%E6%95%B0%E7%BB%84%EF%BC%8C%E5%8F%AF%E4%BB%A5%E7%9B%B4%E6%8E%A5%E6%89%A9%E5%B1%95%0A%23%20%E4%B8%BA%E4%BA%86%E6%96%B9%E4%BE%BF%E5%AD%A6%E4%B9%A0%EF%BC%8C%E6%9C%AC%E5%87%BD%E6%95%B0%E5%B0%86%20list%20%E7%9C%8B%E4%BD%9C%E9%95%BF%E5%BA%A6%E4%B8%8D%E5%8F%AF%E5%8F%98%E7%9A%84%E6%95%B0%E7%BB%84%0Adef%20extend%28nums%3A%20list%5Bint%5D,%20enlarge%3A%20int%29%20-%3E%20list%5Bint%5D%3A%0A%20%20%20%20%22%22%22%E6%89%A9%E5%B1%95%E6%95%B0%E7%BB%84%E9%95%BF%E5%BA%A6%22%22%22%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E4%B8%80%E4%B8%AA%E6%89%A9%E5%B1%95%E9%95%BF%E5%BA%A6%E5%90%8E%E7%9A%84%E6%95%B0%E7%BB%84%0A%20%20%20%20res%20%3D%20%5B0%5D%20*%20%28len%28nums%29%20%2B%20enlarge%29%0A%20%20%20%20%23%20%E5%B0%86%E5%8E%9F%E6%95%B0%E7%BB%84%E4%B8%AD%E7%9A%84%E6%89%80%E6%9C%89%E5%85%83%E7%B4%A0%E5%A4%8D%E5%88%B6%E5%88%B0%E6%96%B0%E6%95%B0%E7%BB%84%0A%20%20%20%20for%20i%20in%20range%28len%28nums%29%29%3A%0A%20%20%20%20%20%20%20%20res%5Bi%5D%20%3D%20nums%5Bi%5D%0A%20%20%20%20%23%20%E8%BF%94%E5%9B%9E%E6%89%A9%E5%B1%95%E5%90%8E%E7%9A%84%E6%96%B0%E6%95%B0%E7%BB%84%0A%20%20%20%20return%20res%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E6%95%B0%E7%BB%84%0A%20%20%20%20nums%20%3D%20%5B1,%203,%202,%205,%204%5D%0A%20%20%20%20print%28%22%E6%95%B0%E7%BB%84%20nums%20%3D%22,%20nums%29%0A%0A%20%20%20%20%23%20%E9%95%BF%E5%BA%A6%E6%89%A9%E5%B1%95%0A%20%20%20%20nums%20%3D%20extend%28nums,%203%29%0A%20%20%20%20print%28%22%E5%B0%86%E6%95%B0%E7%BB%84%E9%95%BF%E5%BA%A6%E6%89%A9%E5%B1%95%E8%87%B3%208%20%EF%BC%8C%E5%BE%97%E5%88%B0%20nums%20%3D%22,%20nums%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=6&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h2 id="412-advantages-and-limitations-of-arrays">4.1.2 &nbsp; Advantages and Limitations of Arrays<a class="headerlink" href="#412-advantages-and-limitations-of-arrays" title="Permanent link">&para;</a></h2>
<h2 id="412-advantages-and-limitations-of-arrays">4.1.2 &nbsp; Advantages and limitations of arrays<a class="headerlink" href="#412-advantages-and-limitations-of-arrays" title="Permanent link">&para;</a></h2>
<p>Arrays are stored in contiguous memory spaces and consist of elements of the same type. This approach provides substantial prior information that systems can leverage to optimize the efficiency of data structure operations.</p>
<ul>
<li><strong>High Space Efficiency</strong>: Arrays allocate a contiguous block of memory for data, eliminating the need for additional structural overhead.</li>
<li><strong>Support for Random Access</strong>: Arrays allow <span class="arithmatex">\(O(1)\)</span> time access to any element.</li>
<li><strong>Cache Locality</strong>: When accessing array elements, the computer not only loads them but also caches the surrounding data, utilizing high-speed cache to enchance subsequent operation speeds.</li>
<li><strong>High space efficiency</strong>: Arrays allocate a contiguous block of memory for data, eliminating the need for additional structural overhead.</li>
<li><strong>Support for random access</strong>: Arrays allow <span class="arithmatex">\(O(1)\)</span> time access to any element.</li>
<li><strong>Cache locality</strong>: When accessing array elements, the computer not only loads them but also caches the surrounding data, utilizing high-speed cache to enchance subsequent operation speeds.</li>
</ul>
<p>However, continuous space storage is a double-edged sword, with the following limitations:</p>
<ul>
<li><strong>Low Efficiency in Insertion and Deletion</strong>: As arrays accumulate many elements, inserting or deleting elements requires shifting a large number of elements.</li>
<li><strong>Fixed Length</strong>: The length of an array is fixed after initialization. Expanding an array requires copying all data to a new array, incurring significant costs.</li>
<li><strong>Space Wastage</strong>: If the allocated array size exceeds the what is necessary, the extra space is wasted.</li>
<li><strong>Low efficiency in insertion and deletion</strong>: As arrays accumulate many elements, inserting or deleting elements requires shifting a large number of elements.</li>
<li><strong>Fixed length</strong>: The length of an array is fixed after initialization. Expanding an array requires copying all data to a new array, incurring significant costs.</li>
<li><strong>Space wastage</strong>: If the allocated array size exceeds the what is necessary, the extra space is wasted.</li>
</ul>
<h2 id="413-typical-applications-of-arrays">4.1.3 &nbsp; Typical Applications of Arrays<a class="headerlink" href="#413-typical-applications-of-arrays" title="Permanent link">&para;</a></h2>
<h2 id="413-typical-applications-of-arrays">4.1.3 &nbsp; Typical applications of arrays<a class="headerlink" href="#413-typical-applications-of-arrays" title="Permanent link">&para;</a></h2>
<p>Arrays are fundamental and widely used data structures. They find frequent application in various algorithms and serve in the implementation of complex data structures.</p>
<ul>
<li><strong>Random Access</strong>: Arrays are ideal for storing data when random sampling is required. By generating a random sequence based on indices, we can achieve random sampling efficiently.</li>
<li><strong>Sorting and Searching</strong>: Arrays are the most commonly used data structure for sorting and searching algorithms. Techniques like quick sort, merge sort, binary search, etc., are primarily operate on arrays.</li>
<li><strong>Lookup Tables</strong>: Arrays serve as efficient lookup tables for quick element or relationship retrieval. For instance, mapping characters to ASCII codes becomes seamless by using the ASCII code values as indices and storing corresponding elements in the array.</li>
<li><strong>Machine Learning</strong>: Within the domain of neural networks, arrays play a pivotal role in executing crucial linear algebra operations involving vectors, matrices, and tensors. Arrays serve as the primary and most extensively used data structure in neural network programming.</li>
<li><strong>Data Structure Implementation</strong>: Arrays serve as the building blocks for implementing various data structures like stacks, queues, hash tables, heaps, graphs, etc. For instance, the adjacency matrix representation of a graph is essentially a two-dimensional array.</li>
<li><strong>Random access</strong>: Arrays are ideal for storing data when random sampling is required. By generating a random sequence based on indices, we can achieve random sampling efficiently.</li>
<li><strong>Sorting and searching</strong>: Arrays are the most commonly used data structure for sorting and searching algorithms. Techniques like quick sort, merge sort, binary search, etc., are primarily operate on arrays.</li>
<li><strong>Lookup tables</strong>: Arrays serve as efficient lookup tables for quick element or relationship retrieval. For instance, mapping characters to ASCII codes becomes seamless by using the ASCII code values as indices and storing corresponding elements in the array.</li>
<li><strong>Machine learning</strong>: Within the domain of neural networks, arrays play a pivotal role in executing crucial linear algebra operations involving vectors, matrices, and tensors. Arrays serve as the primary and most extensively used data structure in neural network programming.</li>
<li><strong>Data structure implementation</strong>: Arrays serve as the building blocks for implementing various data structures like stacks, queues, hash tables, heaps, graphs, etc. For instance, the adjacency matrix representation of a graph is essentially a two-dimensional array.</li>
</ul>
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<title>Chapter 4.   Arrays and Linked Lists - Hello Algo</title>
<title>Chapter 4.   Arrays and linked lists - Hello Algo</title>
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Chapter 4. &nbsp; Arrays and Linked Lists
Chapter 4. &nbsp; Arrays and linked lists
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0.1 About This Book
0.1 About this book
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0.2 How to Read
0.2 How to read
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Chapter 1. Introduction to Algorithms
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1.1 Algorithms are Everywhere
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1.2 What is an Algorithm
1.2 What is an algorithm
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Chapter 2. Complexity Analysis
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2.1 Algorithm Efficiency Assessment
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2.2 Iteration and Recursion
2.2 Iteration and recursion
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Chapter 3. Data Structures
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3.1 Classification of Data Structures
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Chapter 4. Array and Linked List
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4.2 Linked List
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4.4 Memory and Cache
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Chapter 5. Stack and Queue
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Chapter 6. Hash Table
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6.1 Hash Table
6.1 Hash table
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<!-- Page content -->
<h1 id="chapter-4-arrays-and-linked-lists">Chapter 4. &nbsp; Arrays and Linked Lists<a class="headerlink" href="#chapter-4-arrays-and-linked-lists" title="Permanent link">&para;</a></h1>
<p><a class="glightbox" href="../assets/covers/chapter_array_and_linkedlist.jpg" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Arrays and Linked Lists" class="cover-image" src="../assets/covers/chapter_array_and_linkedlist.jpg" /></a></p>
<h1 id="chapter-4-arrays-and-linked-lists">Chapter 4. &nbsp; Arrays and linked lists<a class="headerlink" href="#chapter-4-arrays-and-linked-lists" title="Permanent link">&para;</a></h1>
<p><a class="glightbox" href="../assets/covers/chapter_array_and_linkedlist.jpg" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Arrays and linked lists" class="cover-image" src="../assets/covers/chapter_array_and_linkedlist.jpg" /></a></p>
<div class="admonition abstract">
<p class="admonition-title">Abstract</p>
<p>The world of data structures resembles a sturdy brick wall.</p>
@@ -2013,9 +2019,9 @@
<h2 id="chapter-contents">Chapter Contents<a class="headerlink" href="#chapter-contents" title="Permanent link">&para;</a></h2>
<ul>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/array/">4.1 &nbsp; Array</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/linked_list/">4.2 &nbsp; Linked List</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/linked_list/">4.2 &nbsp; Linked list</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/list/">4.3 &nbsp; List</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/ram_and_cache/">4.4 &nbsp; Memory and Cache</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/ram_and_cache/">4.4 &nbsp; Memory and cache</a></li>
<li><a href="https://www.hello-algo.com/en/chapter_array_and_linkedlist/summary/">4.5 &nbsp; Summary</a></li>
</ul>
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0.1 About This Book
0.1 About this book
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0.2 How to Read
0.2 How to read
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Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
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1.1 Algorithms are Everywhere
1.1 Algorithms are everywhere
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1.2 What is an Algorithm
1.2 What is an algorithm
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Chapter 2. Complexity Analysis
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2.1 Algorithm Efficiency Assessment
2.1 Algorithm efficiency assessment
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2.2 Iteration and recursion
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2.3 Time complexity
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2.4 Space complexity
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Chapter 3. Data Structures
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<span class="md-ellipsis">
3.1 Classification of Data Structures
3.1 Classification of data structures
</span>
@@ -857,7 +863,7 @@
<span class="md-ellipsis">
3.2 Fundamental Data Types
3.2 Fundamental data types
</span>
@@ -878,7 +884,7 @@
<span class="md-ellipsis">
3.3 Number Encoding *
3.3 Number encoding *
</span>
@@ -899,7 +905,7 @@
<span class="md-ellipsis">
3.4 Character Encoding *
3.4 Character encoding *
</span>
@@ -982,7 +988,7 @@
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 5v14h17V5H3m4 2v2H5V7h2m-2 6v-2h2v2H5m0 2h2v2H5v-2m13 2H9v-2h9v2m0-4H9v-2h9v2m0-4H9V7h9v2Z"/></svg>
<span class="md-ellipsis">
Chapter 4. Array and Linked List
Chapter 4. Array and linked list
</span>
@@ -998,7 +1004,7 @@
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Chapter 4. Array and Linked List
Chapter 4. Array and linked list
</label>
<ul class="md-nav__list" data-md-scrollfix>
@@ -1045,7 +1051,7 @@
<span class="md-ellipsis">
4.2 Linked List
4.2 Linked list
</span>
@@ -1056,7 +1062,7 @@
<span class="md-ellipsis">
4.2 Linked List
4.2 Linked list
</span>
@@ -1080,35 +1086,35 @@
<li class="md-nav__item">
<a href="#421-common-operations-on-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.1 &nbsp; Common Operations on Linked Lists
4.2.1 &nbsp; Common operations on linked lists
</span>
</a>
<nav class="md-nav" aria-label="4.2.1   Common Operations on Linked Lists">
<nav class="md-nav" aria-label="4.2.1   Common operations on linked lists">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#1-initializing-a-linked-list" class="md-nav__link">
<span class="md-ellipsis">
1. &nbsp; Initializing a Linked List
1. &nbsp; Initializing a linked list
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#2-inserting-a-node" class="md-nav__link">
<a href="#2-inserting-nodes" class="md-nav__link">
<span class="md-ellipsis">
2. &nbsp; Inserting a Node
2. &nbsp; Inserting nodes
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#3-deleting-a-node" class="md-nav__link">
<a href="#3-deleting-nodes" class="md-nav__link">
<span class="md-ellipsis">
3. &nbsp; Deleting a Node
3. &nbsp; Deleting nodes
</span>
</a>
@@ -1117,7 +1123,7 @@
<li class="md-nav__item">
<a href="#4-accessing-nodes" class="md-nav__link">
<span class="md-ellipsis">
4. &nbsp; Accessing Nodes
4. &nbsp; Accessing nodes
</span>
</a>
@@ -1126,7 +1132,7 @@
<li class="md-nav__item">
<a href="#5-finding-nodes" class="md-nav__link">
<span class="md-ellipsis">
5. &nbsp; Finding Nodes
5. &nbsp; Finding nodes
</span>
</a>
@@ -1140,7 +1146,7 @@
<li class="md-nav__item">
<a href="#422-arrays-vs-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.2 &nbsp; Arrays vs. Linked Lists
4.2.2 &nbsp; Arrays vs. linked lists
</span>
</a>
@@ -1149,7 +1155,7 @@
<li class="md-nav__item">
<a href="#423-common-types-of-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.3 &nbsp; Common Types of Linked Lists
4.2.3 &nbsp; Common types of linked lists
</span>
</a>
@@ -1158,7 +1164,7 @@
<li class="md-nav__item">
<a href="#424-typical-applications-of-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.4 &nbsp; Typical Applications of Linked Lists
4.2.4 &nbsp; Typical applications of linked lists
</span>
</a>
@@ -1205,7 +1211,7 @@
<span class="md-ellipsis">
4.4 Memory and Cache
4.4 Memory and cache
</span>
@@ -1284,7 +1290,7 @@
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M17.36 20.2v-5.38h1.79V22H3v-7.18h1.8v5.38h12.56M6.77 14.32l.37-1.76 8.79 1.85-.37 1.76-8.79-1.85m1.16-4.21.76-1.61 8.14 3.78-.76 1.62-8.14-3.79m2.26-3.99 1.15-1.38 6.9 5.76-1.15 1.37-6.9-5.75m4.45-4.25L20 9.08l-1.44 1.07-5.36-7.21 1.44-1.07M6.59 18.41v-1.8h8.98v1.8H6.59Z"/></svg>
<span class="md-ellipsis">
Chapter 5. Stack and Queue
Chapter 5. Stack and queue
</span>
@@ -1300,7 +1306,7 @@
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Chapter 5. Stack and Queue
Chapter 5. Stack and queue
</label>
<ul class="md-nav__list" data-md-scrollfix>
@@ -1359,7 +1365,7 @@
<span class="md-ellipsis">
5.3 Double-ended Queue
5.3 Double-ended queue
</span>
@@ -1438,7 +1444,7 @@
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19.3 17.89c1.32-2.1.7-4.89-1.41-6.21a4.52 4.52 0 0 0-6.21 1.41C10.36 15.2 11 18 13.09 19.3c1.47.92 3.33.92 4.8 0L21 22.39 22.39 21l-3.09-3.11m-2-.62c-.98.98-2.56.97-3.54 0-.97-.98-.97-2.56.01-3.54.97-.97 2.55-.97 3.53 0 .96.99.95 2.57-.03 3.54h.03M19 4H5a2 2 0 0 0-2 2v12a2 2 0 0 0 2 2h5.81a6.3 6.3 0 0 1-1.31-2H5v-4h4.18c.16-.71.43-1.39.82-2H5V8h6v2.81a6.3 6.3 0 0 1 2-1.31V8h6v2a6.499 6.499 0 0 1 2 2V6a2 2 0 0 0-2-2Z"/></svg>
<span class="md-ellipsis">
Chapter 6. Hash Table
Chapter 6. Hash table
</span>
@@ -1454,7 +1460,7 @@
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
Chapter 6. Hash Table
Chapter 6. Hash table
</label>
<ul class="md-nav__list" data-md-scrollfix>
@@ -1471,7 +1477,7 @@
<span class="md-ellipsis">
6.1 Hash Table
6.1 Hash table
</span>
@@ -1492,7 +1498,7 @@
<span class="md-ellipsis">
6.2 Hash Collision
6.2 Hash collision
</span>
@@ -1513,7 +1519,7 @@
<span class="md-ellipsis">
6.3 Hash Algorithm
6.3 Hash algorithm
</span>
@@ -2088,35 +2094,35 @@
<li class="md-nav__item">
<a href="#421-common-operations-on-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.1 &nbsp; Common Operations on Linked Lists
4.2.1 &nbsp; Common operations on linked lists
</span>
</a>
<nav class="md-nav" aria-label="4.2.1   Common Operations on Linked Lists">
<nav class="md-nav" aria-label="4.2.1   Common operations on linked lists">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#1-initializing-a-linked-list" class="md-nav__link">
<span class="md-ellipsis">
1. &nbsp; Initializing a Linked List
1. &nbsp; Initializing a linked list
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#2-inserting-a-node" class="md-nav__link">
<a href="#2-inserting-nodes" class="md-nav__link">
<span class="md-ellipsis">
2. &nbsp; Inserting a Node
2. &nbsp; Inserting nodes
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#3-deleting-a-node" class="md-nav__link">
<a href="#3-deleting-nodes" class="md-nav__link">
<span class="md-ellipsis">
3. &nbsp; Deleting a Node
3. &nbsp; Deleting nodes
</span>
</a>
@@ -2125,7 +2131,7 @@
<li class="md-nav__item">
<a href="#4-accessing-nodes" class="md-nav__link">
<span class="md-ellipsis">
4. &nbsp; Accessing Nodes
4. &nbsp; Accessing nodes
</span>
</a>
@@ -2134,7 +2140,7 @@
<li class="md-nav__item">
<a href="#5-finding-nodes" class="md-nav__link">
<span class="md-ellipsis">
5. &nbsp; Finding Nodes
5. &nbsp; Finding nodes
</span>
</a>
@@ -2148,7 +2154,7 @@
<li class="md-nav__item">
<a href="#422-arrays-vs-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.2 &nbsp; Arrays vs. Linked Lists
4.2.2 &nbsp; Arrays vs. linked lists
</span>
</a>
@@ -2157,7 +2163,7 @@
<li class="md-nav__item">
<a href="#423-common-types-of-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.3 &nbsp; Common Types of Linked Lists
4.2.3 &nbsp; Common types of linked lists
</span>
</a>
@@ -2166,7 +2172,7 @@
<li class="md-nav__item">
<a href="#424-typical-applications-of-linked-lists" class="md-nav__link">
<span class="md-ellipsis">
4.2.4 &nbsp; Typical Applications of Linked Lists
4.2.4 &nbsp; Typical applications of linked lists
</span>
</a>
@@ -2208,12 +2214,12 @@
<!-- Page content -->
<h1 id="42-linked-lists">4.2 &nbsp; Linked Lists<a class="headerlink" href="#42-linked-lists" title="Permanent link">&para;</a></h1>
<h1 id="42-linked-list">4.2 &nbsp; Linked list<a class="headerlink" href="#42-linked-list" title="Permanent link">&para;</a></h1>
<p>Memory space is a shared resource among all programs. In a complex system environment, available memory can be dispersed throughout the memory space. We understand that the memory allocated for an array must be continuous. However, for very large arrays, finding a sufficiently large contiguous memory space might be challenging. This is where the flexible advantage of linked lists becomes evident.</p>
<p>A "linked list" is a linear data structure in which each element is a node object, and the nodes are interconnected through "references". These references hold the memory addresses of subsequent nodes, enabling navigation from one node to the next.</p>
<p>The design of linked lists allows for their nodes to be distributed across memory locations without requiring contiguous memory addresses.</p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_definition.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked List Definition and Storage Method" class="animation-figure" src="../linked_list.assets/linkedlist_definition.png" /></a></p>
<p align="center"> Figure 4-5 &nbsp; Linked List Definition and Storage Method </p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_definition.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked list definition and storage method" class="animation-figure" src="../linked_list.assets/linkedlist_definition.png" /></a></p>
<p align="center"> Figure 4-5 &nbsp; Linked list definition and storage method </p>
<p>As shown in the figure, we see that the basic building block of a linked list is the "node" object. Each node comprises two key components: the node's "value" and a "reference" to the next node.</p>
<ul>
@@ -2226,14 +2232,14 @@
<div class="tabbed-content">
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="k">class</span> <span class="nc">ListNode</span><span class="p">:</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Linked List Node Class&quot;&quot;&quot;</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Linked list node class&quot;&quot;&quot;</span>
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> <span class="bp">self</span><span class="o">.</span><span class="n">val</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="n">val</span> <span class="c1"># Node value</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> <span class="bp">self</span><span class="o">.</span><span class="n">next</span><span class="p">:</span> <span class="n">ListNode</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span> <span class="c1"># Reference to the next node</span>
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="cm">/* Linked List Node Structure */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="cm">/* Linked list node structure */</span>
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="k">struct</span><span class="w"> </span><span class="nc">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">val</span><span class="p">;</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="n">ListNode</span><span class="w"> </span><span class="o">*</span><span class="n">next</span><span class="p">;</span><span class="w"> </span><span class="c1">// Pointer to the next node</span>
@@ -2242,7 +2248,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="cm">/* Linked List Node Class */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="kd">class</span> <span class="nc">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">val</span><span class="p">;</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="n">ListNode</span><span class="w"> </span><span class="n">next</span><span class="p">;</span><span class="w"> </span><span class="c1">// Reference to the next node</span>
@@ -2251,7 +2257,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="cm">/* Linked List Node Class */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">class</span><span class="w"> </span><span class="nf">ListNode</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">x</span><span class="p">)</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="c1">// Constructor</span>
<a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">val</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x</span><span class="p">;</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a><span class="w"> </span><span class="n">ListNode</span><span class="o">?</span><span class="w"> </span><span class="n">next</span><span class="p">;</span><span class="w"> </span><span class="c1">// Reference to the next node</span>
@@ -2259,7 +2265,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="cm">/* Linked List Node Structure */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="cm">/* Linked list node structure */</span>
<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="kd">type</span><span class="w"> </span><span class="nx">ListNode</span><span class="w"> </span><span class="kd">struct</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span><span class="nx">Val</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span><span class="nx">Next</span><span class="w"> </span><span class="o">*</span><span class="nx">ListNode</span><span class="w"> </span><span class="c1">// Pointer to the next node</span>
@@ -2275,7 +2281,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="cm">/* Linked List Node Class */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="kd">class</span> <span class="nc">ListNode</span> <span class="p">{</span>
<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a> <span class="kd">var</span> <span class="nv">val</span><span class="p">:</span> <span class="nb">Int</span> <span class="c1">// Node value</span>
<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a> <span class="kd">var</span> <span class="nv">next</span><span class="p">:</span> <span class="n">ListNode</span><span class="p">?</span> <span class="c1">// Reference to the next node</span>
@@ -2287,7 +2293,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="cm">/* Linked List Node Class */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="kd">class</span><span class="w"> </span><span class="nx">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="w"> </span><span class="kr">constructor</span><span class="p">(</span><span class="nx">val</span><span class="p">,</span><span class="w"> </span><span class="nx">next</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="w"> </span><span class="k">this</span><span class="p">.</span><span class="nx">val</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="nx">val</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="kc">undefined</span><span class="w"> </span><span class="o">?</span><span class="w"> </span><span class="mf">0</span><span class="w"> </span><span class="o">:</span><span class="w"> </span><span class="nx">val</span><span class="p">);</span><span class="w"> </span><span class="c1">// Node value</span>
@@ -2297,7 +2303,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="cm">/* Linked List Node Class */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="kd">class</span><span class="w"> </span><span class="nx">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="w"> </span><span class="nx">val</span><span class="o">:</span><span class="w"> </span><span class="kt">number</span><span class="p">;</span>
<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="w"> </span><span class="nx">next</span><span class="o">:</span><span class="w"> </span><span class="kt">ListNode</span><span class="w"> </span><span class="o">|</span><span class="w"> </span><span class="kc">null</span><span class="p">;</span>
@@ -2309,7 +2315,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="cm">/* 链表节点类 */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="kd">class</span><span class="w"> </span><span class="nc">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">val</span><span class="p">;</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="w"> </span><span class="n">ListNode</span><span class="o">?</span><span class="w"> </span><span class="n">next</span><span class="p">;</span><span class="w"> </span><span class="c1">// Reference to the next node</span>
@@ -2320,7 +2326,7 @@
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="k">use</span><span class="w"> </span><span class="n">std</span>::<span class="n">rc</span>::<span class="n">Rc</span><span class="p">;</span>
<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="k">use</span><span class="w"> </span><span class="n">std</span>::<span class="n">cell</span>::<span class="n">RefCell</span><span class="p">;</span>
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="cm">/* Linked List Node Class */</span>
<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="cm">/* Linked list node class */</span>
<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="cp">#[derive(Debug)]</span>
<a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="k">struct</span> <span class="nc">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a><span class="w"> </span><span class="n">val</span>: <span class="kt">i32</span><span class="p">,</span><span class="w"> </span><span class="c1">// Node value</span>
@@ -2329,7 +2335,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="cm">/* Linked List Node Structure */</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="cm">/* Linked list node structure */</span>
<a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="k">typedef</span><span class="w"> </span><span class="k">struct</span><span class="w"> </span><span class="nc">ListNode</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">val</span><span class="p">;</span><span class="w"> </span><span class="c1">// Node value</span>
<a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="w"> </span><span class="k">struct</span><span class="w"> </span><span class="nc">ListNode</span><span class="w"> </span><span class="o">*</span><span class="n">next</span><span class="p">;</span><span class="w"> </span><span class="c1">// Pointer to the next node</span>
@@ -2350,7 +2356,7 @@
</code></pre></div>
</div>
<div class="tabbed-block">
<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="c1">// Linked List Node Class</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="c1">// Linked list node class</span>
<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a><span class="kr">pub</span><span class="w"> </span><span class="k">fn</span><span class="w"> </span><span class="n">ListNode</span><span class="p">(</span><span class="kr">comptime</span><span class="w"> </span><span class="n">T</span><span class="o">:</span><span class="w"> </span><span class="kt">type</span><span class="p">)</span><span class="w"> </span><span class="kt">type</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="k">struct</span><span class="w"> </span><span class="p">{</span>
<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="w"> </span><span class="kr">const</span><span class="w"> </span><span class="n">Self</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">@This</span><span class="p">();</span>
@@ -2369,8 +2375,8 @@
</div>
</div>
</div>
<h2 id="421-common-operations-on-linked-lists">4.2.1 &nbsp; Common Operations on Linked Lists<a class="headerlink" href="#421-common-operations-on-linked-lists" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-a-linked-list">1. &nbsp; Initializing a Linked List<a class="headerlink" href="#1-initializing-a-linked-list" title="Permanent link">&para;</a></h3>
<h2 id="421-common-operations-on-linked-lists">4.2.1 &nbsp; Common operations on linked lists<a class="headerlink" href="#421-common-operations-on-linked-lists" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-a-linked-list">1. &nbsp; Initializing a linked list<a class="headerlink" href="#1-initializing-a-linked-list" title="Permanent link">&para;</a></h3>
<p>Constructing a linked list is a two-step process: first, initializing each node object, and second, forming the reference links between the nodes. After initialization, we can traverse all nodes sequentially from the head node by following the <code>next</code> reference.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="2:13"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><input id="__tabbed_2_3" name="__tabbed_2" type="radio" /><input id="__tabbed_2_4" name="__tabbed_2" type="radio" /><input id="__tabbed_2_5" name="__tabbed_2" type="radio" /><input id="__tabbed_2_6" name="__tabbed_2" type="radio" /><input id="__tabbed_2_7" name="__tabbed_2" type="radio" /><input id="__tabbed_2_8" name="__tabbed_2" type="radio" /><input id="__tabbed_2_9" name="__tabbed_2" type="radio" /><input id="__tabbed_2_10" name="__tabbed_2" type="radio" /><input id="__tabbed_2_11" name="__tabbed_2" type="radio" /><input id="__tabbed_2_12" name="__tabbed_2" type="radio" /><input id="__tabbed_2_13" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">Python</label><label for="__tabbed_2_2">C++</label><label for="__tabbed_2_3">Java</label><label for="__tabbed_2_4">C#</label><label for="__tabbed_2_5">Go</label><label for="__tabbed_2_6">Swift</label><label for="__tabbed_2_7">JS</label><label for="__tabbed_2_8">TS</label><label for="__tabbed_2_9">Dart</label><label for="__tabbed_2_10">Rust</label><label for="__tabbed_2_11">C</label><label for="__tabbed_2_12">Kotlin</label><label for="__tabbed_2_13">Zig</label></div>
<div class="tabbed-content">
@@ -2562,11 +2568,11 @@
</div>
</div>
<p>The array as a whole is a variable, for instance, the array <code>nums</code> includes elements like <code>nums[0]</code>, <code>nums[1]</code>, and so on, whereas a linked list is made up of several distinct node objects. <strong>We typically refer to a linked list by its head node</strong>, for example, the linked list in the previous code snippet is referred to as <code>n0</code>.</p>
<h3 id="2-inserting-a-node">2. &nbsp; Inserting a Node<a class="headerlink" href="#2-inserting-a-node" title="Permanent link">&para;</a></h3>
<h3 id="2-inserting-nodes">2. &nbsp; Inserting nodes<a class="headerlink" href="#2-inserting-nodes" title="Permanent link">&para;</a></h3>
<p>Inserting a node into a linked list is very easy. As shown in the figure, let's assume we aim to insert a new node <code>P</code> between two adjacent nodes <code>n0</code> and <code>n1</code>. <strong>This can be achieved by simply modifying two node references (pointers)</strong>, with a time complexity of <span class="arithmatex">\(O(1)\)</span>.</p>
<p>By comparison, inserting an element into an array has a time complexity of <span class="arithmatex">\(O(n)\)</span>, which becomes less efficient when dealing with large data volumes.</p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_insert_node.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked List Node Insertion Example" class="animation-figure" src="../linked_list.assets/linkedlist_insert_node.png" /></a></p>
<p align="center"> Figure 4-6 &nbsp; Linked List Node Insertion Example </p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_insert_node.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked list node insertion example" class="animation-figure" src="../linked_list.assets/linkedlist_insert_node.png" /></a></p>
<p align="center"> Figure 4-6 &nbsp; Linked list node insertion example </p>
<div class="tabbed-set tabbed-alternate" data-tabs="3:14"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><input id="__tabbed_3_3" name="__tabbed_3" type="radio" /><input id="__tabbed_3_4" name="__tabbed_3" type="radio" /><input id="__tabbed_3_5" name="__tabbed_3" type="radio" /><input id="__tabbed_3_6" name="__tabbed_3" type="radio" /><input id="__tabbed_3_7" name="__tabbed_3" type="radio" /><input id="__tabbed_3_8" name="__tabbed_3" type="radio" /><input id="__tabbed_3_9" name="__tabbed_3" type="radio" /><input id="__tabbed_3_10" name="__tabbed_3" type="radio" /><input id="__tabbed_3_11" name="__tabbed_3" type="radio" /><input id="__tabbed_3_12" name="__tabbed_3" type="radio" /><input id="__tabbed_3_13" name="__tabbed_3" type="radio" /><input id="__tabbed_3_14" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">Python</label><label for="__tabbed_3_2">C++</label><label for="__tabbed_3_3">Java</label><label for="__tabbed_3_4">C#</label><label for="__tabbed_3_5">Go</label><label for="__tabbed_3_6">Swift</label><label for="__tabbed_3_7">JS</label><label for="__tabbed_3_8">TS</label><label for="__tabbed_3_9">Dart</label><label for="__tabbed_3_10">Rust</label><label for="__tabbed_3_11">C</label><label for="__tabbed_3_12">Kotlin</label><label for="__tabbed_3_13">Ruby</label><label for="__tabbed_3_14">Zig</label></div>
<div class="tabbed-content">
@@ -2704,11 +2710,11 @@
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20insert%28n0%3A%20ListNode,%20P%3A%20ListNode%29%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E9%93%BE%E8%A1%A8%E7%9A%84%E8%8A%82%E7%82%B9%20n0%20%E4%B9%8B%E5%90%8E%E6%8F%92%E5%85%A5%E8%8A%82%E7%82%B9%20P%22%22%22%0A%20%20%20%20n1%20%3D%20n0.next%0A%20%20%20%20P.next%20%3D%20n1%0A%20%20%20%20n0.next%20%3D%20P%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E6%8F%92%E5%85%A5%E8%8A%82%E7%82%B9%0A%20%20%20%20p%20%3D%20ListNode%280%29%0A%20%20%20%20insert%28n0,%20p%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=39&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20insert%28n0%3A%20ListNode,%20P%3A%20ListNode%29%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E9%93%BE%E8%A1%A8%E7%9A%84%E8%8A%82%E7%82%B9%20n0%20%E4%B9%8B%E5%90%8E%E6%8F%92%E5%85%A5%E8%8A%82%E7%82%B9%20P%22%22%22%0A%20%20%20%20n1%20%3D%20n0.next%0A%20%20%20%20P.next%20%3D%20n1%0A%20%20%20%20n0.next%20%3D%20P%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E6%8F%92%E5%85%A5%E8%8A%82%E7%82%B9%0A%20%20%20%20p%20%3D%20ListNode%280%29%0A%20%20%20%20insert%28n0,%20p%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=39&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h3 id="3-deleting-a-node">3. &nbsp; Deleting a Node<a class="headerlink" href="#3-deleting-a-node" title="Permanent link">&para;</a></h3>
<h3 id="3-deleting-nodes">3. &nbsp; Deleting nodes<a class="headerlink" href="#3-deleting-nodes" title="Permanent link">&para;</a></h3>
<p>As shown in the figure, deleting a node from a linked list is also very easy, <strong>involving only the modification of a single node's reference (pointer)</strong>.</p>
<p>It's important to note that even though node <code>P</code> continues to point to <code>n1</code> after being deleted, it becomes inaccessible during linked list traversal. This effectively means that <code>P</code> is no longer a part of the linked list.</p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_remove_node.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked List Node Deletion" class="animation-figure" src="../linked_list.assets/linkedlist_remove_node.png" /></a></p>
<p align="center"> Figure 4-7 &nbsp; Linked List Node Deletion </p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_remove_node.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Linked list node deletion" class="animation-figure" src="../linked_list.assets/linkedlist_remove_node.png" /></a></p>
<p align="center"> Figure 4-7 &nbsp; Linked list node deletion </p>
<div class="tabbed-set tabbed-alternate" data-tabs="4:14"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><input id="__tabbed_4_4" name="__tabbed_4" type="radio" /><input id="__tabbed_4_5" name="__tabbed_4" type="radio" /><input id="__tabbed_4_6" name="__tabbed_4" type="radio" /><input id="__tabbed_4_7" name="__tabbed_4" type="radio" /><input id="__tabbed_4_8" name="__tabbed_4" type="radio" /><input id="__tabbed_4_9" name="__tabbed_4" type="radio" /><input id="__tabbed_4_10" name="__tabbed_4" type="radio" /><input id="__tabbed_4_11" name="__tabbed_4" type="radio" /><input id="__tabbed_4_12" name="__tabbed_4" type="radio" /><input id="__tabbed_4_13" name="__tabbed_4" type="radio" /><input id="__tabbed_4_14" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">Python</label><label for="__tabbed_4_2">C++</label><label for="__tabbed_4_3">Java</label><label for="__tabbed_4_4">C#</label><label for="__tabbed_4_5">Go</label><label for="__tabbed_4_6">Swift</label><label for="__tabbed_4_7">JS</label><label for="__tabbed_4_8">TS</label><label for="__tabbed_4_9">Dart</label><label for="__tabbed_4_10">Rust</label><label for="__tabbed_4_11">C</label><label for="__tabbed_4_12">Kotlin</label><label for="__tabbed_4_13">Ruby</label><label for="__tabbed_4_14">Zig</label></div>
<div class="tabbed-content">
@@ -2892,7 +2898,7 @@
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</details>
<h3 id="4-accessing-nodes">4. &nbsp; Accessing Nodes<a class="headerlink" href="#4-accessing-nodes" title="Permanent link">&para;</a></h3>
<h3 id="4-accessing-nodes">4. &nbsp; Accessing nodes<a class="headerlink" href="#4-accessing-nodes" title="Permanent link">&para;</a></h3>
<p><strong>Accessing nodes in a linked list is less efficient</strong>. As previously mentioned, any element in an array can be accessed in <span class="arithmatex">\(O(1)\)</span> time. In contrast, with a linked list, the program involves starting from the head node and sequentially traversing through the nodes until the desired node is found. In other words, to access the <span class="arithmatex">\(i\)</span>-th node in a linked list, the program must iterate through <span class="arithmatex">\(i - 1\)</span> nodes, resulting in a time complexity of <span class="arithmatex">\(O(n)\)</span>.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="5:14"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><input id="__tabbed_5_4" name="__tabbed_5" type="radio" /><input id="__tabbed_5_5" name="__tabbed_5" type="radio" /><input id="__tabbed_5_6" name="__tabbed_5" type="radio" /><input id="__tabbed_5_7" name="__tabbed_5" type="radio" /><input id="__tabbed_5_8" name="__tabbed_5" type="radio" /><input id="__tabbed_5_9" name="__tabbed_5" type="radio" /><input id="__tabbed_5_10" name="__tabbed_5" type="radio" /><input id="__tabbed_5_11" name="__tabbed_5" type="radio" /><input id="__tabbed_5_12" name="__tabbed_5" type="radio" /><input id="__tabbed_5_13" name="__tabbed_5" type="radio" /><input id="__tabbed_5_14" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">Python</label><label for="__tabbed_5_2">C++</label><label for="__tabbed_5_3">Java</label><label for="__tabbed_5_4">C#</label><label for="__tabbed_5_5">Go</label><label for="__tabbed_5_6">Swift</label><label for="__tabbed_5_7">JS</label><label for="__tabbed_5_8">TS</label><label for="__tabbed_5_9">Dart</label><label for="__tabbed_5_10">Rust</label><label for="__tabbed_5_11">C</label><label for="__tabbed_5_12">Kotlin</label><label for="__tabbed_5_13">Ruby</label><label for="__tabbed_5_14">Zig</label></div>
<div class="tabbed-content">
@@ -3075,7 +3081,7 @@
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20access%28head%3A%20ListNode,%20index%3A%20int%29%20-%3E%20ListNode%20%7C%20None%3A%0A%20%20%20%20%22%22%22%E8%AE%BF%E9%97%AE%E9%93%BE%E8%A1%A8%E4%B8%AD%E7%B4%A2%E5%BC%95%E4%B8%BA%20index%20%E7%9A%84%E8%8A%82%E7%82%B9%22%22%22%0A%20%20%20%20for%20_%20in%20range%28index%29%3A%0A%20%20%20%20%20%20%20%20if%20not%20head%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20None%0A%20%20%20%20%20%20%20%20head%20%3D%20head.next%0A%20%20%20%20return%20head%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E8%AE%BF%E9%97%AE%E8%8A%82%E7%82%B9%0A%20%20%20%20node%20%3D%20access%28n0,%203%29%0A%20%20%20%20print%28%22%E9%93%BE%E8%A1%A8%E4%B8%AD%E7%B4%A2%E5%BC%95%203%20%E5%A4%84%E7%9A%84%E8%8A%82%E7%82%B9%E7%9A%84%E5%80%BC%20%3D%20%7B%7D%22.format%28node.val%29%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=34&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20access%28head%3A%20ListNode,%20index%3A%20int%29%20-%3E%20ListNode%20%7C%20None%3A%0A%20%20%20%20%22%22%22%E8%AE%BF%E9%97%AE%E9%93%BE%E8%A1%A8%E4%B8%AD%E7%B4%A2%E5%BC%95%E4%B8%BA%20index%20%E7%9A%84%E8%8A%82%E7%82%B9%22%22%22%0A%20%20%20%20for%20_%20in%20range%28index%29%3A%0A%20%20%20%20%20%20%20%20if%20not%20head%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20None%0A%20%20%20%20%20%20%20%20head%20%3D%20head.next%0A%20%20%20%20return%20head%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E8%AE%BF%E9%97%AE%E8%8A%82%E7%82%B9%0A%20%20%20%20node%20%3D%20access%28n0,%203%29%0A%20%20%20%20print%28%22%E9%93%BE%E8%A1%A8%E4%B8%AD%E7%B4%A2%E5%BC%95%203%20%E5%A4%84%E7%9A%84%E8%8A%82%E7%82%B9%E7%9A%84%E5%80%BC%20%3D%20%7B%7D%22.format%28node.val%29%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=34&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h3 id="5-finding-nodes">5. &nbsp; Finding Nodes<a class="headerlink" href="#5-finding-nodes" title="Permanent link">&para;</a></h3>
<h3 id="5-finding-nodes">5. &nbsp; Finding nodes<a class="headerlink" href="#5-finding-nodes" title="Permanent link">&para;</a></h3>
<p>Traverse the linked list to locate a node whose value matches <code>target</code>, and then output the index of that node within the linked list. This procedure is also an example of linear search. The corresponding code is provided below:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="6:14"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><input id="__tabbed_6_4" name="__tabbed_6" type="radio" /><input id="__tabbed_6_5" name="__tabbed_6" type="radio" /><input id="__tabbed_6_6" name="__tabbed_6" type="radio" /><input id="__tabbed_6_7" name="__tabbed_6" type="radio" /><input id="__tabbed_6_8" name="__tabbed_6" type="radio" /><input id="__tabbed_6_9" name="__tabbed_6" type="radio" /><input id="__tabbed_6_10" name="__tabbed_6" type="radio" /><input id="__tabbed_6_11" name="__tabbed_6" type="radio" /><input id="__tabbed_6_12" name="__tabbed_6" type="radio" /><input id="__tabbed_6_13" name="__tabbed_6" type="radio" /><input id="__tabbed_6_14" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">Python</label><label for="__tabbed_6_2">C++</label><label for="__tabbed_6_3">Java</label><label for="__tabbed_6_4">C#</label><label for="__tabbed_6_5">Go</label><label for="__tabbed_6_6">Swift</label><label for="__tabbed_6_7">JS</label><label for="__tabbed_6_8">TS</label><label for="__tabbed_6_9">Dart</label><label for="__tabbed_6_10">Rust</label><label for="__tabbed_6_11">C</label><label for="__tabbed_6_12">Kotlin</label><label for="__tabbed_6_13">Ruby</label><label for="__tabbed_6_14">Zig</label></div>
<div class="tabbed-content">
@@ -3285,9 +3291,9 @@
<p><div style="height: 549px; width: 100%;"><iframe class="pythontutor-iframe" src="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20find%28head%3A%20ListNode,%20target%3A%20int%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E9%93%BE%E8%A1%A8%E4%B8%AD%E6%9F%A5%E6%89%BE%E5%80%BC%E4%B8%BA%20target%20%E7%9A%84%E9%A6%96%E4%B8%AA%E8%8A%82%E7%82%B9%22%22%22%0A%20%20%20%20index%20%3D%200%0A%20%20%20%20while%20head%3A%0A%20%20%20%20%20%20%20%20if%20head.val%20%3D%3D%20target%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20index%0A%20%20%20%20%20%20%20%20head%20%3D%20head.next%0A%20%20%20%20%20%20%20%20index%20%2B%3D%201%0A%20%20%20%20return%20-1%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E6%9F%A5%E6%89%BE%E8%8A%82%E7%82%B9%0A%20%20%20%20index%20%3D%20find%28n0,%202%29%0A%20%20%20%20print%28%22%E9%93%BE%E8%A1%A8%E4%B8%AD%E5%80%BC%E4%B8%BA%202%20%E7%9A%84%E8%8A%82%E7%82%B9%E7%9A%84%E7%B4%A2%E5%BC%95%20%3D%20%7B%7D%22.format%28index%29%29&codeDivHeight=472&codeDivWidth=350&cumulative=false&curInstr=34&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false"> </iframe></div>
<div style="margin-top: 5px;"><a href="https://pythontutor.com/iframe-embed.html#code=class%20ListNode%3A%0A%20%20%20%20%22%22%22%E9%93%BE%E8%A1%A8%E8%8A%82%E7%82%B9%E7%B1%BB%22%22%22%0A%20%20%20%20def%20__init__%28self,%20val%3A%20int%29%3A%0A%20%20%20%20%20%20%20%20self.val%3A%20int%20%3D%20val%20%20%23%20%E8%8A%82%E7%82%B9%E5%80%BC%0A%20%20%20%20%20%20%20%20self.next%3A%20ListNode%20%7C%20None%20%3D%20None%20%20%23%20%E5%90%8E%E7%BB%A7%E8%8A%82%E7%82%B9%E5%BC%95%E7%94%A8%0A%0Adef%20find%28head%3A%20ListNode,%20target%3A%20int%29%20-%3E%20int%3A%0A%20%20%20%20%22%22%22%E5%9C%A8%E9%93%BE%E8%A1%A8%E4%B8%AD%E6%9F%A5%E6%89%BE%E5%80%BC%E4%B8%BA%20target%20%E7%9A%84%E9%A6%96%E4%B8%AA%E8%8A%82%E7%82%B9%22%22%22%0A%20%20%20%20index%20%3D%200%0A%20%20%20%20while%20head%3A%0A%20%20%20%20%20%20%20%20if%20head.val%20%3D%3D%20target%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20index%0A%20%20%20%20%20%20%20%20head%20%3D%20head.next%0A%20%20%20%20%20%20%20%20index%20%2B%3D%201%0A%20%20%20%20return%20-1%0A%0A%22%22%22Driver%20Code%22%22%22%0Aif%20__name__%20%3D%3D%20%22__main__%22%3A%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E9%93%BE%E8%A1%A8%0A%20%20%20%20%23%20%E5%88%9D%E5%A7%8B%E5%8C%96%E5%90%84%E4%B8%AA%E8%8A%82%E7%82%B9%0A%20%20%20%20n0%20%3D%20ListNode%281%29%0A%20%20%20%20n1%20%3D%20ListNode%283%29%0A%20%20%20%20n2%20%3D%20ListNode%282%29%0A%20%20%20%20n3%20%3D%20ListNode%285%29%0A%20%20%20%20n4%20%3D%20ListNode%284%29%0A%20%20%20%20%23%20%E6%9E%84%E5%BB%BA%E8%8A%82%E7%82%B9%E4%B9%8B%E9%97%B4%E7%9A%84%E5%BC%95%E7%94%A8%0A%20%20%20%20n0.next%20%3D%20n1%0A%20%20%20%20n1.next%20%3D%20n2%0A%20%20%20%20n2.next%20%3D%20n3%0A%20%20%20%20n3.next%20%3D%20n4%0A%0A%20%20%20%20%23%20%E6%9F%A5%E6%89%BE%E8%8A%82%E7%82%B9%0A%20%20%20%20index%20%3D%20find%28n0,%202%29%0A%20%20%20%20print%28%22%E9%93%BE%E8%A1%A8%E4%B8%AD%E5%80%BC%E4%B8%BA%202%20%E7%9A%84%E8%8A%82%E7%82%B9%E7%9A%84%E7%B4%A2%E5%BC%95%20%3D%20%7B%7D%22.format%28index%29%29&codeDivHeight=800&codeDivWidth=600&cumulative=false&curInstr=34&heapPrimitives=nevernest&origin=opt-frontend.js&py=311&rawInputLstJSON=%5B%5D&textReferences=false" target="_blank" rel="noopener noreferrer">Full Screen &gt;</a></div></p>
</details>
<h2 id="422-arrays-vs-linked-lists">4.2.2 &nbsp; Arrays vs. Linked Lists<a class="headerlink" href="#422-arrays-vs-linked-lists" title="Permanent link">&para;</a></h2>
<h2 id="422-arrays-vs-linked-lists">4.2.2 &nbsp; Arrays vs. linked lists<a class="headerlink" href="#422-arrays-vs-linked-lists" title="Permanent link">&para;</a></h2>
<p>The Table 4-1 summarizes the characteristics of arrays and linked lists, and it also compares their efficiencies in various operations. Because they utilize opposing storage strategies, their respective properties and operational efficiencies exhibit distinct contrasts.</p>
<p align="center"> Table 4-1 &nbsp; Efficiency Comparison of Arrays and Linked Lists </p>
<p align="center"> Table 4-1 &nbsp; Efficiency comparison of arrays and linked lists </p>
<div class="center-table">
<table>
@@ -3332,18 +3338,18 @@
</tbody>
</table>
</div>
<h2 id="423-common-types-of-linked-lists">4.2.3 &nbsp; Common Types of Linked Lists<a class="headerlink" href="#423-common-types-of-linked-lists" title="Permanent link">&para;</a></h2>
<h2 id="423-common-types-of-linked-lists">4.2.3 &nbsp; Common types of linked lists<a class="headerlink" href="#423-common-types-of-linked-lists" title="Permanent link">&para;</a></h2>
<p>As shown in the figure, there are three common types of linked lists.</p>
<ul>
<li><strong>Singly Linked List</strong>: This is the standard linked list described earlier. Nodes in a singly linked list include a value and a reference to the next node. The first node is known as the head node, and the last node, which points to null (<code>None</code>), is the tail node.</li>
<li><strong>Circular Linked List</strong>: This is formed when the tail node of a singly linked list points back to the head node, creating a loop. In a circular linked list, any node can function as the head node.</li>
<li><strong>Doubly Linked List</strong>: In contrast to a singly linked list, a doubly linked list maintains references in two directions. Each node contains references (pointer) to both its successor (the next node) and predecessor (the previous node). Although doubly linked lists offer more flexibility for traversing in either direction, they also consume more memory space.</li>
<li><strong>Singly linked list</strong>: This is the standard linked list described earlier. Nodes in a singly linked list include a value and a reference to the next node. The first node is known as the head node, and the last node, which points to null (<code>None</code>), is the tail node.</li>
<li><strong>Circular linked list</strong>: This is formed when the tail node of a singly linked list points back to the head node, creating a loop. In a circular linked list, any node can function as the head node.</li>
<li><strong>Doubly linked list</strong>: In contrast to a singly linked list, a doubly linked list maintains references in two directions. Each node contains references (pointer) to both its successor (the next node) and predecessor (the previous node). Although doubly linked lists offer more flexibility for traversing in either direction, they also consume more memory space.</li>
</ul>
<div class="tabbed-set tabbed-alternate" data-tabs="7:13"><input checked="checked" id="__tabbed_7_1" name="__tabbed_7" type="radio" /><input id="__tabbed_7_2" name="__tabbed_7" type="radio" /><input id="__tabbed_7_3" name="__tabbed_7" type="radio" /><input id="__tabbed_7_4" name="__tabbed_7" type="radio" /><input id="__tabbed_7_5" name="__tabbed_7" type="radio" /><input id="__tabbed_7_6" name="__tabbed_7" type="radio" /><input id="__tabbed_7_7" name="__tabbed_7" type="radio" /><input id="__tabbed_7_8" name="__tabbed_7" type="radio" /><input id="__tabbed_7_9" name="__tabbed_7" type="radio" /><input id="__tabbed_7_10" name="__tabbed_7" type="radio" /><input id="__tabbed_7_11" name="__tabbed_7" type="radio" /><input id="__tabbed_7_12" name="__tabbed_7" type="radio" /><input id="__tabbed_7_13" name="__tabbed_7" type="radio" /><div class="tabbed-labels"><label for="__tabbed_7_1">Python</label><label for="__tabbed_7_2">C++</label><label for="__tabbed_7_3">Java</label><label for="__tabbed_7_4">C#</label><label for="__tabbed_7_5">Go</label><label for="__tabbed_7_6">Swift</label><label for="__tabbed_7_7">JS</label><label for="__tabbed_7_8">TS</label><label for="__tabbed_7_9">Dart</label><label for="__tabbed_7_10">Rust</label><label for="__tabbed_7_11">C</label><label for="__tabbed_7_12">Kotlin</label><label for="__tabbed_7_13">Zig</label></div>
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<div class="highlight"><pre><span></span><code><a id="__codelineno-82-1" name="__codelineno-82-1" href="#__codelineno-82-1"></a><span class="k">class</span> <span class="nc">ListNode</span><span class="p">:</span>
<a id="__codelineno-82-2" name="__codelineno-82-2" href="#__codelineno-82-2"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Bidirectional linked list node class&quot;&quot;&quot;</span><span class="s2">&quot;</span>
<a id="__codelineno-82-2" name="__codelineno-82-2" href="#__codelineno-82-2"></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Bidirectional linked list node class&quot;&quot;&quot;</span>
<a id="__codelineno-82-3" name="__codelineno-82-3" href="#__codelineno-82-3"></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val</span><span class="p">:</span> <span class="nb">int</span><span class="p">):</span>
<a id="__codelineno-82-4" name="__codelineno-82-4" href="#__codelineno-82-4"></a> <span class="bp">self</span><span class="o">.</span><span class="n">val</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="n">val</span> <span class="c1"># Node value</span>
<a id="__codelineno-82-5" name="__codelineno-82-5" href="#__codelineno-82-5"></a> <span class="bp">self</span><span class="o">.</span><span class="n">next</span><span class="p">:</span> <span class="n">ListNode</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span> <span class="c1"># Reference to the successor node</span>
@@ -3514,26 +3520,26 @@
</div>
</div>
</div>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_common_types.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Common Types of Linked Lists" class="animation-figure" src="../linked_list.assets/linkedlist_common_types.png" /></a></p>
<p align="center"> Figure 4-8 &nbsp; Common Types of Linked Lists </p>
<p><a class="glightbox" href="../linked_list.assets/linkedlist_common_types.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Common types of linked lists" class="animation-figure" src="../linked_list.assets/linkedlist_common_types.png" /></a></p>
<p align="center"> Figure 4-8 &nbsp; Common types of linked lists </p>
<h2 id="424-typical-applications-of-linked-lists">4.2.4 &nbsp; Typical Applications of Linked Lists<a class="headerlink" href="#424-typical-applications-of-linked-lists" title="Permanent link">&para;</a></h2>
<h2 id="424-typical-applications-of-linked-lists">4.2.4 &nbsp; Typical applications of linked lists<a class="headerlink" href="#424-typical-applications-of-linked-lists" title="Permanent link">&para;</a></h2>
<p>Singly linked lists are frequently utilized in implementing stacks, queues, hash tables, and graphs.</p>
<ul>
<li><strong>Stacks and Queues</strong>: In singly linked lists, if insertions and deletions occur at the same end, it behaves like a stack (last-in-first-out). Conversely, if insertions are at one end and deletions at the other, it functions like a queue (first-in-first-out).</li>
<li><strong>Hash Tables</strong>: Linked lists are used in chaining, a popular method for resolving hash collisions. Here, all collided elements are grouped into a linked list.</li>
<li><strong>Stacks and queues</strong>: In singly linked lists, if insertions and deletions occur at the same end, it behaves like a stack (last-in-first-out). Conversely, if insertions are at one end and deletions at the other, it functions like a queue (first-in-first-out).</li>
<li><strong>Hash tables</strong>: Linked lists are used in chaining, a popular method for resolving hash collisions. Here, all collided elements are grouped into a linked list.</li>
<li><strong>Graphs</strong>: Adjacency lists, a standard method for graph representation, associate each graph vertex with a linked list. This list contains elements that represent vertices connected to the corresponding vertex.</li>
</ul>
<p>Doubly linked lists are ideal for scenarios requiring rapid access to preceding and succeeding elements.</p>
<ul>
<li><strong>Advanced Data Structures</strong>: In structures like red-black trees and B-trees, accessing a node's parent is essential. This is achieved by incorporating a reference to the parent node in each node, akin to a doubly linked list.</li>
<li><strong>Browser History</strong>: In web browsers, doubly linked lists facilitate navigating the history of visited pages when users click forward or back.</li>
<li><strong>LRU Algorithm</strong>: Doubly linked lists are apt for Least Recently Used (LRU) cache eviction algorithms, enabling swift identification of the least recently used data and facilitating fast node addition and removal.</li>
<li><strong>Advanced data structures</strong>: In structures like red-black trees and B-trees, accessing a node's parent is essential. This is achieved by incorporating a reference to the parent node in each node, akin to a doubly linked list.</li>
<li><strong>Browser history</strong>: In web browsers, doubly linked lists facilitate navigating the history of visited pages when users click forward or back.</li>
<li><strong>LRU algorithm</strong>: Doubly linked lists are apt for Least Recently Used (LRU) cache eviction algorithms, enabling swift identification of the least recently used data and facilitating fast node addition and removal.</li>
</ul>
<p>Circular linked lists are ideal for applications that require periodic operations, such as resource scheduling in operating systems.</p>
<ul>
<li><strong>Round-Robin Scheduling Algorithm</strong>: In operating systems, the round-robin scheduling algorithm is a common CPU scheduling method, requiring cycling through a group of processes. Each process is assigned a time slice, and upon expiration, the CPU rotates to the next process. This cyclical operation can be efficiently realized using a circular linked list, allowing for a fair and time-shared system among all processes.</li>
<li><strong>Data Buffers</strong>: Circular linked lists are also used in data buffers, like in audio and video players, where the data stream is divided into multiple buffer blocks arranged in a circular fashion for seamless playback.</li>
<li><strong>Round-robin scheduling algorithm</strong>: In operating systems, the round-robin scheduling algorithm is a common CPU scheduling method, requiring cycling through a group of processes. Each process is assigned a time slice, and upon expiration, the CPU rotates to the next process. This cyclical operation can be efficiently realized using a circular linked list, allowing for a fair and time-shared system among all processes.</li>
<li><strong>Data buffers</strong>: Circular linked lists are also used in data buffers, like in audio and video players, where the data stream is divided into multiple buffer blocks arranged in a circular fashion for seamless playback.</li>
</ul>
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en/chapter_array_and_linkedlist/list/index.html
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<li class="md-select__item">
<a href="/" hreflang="zh" class="md-select__link">
中文
简体中文
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<li class="md-select__item">
<a href="/zh-hant/" hreflang="zh-Hant" class="md-select__link">
繁體中文
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<span class="md-ellipsis">
0.1 About This Book
0.1 About this book
</span>
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<span class="md-ellipsis">
0.2 How to Read
0.2 How to read
</span>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2m0 16H5V5h14v14M6.2 7.7h5v1.5h-5V7.7m6.8 8.1h5v1.5h-5v-1.5m0-2.6h5v1.5h-5v-1.5M8 18h1.5v-2h2v-1.5h-2v-2H8v2H6V16h2v2m6.1-7.1 1.4-1.4 1.4 1.4 1.1-1-1.4-1.4L18 7.1 16.9 6l-1.4 1.4L14.1 6 13 7.1l1.4 1.4L13 9.9l1.1 1Z"/></svg>
<span class="md-ellipsis">
Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
</span>
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Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
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<span class="md-ellipsis">
1.1 Algorithms are Everywhere
1.1 Algorithms are everywhere
</span>
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<span class="md-ellipsis">
1.2 What is an Algorithm
1.2 What is an algorithm
</span>
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<span class="md-ellipsis">
Chapter 2. Complexity Analysis
Chapter 2. Complexity analysis
</span>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
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Chapter 2. Complexity Analysis
Chapter 2. Complexity analysis
</label>
<ul class="md-nav__list" data-md-scrollfix>
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<span class="md-ellipsis">
2.1 Algorithm Efficiency Assessment
2.1 Algorithm efficiency assessment
</span>
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<span class="md-ellipsis">
2.2 Iteration and Recursion
2.2 Iteration and recursion
</span>
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<span class="md-ellipsis">
2.3 Time Complexity
2.3 Time complexity
</span>
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<span class="md-ellipsis">
2.4 Space Complexity
2.4 Space complexity
</span>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M11 13.5v8H3v-8h8m-2 2H5v4h4v-4M12 2l5.5 9h-11L12 2m0 3.86L10.08 9h3.84L12 5.86M17.5 13c2.5 0 4.5 2 4.5 4.5S20 22 17.5 22 13 20 13 17.5s2-4.5 4.5-4.5m0 2a2.5 2.5 0 0 0-2.5 2.5 2.5 2.5 0 0 0 2.5 2.5 2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-2.5-2.5Z"/></svg>
<span class="md-ellipsis">
Chapter 3. Data Structures
Chapter 3. Data structures
</span>
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Chapter 3. Data Structures
Chapter 3. Data structures
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<span class="md-ellipsis">
3.1 Classification of Data Structures
3.1 Classification of data structures
</span>
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<span class="md-ellipsis">
3.2 Fundamental Data Types
3.2 Fundamental data types
</span>
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3.3 Number Encoding *
3.3 Number encoding *
</span>
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<span class="md-ellipsis">
3.4 Character Encoding *
3.4 Character encoding *
</span>
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<span class="md-ellipsis">
Chapter 4. Array and Linked List
Chapter 4. Array and linked list
</span>
@@ -998,7 +1004,7 @@
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Chapter 4. Array and Linked List
Chapter 4. Array and linked list
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<span class="md-ellipsis">
4.2 Linked List
4.2 Linked list
</span>
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<span class="md-ellipsis">
4.3.1 &nbsp; Common List Operations
4.3.1 &nbsp; Common list operations
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<nav class="md-nav" aria-label="4.3.1   Common list operations">
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<span class="md-ellipsis">
1. &nbsp; Initializing a List
1. &nbsp; Initializing a list
</span>
</a>
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2. &nbsp; Accessing Elements
2. &nbsp; Accessing elements
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3. &nbsp; Inserting and Removing Elements
3. &nbsp; Inserting and removing elements
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4. &nbsp; Iterating the List
4. &nbsp; Iterating the list
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5. &nbsp; Concatenating Lists
5. &nbsp; Concatenating lists
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6. &nbsp; Sorting the List
6. &nbsp; Sorting the list
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4.3.2 &nbsp; List Implementation
4.3.2 &nbsp; List implementation
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4.4 Memory and Cache
4.4 Memory and cache
</span>
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Chapter 5. Stack and Queue
Chapter 5. Stack and queue
</span>
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Chapter 5. Stack and Queue
Chapter 5. Stack and queue
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5.3 Double-ended Queue
5.3 Double-ended queue
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Chapter 6. Hash Table
Chapter 6. Hash table
</span>
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Chapter 6. Hash Table
Chapter 6. Hash table
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<span class="md-ellipsis">
6.1 Hash Table
6.1 Hash table
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<span class="md-ellipsis">
6.2 Hash Collision
6.2 Hash collision
</span>
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<span class="md-ellipsis">
6.3 Hash Algorithm
6.3 Hash algorithm
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<a href="#431-common-list-operations" class="md-nav__link">
<span class="md-ellipsis">
4.3.1 &nbsp; Common List Operations
4.3.1 &nbsp; Common list operations
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1. &nbsp; Initializing a List
1. &nbsp; Initializing a list
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2. &nbsp; Accessing Elements
2. &nbsp; Accessing elements
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3. &nbsp; Inserting and Removing Elements
3. &nbsp; Inserting and removing elements
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<a href="#4-iterating-the-list" class="md-nav__link">
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4. &nbsp; Iterating the List
4. &nbsp; Iterating the list
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<a href="#5-concatenating-lists" class="md-nav__link">
<span class="md-ellipsis">
5. &nbsp; Concatenating Lists
5. &nbsp; Concatenating lists
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6. &nbsp; Sorting the List
6. &nbsp; Sorting the list
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4.3.2 &nbsp; List Implementation
4.3.2 &nbsp; List implementation
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<p>When implementing lists using arrays, <strong>the immutability of length reduces the practicality of the list</strong>. This is because predicting the amount of data to be stored in advance is often challenging, making it difficult to choose an appropriate list length. If the length is too small, it may not meet the requirements; if too large, it may waste memory space.</p>
<p>To solve this problem, we can implement lists using a "dynamic array." It inherits the advantages of arrays and can dynamically expand during program execution.</p>
<p>In fact, <strong>many programming languages' standard libraries implement lists using dynamic arrays</strong>, such as Python's <code>list</code>, Java's <code>ArrayList</code>, C++'s <code>vector</code>, and C#'s <code>List</code>. In the following discussion, we will consider "list" and "dynamic array" as synonymous concepts.</p>
<h2 id="431-common-list-operations">4.3.1 &nbsp; Common List Operations<a class="headerlink" href="#431-common-list-operations" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-a-list">1. &nbsp; Initializing a List<a class="headerlink" href="#1-initializing-a-list" title="Permanent link">&para;</a></h3>
<h2 id="431-common-list-operations">4.3.1 &nbsp; Common list operations<a class="headerlink" href="#431-common-list-operations" title="Permanent link">&para;</a></h2>
<h3 id="1-initializing-a-list">1. &nbsp; Initializing a list<a class="headerlink" href="#1-initializing-a-list" title="Permanent link">&para;</a></h3>
<p>We typically use two initialization methods: "without initial values" and "with initial values".</p>
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<div class="tabbed-content">
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</div>
</div>
<h3 id="2-accessing-elements">2. &nbsp; Accessing Elements<a class="headerlink" href="#2-accessing-elements" title="Permanent link">&para;</a></h3>
<h3 id="2-accessing-elements">2. &nbsp; Accessing elements<a class="headerlink" href="#2-accessing-elements" title="Permanent link">&para;</a></h3>
<p>Lists are essentially arrays, thus they can access and update elements in <span class="arithmatex">\(O(1)\)</span> time, which is very efficient.</p>
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@@ -2405,7 +2411,7 @@
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<h3 id="3-inserting-and-removing-elements">3. &nbsp; Inserting and Removing Elements<a class="headerlink" href="#3-inserting-and-removing-elements" title="Permanent link">&para;</a></h3>
<h3 id="3-inserting-and-removing-elements">3. &nbsp; Inserting and removing elements<a class="headerlink" href="#3-inserting-and-removing-elements" title="Permanent link">&para;</a></h3>
<p>Compared to arrays, lists offer more flexibility in adding and removing elements. While adding elements to the end of a list is an <span class="arithmatex">\(O(1)\)</span> operation, the efficiency of inserting and removing elements elsewhere in the list remains the same as in arrays, with a time complexity of <span class="arithmatex">\(O(n)\)</span>.</p>
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@@ -2617,7 +2623,7 @@
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</div>
<h3 id="4-iterating-the-list">4. &nbsp; Iterating the List<a class="headerlink" href="#4-iterating-the-list" title="Permanent link">&para;</a></h3>
<h3 id="4-iterating-the-list">4. &nbsp; Iterating the list<a class="headerlink" href="#4-iterating-the-list" title="Permanent link">&para;</a></h3>
<p>Similar to arrays, lists can be iterated either by using indices or by directly iterating through each element.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="4:13"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><input id="__tabbed_4_3" name="__tabbed_4" type="radio" /><input id="__tabbed_4_4" name="__tabbed_4" type="radio" /><input id="__tabbed_4_5" name="__tabbed_4" type="radio" /><input id="__tabbed_4_6" name="__tabbed_4" type="radio" /><input id="__tabbed_4_7" name="__tabbed_4" type="radio" /><input id="__tabbed_4_8" name="__tabbed_4" type="radio" /><input id="__tabbed_4_9" name="__tabbed_4" type="radio" /><input id="__tabbed_4_10" name="__tabbed_4" type="radio" /><input id="__tabbed_4_11" name="__tabbed_4" type="radio" /><input id="__tabbed_4_12" name="__tabbed_4" type="radio" /><input id="__tabbed_4_13" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">Python</label><label for="__tabbed_4_2">C++</label><label for="__tabbed_4_3">Java</label><label for="__tabbed_4_4">C#</label><label for="__tabbed_4_5">Go</label><label for="__tabbed_4_6">Swift</label><label for="__tabbed_4_7">JS</label><label for="__tabbed_4_8">TS</label><label for="__tabbed_4_9">Dart</label><label for="__tabbed_4_10">Rust</label><label for="__tabbed_4_11">C</label><label for="__tabbed_4_12">Kotlin</label><label for="__tabbed_4_13">Zig</label></div>
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@@ -2782,7 +2788,7 @@
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</div>
<h3 id="5-concatenating-lists">5. &nbsp; Concatenating Lists<a class="headerlink" href="#5-concatenating-lists" title="Permanent link">&para;</a></h3>
<h3 id="5-concatenating-lists">5. &nbsp; Concatenating lists<a class="headerlink" href="#5-concatenating-lists" title="Permanent link">&para;</a></h3>
<p>Given a new list <code>nums1</code>, we can append it to the end of the original list.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="5:13"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><input id="__tabbed_5_3" name="__tabbed_5" type="radio" /><input id="__tabbed_5_4" name="__tabbed_5" type="radio" /><input id="__tabbed_5_5" name="__tabbed_5" type="radio" /><input id="__tabbed_5_6" name="__tabbed_5" type="radio" /><input id="__tabbed_5_7" name="__tabbed_5" type="radio" /><input id="__tabbed_5_8" name="__tabbed_5" type="radio" /><input id="__tabbed_5_9" name="__tabbed_5" type="radio" /><input id="__tabbed_5_10" name="__tabbed_5" type="radio" /><input id="__tabbed_5_11" name="__tabbed_5" type="radio" /><input id="__tabbed_5_12" name="__tabbed_5" type="radio" /><input id="__tabbed_5_13" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">Python</label><label for="__tabbed_5_2">C++</label><label for="__tabbed_5_3">Java</label><label for="__tabbed_5_4">C#</label><label for="__tabbed_5_5">Go</label><label for="__tabbed_5_6">Swift</label><label for="__tabbed_5_7">JS</label><label for="__tabbed_5_8">TS</label><label for="__tabbed_5_9">Dart</label><label for="__tabbed_5_10">Rust</label><label for="__tabbed_5_11">C</label><label for="__tabbed_5_12">Kotlin</label><label for="__tabbed_5_13">Zig</label></div>
<div class="tabbed-content">
@@ -2865,7 +2871,7 @@
</div>
</div>
</div>
<h3 id="6-sorting-the-list">6. &nbsp; Sorting the List<a class="headerlink" href="#6-sorting-the-list" title="Permanent link">&para;</a></h3>
<h3 id="6-sorting-the-list">6. &nbsp; Sorting the list<a class="headerlink" href="#6-sorting-the-list" title="Permanent link">&para;</a></h3>
<p>Once the list is sorted, we can employ algorithms commonly used in array-related algorithm problems, such as "binary search" and "two-pointer" algorithms.</p>
<div class="tabbed-set tabbed-alternate" data-tabs="6:13"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><input id="__tabbed_6_3" name="__tabbed_6" type="radio" /><input id="__tabbed_6_4" name="__tabbed_6" type="radio" /><input id="__tabbed_6_5" name="__tabbed_6" type="radio" /><input id="__tabbed_6_6" name="__tabbed_6" type="radio" /><input id="__tabbed_6_7" name="__tabbed_6" type="radio" /><input id="__tabbed_6_8" name="__tabbed_6" type="radio" /><input id="__tabbed_6_9" name="__tabbed_6" type="radio" /><input id="__tabbed_6_10" name="__tabbed_6" type="radio" /><input id="__tabbed_6_11" name="__tabbed_6" type="radio" /><input id="__tabbed_6_12" name="__tabbed_6" type="radio" /><input id="__tabbed_6_13" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">Python</label><label for="__tabbed_6_2">C++</label><label for="__tabbed_6_3">Java</label><label for="__tabbed_6_4">C#</label><label for="__tabbed_6_5">Go</label><label for="__tabbed_6_6">Swift</label><label for="__tabbed_6_7">JS</label><label for="__tabbed_6_8">TS</label><label for="__tabbed_6_9">Dart</label><label for="__tabbed_6_10">Rust</label><label for="__tabbed_6_11">C</label><label for="__tabbed_6_12">Kotlin</label><label for="__tabbed_6_13">Zig</label></div>
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@@ -2934,13 +2940,13 @@
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</div>
<h2 id="432-list-implementation">4.3.2 &nbsp; List Implementation<a class="headerlink" href="#432-list-implementation" title="Permanent link">&para;</a></h2>
<h2 id="432-list-implementation">4.3.2 &nbsp; List implementation<a class="headerlink" href="#432-list-implementation" title="Permanent link">&para;</a></h2>
<p>Many programming languages come with built-in lists, including Java, C++, Python, etc. Their implementations tend to be intricate, featuring carefully considered settings for various parameters, like initial capacity and expansion factors. Readers who are curious can delve into the source code for further learning.</p>
<p>To enhance our understanding of how lists work, we will attempt to implement a simplified version of a list, focusing on three crucial design aspects:</p>
<ul>
<li><strong>Initial Capacity</strong>: Choose a reasonable initial capacity for the array. In this example, we choose 10 as the initial capacity.</li>
<li><strong>Size Recording</strong>: Declare a variable <code>size</code> to record the current number of elements in the list, updating in real-time with element insertion and deletion. With this variable, we can locate the end of the list and determine whether expansion is needed.</li>
<li><strong>Expansion Mechanism</strong>: If the list reaches full capacity upon an element insertion, an expansion process is required. This involves creating a larger array based on the expansion factor, and then transferring all elements from the current array to the new one. In this example, we stipulate that the array size should double with each expansion.</li>
<li><strong>Initial capacity</strong>: Choose a reasonable initial capacity for the array. In this example, we choose 10 as the initial capacity.</li>
<li><strong>Size recording</strong>: Declare a variable <code>size</code> to record the current number of elements in the list, updating in real-time with element insertion and deletion. With this variable, we can locate the end of the list and determine whether expansion is needed.</li>
<li><strong>Expansion mechanism</strong>: If the list reaches full capacity upon an element insertion, an expansion process is required. This involves creating a larger array based on the expansion factor, and then transferring all elements from the current array to the new one. In this example, we stipulate that the array size should double with each expansion.</li>
</ul>
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<title>4.4 Memory and Cache - Hello Algo</title>
<title>4.4 Memory and cache - Hello Algo</title>
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4.4 Memory and Cache
4.4 Memory and cache
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0.1 About This Book
0.1 About this book
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<span class="md-ellipsis">
0.2 How to Read
0.2 How to read
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Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
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1.1 Algorithms are Everywhere
1.1 Algorithms are everywhere
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1.2 What is an Algorithm
1.2 What is an algorithm
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Chapter 2. Complexity Analysis
Chapter 2. Complexity analysis
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Chapter 2. Complexity Analysis
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2.1 Algorithm Efficiency Assessment
2.1 Algorithm efficiency assessment
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2.2 Iteration and Recursion
2.2 Iteration and recursion
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2.3 Time Complexity
2.3 Time complexity
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2.4 Space Complexity
2.4 Space complexity
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Chapter 3. Data Structures
Chapter 3. Data structures
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Chapter 3. Data Structures
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3.1 Classification of Data Structures
3.1 Classification of data structures
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3.2 Fundamental Data Types
3.2 Fundamental data types
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3.3 Number encoding *
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Chapter 4. Array and Linked List
Chapter 4. Array and linked list
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4.2 Linked List
4.2 Linked list
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4.4 Memory and Cache
4.4 Memory and cache
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4.4 Memory and Cache
4.4 Memory and cache
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4.4.1 &nbsp; Computer Storage Devices
4.4.1 &nbsp; Computer storage devices
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4.4.2 &nbsp; Memory Efficiency of Data Structures
4.4.2 &nbsp; Memory efficiency of data structures
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4.4.3 &nbsp; Cache efficiency of data structures
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Chapter 5. Stack and Queue
Chapter 5. Stack and queue
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Chapter 5. Stack and Queue
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5.3 Double-ended Queue
5.3 Double-ended queue
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Chapter 6. Hash Table
Chapter 6. Hash table
</span>
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Chapter 6. Hash Table
Chapter 6. Hash table
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6.1 Hash Table
6.1 Hash table
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6.2 Hash Collision
6.2 Hash collision
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6.3 Hash Algorithm
6.3 Hash algorithm
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4.4.1 &nbsp; Computer Storage Devices
4.4.1 &nbsp; Computer storage devices
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4.4.2 &nbsp; Memory Efficiency of Data Structures
4.4.2 &nbsp; Memory efficiency of data structures
</span>
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4.4.3 &nbsp; Cache Efficiency of Data Structures
4.4.3 &nbsp; Cache efficiency of data structures
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<!-- Page content -->
<h1 id="44-memory-and-cache">4.4 &nbsp; Memory and Cache *<a class="headerlink" href="#44-memory-and-cache" title="Permanent link">&para;</a></h1>
<h1 id="44-memory-and-cache">4.4 &nbsp; Memory and cache *<a class="headerlink" href="#44-memory-and-cache" title="Permanent link">&para;</a></h1>
<p>In the first two sections of this chapter, we explored arrays and linked lists, two fundamental and important data structures, representing "continuous storage" and "dispersed storage" respectively.</p>
<p>In fact, <strong>the physical structure largely determines the efficiency of a program's use of memory and cache</strong>, which in turn affects the overall performance of the algorithm.</p>
<h2 id="441-computer-storage-devices">4.4.1 &nbsp; Computer Storage Devices<a class="headerlink" href="#441-computer-storage-devices" title="Permanent link">&para;</a></h2>
<h2 id="441-computer-storage-devices">4.4.1 &nbsp; Computer storage devices<a class="headerlink" href="#441-computer-storage-devices" title="Permanent link">&para;</a></h2>
<p>There are three types of storage devices in computers: "hard disk," "random-access memory (RAM)," and "cache memory." The following table shows their different roles and performance characteristics in computer systems.</p>
<p align="center"> Table 4-2 &nbsp; Computer Storage Devices </p>
<p align="center"> Table 4-2 &nbsp; Computer storage devices </p>
<div class="center-table">
<table>
@@ -2144,8 +2150,8 @@
<li><strong>Hard disks are difficult to replace with memory</strong>. Firstly, data in memory is lost after power off, making it unsuitable for long-term data storage; secondly, the cost of memory is dozens of times that of hard disks, making it difficult to popularize in the consumer market.</li>
<li><strong>It is difficult for caches to have both large capacity and high speed</strong>. As the capacity of L1, L2, L3 caches gradually increases, their physical size becomes larger, increasing the physical distance from the CPU core, leading to increased data transfer time and higher element access latency. Under current technology, a multi-level cache structure is the best balance between capacity, speed, and cost.</li>
</ul>
<p><a class="glightbox" href="../ram_and_cache.assets/storage_pyramid.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Computer Storage System" class="animation-figure" src="../ram_and_cache.assets/storage_pyramid.png" /></a></p>
<p align="center"> Figure 4-9 &nbsp; Computer Storage System </p>
<p><a class="glightbox" href="../ram_and_cache.assets/storage_pyramid.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Computer storage system" class="animation-figure" src="../ram_and_cache.assets/storage_pyramid.png" /></a></p>
<p align="center"> Figure 4-9 &nbsp; Computer storage system </p>
<div class="admonition note">
<p class="admonition-title">Note</p>
@@ -2153,29 +2159,29 @@
</div>
<p>Overall, <strong>hard disks are used for long-term storage of large amounts of data, memory is used for temporary storage of data being processed during program execution, and cache is used to store frequently accessed data and instructions</strong> to improve program execution efficiency. Together, they ensure the efficient operation of computer systems.</p>
<p>As shown in the Figure 4-10 , during program execution, data is read from the hard disk into memory for CPU computation. The cache can be considered a part of the CPU, <strong>smartly loading data from memory</strong> to provide fast data access to the CPU, significantly enhancing program execution efficiency and reducing reliance on slower memory.</p>
<p><a class="glightbox" href="../ram_and_cache.assets/computer_storage_devices.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Data Flow Between Hard Disk, Memory, and Cache" class="animation-figure" src="../ram_and_cache.assets/computer_storage_devices.png" /></a></p>
<p align="center"> Figure 4-10 &nbsp; Data Flow Between Hard Disk, Memory, and Cache </p>
<p><a class="glightbox" href="../ram_and_cache.assets/computer_storage_devices.png" data-type="image" data-width="100%" data-height="auto" data-desc-position="bottom"><img alt="Data flow between hard disk, memory, and cache" class="animation-figure" src="../ram_and_cache.assets/computer_storage_devices.png" /></a></p>
<p align="center"> Figure 4-10 &nbsp; Data flow between hard disk, memory, and cache </p>
<h2 id="442-memory-efficiency-of-data-structures">4.4.2 &nbsp; Memory Efficiency of Data Structures<a class="headerlink" href="#442-memory-efficiency-of-data-structures" title="Permanent link">&para;</a></h2>
<h2 id="442-memory-efficiency-of-data-structures">4.4.2 &nbsp; Memory efficiency of data structures<a class="headerlink" href="#442-memory-efficiency-of-data-structures" title="Permanent link">&para;</a></h2>
<p>In terms of memory space utilization, arrays and linked lists have their advantages and limitations.</p>
<p>On one hand, <strong>memory is limited and cannot be shared by multiple programs</strong>, so we hope that data structures can use space as efficiently as possible. The elements of an array are tightly packed without extra space for storing references (pointers) between linked list nodes, making them more space-efficient. However, arrays require allocating sufficient continuous memory space at once, which may lead to memory waste, and array expansion also requires additional time and space costs. In contrast, linked lists allocate and reclaim memory dynamically on a per-node basis, providing greater flexibility.</p>
<p>On the other hand, during program execution, <strong>as memory is repeatedly allocated and released, the degree of fragmentation of free memory becomes higher</strong>, leading to reduced memory utilization efficiency. Arrays, due to their continuous storage method, are relatively less likely to cause memory fragmentation. In contrast, the elements of a linked list are dispersedly stored, and frequent insertion and deletion operations make memory fragmentation more likely.</p>
<h2 id="443-cache-efficiency-of-data-structures">4.4.3 &nbsp; Cache Efficiency of Data Structures<a class="headerlink" href="#443-cache-efficiency-of-data-structures" title="Permanent link">&para;</a></h2>
<h2 id="443-cache-efficiency-of-data-structures">4.4.3 &nbsp; Cache efficiency of data structures<a class="headerlink" href="#443-cache-efficiency-of-data-structures" title="Permanent link">&para;</a></h2>
<p>Although caches are much smaller in space capacity than memory, they are much faster and play a crucial role in program execution speed. Since the cache's capacity is limited and can only store a small part of frequently accessed data, when the CPU tries to access data not in the cache, a "cache miss" occurs, forcing the CPU to load the needed data from slower memory.</p>
<p>Clearly, <strong>the fewer the cache misses, the higher the CPU's data read-write efficiency</strong>, and the better the program performance. The proportion of successful data retrieval from the cache by the CPU is called the "cache hit rate," a metric often used to measure cache efficiency.</p>
<p>To achieve higher efficiency, caches adopt the following data loading mechanisms.</p>
<ul>
<li><strong>Cache Lines</strong>: Caches don't store and load data byte by byte but in units of cache lines. Compared to byte-by-byte transfer, the transmission of cache lines is more efficient.</li>
<li><strong>Prefetch Mechanism</strong>: Processors try to predict data access patterns (such as sequential access, fixed stride jumping access, etc.) and load data into the cache according to specific patterns to improve the hit rate.</li>
<li><strong>Spatial Locality</strong>: If data is accessed, data nearby is likely to be accessed in the near future. Therefore, when loading certain data, the cache also loads nearby data to improve the hit rate.</li>
<li><strong>Temporal Locality</strong>: If data is accessed, it's likely to be accessed again in the near future. Caches use this principle to retain recently accessed data to improve the hit rate.</li>
<li><strong>Cache lines</strong>: Caches don't store and load data byte by byte but in units of cache lines. Compared to byte-by-byte transfer, the transmission of cache lines is more efficient.</li>
<li><strong>Prefetch mechanism</strong>: Processors try to predict data access patterns (such as sequential access, fixed stride jumping access, etc.) and load data into the cache according to specific patterns to improve the hit rate.</li>
<li><strong>Spatial locality</strong>: If data is accessed, data nearby is likely to be accessed in the near future. Therefore, when loading certain data, the cache also loads nearby data to improve the hit rate.</li>
<li><strong>Temporal locality</strong>: If data is accessed, it's likely to be accessed again in the near future. Caches use this principle to retain recently accessed data to improve the hit rate.</li>
</ul>
<p>In fact, <strong>arrays and linked lists have different cache utilization efficiencies</strong>, mainly reflected in the following aspects.</p>
<ul>
<li><strong>Occupied Space</strong>: Linked list elements occupy more space than array elements, resulting in less effective data volume in the cache.</li>
<li><strong>Cache Lines</strong>: Linked list data is scattered throughout memory, and since caches load "by line," the proportion of loading invalid data is higher.</li>
<li><strong>Prefetch Mechanism</strong>: The data access pattern of arrays is more "predictable" than that of linked lists, meaning the system is more likely to guess which data will be loaded next.</li>
<li><strong>Spatial Locality</strong>: Arrays are stored in concentrated memory spaces, so the data near the loaded data is more likely to be accessed next.</li>
<li><strong>Occupied space</strong>: Linked list elements occupy more space than array elements, resulting in less effective data volume in the cache.</li>
<li><strong>Cache lines</strong>: Linked list data is scattered throughout memory, and since caches load "by line," the proportion of loading invalid data is higher.</li>
<li><strong>Prefetch mechanism</strong>: The data access pattern of arrays is more "predictable" than that of linked lists, meaning the system is more likely to guess which data will be loaded next.</li>
<li><strong>Spatial locality</strong>: Arrays are stored in concentrated memory spaces, so the data near the loaded data is more likely to be accessed next.</li>
</ul>
<p>Overall, <strong>arrays have a higher cache hit rate and are generally more efficient in operation than linked lists</strong>. This makes data structures based on arrays more popular in solving algorithmic problems.</p>
<p>It should be noted that <strong>high cache efficiency does not mean that arrays are always better than linked lists</strong>. Which data structure to choose in actual applications should be based on specific requirements. For example, both arrays and linked lists can implement the "stack" data structure (which will be detailed in the next chapter), but they are suitable for different scenarios.</p>
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0.1 About This Book
0.1 About this book
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0.2 How to Read
0.2 How to read
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Chapter 1. Introduction to Algorithms
Chapter 1. Introduction to algorithms
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1.1 Algorithms are Everywhere
1.1 Algorithms are everywhere
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1.2 What is an Algorithm
1.2 What is an algorithm
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2.1 Algorithm Efficiency Assessment
2.1 Algorithm efficiency assessment
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2.2 Iteration and Recursion
2.2 Iteration and recursion
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2.3 Time Complexity
2.3 Time complexity
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2.4 Space Complexity
2.4 Space complexity
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Chapter 3. Data Structures
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3.1 Classification of Data Structures
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3.2 Fundamental Data Types
3.2 Fundamental data types
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3.3 Number Encoding *
3.3 Number encoding *
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Chapter 4. Array and Linked List
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4.2 Linked List
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Chapter 5. Stack and Queue
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6.1 Hash Table
6.1 Hash table
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6.2 Hash Collision
6.2 Hash collision
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<!-- Page content -->
<h1 id="45-summary">4.5 &nbsp; Summary<a class="headerlink" href="#45-summary" title="Permanent link">&para;</a></h1>
<h3 id="1-key-review">1. &nbsp; Key Review<a class="headerlink" href="#1-key-review" title="Permanent link">&para;</a></h3>
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<ul>
<li>Arrays and linked lists are two basic data structures, representing two storage methods in computer memory: contiguous space storage and non-contiguous space storage. Their characteristics complement each other.</li>
<li>Arrays support random access and use less memory; however, they are inefficient in inserting and deleting elements and have a fixed length after initialization.</li>
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<p><strong>Q</strong>: Why do arrays require elements of the same type, while linked lists do not emphasize same-type elements?</p>
<p>Linked lists consist of nodes connected by references (pointers), and each node can store data of different types, such as int, double, string, object, etc.</p>
<p>In contrast, array elements must be of the same type, allowing the calculation of offsets to access the corresponding element positions. For example, an array containing both int and long types, with single elements occupying 4 bytes and 8 bytes respectively, cannot use the following formula to calculate offsets, as the array contains elements of two different lengths.</p>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Element memory address = Array memory address + Element length * Element index</span>
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Element memory address = array memory address + element length * element index</span>
</code></pre></div>
<p><strong>Q</strong>: After deleting a node, is it necessary to set <code>P.next</code> to <code>None</code>?</p>
<p>Not modifying <code>P.next</code> is also acceptable. From the perspective of the linked list, traversing from the head node to the tail node will no longer encounter <code>P</code>. This means that node <code>P</code> has been effectively removed from the list, and where <code>P</code> points no longer affects the list.</p>
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