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Improve Coin Change Implementation #773

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132 changes: 78 additions & 54 deletions src/dynamic_programming/coin_change.rs
Original file line number Diff line number Diff line change
@@ -1,70 +1,94 @@
/// Coin change via Dynamic Programming
//! This module provides a solution to the coin change problem using dynamic programming.
//! The `coin_change` function calculates the fewest number of coins required to make up
//! a given amount using a specified set of coin denominations.
//!
//! The implementation leverages dynamic programming to build up solutions for smaller
//! amounts and combines them to solve for larger amounts. It ensures optimal substructure
//! and overlapping subproblems are efficiently utilized to achieve the solution.

/// coin_change(coins, amount) returns the fewest number of coins that need to make up that amount.
/// If that amount of money cannot be made up by any combination of the coins, return `None`.
//! # Complexity
//! - Time complexity: O(amount * coins.length)
//! - Space complexity: O(amount)

/// Returns the fewest number of coins needed to make up the given amount using the provided coin denominations.
/// If the amount cannot be made up by any combination of the coins, returns `None`.
///
/// # Arguments
/// * `coins` - A slice of coin denominations.
/// * `amount` - The total amount of money to be made up.
///
/// # Returns
/// * `Option<usize>` - The minimum number of coins required to make up the amount, or `None` if it's not possible.
///
/// # Arguments:
/// * `coins` - coins of different denominations
/// * `amount` - a total amount of money be made up.
/// # Complexity
/// - time complexity: O(amount * coins.length),
/// - space complexity: O(amount),
/// * Time complexity: O(amount * coins.length)
/// * Space complexity: O(amount)
pub fn coin_change(coins: &[usize], amount: usize) -> Option<usize> {
let mut dp = vec![None; amount + 1];
dp[0] = Some(0);
let mut min_coins = vec![None; amount + 1];
min_coins[0] = Some(0);

// Assume dp[i] is the fewest number of coins making up amount i,
// then for every coin in coins, dp[i] = min(dp[i - coin] + 1).
for i in 0..=amount {
for &coin in coins {
if i >= coin {
dp[i] = match dp[i - coin] {
Some(prev_coins) => match dp[i] {
Some(curr_coins) => Some(curr_coins.min(prev_coins + 1)),
None => Some(prev_coins + 1),
},
None => dp[i],
};
}
}
}
(0..=amount).for_each(|curr_amount| {
coins
.iter()
.filter(|&&coin| curr_amount >= coin)
.for_each(|&coin| {
if let Some(prev_min_coins) = min_coins[curr_amount - coin] {
min_coins[curr_amount] = Some(
min_coins[curr_amount].map_or(prev_min_coins + 1, |curr_min_coins| {
curr_min_coins.min(prev_min_coins + 1)
}),
);
}
});
});

dp[amount]
min_coins[amount]
}

#[cfg(test)]
mod tests {
use super::*;

#[test]
fn basic() {
// 11 = 5 * 2 + 1 * 1
let coins = vec![1, 2, 5];
assert_eq!(Some(3), coin_change(&coins, 11));

// 119 = 11 * 10 + 7 * 1 + 2 * 1
let coins = vec![2, 3, 5, 7, 11];
assert_eq!(Some(12), coin_change(&coins, 119));
}

#[test]
fn coins_empty() {
let coins = vec![];
assert_eq!(None, coin_change(&coins, 1));
}

#[test]
fn amount_zero() {
let coins = vec![1, 2, 3];
assert_eq!(Some(0), coin_change(&coins, 0));
macro_rules! coin_change_tests {
($($name:ident: $test_case:expr,)*) => {
$(
#[test]
fn $name() {
let (coins, amount, expected) = $test_case;
assert_eq!(expected, coin_change(&coins, amount));
}
)*
}
}

#[test]
fn fail_change() {
// 3 can't be change by 2.
let coins = vec![2];
assert_eq!(None, coin_change(&coins, 3));
let coins = vec![10, 20, 50, 100];
assert_eq!(None, coin_change(&coins, 5));
coin_change_tests! {
test_basic_case: (vec![1, 2, 5], 11, Some(3)),
test_multiple_denominations: (vec![2, 3, 5, 7, 11], 119, Some(12)),
test_empty_coins: (vec![], 1, None),
test_zero_amount: (vec![1, 2, 3], 0, Some(0)),
test_no_solution_small_coin: (vec![2], 3, None),
test_no_solution_large_coin: (vec![10, 20, 50, 100], 5, None),
test_single_coin_large_amount: (vec![1], 100, Some(100)),
test_large_amount_multiple_coins: (vec![1, 2, 5], 10000, Some(2000)),
test_no_combination_possible: (vec![3, 7], 5, None),
test_exact_combination: (vec![1, 3, 4], 6, Some(2)),
test_large_denomination_multiple_coins: (vec![10, 50, 100], 1000, Some(10)),
test_small_amount_not_possible: (vec![5, 10], 1, None),
test_non_divisible_amount: (vec![2], 3, None),
test_all_multiples: (vec![1, 2, 4, 8], 15, Some(4)),
test_large_amount_mixed_coins: (vec![1, 5, 10, 25], 999, Some(45)),
test_prime_coins_and_amount: (vec![2, 3, 5, 7], 17, Some(3)),
test_coins_larger_than_amount: (vec![5, 10, 20], 1, None),
test_repeating_denominations: (vec![1, 1, 1, 5], 8, Some(4)),
test_non_standard_denominations: (vec![1, 4, 6, 9], 15, Some(2)),
test_very_large_denominations: (vec![1000, 2000, 5000], 1, None),
test_large_amount_performance: (vec![1, 5, 10, 25, 50, 100, 200, 500], 9999, Some(29)),
test_powers_of_two: (vec![1, 2, 4, 8, 16, 32, 64], 127, Some(7)),
test_fibonacci_sequence: (vec![1, 2, 3, 5, 8, 13, 21, 34], 55, Some(2)),
test_mixed_small_large: (vec![1, 100, 1000, 10000], 11001, Some(3)),
test_impossible_combinations: (vec![2, 4, 6, 8], 7, None),
test_greedy_approach_does_not_work: (vec![1, 12, 20], 24, Some(2)),
test_zero_denominations_no_solution: (vec![0], 1, None),
test_zero_denominations_solution: (vec![0], 0, Some(0)),
}
}