feat: upgrade makeChanges to a more robust version

This commit is contained in:
Sérgio Salgado 2021-10-21 18:47:10 +01:00
parent 4c1be68f2a
commit 8a4f768957

View file

@ -1,23 +1,75 @@
const uuid = require('uuid')
const _ = require('lodash/fp')
const uuid = require('uuid')
// Custom algorith for two cassettes. For three or more denominations, we'll need
// to rethink this. Greedy algorithm fails to find *any* solution in some cases.
// Dynamic programming may be too inefficient for large amounts.
//
// We can either require canononical denominations for 3+, or try to expand
// this algorithm.
exports.makeChange = function makeChange (cassettes, amount) {
// Note: Everything here is converted to primitive numbers,
// since they're all integers, well within JS number range,
// and this is way more efficient in a tight loop.
const MAX_AMOUNT_OF_SOLUTIONS = 10000
const MAX_BRUTEFORCE_ITERATIONS = 10000000
// Another note: While this greedy algorithm possibly works for all major denominations,
// it still requires a fallback for cases where it might not provide any solution.
// Example: Denominations: [3, 5, 10] | User inputs 4 times the [3] button, resulting in a 12 fiat tx
// This algorithm resolves for 1 x [10], and can't resolve the remainder of 2
function newSolution(cassettes, c0, c1, c2, c3, shouldFlip) {
return [
{
provisioned: shouldFlip ? cassettes[0].count - c0 : c0,
denomination: cassettes[0].denomination
},
{
provisioned: shouldFlip ? cassettes[1].count - c1 : c1,
denomination: cassettes[1].denomination
},
{
provisioned: shouldFlip ? cassettes[2].count - c2 : c2,
denomination: cassettes[2].denomination
},
{
provisioned: shouldFlip ? cassettes[3].count - c3 : c3,
denomination: cassettes[3].denomination
}
]
}
return _.size(cassettes) > 2 ? makeChangeDynamic(cassettes, amount) : makeChangeDuo(cassettes, amount)
function mergeCassettes(cassettes) {
const map = {}
_.forEach(it => {
if (!map[it.denomination]) {
map[it.denomination] = 0
}
map[it.denomination] += it.count
}, cassettes)
return _.map(it => ({ denomination: it, count: map[it] }), _.keys(map))
}
function unmergeCassettes(cassettes, output) {
const map = {}
_.forEach(it => {
if (!map[it.denomination]) {
map[it.denomination] = 0
}
map[it.denomination] += it.provisioned
}, output)
const response = []
_.forEach(it => {
const value = {
denomination: it.denomination,
id: uuid.v4()
}
const amountNeeded = map[it.denomination]
if (!amountNeeded) {
return response.push({ provisioned: 0, ...value })
}
if (amountNeeded < it.count) {
map[it.denomination] = 0
return response.push({ provisioned: amountNeeded, ...value })
}
map[it.denomination] -= it.count
return response.push({ provisioned: it.count, ...value })
}, cassettes)
return response
}
function makeChangeDuo(cassettes, amount) {
@ -27,168 +79,115 @@ function makeChangeDuo (cassettes, amount) {
const largeDenom = large.denomination
const smallDenom = small.denomination
const largeBills = Math.min(large.count, Math.floor(amount / largeDenom))
const amountNum = amount.toNumber()
for (let i = largeBills; i >= 0; i--) {
const remainder = amountNum - largeDenom * i
if (remainder % smallDenom !== 0) continue
const smallCount = remainder / smallDenom
if (smallCount > small.count) continue
return [
{provisioned: smallCount, denomination: small.denomination, id: uuid.v4()},
{
provisioned: smallCount,
denomination: small.denomination,
id: uuid.v4()
},
{ provisioned: i, denomination: largeDenom, id: uuid.v4() }
]
}
return []
}
function makeChange(outCassettes, amount) {
const available = _.reduce(
(res, val) => res + val.count * val.denomination,
0,
outCassettes
)
if (available < amount) {
console.log(`Tried to dispense more than was available for amount ${amount.toNumber()} with cassettes ${JSON.stringify(cassettes)}`)
return null
}
function makeChangeDynamic (cassettes, amount) {
const cassettes = mergeCassettes(outCassettes)
const result =
_.size(cassettes) >= 3
? makeChangeDynamic(cassettes, amount, available)
: makeChangeDuo(cassettes, amount)
if (!result.length) return null
return unmergeCassettes(outCassettes, result)
}
function makeChangeDynamicBruteForce(outCassettes, amount, available) {
const solutions = []
let x = 0
const shouldFlip = amount > _.max(_.map(it => it.denomination * it.count, outCassettes))
const amountNum = shouldFlip ? available - amount : amount
const cassettes = shouldFlip ? _.reverse(outCassettes) : outCassettes
const { denomination: denomination0, count: count0 } = cassettes[0]
const { denomination: denomination1, count: count1 } = cassettes[1]
const { denomination: denomination2, count: count2 } = cassettes[2]
const { denomination: denomination3, count: count3 } = cassettes[3]
const startTime = new Date().getTime()
loop1: for (let i = 0; i <= count0; i++) {
const firstSum = i * denomination0
for (let j = 0; j <= count1; j++) {
const secondSum = firstSum + j * denomination1
if (secondSum > amountNum) break
if (secondSum === amountNum) {
solutions.push(newSolution(cassettes, i, j, 0, 0, shouldFlip))
}
for (let k = 0; k <= count2; k++) {
const thirdSum = secondSum + k * denomination2
if (thirdSum > amountNum) break
if (denomination2 === 0) break
if (thirdSum === amountNum) {
solutions.push(newSolution(cassettes, i, j, k, 0, shouldFlip))
}
for (let l = 0; l <= count3; l++) {
if ((x > MAX_AMOUNT_OF_SOLUTIONS && solutions.length >= 1) || x > MAX_BRUTEFORCE_ITERATIONS) break loop1
x++
const fourthSum = thirdSum + l * denomination3
if (fourthSum > amountNum) break
if (denomination3 === 0) break
if (fourthSum === amountNum) {
solutions.push(newSolution(cassettes, i, j, k, l, shouldFlip))
}
}
}
}
}
const endTime = new Date().getTime()
console.log(`Exiting bruteforce after ${x} tries. Took ${endTime - startTime} ms`)
return solutions
}
function makeChangeDynamic(cassettes, amount, available) {
while (_.size(cassettes) < 4) {
cassettes.push({ denomination: 0, count: 0 })
}
const solutions = []
const amountNum = amount.toNumber()
for (let i = 0; i * cassettes[0].denomination <= amountNum; i++) {
for (
let j = 0;
i * cassettes[0].denomination + j * cassettes[1].denomination <=
amountNum;
j++
) {
if (cassettes[1].denomination === 0) break
if (
i * cassettes[0].denomination + j * cassettes[1].denomination ===
amountNum &&
i <= cassettes[0].count &&
j <= cassettes[1].count &&
i >= 0 &&
j >= 0
) {
solutions.push([
{
provisioned: i,
denomination: cassettes[0].denomination,
id: uuid.v4()
},
{
provisioned: j,
denomination: cassettes[1].denomination,
id: uuid.v4()
},
{
provisioned: 0,
denomination: cassettes[2].denomination,
id: uuid.v4()
},
{
provisioned: 0,
denomination: cassettes[3].denomination,
id: uuid.v4()
}
])
}
for (
let k = 0;
i * cassettes[0].denomination +
j * cassettes[1].denomination +
k * cassettes[2].denomination <=
amountNum;
k++
) {
if (cassettes[2].denomination === 0) break
if (
i * cassettes[0].denomination +
j * cassettes[1].denomination +
k * cassettes[2].denomination ===
amountNum &&
i <= cassettes[0].count &&
j <= cassettes[1].count &&
k <= cassettes[2].count &&
i >= 0 &&
j >= 0 &&
k >= 0
) {
solutions.push([
{
provisioned: i,
denomination: cassettes[0].denomination,
id: uuid.v4()
},
{
provisioned: j,
denomination: cassettes[1].denomination,
id: uuid.v4()
},
{
provisioned: k,
denomination: cassettes[2].denomination,
id: uuid.v4()
},
{
provisioned: 0,
denomination: cassettes[3].denomination,
id: uuid.v4()
}
])
}
for (
let l = 0;
i * cassettes[0].denomination +
j * cassettes[1].denomination +
k * cassettes[2].denomination +
l * cassettes[3].denomination <=
amountNum;
l++
) {
if (cassettes[3].denomination === 0) break
if (
i * cassettes[0].denomination +
j * cassettes[1].denomination +
k * cassettes[2].denomination +
l * cassettes[3].denomination ===
amountNum &&
i <= cassettes[0].count &&
j <= cassettes[1].count &&
k <= cassettes[2].count &&
l <= cassettes[3].count &&
i >= 0 &&
j >= 0 &&
k >= 0 &&
l >= 0
) {
solutions.push([
{
provisioned: i,
denomination: cassettes[0].denomination,
id: uuid.v4()
},
{
provisioned: j,
denomination: cassettes[1].denomination,
id: uuid.v4()
},
{
provisioned: k,
denomination: cassettes[2].denomination,
id: uuid.v4()
},
{
provisioned: l,
denomination: cassettes[3].denomination,
id: uuid.v4()
}
])
}
}
}
}
}
const solutions = makeChangeDynamicBruteForce(cassettes, amountNum, available)
const sortedSolutions = _.sortBy(it => {
const arr = []
@ -206,5 +205,20 @@ function makeChangeDynamic (cassettes, amount) {
_.head(sortedSolutions)
)
return cleanSolution
const response = cleanSolution
// Final sanity check
let total = 0
_.forEach(it => {
total += it.provisioned * it.denomination
}, response)
if (total === amountNum) return response
console.log(
`Failed to find a solution for ${amountNum} with cassettes ${JSON.stringify(cassettes)}`
)
return []
}
module.exports = { makeChange }