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
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
|
CS 61A Solutions to sample final exam #3
1. Domain and range
The domain of a procedure is the TYPE of thing(s) it accepts as argument(s).
The range is the TYPE of thing it returns. So we wanted types as the answers
to this question. That's generally what you gave for the domain, but for the
range, several people instead gave explanations of the purpose of the
procedure, e.g., "Range: the children of the tree node."
(a) CHILDREN
CHILDREN takes one argument, a Tree (which is the same as a node).
It returns a forest, which is a list of Trees. So:
Domain: TREE or NODE
Range: FOREST or LIST OF TREES or just LIST
Most people got this one.
(b) OWNER
OWNER takes one argument, a THING object. It returns the *name of* the
person who owns the thing (not the person, not the name of the thing).
A name is a word, not an object! So:
Domain: OBJECT or THING OBJECT or THING INSTANCE
Range: WORD
We also accepted NAME for the range, although that isn't really a type.
The most common wrong answer for the range was PERSON; that's a kind of
object, not a word. A fairly common wrong answer for the domain was CLASS;
the procedure takes a particular thing as its argument, not the class of all
things. Another common wrong answer was PROCEDURE; it's true that we use
procedures to represent objects, but not every procedure is an object, and
not every procedure can be used as the argument to OWNER.
(c) SET-CDR!
SET-CDR! takes two arguments; the first must be a pair, and the second can be
of any type. Its return value is unspecified, since it is used for its effect
rather than for its return value, so we accepted anything for the range in
this part.
Domain: PAIR and ANYTHING (you had to say both).
Range: UNSPECIFIED (but we accepted anything).
We didn't accept LIST for the domain; there is no requirement that the first
argument to SET-CDR! be a pair whose cdr is a list (which is what it means for
a pair to be a list). Also, the LIST domain would include the empty list,
which can't be used as the first argument to SET-CDR!.
Scoring: One point each, all or nothing.
2. Data abstraction
The argument is a LIST of RATIONALs. For the list itself, the appropriate
selectors are CAR and CDR. (Constructors for lists include CONS, LIST, and
APPEND, but in this problem we are not constructing a list!) For a rational
number, the constructor is MAKE-RAT and the selectors are NUMER and DENOM.
So the corrected version is
(define (ratprod lst)
(define (helper lst n d)
(if (null? lst)
(MAKE-RAT n d)
(helper (CDR lst) (* n (NUMER (CAR lst)) (* d (DENOM (CAR lst)))))))
(helper lst 1 1))
The call to CDR doesn't change because it is selecting part of a list, not
part of a single rational number. The calls to CAAR and CDAR do change,
as shown above; they both select the first element of the list (CAR), and
each then selects one piece of a rational number (NUMER or DENOM).
Scoring: -1 point per error, either a required change not made or something
changed that shouldn't have been. But 0 points if no correct change was
made at all (e.g., if the question was left blank).
3. Order of growth
(a)
(define (two-to-the n)
(if (zero? n)
1
(let ((prev (two-to-the (- n 1))))
(* prev 2) )))
Each call to this procedure does three constant-time operations (ZERO?, -,
and *) in addition to making one recursive call. So there are N recursive
calls, each of which takes constant time. Therefore, this procedure takes
time Theta(N).
(b)
(define (two-to-the n)
(if (zero? n)
1
(let ((prev (two-to-the (- n 1))))
(+ prev prev) )))
The only difference here is (+ PREV PREV) instead of (* PREV 2). This
is still a single, constant-time arithmetic operation, although both operands
are the variable PREV rather than including the explicit number 2. But
finding the value of a variable is also constant time, so this doesn't affect
the program's running time, which is still Theta(N).
(c)
(define (two-to-the n)
(if (zero? n)
1
(+ (two-to-the (- n 1))
(two-to-the (- n 1)) )))
In this version, each call to TWO-TO-THE gives rise to *two* recursive
calls. So, for example, (two-to-the 5) calls (two-to-the 4) twice; each
of those makes two calls, for a total of four calls of (two-to-the 3).
Similarly, there are eight (two-to-the 2) calls and 16 of (two-to-the 1).
Increasing N by 1 doubles the total number of recursive calls, so the
running time for this procedure is exponential, Theta(2^N).
The most common error was to think that the last version was Theta(N^2).
Scoring: One point each.
4. Functions of functions.
The point of this question is to illustrate some of the ways in which
functions can be manipulated on their own, without explicit reference to
the arguments of the functions. You've seen COMPOSE before, in lecture;
the other two tools given here are similar in spirit.
One way to think about these questions would be to try writing the
desired procedure without using COMPOSE, SPECIALIZE, or SWAP-ARGS, and
then think about how you did it.
[a] INITIALS
(define (initials sent)
(every first sent))
So INITIALS is a specialized version of EVERY, in which the first
(procedure) argument is FIRST. Thus we have the answer:
(define initials (specialize every first))
[b] POSITIVE?
(define (positive num)
(> num 0))
This is a specialization of >, in which the *second* argument is held
constant (zero), not the first argument as in INITIALS. So SPECIALIZE
won't quite do the job by itself. One solution would be to use <
instead of >:
(define (positive num)
(< 0 num))
(define positive (specialize < 0))
but that wasn't one of the choices. Instead we use SWAP-ARGS to get
the arguments in the right order:
(define positive (specialize (swap-args >) 0))
[c] LEAF?
(define (leaf? node)
(null? (children node))
This is a composition of functions:
(define leaf? (compose null? children))
Scoring: One point each.
5. Mystery function on Trees
(define (mystery tree)
(if (null? (children tree))
(make-tree (datum tree) '())
(make-tree (+ (datum tree) 100)
(map mystery (cdr (children tree))))))
This function says: If the node is a leaf, return a leaf node with the
same datum. (This is actually unnecessarily complicated; it could have
just returned the argument TREE itself, since the node it constructs has
the same datum and the same (empty) children.) If the node isn't a leaf,
add 100 to its datum, and recursively apply the same function to its
children, but omit the first child (because of the CDR call).
In the given tree, the root node (datum 1) has three children, so we add
100 to its datum (giving 101), we omit the subtree headed by the node with
datum 2, and we recursively process nodes 3 and 4.
Node 3 (I'm using this as an abbreviation for "the node with datum 3" and
similarly for the other nodes) has two children, so we add 100 to its
datum, omit the first child (6), and recursively process the other child
(node 7).
Node 7 has no children, so we just return a leaf with datum 7.
Node 4 has one child. So we add 100 to its datum, omit its first (only)
child 8, and recursively process its other children -- but there aren't
any, so the node with datum 104 will be a leaf node in the resulting tree.
Omitting a node doesn't just mean omitting the datum of that node; we
never look at its children either. So we don't have to think about nodes
5, 9, and 10.
Don't forget that this function builds a new tree! It doesn't mutate the
argument tree. In particular, one common wrong answer was to return a
tree with 10 nodes, just like the argument tree, but with 100 added to
some of the data. The correct answer is a tree with only the four nodes
mentioned earlier as part of the result:
101
/ \
103 104
|
7
Another too-common mistake was to draw a tree in which some nodes have
lists as the datum. For example, the child of the 103 node was shown as
having (7) as its datum, or the 104 node had a child with the empty list
as its datum. These errors, I think, come from not respecting the data
abstraction, but instead trying to translate the tree selectors and
constructor into operations on pairs. As you can see from the explanation
above, there is no need to think about how tree nodes are represented! The
only pair operation used is the CDR in the procedure, and that's because
(CHILDREN TREE) returns a forest -- a list of trees -- rather than a single
tree node.
Several people thought that a Scheme error would result from the expression
(map mystery (cdr (children tree)))
when it is applied to the 4 node, which has only one child, because in this
case the expression is equivalent to
(map mystery '())
But there's nothing wrong with this -- MAP is happy to take the empty list
as its second argument, in which case it returns the empty list without
ever calling MYSTERY. Empty lists are legitimate lists!
Scoring:
5 Correct.
4 Correct except that instead of 101, 103, and 104, the values in those
nodes are computed by some different arithmetic; most commonly these
nodes have the data 101, 301, and 401. Node 7 must be correct.
3 Right shape, but one incorrect datum (most often 107 instead of 7).
2 The four correct nodes plus one or two extras, including the case of
"error" as a child of node 104.
2 The solution obtained by ignoring the CDR in the procedure: 10 nodes
in the same shape as the original, but with 1, 2, 3, 4, and 8 changed
to 101, 102, 103, 104, and 108.
0 "Error" as the complete answer without an explanation.
0 Any list structure in the tree data.
0 Anything else, including the "mutation" solution mentioned earlier with
10 nodes like the original but with 1, 3, and 4 changed to 101, 103, 104.
6. Scheme to OOP
We are given
(define foo
(let ((a 3))
(LAMBDA (B) ;; This is the class FOO
(let ((c 4))
(LAMBDA (MESSAGE) ;; This is the instance's dispatch procedure
(cond ((eq? message 'hi)
(+ a b))
(else
(+ c message))))))))
The scope of the LET variable A encloses the procedure representing the class,
so it's a class variable. B is an argument to the class, so it's an
instantiation variable. And C is inside the scope of the class, but outside
the scope of the instance, so it's an instance variable -- each instance has
its own C. Therefore:
(define-class (foo b)
(class-vars (a 3))
(instance-vars (c 4))
(method (hi)
(+ a b))
(default-method
(+ c message)))
The dispatch procedure looks explicitly for the message HI and provides
a method for it; the ELSE clause in the dispatch procedure handles any
other message, so it's a default method.
Most people got the translation of the LET expressions for A and C right,
although a few people reversed them and a few people thought A and C were
the same kind of variable. B was trickier; some people didn't realize
that that LAMBDA represents the class, and instead thought that B was a
formal parameter of a method.
Similarly, some people thought the inner LAMBDA expression represents a
method rather than a dispatch procedure, so they wrote methods with
MESSAGE as a parameter.
As in any object class definition, it's possible to have only a default
method that checks for particular messages explicitly:
(default-method
(if (eq? message 'hi)
(+ a b)
(+ c message)))
and we accepted that, although it's contrary to the spirit of OOP. But
most people who were confused about the meaning of the inner LAMBDA came
up with incorrect solutions, such as
(method (hi message b) ...)
(default-method (message) ...)
(method (hi) (if ...))
Scoring: The correct solution has five components: the use of B as an
instantiation variable, and the four clauses within the define-class (A, C,
HI, and DEFAULT-METHOD). We subtracted one point for each missing or
incorrect component. Incorrect solutions that tried to combine the HI
method with the default method lost both points, except for the
(method (hi) (if ...))
version (no parameter to HI!), which lost only one point for the methods.
7. Environment diagrams
The diagrams have many features in common: They all have a global frame
and an additional frame E1; they all have a symbol F bound to a procedure.
But there are two things that differ among diagrams:
* The symbol F is in frame G (diagrams A and B) or in frame
E1 (diagrams C and D).
* The procedure's right bubble points to frame G (diagrams
A and C) or to frame E1 (diagrams B and D).
So, to figure out this question, for each of the four Scheme programs we
have to ask "where is the procedure created?" and "where is F bound?"
(let ((f (lambda (x) x)))
'okay)
Here the LAMBDA expression is evaluated in the global environment,
because LET value expressions are evaluated *before* the implicit
procedure created by the LET is invoked. But the binding for F is
made locally, in the frame E1 that's created by the LET. So this
is diagram C: procedure points to G, F bound in E1.
(define f
(let ()
(lambda (x) x)))
This time the LAMBDA expression is evaluated in the body of the LET,
so its current environment is E1, and so that's what the right bubble
remembers. But the DEFINE is in the global environment, so that's
where F is bound. This is diagram B: procedure points to E1, F
bound in G.
(let ()
(define f (lambda (x) x)))
This time both the LAMBDA and the DEFINE are in the body of the LET,
so both of them have E1 as the current environment. This is diagram
D: procedure points to E1, F bound in E1.
(define (f) f)
(f)
Here we have a straightforward global definition of a procedure F,
so both the (implicit) LAMBDA and the DEFINE happen in G. So this
is diagram A: procedure points to G, F bound in G. (Frame E1 is
created by the second, separate expression, which invokes F.)
Most students got this correct. The most common wrong answer was DBCA.
Choosing D for the first expression comes from the frequent misunderstanding
in which students think that the expressions that provide the values for the
LET variables are evaluated inside the scope of the LET. I'm not sure how
anyone would choose C for the third expression, but probably it's because you
assumed (correctly) that each diagram was used once.
Scoring: one point each.
8. CADR for message-passing pairs
A pair made by MAKE-PAIR can handle CAR and CDR messages directly because
its local state variables X and Y contain the desired values. But in order
to handle the CADR message, it has to find its own CDR (which is Y) and
send a CAR message to that other pair:
(define (make-pair x y)
(lambda (msg)
(cond ((eq? msg 'car) x)
((eq? msg 'cdr) y)
((EQ? MSG 'CADR) (Y 'CAR)) ;; <<=== This line added!
(else (error "I have no idea what you're talking about.")) )))
One common mistake was (ASK Y 'CAR); this has the idea, but we're using
plain Scheme message passing, not the OOP language.
Many students used roundabout means to find the pair's CDR, such as
((eq? msg 'cadr) (((make-pair x y) 'cdr) 'car))
presumably because you mistrusted a simple Y as something you can invoke.
This works, but it really violates the spirit of the problem -- it creates a
new pair every time you look at the pair -- and didn't get full credit.
Another common error was (CAR Y). Unless you explicitly redefine CAR to
use the message-passing pairs, this will invoke the ordinary CAR that
expects a built-in Scheme pair as its argument, not a procedure. We
named the pair constructor MAKE-PAIR rather than CONS to make it clear
that we didn't mean to eliminate the regular pairs, and our example says
(ABC 'CAR) rather than (CAR ABC).
Of course the worst mistake was to build the specific example ABC into
the solution!
Scoring:
3 Correct.
2 (ASK Y 'CAR)
2 (X 'CDR) ; this would give the CDAR, not the CADR.
2 Working solutions that call MAKE-PAIR.
1 (X 'CAR) or (Y 'CDR) ; CAAR and CDDR.
0 Anything else, including (CAR Y).
9. List mutation.
Here is the box-and-pointer diagram *before* doing any mutation:
---> XX------------> XX------------> X/
| | |
V V V
XX---> X/ XX---> X/ E
| | | |
V V V V
A B C D
The expression (SET-CAR! (CADR LST) (CDDR LST)) modifies the pair that is
the CADR of the original list -- the CAR of the CDR. (CDR LST) is the
second pair of the spine, in the top row. CAR of that pair is the first
pair in the spine of the sublist (C D). So we are going to change the CAR
of that pair, replacing C with something. With what? With the value of
(CDDR LST), the second argument to SET-CAR!. (CDDR LST) is the third
pair of the spine of the entire list, the one whose CAR is E. So after
this first mutation we have
---> XX------------> XX---------->-> X/
| | / |
V V * V
*
XX---> X/ XX---> X/ * E
| | * | *
V V * V *
* *
A B * D *
* *
************
The second mutation, (SET-CAR! (CAR LST) (CADDR LST)), modifies (CAR LST),
which is the first element of the big list -- the first pair of the spine
of the sublist (A B). We change the CAR of this pair, so that instead of
pointing to A, it points to the CADDR of the big list, which is the third
element, the symbol E:
---> XX------------> XX---------->-> X/
| | / |
V V * V
*
XX---> X/ XX---> X/ * E
* | * | *
* V * V * ^
* * * *
* B * D * *
* * * *
* ************ *
* *
*********************************
Notice that the first mutation points to a pair, not to E, but the second
one points to E. This is the difference between (CDDR LST) and (CADDR LST).
It's okay if you draw another E underneath the relevant pair, instead of
drawing an arrow over to the original E. Since two equal symbols are always
EQ, it's not important to distinguish two equal symbols in the diagram.
The third mutation is (SET-CDR! (CAR LST) (CDAR LST)). This says, "change
the CDR of (CAR LST) to the CDR of (CAR LST)"! In other words, it doesn't
really change anything:
---> XX------------> XX---------->-> X/
| | / |
V V * V
*
XX***> X/ XX---> X/ * E
* | * | *
* V * V * ^
* * * *
* B * D * *
* * * *
* ************ *
* *
*********************************
Finally we have (SET-CAR! (CDDR LST) 'X). This modifies (CDDR LST), which
is the last pair of the spine. Its CAR used to point to E, but now points
to X instead:
---> XX------------> XX---------->-> X/
| | / *
V V * *
* V
XX***> X/ XX---> X/ *
* | * | * X
* V * V *
* * *
* B * D * E
* * *
* ************ ^
* *
*********************************
So the printed representation of the final result is:
((E B) ((X) D) X)
The most common wrong answer was ((X B) ((X) D) X). This comes from thinking
that the last mutation changes *everything* that points to E so that it points
to X instead. But that would be true only if the pair (CAR LST) pointed to
the *pair* (CDDR LST), whose CAR is changed from E to X, rather than pointing
directly to E.
Another common wrong answer was ((E B) (X D) X), ignoring the fact that the
first mutation replaces the letter C with the *pair* (CDDR LST), which is a
list, not a symbol; its printed representation is (X).
A common error in the diagram itself was to create new pairs, most often
making a *copy of* (CDDR LST) to be the CAR of (CADR LST).
Another misunderstanding, which led to huge errors in the diagram, was to
think that (CAR LST) means the first *pair in the spine* of LST, rather
than the first *element* of LST. Similarly, students misinterpreted
(CADR LST) to mean the second pair of the spine, and so on.
Scoring: We subtracted one point per wrong change in the diagram (out of
the four possible changes), and one point if the printed representation
didn't match your diagram.
10. Scheme vs Logo evaluators
In Scheme, evaluating the expression (+ A 3) requires the evaluator to look up
two variables: + and A. Since we are giving MC-EVAL an environment that only
has a binding for A, this first expression gives the result
ERROR: Unbound variable +
In Logo, procedure names aren't part of the environment, but are found in a
separate, global table that's used automatically by LOGO-EVAL. So in order to
evaluate the Logo expression (SUM 2 :A), we have to look up A in the
environment, but we don't need SUM in the environment. Therefore the result
of this evaluation is
5
One too-common error was to say (+ A 3) as the value returned in the first
case. Presumably students who said this were reacting to the fact that the
expression (+ A 3) is quoted when used as an argument to MC-EVAL. But this
just means that the argument is (+ A 3) rather than being the result of
evaluating (+ A 3) in the underlying STk evaluator!
Scoring: Two points each. We accepted any ERROR message for the first part.
For the second part, we accepted 6 instead of 5 (because it's not important
if you didn't notice that the second expression used 2 rather than 3) for
full credit.
We gave half credit (one point) to either of two particular wrong answers
to the second part:
You don't say what to do with 5
(which would be correct if we were calling DRIVER-LOOP instead of LOGO-EVAL),
and
5 =no-value=
(which can't be correct, since it's two values instead of one, but presumably
is meant to show the values computed by EVAL-LINE, although that isn't right
either because EVAL-LINE returns a value as soon as it gets anything other
than =no-value= from evaluating an expression).
11. Streams
The first two elements are explicitly given as A and B. The remaining
elements are the result of interleaving two streams, so we can draw a
picture like this:
A B ___ ___ ___ ___
___ ___ ___ ___
The second argument to INTERLEAVE is a stream containing only elements
that are the symbol B, so we can start to fill this in:
A B ___ ___ ___ ___
_B_ _B_ _B_ _B_
To fill in the top row, we just copy the entire stream FOO. We already
know FOO's first two elements, so we can fill those in, and that tells us
FOO's third and fifth elements. (Its fourth element is the first B on the
bottom row.)
A B _A_ _B_ _A_ _B_
_B_ _B_ _B_ _B_
Putting this back into a single row gives the solution:
A B A B B B A B B B
Scoring: We subtracted one point per wrong letter. This means that the
common error in which only the first letter is A [A B B B B B B B B B B]
got one point.
Exception: Some people apparently think that STREAM-FILTER keeps only
the elements that *don't* satisfy the predicate, so they put a stream of
As in the bottom row rather than a stream of Bs. This gives the incorrect
solution A B A A B A A A A A, to which we gave one point.
12. Logic programming
As a reminder, here's ASSOC written in Scheme:
(define (assoc key alist)
(cond ((null? alist) #f)
((equal? key (caar alist)) (car alist))
(else (assoc key (cdr alist)))))
The first COND clause does not have any analog in the logic program! In
logic programming, if nothing satisfies the question we're asking, we just
don't match any rule. We don't want a rule that shows a value of #F.
Here's the rule corresponding to the second COND clause:
(assert! (rule (assoc ?key ((?key . ?value) . ?rest) (?key . ?value))))
No condition is necessary for this rule; the pattern says it all. But
it would be okay to show this rule in a form closer to that of the Scheme
program:
(assert! (rule (assoc ?key (?car . ?cdr) ?car)
(and (same ?car (?caar . ?cdar))
(same ?key ?caar))))
The second COND clause is a little tricky, because we only want to allow
the recursion if the key doesn't match the first entry. In Scheme, COND
automatically handles this, because COND can only return one value, so it
doesn't look at any clauses after the first successful one. But logic
programming allows multiple results, so we have to explicitly disable the
recursion in case of a match:
(assert! (rule (assoc ?key ((?caar . ?cdar) . ?rest) ?result)
(and (assoc ?key ?rest ?result)
(not (same ?key ?caar)))))
To make this work we also have to define the SAME relation:
(assert! (rule (same ?x ?x)))
but we didn't require this to be explicitly included in your solution.
Some people tried to use a single rule that matches any association list
that has the desired key anywhere in it, like this:
(rule (assoc ?key (?left . (?key . ?value) . ?right) (?key . ?value))) ;WRONG!
This isn't such a bad idea, except that there is no (x . y . z) notation for
a list that has element Y in the middle. But the desired result can be
obtained using the APPEND rules:
(assert! (rule (assoc ?key ?alist (?key . ?value))
(and (append ?left ((?key . ?value) . ?right) ?alist)
(not (assoc ?key ?left ?something)))))
The NOT clause is required to eliminate duplicate matching keys. Alas,
most people who tried this didn't quite use APPEND correctly. The worst
problem was to try to use it as a function rather than a relation:
(rule (assoc ?key (append ?left ((?key . ?value) . ?right))
(?key . ?value))) ; WRONG!!!
This is an attempt to use the "return value" from APPEND as part of the
pattern for the ASSOC rule, but APPEND doesn't return a value. It's a
relation that succeeds or fails, and the appended list is one of the
components of the relation, as in the correct version above.
The most common error was to include spurious base cases, such as
(rule (assoc ?key () #f)) ; WRONG!
A more subtle error was to try to eliminate duplicate keys in the
association list in the wrong rule:
(assert! (rule (assoc ?key ((?key . ?value) . ?rest) (?key . ?value))
(not (assoc ?key ?rest ?something)))) ; WRONG!
This rule would find the last matching key, not the first matching key,
in the association list.
Scoring:
5 Correct.
4 Extracts just the key, or just the value, rather than the entire pair.
4 Finds the last matching key rather than the first one.
3 Finds all matching keys (no NOT clause).
3 Spurious base case for empty list.
2 No recursive rule at all.
2 Other "has the idea" but non-working solutions with a rule that tries
to match the car of the association list.
0 No rule matching the car of the association list (recursive rule only).
0 Has the example built in (e.g., only works for lists of length four).
0 Composition of functions (like the incorrect APPEND version above).
0 Anything not mentioned above.
13. Concurrency
All of the examples try to call the procedures F and G, which both modify
the variable X, and must therefore be protected against each other.
Therefore, we must use the same serializer for both of them.
(parallel-execute (s f) (t g))
This uses two different serializers for the two thunks, so they
are not protected against each other. This can give rise to
INCORRECT RESULTS.
(parallel-execute (s f) (s g))
This is the correct way to do it -- a single serializer protects
the variable X, and every process that depends on X is protected
using S. So it produces NEITHER incorrect results nor deadlock.
(parallel-execute (s (t f)) (t g))
This has an unnecessary invocation of serializer S. Both processes
are protected by T, so no incorrect results are possible, and nothing
is added by calling S also. But since S is used for only one process,
there will be NEITHER incorrect results nor deadlock.
(parallel-execute (s (t f)) (s g))
This is just like the previous case: S does the needed protection,
and T is unhelpful but not harmful either, since only one process
uses it. So NEITHER problem can arise.
(parallel-execute (s (t f)) (t (s g)))
There won't be incorrect results, since both processes use the same
serializer (either S or T can be considered as the useful one). The
second serializer is unnecessary. But this time, since two processes
use the same two serializers, in different orders, DEADLOCK is
possible.
Scoring: One point each.
14. Tree to binary tree.
The crucial point here is that two different abstract data types (Tree and
Binary Tree) are involved. A binary tree isn't just a Tree! It's different
because if a node has exactly one child, a Binary Tree can distinguish whether
this is the left child or the right child; the Tree type doesn't allow for
this distinction. So, for example, you couldn't use the Tree type to
represent a binary search tree.
We are given a Tree as argument, and asked to return a Binary Tree.
Therefore, our program should use the *selectors* for the Tree type (namely
DATUM and CHILDREN), but should use the *constructor* for the Binary Tree
type (MAKE-BT).
We didn't say explicitly in the problem what the arguments to MAKE-BT should
be, but we did say it's based on the Binary Tree type in the text (see page
157), except changing the name from MAKE-TREE to MAKE-BT. It takes three
arguments, the three components of a Binary Tree node: entry, left, and right.
(define (tree->bt tree)
(if (> (length (children tree)) 2)
#f
(let ((kids (map tree->bt (children tree))))
(cond ((member #f kids) #f) ; propagate failure upward
((null? kids) (make-bt (datum tree) '() '()))
((null? (cdr kids)) (make-bt (datum tree) (car kids) '()))
(else (make-bt (datum tree) (car kids) (cadr kids)))))))
The most common error was to forget the first COND clause. It's not good
enough to return #F if *this* node has three or more children; we also have to
return #F if any *child* (or grandchild, etc.) of this node has too many
children. So we see if the value returned by any recursive call to TREE->BT
is false, and if so we return false too.
Since MAKE-BT has separate arguments for the left and right branches,
we need three COND clauses for each of the possible number of children
in order to put the child(ren) in the right place(s).
We accepted solutions in which MAKE-BT takes a list of length exactly two,
every time, to specify the two branches of the new node. But we didn't accept
solutions in which MAKE-BT takes a list of any number of children, because
that interface wouldn't allow the user to distinguish the case of a node with
only a left child from the case of a node with only a right child. (In this
problem we say that we aren't going to create any nodes with only a right
child, but you can't specify a constructor for Binary Trees that doesn't allow
for that possibility.)
Another common error was data abstraction violations. These come in two
forms: (1) mixing the selectors and constructors for Trees with those for
Binary Trees, and (2) using list/pair selectors and constructors (CONS, CAR,
etc.) for either Trees or Binary Trees. We considered the first category less
severe than the second, although either kind of DAV really shows a failure to
understand the point of data abstraction! (This is true despite the fact that
a few students wrote essays to try to justify their violations.)
Another severe error was to try to mutate the tree instead of constructing a
new data structure. This was rarely explicit (e.g., using SET-CAR!); the
usual thing was for students to call MAP, ignore its return value, and think
(apparently) that something has changed in the argument tree. We referred to
this in the grading as the "MAP!" error -- using MAP as if it were a mutator.
Scoring:
6 Correct.
4 Correct except that #F from a child isn't propagated to the parent.
2 Case analysis errors, e.g., two-child nodes handled correctly but
one-child nodes handled incorrectly.
2 Tree vs. Binary Tree DAV.
0 Tree vs. Pair DAV [e.g., (CAR TREE)].
0 No deep recursion (grandchildren not examined).
0 Pseudo-mutation (using MAP as if it were MAP! mutator).
0 Anything worse.
15. SWAP!
This was a relatively easy mutation problem, since there was no need to
examine inside any lists found as elements of the argument list. We only
care about elements of the top-level list.
The first decision to be made is whether this is a job for SET-CAR! or
for SET-CDR!. The best choice is SET-CAR!, because we don't want to change
which pair comes first in the list's spine, in case some variable used in the
calling procedure is bound to this list.
We want to mutate the pairs of the spine, not any pairs that might be elements
of the list. And we need a temporary variable to remember one of the elements
while we're doing the swapping.
(define (swap! lst)
(cond ((null? lst) lst)
((null? (cdr lst)) lst)
(else (let ((temp (car lst)))
(set-car! lst (cadr lst))
(set-car! (cdr lst) temp)
(swap! (cddr lst))
lst))))
Scoring:
6 Correct.
5 Swaps correctly but doesn't return a value.
5 Correct except for base cases.
4 Has the idea:
* Uses a temporary variable; and
* SET-CAR! of two pairs, with at least one in the spine; and
* Recursive;
but...
- recurs on (CDR LST) instead of (CDDR LST); or
- uses SET-CDR! and reorders correctly but loses the head pair; or
- has the wrong value in TEMP (a spine pair instead of an element).
3 (set-car! (CAR lst) (cadr lst)) and (set-car! (CADR lst) temp).
2 Has an idea:
- only one SET-CxR!; or
- no temporary variable; or
- mutates two wrong pairs; or
- thinks SET! will change a pair, but also uses SET-CxR!.
0 Other, including:
- allocates pairs (CONS, LIST, APPEND, etc.); or
- no recursion; or
- no SET-CxR!; or
- SET! of a non-symbol [e.g., (SET! (CAR LST) (CADR LST))].
16. Partial application in MCE
The feature we want to add, which in the programming language literature is
generally called "partial application," is used when a procedure is called.
Procedure calling is the job of MC-APPLY, so that's where we have to make the
change. (It's possible to do it elsewhere, but less straightforward.)
We are asked to construct a new procedure. How do we do that? The best
answer is to call MAKE-PROCEDURE. There's no need to construct and then
evaluate a LAMBDA expression!
What should the procedure look like? One solution is to do exactly what's
shown in the question: a procedure whose body is an invocation of the
underlying procedure. But this is actually a little tricky, because when we
get to APPLY we no longer know what *expression* has that procedure as its
value! We only have the procedure itself. So the easiest thing will be if we
can create a procedure with the same body as the original procedure. For
example, if the original procedure is
(lambda (base exp)
(cond ((= exp 0) 1)
((even? exp) (fast-exp (* base base) (/ exp 2)))
(else (* base (fast-exp base (- exp 1))))))
then we'll create a procedure
(lambda (EXP) ;; only this line is different
(cond ((= exp 0) 1)
((even? exp) (fast-exp (* base base) (/ exp 2)))
(else (* base (fast-exp base (- exp 1))))))
but we'll create it in an environment with BASE bound to 2, as if the
user had typed
(let ((base 2))
(lambda (exp)
(cond ((= exp 0) 1)
((even? exp) (fast-exp (* base base) (/ exp 2)))
(else (* base (fast-exp base (- exp 1)))))))
But of course we can't build this particular example into the solution;
it has to work for any procedure, with any number of parameters, and with
any smaller number of arguments given in the invocation.
(define (mc-apply procedure arguments)
(cond ((primitive-procedure? procedure)
(apply-primitive-procedure procedure arguments))
((compound-procedure? procedure)
(IF (< (LENGTH ARGUMENTS) (LENGTH (PROCEDURE-PARAMETERS PROCEDURE)))
(MAKE-PROCEDURE
(BUTFIRST-N (LENGTH ARGUMENTS)
(PROCEDURE-PARAMETERS PROCEDURE)) ; parameters
(PROCEDURE-BODY PROCEDURE) ; body
(EXTEND-ENVIRONMENT ; environment
(FIRST-N (LENGTH ARGUMENTS)
(PROCEDURE-PARAMETERS PROCEDURE))
ARGUMENTS
(PROCEDURE-ENVIRONMENT PROCEDURE))) ; lexical scope!
(eval-sequence
(procedure-body procedure)
(extend-environment
(procedure-parameters procedure)
arguments
(procedure-environment procedure)))))
(else
(error
"Unknown procedure type -- APPLY" procedure))))
This solution uses helper procedures to extract the first N parameters,
and all but the first N parameters, from the original procedure's list of
parameters:
(define (first-n n lst)
(if (= n 0)
'()
(cons (car lst) (first-n (- n 1) (cdr lst)))))
(define (butfirst-n n lst)
((repeated cdr n) lst))
This is the most elegant solution, because it deals only with values,
not with expressions -- there's no need to call MC-EVAL anywhere in it.
It's also possible to solve the problem by manipulating the text of the
procedure in various ways. For example, we could try to substitute the
argument values for the first N parameters in the body, so we'd get the
procedure
(lambda (exp)
(cond ((= exp 0) 1)
((even? exp) (fast-exp (* 2 2) (/ exp 2)))
(else (* 2 (fast-exp 2 (- exp 1))))))
for our example. This is trickier than it looks to get correct, though.
In this example the actual argument is a number, which is self-evaluating.
But suppose the actual argument value is a non-numeric word or a list.
It won't work to substitute the argument *value* into the body; we have
to find the argument *expression* (which means we'd have to do the job in
MC-EVAL rather than in MC-APPLY), or else we have to quote the value each
time we substitute it.
The key point is to be clear on the difference between an expression and a
value -- for example, a LAMBDA expression versus a procedure. We want to
return a procedure, so either we call MAKE-PROCEDURE or we call
(mc-eval (make-lambda ...) some-environment)
Which environment should we extend? The one in the original procedure,
of course -- we don't want to break Scheme's lexical scope rule. Some
solutions passed the current environment from MC-EVAL to MC-APPLY, thereby
switching to dynamic scope.
Many students came up with solutions modifying EXTEND-ENVIRONMENT instead of
modifying MC-APPLY. This is a reasonable first idea, since the problem is
about matching formal parameters with actual arguments, and that's the job of
EXTEND-ENVIRONMENT. But it's really tricky to get this right, because the
context in which EXTEND-ENVIRONMENT is called is that MC-APPLY is going to use
the resulting environment to evaluate the body of the procedure, and we don't
want to evaluate the body in the case of partial application. Some of you
actually managed to work around this problem by modifying EVAL-SEQUENCE as
well as EXTEND-ENVIRONMENT, something along these lines:
(define (extend-environment vars vals base-env)
(if (= (length vars) (length vals))
(cons (make-frame vars vals) base-env)
(if (< (length vars) (length vals))
(error "Too many arguments supplied" vars vals)
(MAKE-PROCEDURE ...))))
(define (eval-sequence exps ENV-OR-PROC)
(cond ((COMPOUND-PROCEDURE? ENV-OR-PROC) ENV-OR-PROC)
((last-exp? exps) (mc-eval (first-exp exps) env))
(else (mc-eval (first-exp exps) env)
(eval-sequence (rest-exps exps) env))))
but this is an ugly solution. For one thing, EVAL-SEQUENCE might be used
someplace other than in MC-APPLY, so we shouldn't change its behavior without
thinking about those other callers. But even if the call to EVAL-SEQUENCE in
MC-APPLY is the only one in the program, it's ugly to have a procedure named
EVAL-SEQUENCE that sometimes doesn't actually evaluate a sequence! We
accepted working solutions on this model, but you shouldn't get in the habit
of designing this way.
Scoring: There are too many variants to list them all. We decided to group
them according to one central issue: do they actually return a procedure?
6 Correct.
5 Correct except for some trivial error.
4 Has the idea: Checks for length mismatch between parameters and arguments,
and returns a procedure if there are fewer parameters, but something is
wrong with the new procedure's parameters, body, or environment.
2 Has an idea: Checks for length mismatch, but then returns a lambda
expression, an environment, or something else that isn't an MCE procedure
(including an STk procedure formed by an underlying-Scheme LAMBDA
expression!).
0 Anything else, including modifying only EVAL-SEQUENCE.
|