Instructions

Download hw02.zip. Inside the archive, you will find a file called hw02.py, along with a copy of the ok autograder.

Submission: When you are done, submit the assignment by uploading all code files you've edited to Gradescope. You may submit more than once before the deadline; only the final submission will be scored. Check that you have successfully submitted your code on Gradescope. See Lab 0 for more instructions on submitting assignments.

Using Ok: If you have any questions about using Ok, please refer to this guide.

Readings: You might find the following references useful:

Grading: Homework is graded based on correctness. Each incorrect problem will decrease the total score by one point. This homework is out of 2 points.

Several doctests refer to these functions:

from operator import add, mul

square = lambda x: x * x

identity = lambda x: x

triple = lambda x: 3 * x

increment = lambda x: x + 1

Higher-Order Functions

Q1: Product

Write a function called product that returns the product of the first n terms of a sequence. Specifically, product takes in an integer n and term, a single-argument function that determines a sequence. (That is, term(i) gives the ith term of the sequence.) product(n, term) should return term(1) * ... * term(n).

def product(n, term):
    """Return the product of the first n terms in a sequence.

    n: a positive integer
    term:  a function that takes one argument to produce the term

    >>> product(3, identity)  # 1 * 2 * 3
    6
    >>> product(5, identity)  # 1 * 2 * 3 * 4 * 5
    120
    >>> product(3, square)    # 1^2 * 2^2 * 3^2
    36
    >>> product(5, square)    # 1^2 * 2^2 * 3^2 * 4^2 * 5^2
    14400
    >>> product(3, increment) # (1+1) * (2+1) * (3+1)
    24
    >>> product(3, triple)    # 1*3 * 2*3 * 3*3
    162
    """
    "*** YOUR CODE HERE ***"

Use Ok to test your code:

python3 ok -q product

🐻 比较简单，就不解释了

def product(n, term):
    i, count = 1, 1
    while i <= n:
        count, i = mul(count, term(i)), add(i, 1)
    return count

Q2: Accumulate

Let's take a look at how product is an instance of a more general function called accumulate, which we would like to implement:

def accumulate(fuse, start, n, term):
    """Return the result of fusing together the first n terms in a sequence 
    and start.  The terms to be fused are term(1), term(2), ..., term(n). 
    The function fuse is a two-argument commutative & associative function.

    >>> accumulate(add, 0, 5, identity)  # 0 + 1 + 2 + 3 + 4 + 5
    15
    >>> accumulate(add, 11, 5, identity) # 11 + 1 + 2 + 3 + 4 + 5
    26
    >>> accumulate(add, 11, 0, identity) # 11 (fuse is never used)
    11
    >>> accumulate(add, 11, 3, square)   # 11 + 1^2 + 2^2 + 3^2
    25
    >>> accumulate(mul, 2, 3, square)    # 2 * 1^2 * 2^2 * 3^2
    72
    >>> # 2 + (1^2 + 1) + (2^2 + 1) + (3^2 + 1)
    >>> accumulate(lambda x, y: x + y + 1, 2, 3, square)
    19
    """
    "*** YOUR CODE HERE ***"

accumulate has the following parameters:

Implement accumulate, which fuses the first n terms of the sequence defined by term with the start value using the fuse function.

For example, the result of accumulate(add, 11, 3, square) is

add(11,  add(square(1), add(square(2),  square(3)))) =
    11 +     square(1) +    square(2) + square(3)    =
    11 +     1         +    4         + 9            = 25

Assume that fuse is commutative, fuse(a, b) == fuse(b, a), and associative, fuse(fuse(a, b), c) == fuse(a, fuse(b, c)).

Then, implement summation (from lecture) and product as one-line calls to accumulate.

Important: Both summation_using_accumulate and product_using_accumulate should be implemented with a single line of code starting with return.

def summation_using_accumulate(n, term):
    """Returns the sum: term(1) + ... + term(n), using accumulate.

    >>> summation_using_accumulate(5, square) # square(0) + square(1) + ... + square(4) + square(5)
    55
    >>> summation_using_accumulate(5, triple) # triple(0) + triple(1) + ... + triple(4) + triple(5)
    45
    >>> # This test checks that the body of the function is just a return statement.
    >>> import inspect, ast
    >>> [type(x).__name__ for x in ast.parse(inspect.getsource(summation_using_accumulate)).body[0].body]
    ['Expr', 'Return']
    """
    return ____

def product_using_accumulate(n, term):
    """Returns the product: term(1) * ... * term(n), using accumulate.

    >>> product_using_accumulate(4, square) # square(1) * square(2) * square(3) * square()
    576
    >>> product_using_accumulate(6, triple) # triple(1) * triple(2) * ... * triple(5) * triple(6)
    524880
    >>> # This test checks that the body of the function is just a return statement.
    >>> import inspect, ast
    >>> [type(x).__name__ for x in ast.parse(inspect.getsource(product_using_accumulate)).body[0].body]
    ['Expr', 'Return']
    """
    return ____

Use Ok to test your code:

python3 ok -q accumulate
python3 ok -q summation_using_accumulate
python3 ok -q product_using_accumulate

🐻 accumulate： 对product的每次相乘行为替换为抽象的函数

def accumulate(fuse, start, n, term):
    i, count = 1, start
    while i <= n:
        start, i = merger(fuse, term(i)), add(i + 1)
    return count

🐻 summation_using_accumulate: product的变体

def summation_using_accumulate(n, term):
    return accumulate(add, term(0), n, term)

🐻 sproduct_using_accumulate: product的变体

def product_using_accumulate(n, term):
 	return accumulate(mul, 1, n, term)

Q3: Make Repeater

Implement the function make_repeater which takes a one-argument function f and a positive integer n. It returns a one-argument function, where make_repeater(f, n)(x) returns the value of f(f(...f(x)...)) in which f is applied n times to x. For example, make_repeater(square, 3)(5) squares 5 three times and returns 390625, just like square(square(square(5))).

def make_repeater(f, n):
    """Returns the function that computes the nth application of f.

    >>> add_three = make_repeater(increment, 3)
    >>> add_three(5)
    8
    >>> make_repeater(triple, 5)(1) # 3 * (3 * (3 * (3 * (3 * 1))))
    243
    >>> make_repeater(square, 2)(5) # square(square(5))
    625
    >>> make_repeater(square, 3)(5) # square(square(square(5)))
    390625
    """
    "*** YOUR CODE HERE ***"

Use Ok to test your code:

python3 ok -q make_repeater

🐻

def make_repeater(f, n):
    def helper(x):
        i = n;
        while i:
            x = f(x)
            i = i - 1;
        return x
    return helper

Recursion

Q4: Digit Distance

For a given integer, the digit distance is the sum of the absolute differences between consecutive digits. For example:

Write a function that determines the digit distance of a given positive integer. You must use recursion or the tests will fail.

Hint: There are multiple valid ways of solving this problem! If you're stuck, try writing out an iterative solution first, and then convert your iterative solution into a recursive one.

def digit_distance(n):
    """Determines the digit distance of n.

    >>> digit_distance(3)
    0
    >>> digit_distance(777)
    0
    >>> digit_distance(314)
    5
    >>> digit_distance(31415926535)
    32
    >>> digit_distance(3464660003)
    16
    >>> from construct_check import check
    >>> # ban all loops
    >>> check(HW_SOURCE_FILE, 'digit_distance',
    ...       ['For', 'While'])
    True
    """
    "*** YOUR CODE HERE ***"

Use Ok to test your code:

python3 ok -q digit_distance

🐻

def digit_distance(n):
    if n < 10:
        return 0
    else:
        return abs(sub(n % 10, n // 10 % 10)) + digit_distance(n // 10)

Q5: Interleaved Sum

Write a function interleaved_sum, which takes in a number n and two one-argument functions: odd_func and even_func. It applies odd_func to every odd number and even_func to every even number from 1 to n inclusive and returns the sum.

For example, executing interleaved_sum(5, lambda x: x, lambda x: x * x) returns 1 + 2*2 + 3 + 4*4 + 5 = 29.

Important: Implement this function without using any loops or directly testing if a number is odd or even -- aka modulos (%) are not allowed! Instead of directly checking whether a number is even or odd, start with 1, which you know is an odd number.

Hint: Introduce an inner helper function that takes an odd number k and computes an interleaved sum from k to n (including n).

def interleaved_sum(n, odd_func, even_func):
    """Compute the sum odd_func(1) + even_func(2) + odd_func(3) + ..., up
    to n.

    >>> identity = lambda x: x
    >>> square = lambda x: x * x
    >>> triple = lambda x: x * 3
    >>> interleaved_sum(5, identity, square) # 1   + 2*2 + 3   + 4*4 + 5
    29
    >>> interleaved_sum(5, square, identity) # 1*1 + 2   + 3*3 + 4   + 5*5
    41
    >>> interleaved_sum(4, triple, square)   # 1*3 + 2*2 + 3*3 + 4*4
    32
    >>> interleaved_sum(4, square, triple)   # 1*1 + 2*3 + 3*3 + 4*3
    28
    >>> from construct_check import check
    >>> check(HW_SOURCE_FILE, 'interleaved_sum', ['While', 'For', 'Mod']) # ban loops and %
    True
    >>> check(HW_SOURCE_FILE, 'interleaved_sum', ['BitAnd', 'BitOr', 'BitXor']) # ban bitwise operators, don't worry about these if you don't know what they are
    True
    """
    "*** YOUR CODE HERE ***"

Use Ok to test your code:

python3 ok -q interleaved_sum

🐻interleaved_sum

def interleaved_sum(n, odd_func, even_func):
    if n == 0:
        return 0
    elif n % 2 == 1:
        return odd_func(n) + interleaved_sum(n - 1, odd_func, even_func)
    else:
        return even_func(n) + interleaved_sum(n - 1, odd_func, even_func)

Q6: Count Coins

Given a positive integer total, a set of coins makes change for total if the sum of the values of the coins is total. Here we will use standard US Coin values: 1, 5, 10, 25. For example, the following sets make change for 15:

Thus, there are 6 ways to make change for 15. Write a recursive function count_coins that takes a positive integer total and returns the number of ways to make change for total using coins.

You can use either of the functions given to you:

There are two main ways in which you can approach this problem. One way uses next_larger_coin, and another uses next_smaller_coin. It is up to you which one you want to use!

Important: Use recursion; the tests will fail if you use loops.

Hint: Refer to the implementation of count_partitions for an example of how to count the ways to sum up to a final value with smaller parts. If you need to keep track of more than one value across recursive calls, consider writing a helper function.

def next_larger_coin(coin):
    """Returns the next larger coin in order.
    >>> next_larger_coin(1)
    5
    >>> next_larger_coin(5)
    10
    >>> next_larger_coin(10)
    25
    >>> next_larger_coin(2) # Other values return None
    """
    if coin == 1:
        return 5
    elif coin == 5:
        return 10
    elif coin == 10:
        return 25

def next_smaller_coin(coin):
    """Returns the next smaller coin in order.
    >>> next_smaller_coin(25)
    10
    >>> next_smaller_coin(10)
    5
    >>> next_smaller_coin(5)
    1
    >>> next_smaller_coin(2) # Other values return None
    """
    if coin == 25:
        return 10
    elif coin == 10:
        return 5
    elif coin == 5:
        return 1

def count_coins(total):
    """Return the number of ways to make change using coins of value of 1, 5, 10, 25.
    >>> count_coins(15)
    6
    >>> count_coins(10)
    4
    >>> count_coins(20)
    9
    >>> count_coins(100) # How many ways to make change for a dollar?
    242
    >>> count_coins(200)
    1463
    >>> from construct_check import check
    >>> # ban iteration
    >>> check(HW_SOURCE_FILE, 'count_coins', ['While', 'For'])
    True
    """
    "*** YOUR CODE HERE ***"



python3 ok -q count_coins

🐻

# 边界情况： 硬币为0，方案正确。 硬币为负， 方案失败。
# 有四种硬币 25、10、5、1 
# 总硬币数： total
# 每次使用硬币有四种情况 total - 25, total - 10, total - 5, total - 1
# total： 10 ->
# 10
# 5 5
# 5 1 1 1 1 1 
# 1 1 1 1 1 1 1 1 1 1 
# 观察可发现， 按照25-10-5-1这样递减。
def count_coins(total):                                            
    def helper(total, coin):
        if total == 0:
            return 1
        if total < 0 or not coin :
            return 0
        return helper(total - coin,coin) + helper(total, next_smaller_coin(coin))
    return helper(total, 25)
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