Lab 9 Solutions
Solution Files
Scheme Introduction
The 61A Scheme interpreter is included in each Scheme assignment. To start it,
type python3 scheme
in a terminal. To load a Scheme file called f.scm
, type python3 scheme -i f.scm
. To exit the Scheme interpreter, type
(exit)
.
Scheme Editor
All Scheme assignments include a web-based editor that makes it easy to run ok
tests and visualize environments. Type python3 editor
in a terminal, and the
editor will open in a browser window (at http://127.0.0.1:31415/
). Whatever
changes you make here will also save to the original file on your computer!
To stop running the editor and return to the command line, type Ctrl-C
in the
terminal where you started the editor.
The Run
button loads the current assignment's .scm
file and opens a Scheme
interpreter, allowing you to try evaluating different Scheme expressions.
The Test
button runs all ok tests for the assignment. Click View Case
for a
failed test, then click Debug
to step through its evaluation.
Recommended VS Code Extensions
If you choose to use VS Code as your text editor (instead of the web-based editor), install the vscode-scheme extension so that parentheses are highlighted.
Before:
After:
Required Questions
Getting Started Videos
These videos may provide some helpful direction for tackling the coding problems on this assignment.
To see these videos, you should be logged into your berkeley.edu email.
Consult the drop-downs below if you need a refresher on Scheme. It's okay to skip directly to the questions and refer back here should you get stuck.
Atomic expressions (also called atoms) are expressions without sub-expressions, such as numbers, boolean values, and symbols.
scm> 1234 ; integer
1234
scm> 123.4 ; real number
123.4
scm> #f ; the Scheme equivalent of False in Python
#f
A Scheme symbol is equivalent to a Python name. A symbol evaluates to the value bound to that symbol in the current environment. (They are called symbols rather than names because they include +
and other arithmetic symbols.)
scm> quotient ; A symbol bound to a built-in procedure
#[quotient]
scm> + ; A symbol bound to a built-in procedure
#[+]
In Scheme, all values except #f
(equivalent to False
in Python) are true
values (unlike Python, which has other false values, such as 0
).
scm> #t
#t
scm> #f
#f
Scheme uses Polish prefix notation, in which the operator expression comes before
the operand expressions. For example, to evaluate 3 * (4 + 2)
, we write:
scm> (* 3 (+ 4 2))
18
Just like in Python, to evaluate a call expression:
- Evaluate the operator. It should evaluate to a procedure.
- Evaluate the operands, left to right.
- Apply the procedure to the evaluated operands.
Here are some examples using built-in procedures:
scm> (+ 1 2)
3
scm> (- 10 (/ 6 2))
7
scm> (modulo 35 4)
3
scm> (even? (quotient 45 2))
#t
Define:
The define
form is used to assign values to symbols. It has the following syntax:
(define <symbol> <expression>)
scm> (define pi (+ 3 0.14))
pi
scm> pi
3.14
To evaluate the define
expression:
- Evaluate the final sub-expression (
<expression>
), which in this case evaluates to3.14
. - Bind that value to the symbol (
symbol
), which in this case ispi
. - Return the symbol.
The define
form can also define new procedures, described in the "Defining Functions" section.
If Expressions:
The if
special form evaluates one of two expressions based on a predicate.
(if <predicate> <if-true> <if-false>)
The rules for evaluating an if
special form expression are as follows:
- Evaluate the
<predicate>
. - If the
<predicate>
evaluates to a true value (anything but#f
), evaluate and return the value of the<if-true>
expression. Otherwise, evaluate and return the value of the<if-false>
expression.
For example, this expression does not error and evaluates to 5, even though the
sub-expression (/ 1 (- x 3))
would error if evaluated.
scm> (define x 3)
x
scm> (if (> (- x 3) 0) (/ 1 (- x 3)) (+ x 2))
5
The <if-false>
expression is optional.
scm> (if (= x 3) (print x))
3
Let's compare a Scheme if
expression with a Python if
statement:
- In Scheme:
(if (> x 3) 1 2)
- In Python:
if x > 3:
1
else:
2
The Scheme if
expression evaluates to a number (either 1 or 2, depending on
x
). The Python statement does not evaluate to anything, and so the 1 and 2
cannot be used or accessed.
Another difference between the two is that it's possible to add more lines of
code into the suites of the Python if
statement, while a Scheme if
expression expects just a single expression in each of the <if-true>
and
<if-false>
positions.
One final difference is that in Scheme, you cannot write elif
clauses.
Cond Expressions:
The cond
special form can include multiple predicates (like if/elif in Python):
(cond
(<p1> <e1>)
(<p2> <e2>)
...
(<pn> <en>)
(else <else-expression>))
The first expression in each clause is a predicate. The second expression in
the clause is the return expression corresponding to its predicate. The else
clause is optional; its <else-expression>
is the return expression if none of
the predicates are true.
The rules of evaluation are as follows:
- Evaluate the predicates
<p1>
,<p2>
, ...,<pn>
in order until one evaluates to a true value (anything but#f
). - Evalaute and return the value of the return expression corresponding to the first predicate expression with a true value.
- If none of the predicates evaluate to true values and there is an
else
clause, evaluate and return<else-expression>
.
For example, this cond
expression returns the nearest multiple of 3 to x
:
scm> (define x 5)
x
scm> (cond ((= (modulo x 3) 0) x)
((= (modulo x 3) 1) (- x 1))
((= (modulo x 3) 2) (+ x 1)))
6
Lambdas:
The lambda
special form creates a procedure.
(lambda (<param1> <param2> ...) <body>)
This expression will create and return a procedure with the given formal
parameters and body, similar to a lambda
expression in Python.
scm> (lambda (x y) (+ x y)) ; Returns a lambda procedure, but doesn't assign it to a name
(lambda (x y) (+ x y))
scm> ((lambda (x y) (+ x y)) 3 4) ; Create and call a lambda procedure in one line
7
Here are equivalent expressions in Python:
>>> lambda x, y: x + y
<function <lambda> at ...>
>>> (lambda x, y: x + y)(3, 4)
7
The <body>
may contain multiple expressions. A scheme procedure returns the
value of the last expression in its body.
The define
form can create a procedure and give it a name:
(define (<symbol> <param1> <param2> ...) <body>)
For example, this is how we would define the double
procedure:
scm> (define (double x) (* x 2))
double
scm> (double 3)
6
Here's an example with three arguments:
scm> (define (add-then-mul x y z)
(* (+ x y) z))
scm> (add-then-mul 3 4 5)
35
When a define
expression is evaluated, the following occurs:
- Create a procedure with the given parameters and
<body>
. - Bind the procedure to the
<symbol>
in the current frame. - Return the
<symbol>
.
The following two expressions are equivalent:
scm> (define add (lambda (x y) (+ x y)))
add
scm> (define (add x y) (+ x y))
add
Q1: Over or Under
Define a procedure over-or-under
which takes in a number num1
and a number num2
and returns the following:
- -1 if
num1
is less thannum2
- 0 if
num1
is equal tonum2
- 1 if
num1
is greater thannum2
NOTE. Remember that every parenthesis in Scheme makes a function call. For example, just typing
0
in the Scheme interpeter will return0
. However, typing(0)
will cause an Error because0
is not a function.Challenge: Implement this in 2 different ways using
if
andcond
!
(define (over-or-under num1 num2)
(cond
((< num1 num2) -1)
((= num1 num2) 0)
(else 1))
)
Use Ok to test your code:
python3 ok -q over_or_under
Q2: Make Adder
Write a procedure make-adder
that takes a number
num
as input and returns a new procedure. This returned procedure should accept another
number inc
and return the result of num + inc
.
Hint: To return a procedure, you can either return a
lambda
expression ordefine
another nested procedure.Note:
define
doesn't return the function, butlambda
does.Hint: Scheme will automatically return the last clause in your procedure.
You can find documentation on the syntax of
lambda
expressions in the 61A scheme specification!
(define (make-adder num)
(lambda (inc) (+ inc num))
)
Use Ok to test your code:
python3 ok -q make_adder
Q3: Compose
Write the procedure composed
, which takes in procedures f
and g
and returns a new procedure. This new procedure takes in a number x
and returns the result of calling f
on g
of x
.
NOTE. Remember to use Scheme syntax when calling functions. The form is
(func arg)
, notfunc(arg)
.
(define (composed f g)
(lambda (x) (f (g x))))
Use Ok to test your code:
python3 ok -q composed
Q4: Repeat
Write the procedure repeat
, which takes in a procedure f
and a number n
, and outputs a new procedure. This new procedure takes in a number x
and returns the result of calling f
on x
a total of n
times. For example:
scm> (define (square x) (* x x))
square
scm> ((repeat square 2) 5) ; (square (square 5))
625
scm> ((repeat square 3) 3) ; (square (square (square 3)))
6561
scm> ((repeat square 1) 7) ; (square 7)
49
Hint: The
composed
function you wrote in the previous problem might be useful.
(define (repeat f n)
; note: this relies on `composed` being implemented correctly
(if (< n 1)
(lambda (x) x)
(composed f (repeat f (- n 1)))))
Use Ok to test your code:
python3 ok -q repeat
Q5: Greatest Common Divisor
The Greatest Common Divisor (GCD) is the largest integer that evenly divides two positive integers.
Write the procedure gcd
, which computes the GCD of numbers a
and b
using
Euclid's algorithm, which recursively uses the fact that the GCD of two values is either of
the following:
- the smaller value if it evenly divides the larger value, or
- the greatest common divisor of the smaller value and the remainder of the larger value divided by the smaller value
In other words, if a
is greater than b
and a
is not divisible by
b
, then
gcd(a, b) = gcd(b, a % b)
You may find the provided procedures
min
andmax
helpful. You can also use the built-inmodulo
andzero?
procedures.scm> (modulo 10 4) 2 scm> (zero? (- 3 3)) #t scm> (zero? 3) #f
(define (max a b) (if (> a b) a b))
(define (min a b) (if (> a b) b a))
(define (gcd a b)
(cond ((zero? a) b)
((zero? b) a)
((= (modulo (max a b) (min a b)) 0) (min a b))
(else (gcd (min a b) (modulo (max a b) (min a b))))))
Use Ok to test your code:
python3 ok -q gcd
Check Your Score Locally
You can locally check your score on each question of this assignment by running
python3 ok --score
This does NOT submit the assignment! When you are satisfied with your score, submit the assignment to Gradescope to receive credit for it.
Submit Assignment
If you are in a regular section of CS 61A, fill out this lab attendance and feedback form. (If you are in the mega section, you don't need to fill out the form.)
Then, submit this assignment by uploading any files you've edited to the appropriate Gradescope assignment. Lab 00 has detailed instructions.