1.場景問題解決
1.1 場景描述
大數據統計項目遇到的問題:
按照計算模型對現有數據統計、分析、預測
一般的計算模型是一個或多個運算公式,通常是加減乘除四則運算
計算模型需要運行期編輯
設計方案要有高擴展性
1.2 OO設計
1.3 需求變動
1.4 帶來問題
2.用設計模式改進
2.1 分析
計算模型按正常算術方式書寫,解釋器處理語法邏輯
計算模型裏有兩類符號:數據和計算符
用逆波蘭算法分析算式語法
用解釋器模式處理數據
2.2 重新設計
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2.3 源碼
- cls 該包爲各種逆波蘭之後的各種計算方式
- - AbstractExpresstion 抽象類,所有的超類(HashMap<String, Float> 爲一列數據)
- - - VarExpresstion 終結表達式(變量表達式)
- - - SymbolExpresstion 非終結表達式(符號表達式,抽象類)
- - - - AddExpresstion 加
- - - - SubExpresstion 減
- - - - MultiExpresstion 乘
- - - - DivExpresstion 除
public abstract class AbstractExpresstion {
public abstract Float interpreter(HashMap<String, Float> var);
}
public class VarExpresstion extends AbstractExpresstion {
private String key;
public VarExpresstion(String _key) {
this.key = _key;
}
@Override
public Float interpreter(HashMap<String, Float> var) {
return var.get(this.key);
}
}
public abstract class SymbolExpresstion extends AbstractExpresstion {
protected AbstractExpresstion left;
protected AbstractExpresstion right;
public SymbolExpresstion(AbstractExpresstion _left,AbstractExpresstion _right) {
this.left = _left;
this.right = _right;
}
}
public class AddExpresstion extends SymbolExpresstion {
public AddExpresstion(AbstractExpresstion _left, AbstractExpresstion _right) {
super(_left, _right);
}
@Override
public Float interpreter(HashMap<String, Float> var) {
return super.left.interpreter(var) + super.right.interpreter(var);
}
}
public class SubExpresstion extends SymbolExpresstion {
public SubExpresstion(AbstractExpresstion _left, AbstractExpresstion _right) {
super(_left, _right);
}
@Override
public Float interpreter(HashMap<String, Float> var) {
return super.left.interpreter(var) - super.right.interpreter(var);
}
}
public class MultiExpresstion extends SymbolExpresstion {
public MultiExpresstion(AbstractExpresstion _left,
AbstractExpresstion _right) {
super(_left, _right);
}
@Override
public Float interpreter(HashMap<String, Float> var) {
return super.left.interpreter(var) * super.right.interpreter(var);
}
}
public class DivExpresstion extends SymbolExpresstion {
public DivExpresstion(AbstractExpresstion _left, AbstractExpresstion _right) {
super(_left, _right);
}
@Override
public Float interpreter(HashMap<String, Float> var) {
return super.left.interpreter(var) / super.right.interpreter(var);
}
}
public class RPN {
private ArrayList<String> expression = new ArrayList<String>();// 存儲中序表達式
private ArrayList<String> right = new ArrayList<String>();// 存儲右序表達式
private AbstractExpresstion result;// 結果
// 依據輸入信息創建對象,將數值與操作符放入ArrayList中
public RPN(String input) {
StringTokenizer st = new StringTokenizer(input, "+-*/()", true);
while (st.hasMoreElements()) {
expression.add(st.nextToken());
}
}
// 將中序表達式轉換爲右序表達式
private void toRight() {
Stacks aStack = new Stacks();
String operator;
int position = 0;
while (true) {
if (Calculate.isOperator((String) expression.get(position))) {
if (aStack.top == -1
|| ((String) expression.get(position)).equals("(")) {
aStack.push(expression.get(position));
} else {
if (((String) expression.get(position)).equals(")")) {
if (!((String) aStack.top()).equals("(")) {
operator = (String) aStack.pop();
right.add(operator);
}
} else {
if (Calculate.priority((String) expression
.get(position)) <= Calculate
.priority((String) aStack.top())
&& aStack.top != -1) {
operator = (String) aStack.pop();
if (!operator.equals("("))
right.add(operator);
}
aStack.push(expression.get(position));
}
}
} else
right.add(expression.get(position));
position++;
if (position >= expression.size())
break;
}
while (aStack.top != -1) {
operator = (String) aStack.pop();
right.add(operator);
}
}
// 對右序表達式進行求值
public void getResult(HashMap<String, Float> var) {
this.toRight();
Stack<AbstractExpresstion> stack = new Stack<AbstractExpresstion>();
AbstractExpresstion op1, op2;
String is = null;
Iterator it = right.iterator();
while (it.hasNext()) {
is = (String) it.next();
if (Calculate.isOperator(is)) {
op2 = stack.pop();
op1 = stack.pop();
stack.push(Calculate.twoResult(is, op1, op2));
} else
stack.push(new VarExpresstion(is));
}
result = stack.pop();
it = expression.iterator();
while (it.hasNext()) {
System.out.print((String) it.next());
}
System.out.println("=" + result.interpreter(var));
}
public static class Calculate {
// 判斷是否爲操作符號
public static boolean isOperator(String operator) {
if (operator.equals("+") || operator.equals("-")
|| operator.equals("*") || operator.equals("/")
|| operator.equals("(") || operator.equals(")"))
return true;
else
return false;
}
// 設置操作符號的優先級別
public static int priority(String operator) {
if (operator.equals("+") || operator.equals("-")
|| operator.equals("("))
return 1;
else if (operator.equals("*") || operator.equals("/"))
return 2;
else
return 0;
}
// 做2值之間的計算
public static AbstractExpresstion twoResult(String op,
AbstractExpresstion a, AbstractExpresstion b) {
try {
AbstractExpresstion result = null;
if (op.equals("+"))
result = new AddExpresstion(a, b);
else if (op.equals("-"))
result = new SubExpresstion(a, b);
else if (op.equals("*"))
result = new MultiExpresstion(a, b);
else if (op.equals("/"))
result = new DivExpresstion(a, b);
else
;
return result;
} catch (NumberFormatException e) {
System.out.println("input has something wrong!");
return null;
}
}
}
// 棧類
public class Stacks {
private LinkedList list = new LinkedList();
int top = -1;
public void push(Object value) {
top++;
list.addFirst(value);
}
public Object pop() {
Object temp = list.getFirst();
top--;
list.removeFirst();
return temp;
}
public Object top() {
return list.getFirst();
}
}
}
- Calculator(計算),InterpreterTest(測試類)
public class Calculator {
public Calculator() {
float[][] dataSource = new float[3][6];
System.out.println("data source:");
for (int i = 0; i < 3; i++) {
for (int j = 0; j < 6; j++) {
dataSource[i][j] = (float) (Math.random() * 100);
System.out.print(dataSource[i][j] + ",");
}
System.out.println(";");
}
try {
System.out.println("Input a expression:");
BufferedReader is = new BufferedReader(new InputStreamReader(
System.in));
for (;;) {
String input = new String();
input = is.readLine().trim();
if (input.equals("q"))
break;
else {
RPN boya = new RPN(input);
HashMap<String, Float> var;
for (int i = 0; i < 3; i++) {
var = new HashMap<String, Float>();
var.put("a", dataSource[i][0]);
var.put("b", dataSource[i][1]);
var.put("c", dataSource[i][2]);
var.put("d", dataSource[i][3]);
var.put("e", dataSource[i][4]);
var.put("f", dataSource[i][5]);
boya.getResult(var);
}
}
System.out.println("Input another expression or input 'q' to quit:");
}
is.close();
} catch (IOException e) {
System.out.println("Wrong input!!!");
}
}
}
public class InterpreterTest {
public static void main(String[] args) {
new Calculator();
}
}
執行Test類後在控制檯輸入:a、b、c、d、e、f爲變量的包含可以±*/()的運算公式,然後回車得出結果.
3.設計模式總結
3.1 定義
解釋器模式 定義一個語法, 定義一個解釋器,該解釋器處理該語法句子
將某些複雜問題,表達爲某種語法規則,然後構建解釋器來解釋處理這類句子
3.2 分析思路
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3.3 優缺點
- 優點
-
- 容易修改,修改語法規則只要修改相應非終結符即可
-
- 擴展方便,擴展語法,只要增加非終結符類即可
- 缺點:
-
- 對於複雜語法的表示會產生複雜的類層次結構,不便管理和維護
-
- 解釋器採用遞歸方式,效率會受影響
4. 設計模式使用場景及注意
4.1 注意事項:
儘量不要在重要的模塊中使用解釋器模式
解釋器模式在實際的系統開發中使用的非常少
可以考慮一下Expression4J、MESP、Jep等開源的解析工具包
4.2 適用場合:
當你有一個簡單語法,而且效率不是問題的時候
一些數據分析工具、報表設計工具、科學計算工具等
5.參考文章
內容總計於HeadFirst設計模式及相關視頻