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dp_knapsack.go
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144 lines (123 loc) · 2.82 KB
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package main
import (
"bufio"
"fmt"
"io"
"os"
"strconv"
"strings"
)
func main() {
f_small, err := os.Open("knapsack1.txt")
if err != nil {
panic(err)
}
f_big, err := os.Open("knapsack_big.txt")
if err != nil {
panic(err)
}
small_datas, small_capacity := parseData(f_small)
big_datas, big_capacity := parseData(f_big)
small_value := knapsack_iterative(small_datas, small_capacity)
fmt.Println(small_value)
cache := make(map[string]int)
big_value := knapsack_recursive(big_datas, big_capacity, cache)
fmt.Println(big_value)
}
func parseData(r io.Reader) ([]Object, int) {
scanner := bufio.NewScanner(r)
var datas []Object
var capacity int
var err error
for i := 0; scanner.Scan(); i++ {
row := strings.Fields(scanner.Text())
if i == 0 {
capacity, err = strconv.Atoi(row[0])
if err != nil {
fmt.Println(err)
}
} else {
value, err := strconv.Atoi(row[0])
if err != nil {
fmt.Println(err)
}
weight, err := strconv.Atoi(row[1])
if err != nil {
fmt.Println(err)
}
datas = append(datas, Object{value, weight})
}
}
return datas, capacity
}
type Object struct {
Value int
Weight int
}
func knapsack_iterative(datas []Object, capacity int) int {
A := make([][]int, len(datas)+1)
for i := 0; i < len(A); i++ {
A[i] = make([]int, capacity+1)
}
for v := 0; v <= capacity; v++ {
A[0][v] = 0
}
for i := 1; i < len(A); i++ {
wi := datas[i-1].Weight
vi := datas[i-1].Value
for w := 0; w <= capacity; w++ {
if wi > w {
A[i][w] = A[i-1][w]
} else {
if A[i-1][w] > A[i-1][w-wi]+vi {
A[i][w] = A[i-1][w]
} else {
A[i][w] = A[i-1][w-wi] + vi
}
}
}
}
return A[len(datas)][capacity]
}
func knapsack_recursive(datas []Object, capacity int, cache map[string]int) (out int) {
//base case
if len(datas) == 1 {
if datas[0].Weight <= capacity {
return datas[0].Value
}
return 0
}
lastIdx := len(datas) - 1
//case 2 not include the last item
case2Value := cache_knapsack_recursive(datas[:lastIdx], capacity, cache)
//edge case return case 2 value directly
if capacity-datas[lastIdx].Weight < 0 {
return case2Value
}
//case 1 include the last item
case1Value := cache_knapsack_recursive(datas[:lastIdx], capacity-datas[lastIdx].Weight, cache) + datas[lastIdx].Value
if case1Value > case2Value {
return case1Value
}
return case2Value
}
func cache_knapsack_recursive(datas []Object, capacity int, cache map[string]int) int {
lastIdx := len(datas) - 1
key := fmt.Sprintf("%d-%d", lastIdx, capacity)
if v, ok := cache[key]; ok {
return v
}
v := knapsack_recursive(datas, capacity, cache)
cache[key] = v
return v
}
func print2dArray(datas [][]int) {
i_length := len(datas)
j_length := len(datas[0])
for j := j_length - 1; j > 0; j-- {
for i := 0; i < i_length; i++ {
fmt.Print(datas[i][j], " ")
}
fmt.Print("\n")
}
}