-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathhuffman-trees.scm
168 lines (129 loc) · 4.46 KB
/
huffman-trees.scm
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
(load "append.scm")
(define (make-leaf symbol weight)
(list 'leaf symbol weight)
)
(define (leaf? object)
(eq? (car object) 'leaf)
)
(define (symbol-leaf x) (cadr x))
(define (weight-leaf x) (caddr x))
(define (make-code-tree left right)
(list left
right
(append (symbols left) (symbols right))
(+ (weight left) (weight right))
)
)
(define (left-branch tree) (car tree))
(define (right-branch tree) (cadr tree))
(define (symbols tree)
(if (leaf? tree)
(list (symbol-leaf tree))
(caddr tree)
)
)
(define (weight tree)
(if (leaf? tree)
(weight-leaf tree)
(cadddr tree)
)
)
(define (decode bits tree)
(define (decode-1 bits current-branch)
(if (null? bits)
'()
(let ((next-branch
(choose-branch (car bits) current-branch)))
(if (leaf? next-branch)
(cons (symbol-leaf next-branch)
(decode-1 (cdr bits) tree))
(decode-1 (cdr bits) next-branch)))))
(decode-1 bits tree))
(define (choose-branch bit branch)
(cond ((= bit 0) (left-branch branch))
((= bit 1) (right-branch branch))
(else (error "bad bit -- CHOOSE-BRANCH" bit))))
(define (adjoin-set x set)
(cond ((null? set) (list x))
((< (weight x) (weight (car set))) (cons x set))
(else (cons (car set)
(adjoin-set x (cdr set))))))
(define (make-leaf-set pairs)
(if (null? pairs)
'()
(let ((pair (car pairs)))
(adjoin-set (make-leaf (car pair) ; symbol
(cadr pair)) ; frequency
(make-leaf-set (cdr pairs))))))
; Exercise 2.67
(define sample-tree
(make-code-tree (make-leaf 'A 4)
(make-code-tree
(make-leaf 'B 2)
(make-code-tree (make-leaf 'D 1)
(make-leaf 'C 1)))))
(define sample-message '(0 1 1 0 0 1 0 1 0 1 1 1 0))
(decode sample-message sample-tree)
; (a d a b b c a)
; Exercise 2.68
(define (encode message tree)
(if (null? message)
'()
(append (encode-symbol (car message) tree)
(encode (cdr message) tree))))
; returns bits in reverse order
(define (encode-symbol symbol tree)
(define (acc-bits symbol branch bits)
(cond ((leaf? branch) bits)
((contains? (symbols (left-branch branch)) symbol) (acc-bits symbol (left-branch branch) (cons 0 bits)))
((contains? (symbols (right-branch branch)) symbol) (acc-bits symbol (right-branch branch) (cons 1 bits)))
(else (error "symbol cannot be encoded"))
)
)
(acc-bits symbol tree '())
)
(define (encode-symbol symbol tree)
(cond ((leaf? tree) '())
((contains? (symbols (left-branch tree)) symbol) (cons 0 (encode-symbol symbol (left-branch tree))))
((contains? (symbols (right-branch tree)) symbol) (cons 1 (encode-symbol symbol (right-branch tree))))
(else (error "symbol cannot be encoded"))
)
)
(define (contains? list symbol)
(cond ((null? list) #f)
((eq? symbol (car list)) #t)
(else (contains? (cdr list) symbol))
)
)
(encode-symbol 'A sample-tree)
(load "flatmap.scm")
(define (encode-message message tree)
(flatmap (lambda (symbol) (encode-symbol symbol tree)) message)
)
(encode-message '(a d a b b c a) sample-tree)
; Exercise 2.69
(define (generate-huffman-tree pairs)
(successive-merge (make-leaf-set pairs))
)
(define (successive-merge pairs)
(if (null? (cdr pairs))
(car pairs)
(successive-merge (adjoin-set (make-code-tree (car pairs) (cadr pairs)) (cddr pairs)))
)
)
(define pairs '((A 4) (B 2) (C 1) (D 1)))
(define huffman-tree (generate-huffman-tree pairs))
(encode-message '(a d a b b c a) huffman-tree)
; Exercise 2.70
(define pairs '((A 2) (NA 16) (BOOM 1) (SHA 3) (GET 2) (YIP 9) (JOB 2) (WAH 1)))
(define huffman-tree (generate-huffman-tree pairs))
(define message '(get a job sha na na na na na na na na get a job sha na na na na na na na na wah yip yip yip yip yip yip yip yip yip sha boom))
(define encoded (encode-message message huffman-tree))
encoded
(load "length.scm")
(length encoded)
(length message)
; 84 bits are required for the encoding.
; There are 36 words.
; If we used a fixed-length code for the eight-symbol alphabet, each word would have to be encoded with 3 bits.
; The whole message would then need 3 * 36 = 108 bits. Using Huffman encoding saved ~22% in space.