use vstd::prelude::*; fn main() {} verus! { pub struct Solution; pub open spec fn count_sums(mat: Seq>, row: int, col: int, remaining: int) -> nat decreases mat.len() - row, (if 0 <= row < mat.len() as int { mat[row].len() - col } else { 0 }) { if row >= mat.len() as int { if remaining >= 0 { 1 } else { 0 } } else if row < 0 || col >= mat[row].len() as int { 0 } else { count_sums(mat, row + 1, 0, remaining - mat[row][col] as int) + count_sums(mat, row, col + 1, remaining) } } pub open spec fn total_combos(mat: Seq>, row: int) -> int decreases mat.len() - row { if row >= mat.len() as int { 1 } else { mat[row].len() as int * total_combos(mat, row + 1) } } pub open spec fn min_spec(a: int, b: int) -> int { if a <= b { a } else { b } } pub open spec fn sorted_asc(s: Seq) -> bool { forall|i: int, j: int| 0 <= i <= j < s.len() ==> s[i] <= s[j] } pub open spec fn merge_seq(a: Seq, b: Seq) -> Seq decreases a.len() + b.len() { if a.len() == 0 { b } else if b.len() == 0 { a } else if a[0] <= b[0] { seq![a[0]] + merge_seq(a.drop_first(), b) } else { seq![b[0]] + merge_seq(a, b.drop_first()) } } pub open spec fn all_between(s: Seq, lo: int, hi: int) -> bool { forall|i: int| 0 <= i < s.len() ==> lo <= #[trigger] s[i] <= hi } pub open spec fn merge_capped(a: Seq, b: Seq, cap: int) -> Seq { merge_seq(a, b).take(min_spec(cap, merge_seq(a, b).len() as int)) } pub open spec fn shift_seq(s: Seq, shift: int) -> Seq { s.map_values(|e: int| shift + e) } pub open spec fn fold_cols(mat: Seq>, row: int, col: int, tail: Seq, cap: int) -> Seq decreases (if 0 <= row < mat.len() && col <= mat[row].len() { mat[row].len() - col } else { 0 }), { if !(0 <= row < mat.len()) || col >= mat[row].len() { Seq::::empty() } else { merge_capped(shift_seq(tail, mat[row][col] as int), fold_cols(mat, row, col + 1, tail, cap), cap) } } pub open spec fn capped_sums(mat: Seq>, row: int, cap: int) -> Seq decreases mat.len() - row, { if row >= mat.len() { seq![0int].take(min_spec(cap, 1)) } else { fold_cols(mat, row, 0, capped_sums(mat, row + 1, cap), cap) } } pub open spec fn to_int_seq(s: Seq) -> Seq { s.map_values(|x: i32| x as int) } fn merge_capped_exec(a: &Vec, b: &Vec, cap: usize) -> (result: Vec) requires sorted_asc(to_int_seq(a@)), sorted_asc(to_int_seq(b@)), a.len() <= 1000, b.len() <= 1000, ensures to_int_seq(result@) == merge_capped(to_int_seq(a@), to_int_seq(b@), cap as int), { let mut result: Vec = Vec::new(); let mut i: usize = 0; let mut j: usize = 0; while result.len() < cap && (i < a.len() || j < b.len()) { if j >= b.len() || (i < a.len() && a[i] <= b[j]) { result.push(a[i]); i += 1; } else { result.push(b[j]); j += 1; } } result } fn shift_exec(s: &Vec, shift: i32) -> (result: Vec) requires all_between(to_int_seq(s@), 0, 1_000_000), 0 <= shift <= 5000, ensures to_int_seq(result@) == shift_seq(to_int_seq(s@), shift as int), { let mut result: Vec = Vec::new(); let mut idx: usize = 0; while idx < s.len() { result.push(s[idx] + shift); idx += 1; } result } fn fold_cols_exec(mat: &Vec>, row: usize, tail: &Vec, cap: usize) -> (result: Vec) requires row < mat.len(), mat.len() <= 40, cap <= 200, forall|i: int| 0 <= i < mat.len() ==> (#[trigger] mat[i]).len() >= 1 && mat[i].len() <= 40, forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() ==> 1 <= #[trigger] mat[i][j] <= 5000, forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() - 1 ==> #[trigger] mat[i][j] <= mat[i][j + 1], to_int_seq(tail@) == capped_sums(mat@, row as int + 1, cap as int), ensures to_int_seq(result@) == fold_cols(mat@, row as int, 0, to_int_seq(tail@), cap as int), { let n = mat[row].len(); let mut acc: Vec = Vec::new(); let mut c: usize = n; while c > 0 { c -= 1; let shifted = shift_exec(tail, mat[row][c]); acc = merge_capped_exec(&shifted, &acc, cap); } acc } fn capped_sums_exec(mat: &Vec>, cap: usize) -> (result: Vec) requires 1 <= mat.len() <= 40, cap <= 200, forall|i: int| 0 <= i < mat.len() ==> (#[trigger] mat[i]).len() >= 1 && mat[i].len() <= 40, forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() ==> 1 <= #[trigger] mat[i][j] <= 5000, forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() - 1 ==> #[trigger] mat[i][j] <= mat[i][j + 1], ensures to_int_seq(result@) == capped_sums(mat@, 0, cap as int), { let mut tail: Vec = Vec::new(); if cap >= 1 { tail.push(0); } let m = mat.len(); let mut row: usize = m; while row > 0 { row -= 1; tail = fold_cols_exec(mat, row, &tail, cap); } tail } impl Solution { pub fn kth_smallest(mat: Vec>, k: i32) -> (result: i32) requires 1 <= mat.len() <= 40, forall|i: int| 0 <= i < mat.len() ==> #[trigger] mat[i].len() >= 1 && mat[i].len() <= 40, forall|i: int| 0 <= i < mat.len() ==> (#[trigger] mat[i]).len() == mat[0].len(), forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() ==> 1 <= #[trigger] mat[i][j] <= 5000, forall|i: int, j: int| 0 <= i < mat.len() && 0 <= j < mat[i].len() - 1 ==> #[trigger] mat[i][j] <= mat[i][j + 1], 1 <= k <= 200, k as int <= total_combos(mat@, 0), ensures count_sums(mat@, 0, 0, result as int) >= k as int, count_sums(mat@, 0, 0, result as int - 1) < k as int, { let l = capped_sums_exec(&mat, k as usize); let ans = l[(k - 1) as usize]; ans } } }