├── .idea
├── .name
├── copyright
│ └── profiles_settings.xml
├── scopes
│ └── scope_settings.xml
├── encodings.xml
├── vcs.xml
├── modules.xml
├── gradle.xml
├── misc.xml
├── compiler.xml
├── uiDesigner.xml
└── workspace.xml
├── .gradle
└── 1.4
│ └── taskArtifacts
│ ├── cache.properties.lock
│ ├── cache.properties
│ ├── fileHashes.bin
│ ├── fileSnapshots.bin
│ ├── taskArtifacts.bin
│ └── outputFileStates.bin
├── .DS_Store
├── src
├── .DS_Store
├── main
│ └── java
│ │ └── com
│ │ └── pwc
│ │ ├── bitcask
│ │ ├── Index.java
│ │ ├── Indexer.java
│ │ ├── test
│ │ │ └── Student.java
│ │ └── BitCask.java
│ │ └── object
│ │ └── Serialization.java
└── test
│ └── java
│ └── com
│ └── pwc
│ └── bitcask
│ └── BitCaskTest.java
├── pom.xml
├── BitCask.iml
└── README.md
/.idea/.name:
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1 | BitCask
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/.gradle/1.4/taskArtifacts/cache.properties.lock:
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/.DS_Store:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/.DS_Store
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/.gradle/1.4/taskArtifacts/cache.properties:
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1 | #Sun Sep 29 12:56:52 CST 2013
2 |
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/src/.DS_Store:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/src/.DS_Store
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/.gradle/1.4/taskArtifacts/fileHashes.bin:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/.gradle/1.4/taskArtifacts/fileHashes.bin
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/.gradle/1.4/taskArtifacts/fileSnapshots.bin:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/.gradle/1.4/taskArtifacts/fileSnapshots.bin
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/.gradle/1.4/taskArtifacts/taskArtifacts.bin:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/.gradle/1.4/taskArtifacts/taskArtifacts.bin
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/.gradle/1.4/taskArtifacts/outputFileStates.bin:
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https://raw.githubusercontent.com/darlinglele/bitcask/HEAD/.gradle/1.4/taskArtifacts/outputFileStates.bin
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/src/main/java/com/pwc/bitcask/Index.java:
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1 | package com.pwc.bitcask;
2 |
3 | import java.io.Serializable;
4 |
5 | public class Index implements Serializable {
6 | public final String key;
7 | public final long offset;
8 | public final int size;
9 | public final String fileName;
10 |
11 | public Index(String key, String name, long offset, int size) {
12 | this.key = key;
13 | this.fileName = name;
14 | this.offset = offset;
15 | this.size = size;
16 | }
17 | }
18 |
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/src/main/java/com/pwc/bitcask/Indexer.java:
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1 | package com.pwc.bitcask;
2 |
3 | import java.io.Serializable;
4 | import java.util.HashMap;
5 |
6 | public class Indexer implements Serializable {
7 | private final HashMap map;
8 |
9 | public Indexer() {
10 | this.map = new HashMap<>();
11 | }
12 |
13 | public Index get(String key) {
14 | return map.get(key);
15 | }
16 |
17 | public void put(String key, Index index) {
18 | map.put(key, index);
19 | }
20 | }
21 |
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/.idea/misc.xml:
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/pom.xml:
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5 | 4.0.0
6 |
7 | BitCask
8 | BitCask
9 | 1.0-SNAPSHOT
10 |
11 |
12 | junit
13 | junit
14 | 4.4
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/src/main/java/com/pwc/object/Serialization.java:
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1 | package com.pwc.object;
2 |
3 | import java.io.*;
4 |
5 | public class Serialization {
6 |
7 | public static byte[] serialize(Object obj) throws IOException {
8 | ByteArrayOutputStream out = new ByteArrayOutputStream();
9 | ObjectOutputStream os = new ObjectOutputStream(out);
10 | os.writeObject(obj);
11 | return out.toByteArray();
12 | }
13 |
14 | public static Object deserialize(byte[] data) throws IOException, ClassNotFoundException {
15 | ByteArrayInputStream in = new ByteArrayInputStream(data);
16 | ObjectInputStream is = new ObjectInputStream(in);
17 | return is.readObject();
18 | }
19 | }
20 |
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/src/test/java/com/pwc/bitcask/BitCaskTest.java:
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1 | package com.pwc.bitcask;
2 |
3 | import com.pwc.bitcask.test.Student;
4 | import org.junit.Test;
5 |
6 | import static org.hamcrest.core.Is.is;
7 | import static org.junit.Assert.assertThat;
8 |
9 | public class BitCaskTest {
10 | @Test
11 | public void should_return_the_object_has_been_putted() throws Exception {
12 | BitCask studentBitCask = BitCask.of("Student");
13 | int i = 0;
14 | while (i < 100000) {
15 | String key = String.valueOf(i);
16 | Student value = new Student("401612002", "name", "age", "hobbit");
17 | studentBitCask.put(key, value);
18 | assertThat(studentBitCask.get(key), is(value));
19 | i++;
20 | }
21 | studentBitCask.dumpIndexTo("Student.index");
22 | }
23 |
24 |
25 | }
26 |
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/src/main/java/com/pwc/bitcask/test/Student.java:
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1 | package com.pwc.bitcask.test;
2 |
3 | import java.io.Serializable;
4 |
5 | public class Student implements Serializable {
6 | private final String id;
7 | private final String name;
8 | private final String age;
9 | private final String hobbit;
10 | private static final long serialVersionUID = 14334;
11 |
12 | public Student(String id, String name, String age, String hobbit) {
13 | this.id = id;
14 | this.name = name;
15 | this.age = age;
16 | this.hobbit = hobbit;
17 | }
18 |
19 | @Override
20 | public boolean equals(Object other) {
21 | if (this == other) {
22 | return true;
23 | }
24 |
25 | if (other == null || !(other instanceof Student)) {
26 | return false;
27 | }
28 |
29 | Student student = (Student) other;
30 | return student.id.equals(this.id) && student.name.equals(this.name);
31 | }
32 |
33 | }
34 |
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/README.md:
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1 | Bitcask简洁、优雅的key/value存储引擎
2 | ==========
3 | 在关系数据库存储上,Btree一直是主角,但在某些情况下,log(n)的读写操作并不是总是让人满意。 Bitcask是一种连续写入很快速的Key/Value数据存储结构,读写操作的时间复杂度近似常量。
4 |
5 | ####Bitcask连续写入操作
6 | Bitcask具有高效的连续写入操作,连续写操作类似向log文件追加记录,因此Bitcask也被称作是日志结构存储。
7 |
8 | Bitcask将存储对象的key、value分别存储:
9 | * 在内存中对key创建索引
10 | * 磁盘文件存储value数据
11 |
12 | 当有数据需要写入时,磁盘无需遍历文件,直接写入到数据块或者文件的末尾,避免了磁盘机械查找的时间,写入磁盘之后,只需要在内存的HashMap中更新相应的索引,内存中用HashMap来保存一条记录的索引部分,一条索引包含的信息如下:
13 |
14 | * [Key: Jason, Filename: employee.db, Offset:0, Size:146, ModifiedDate:2343432312]
15 |
16 | * [Key: Bill, Filename: employee.db, Offset:146, Size:146, ModifiedDate:5489354345]
17 |
18 | Key表示一条记录的主键,查找通过它在HashMap中找到完整索引信息
19 | Filename是磁盘文件名字,通过它和Offset找到Value在磁盘的开始位置
20 | Offset是Value在文件中偏移量,通过它和Size可以读取一条记录
21 | Size是Value所占的磁盘大小,单位是Byte
22 | 假设目前数据库中已有上述两条的记录,当我要写入key为 "Jobs", value为: object的一条新记录时, 只需要在文件employee.db的末尾写入value=object,在HashMap中添加索引:[Key: Jobs, Filename: employee.db, Offset:292, Size:146, ModifiedDate:9489354343] 即可。
23 |
24 | 最后数据库就包含了三条索引信息:
25 |
26 | * [Key: Jason, Filename: employee.db, Offset:0, Size:146, ModifiedDate:2343432312]
27 | * [Key: Bill, Filename: employee.db, Offset:146, Size:150, ModifiedDate:5489354345]
28 | * [Key: Jobs, Filename: employee.db, Offset:294, Size:136, ModifiedDate:948965443]
29 |
30 | ####Bitcask随机读取操作
31 |
32 | 由于数据在内存当中使用HashMap作为索引,查找索引的时间为Hash查找的时间,近似常量。比如查找Bill,直接通过Key就可以找到它的索引信息,再根据索引信息,找到value在文件位置和大小,精确读取出bytes,反序列化成value对象。 当然在value存入文件时需要序列化内存对象成bytes。磁盘读取的过程的时间复杂度也是常量, 并不会随时数据的增大而增大。
33 |
34 | ####Bitcask 数据删除和更新
35 | 一条记录包含了索引和数据两个部分,删除索引容易,但要彻底的删除数据不是件容易的事情(参考磁盘空间整理)。对于更新数据,Bitcask通常采用的策略是append一条新数据,并更新已有的索引,至于旧数据则在清理数据的时候把它删除掉。
36 |
37 | ####Bitcask适合的场景
38 | * 适合连续写入,随机的读取,连续读取性能不如Btree;
39 | * 记录的key可以完全的载入内存;
40 | * value的大小比key大很多,否则意义不大;
41 |
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/src/main/java/com/pwc/bitcask/BitCask.java:
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1 | package com.pwc.bitcask;
2 |
3 | import com.pwc.object.Serialization;
4 |
5 | import java.io.FileNotFoundException;
6 | import java.io.IOException;
7 | import java.io.RandomAccessFile;
8 | import java.util.HashMap;
9 |
10 | public class BitCask {
11 | private final Indexer indexer;
12 | private final String name;
13 | private static HashMap bitCasks = new HashMap<>();
14 | private long offset;
15 |
16 | public static BitCask of(String name) {
17 | return of(name, defaultIndexOf(name));
18 | }
19 |
20 | public static BitCask of(String name, String indexFile) {
21 | if (bitCasks.containsKey(name)) {
22 | return (BitCask) bitCasks.get(name);
23 | } else {
24 | BitCask newBitCask = new BitCask<>(name, indexFile);
25 | bitCasks.put(name, newBitCask);
26 | return newBitCask;
27 | }
28 | }
29 |
30 | public void put(String key, T value) {
31 | byte[] bytes = convertObjectToBytes(value);
32 | if (appendValue(key, bytes)) {
33 | updateIndex(key, bytes, this.offset);
34 | }
35 | }
36 |
37 | public void dumpIndexTo(String indexFile) {
38 | RandomAccessFile file = getFileAccesser(indexFile);
39 | if (file != null) {
40 | try {
41 | file.write(convertObjectToBytes(this.indexer));
42 | } catch (IOException e) {
43 | e.printStackTrace();
44 | } finally {
45 | if (file != null) {
46 | try {
47 | file.close();
48 | } catch (IOException e) {
49 | e.printStackTrace();
50 | }
51 | }
52 | }
53 | }
54 | }
55 |
56 | public T get(String key) {
57 | return readFromFile(this.indexer.get(key));
58 | }
59 |
60 | private static String defaultIndexOf(String name) {
61 | return name + ".index";
62 | }
63 |
64 | private BitCask(String name, String indexFile) {
65 | this.name = name;
66 | this.indexer = loadIndexFrom(indexFile);
67 | }
68 |
69 |
70 | private Indexer loadIndexFrom(String indexFile) {
71 | RandomAccessFile file = getFileAccesser(indexFile);
72 | try {
73 | if (file.length() == 0) {
74 | return new Indexer();
75 | }
76 | } catch (IOException e) {
77 | e.printStackTrace();
78 | }
79 | byte[] bytes = null;
80 | try {
81 | bytes = readBytesFromFile(0, (int) file.length(), indexFile);
82 | } catch (IOException e) {
83 | e.printStackTrace();
84 | } finally {
85 | if (file != null) {
86 | try {
87 | file.close();
88 | } catch (IOException e) {
89 | e.printStackTrace();
90 | }
91 | }
92 | }
93 |
94 | if (bytes == null) {
95 | return new Indexer();
96 | }
97 | Object object = convertBytesToObject(bytes);
98 | if (!(object instanceof Indexer))
99 | return new Indexer();
100 | else
101 | return (Indexer) object;
102 | }
103 |
104 |
105 | private boolean appendValue(String key, byte[] bytes) {
106 | return appendBytesToFile(bytes, this.name);
107 | }
108 |
109 | private boolean appendBytesToFile(byte[] bytes, String name) {
110 | RandomAccessFile file = getFileAccesser(name);
111 | try {
112 | long offset = file.length();
113 | file.seek(offset);
114 | file.write(bytes);
115 | this.offset = offset;
116 | return true;
117 | } catch (IOException e) {
118 | e.printStackTrace();
119 | } finally {
120 | if (file != null) {
121 | try {
122 | file.close();
123 | } catch (IOException e) {
124 | e.printStackTrace();
125 | }
126 | }
127 |
128 | }
129 | return false;
130 | }
131 |
132 |
133 | private RandomAccessFile getFileAccesser(String name) {
134 | try {
135 | return new RandomAccessFile(name, "rw");
136 | } catch (FileNotFoundException e) {
137 | e.printStackTrace();
138 |
139 | }
140 | return null;
141 | }
142 |
143 | private byte[] convertObjectToBytes(Object value) {
144 | try {
145 | return Serialization.serialize(value);
146 | } catch (IOException e) {
147 | e.printStackTrace();
148 | return null;
149 | }
150 | }
151 |
152 | private void updateIndex(String key, byte[] bytes, long offset) {
153 | this.indexer.put(key, new Index(key, this.name, offset, bytes.length));
154 | }
155 |
156 |
157 | private T readFromFile(Index index) {
158 | byte[] bytes = readBytesFromFile(index.offset, index.size, index.fileName);
159 | Object object = convertBytesToObject(bytes);
160 | return (T) object;
161 | }
162 |
163 | private byte[] readBytesFromFile(long offset, int size, String fileName) {
164 | byte[] bytes = new byte[size];
165 | RandomAccessFile file = getFileAccesser(fileName);
166 | try {
167 | file.seek(offset);
168 | file.read(bytes);
169 | } catch (IOException e) {
170 | e.printStackTrace();
171 | bytes = null;
172 | } finally {
173 | if (file != null) {
174 | try {
175 | file.close();
176 | } catch (IOException e) {
177 | e.printStackTrace();
178 | }
179 | }
180 | }
181 | return bytes;
182 | }
183 |
184 | private Object convertBytesToObject(byte[] bytes) {
185 | try {
186 | return Serialization.deserialize(bytes);
187 | } catch (IOException e) {
188 | e.printStackTrace();
189 | } catch (ClassNotFoundException e) {
190 | e.printStackTrace();
191 | }
192 | return null;
193 | }
194 |
195 | }
196 |
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447 | localhost
448 | 5050
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455 | 1380429000588
456 | 1380429000588
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654 | No facets are configured
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677 | 1.8
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689 | BitCask
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