|
64 | 64 |
|
65 | 65 | <!-- 这里可写通用的实现逻辑 -->
|
66 | 66 |
|
| 67 | +并查集。 |
| 68 | + |
| 69 | +模板 1——朴素并查集: |
| 70 | + |
| 71 | +```python |
| 72 | +# 初始化,p存储每个点的父节点 |
| 73 | +p = list(range(n)) |
| 74 | + |
| 75 | +# 返回x的祖宗节点 |
| 76 | +def find(x): |
| 77 | + if p[x] != x: |
| 78 | + # 路径压缩 |
| 79 | + p[x] = find(p[x]) |
| 80 | + return p[x] |
| 81 | + |
| 82 | +# 合并a和b所在的两个集合 |
| 83 | +p[find(a)] = find(b) |
| 84 | +``` |
| 85 | + |
| 86 | +模板 2——维护 size 的并查集: |
| 87 | + |
| 88 | +```python |
| 89 | +# 初始化,p存储每个点的父节点,size只有当节点是祖宗节点时才有意义,表示祖宗节点所在集合中,点的数量 |
| 90 | +p = list(range(n)) |
| 91 | +size = [1] * n |
| 92 | + |
| 93 | +# 返回x的祖宗节点 |
| 94 | +def find(x): |
| 95 | + if p[x] != x: |
| 96 | + # 路径压缩 |
| 97 | + p[x] = find(p[x]) |
| 98 | + return p[x] |
| 99 | + |
| 100 | +# 合并a和b所在的两个集合 |
| 101 | +if find(a) != find(b): |
| 102 | + size[find(b)] += size[find(a)] |
| 103 | + p[find(a)] = find(b) |
| 104 | +``` |
| 105 | + |
| 106 | +模板 3——维护到祖宗节点距离的并查集: |
| 107 | + |
| 108 | +```python |
| 109 | +# 初始化,p存储每个点的父节点,d[x]存储x到p[x]的距离 |
| 110 | +p = list(range(n)) |
| 111 | +d = [0] * n |
| 112 | + |
| 113 | +# 返回x的祖宗节点 |
| 114 | +def find(x): |
| 115 | + if p[x] != x: |
| 116 | + t = find(p[x]) |
| 117 | + d[x] += d[p[x]] |
| 118 | + p[x] = t |
| 119 | + return p[x] |
| 120 | + |
| 121 | +# 合并a和b所在的两个集合 |
| 122 | +p[find(a)] = find(b) |
| 123 | +d[find(a)] = distance |
| 124 | +``` |
| 125 | + |
| 126 | +对于本题,具备等式关系的所有变量构成同一个集合,同时,需要维护一个权重数组 w,初始时 `w[i] = 1`。对于等式关系如 `a / b = 2`,令 `w[a] = 2`。在 `find()` 查找祖宗节点的时候,同时进行路径压缩,并更新节点权重。 |
| 127 | + |
67 | 128 | <!-- tabs:start -->
|
68 | 129 |
|
69 | 130 | ### **Python3**
|
70 | 131 |
|
71 | 132 | <!-- 这里可写当前语言的特殊实现逻辑 -->
|
72 | 133 |
|
73 | 134 | ```python
|
74 |
| - |
| 135 | +class Solution: |
| 136 | + def calcEquation(self, equations: List[List[str]], values: List[float], queries: List[List[str]]) -> List[float]: |
| 137 | + n = len(equations) |
| 138 | + p = list(range(n << 1)) |
| 139 | + w = [1.0] * (n << 1) |
| 140 | + |
| 141 | + def find(x): |
| 142 | + if p[x] != x: |
| 143 | + origin = p[x] |
| 144 | + p[x] = find(p[x]) |
| 145 | + w[x] *= w[origin] |
| 146 | + return p[x] |
| 147 | + |
| 148 | + mp = {} |
| 149 | + idx = 0 |
| 150 | + for i, e in enumerate(equations): |
| 151 | + a, b = e[0], e[1] |
| 152 | + if a not in mp: |
| 153 | + mp[a] = idx |
| 154 | + idx += 1 |
| 155 | + if b not in mp: |
| 156 | + mp[b] = idx |
| 157 | + idx += 1 |
| 158 | + pa, pb = find(mp[a]), find(mp[b]) |
| 159 | + if pa == pb: |
| 160 | + continue |
| 161 | + p[pa] = pb |
| 162 | + w[pa] = w[mp[b]] * values[i] / w[mp[a]] |
| 163 | + |
| 164 | + res = [] |
| 165 | + for q in queries: |
| 166 | + c, d = q[0], q[1] |
| 167 | + if c not in mp or d not in mp: |
| 168 | + res.append(-1.0) |
| 169 | + else: |
| 170 | + pa, pb = find(mp[c]), find(mp[d]) |
| 171 | + res.append(w[mp[c]] / w[mp[d]] if pa == pb else -1.0) |
| 172 | + return res |
75 | 173 | ```
|
76 | 174 |
|
77 | 175 | ### **Java**
|
78 | 176 |
|
79 | 177 | <!-- 这里可写当前语言的特殊实现逻辑 -->
|
80 | 178 |
|
81 | 179 | ```java
|
| 180 | +class Solution { |
| 181 | + private int[] p; |
| 182 | + private double[] w; |
| 183 | + |
| 184 | + public double[] calcEquation(List<List<String>> equations, double[] values, List<List<String>> queries) { |
| 185 | + int n = equations.size(); |
| 186 | + p = new int[n << 1]; |
| 187 | + w = new double[n << 1]; |
| 188 | + for (int i = 0; i < p.length; ++i) { |
| 189 | + p[i] = i; |
| 190 | + w[i] = 1.0; |
| 191 | + } |
| 192 | + Map<String, Integer> mp = new HashMap<>(n << 1); |
| 193 | + int idx = 0; |
| 194 | + for (int i = 0; i < n; ++i) { |
| 195 | + List<String> e = equations.get(i); |
| 196 | + String a = e.get(0), b = e.get(1); |
| 197 | + if (!mp.containsKey(a)) { |
| 198 | + mp.put(a, idx++); |
| 199 | + } |
| 200 | + if (!mp.containsKey(b)) { |
| 201 | + mp.put(b, idx++); |
| 202 | + } |
| 203 | + int pa = find(mp.get(a)), pb = find(mp.get(b)); |
| 204 | + if (pa == pb) { |
| 205 | + continue; |
| 206 | + } |
| 207 | + p[pa] = pb; |
| 208 | + w[pa] = w[mp.get(b)] * values[i] / w[mp.get(a)]; |
| 209 | + } |
| 210 | + int m = queries.size(); |
| 211 | + double[] res = new double[m]; |
| 212 | + for (int i = 0; i < m; ++i) { |
| 213 | + String c = queries.get(i).get(0), d = queries.get(i).get(1); |
| 214 | + Integer id1 = mp.get(c), id2 = mp.get(d); |
| 215 | + if (id1 == null || id2 == null) { |
| 216 | + res[i] = -1.0; |
| 217 | + } else { |
| 218 | + int pa = find(id1), pb = find(id2); |
| 219 | + res[i] = pa == pb ? w[id1] / w[id2] : -1.0; |
| 220 | + } |
| 221 | + } |
| 222 | + return res; |
| 223 | + } |
| 224 | + |
| 225 | + private int find(int x) { |
| 226 | + if (p[x] != x) { |
| 227 | + int origin = p[x]; |
| 228 | + p[x] = find(p[x]); |
| 229 | + w[x] *= w[origin]; |
| 230 | + } |
| 231 | + return p[x]; |
| 232 | + } |
| 233 | +} |
| 234 | +``` |
| 235 | + |
| 236 | +### **C++** |
| 237 | + |
| 238 | +```cpp |
| 239 | +class Solution { |
| 240 | +public: |
| 241 | + vector<int> p; |
| 242 | + vector<double> w; |
| 243 | + |
| 244 | + vector<double> calcEquation(vector<vector<string>>& equations, vector<double>& values, vector<vector<string>>& queries) { |
| 245 | + int n = equations.size(); |
| 246 | + for (int i = 0; i < (n << 1); ++i) |
| 247 | + { |
| 248 | + p.push_back(i); |
| 249 | + w.push_back(1.0); |
| 250 | + } |
| 251 | + unordered_map<string, int> mp; |
| 252 | + int idx = 0; |
| 253 | + for (int i = 0; i < n; ++i) |
| 254 | + { |
| 255 | + auto e = equations[i]; |
| 256 | + string a = e[0], b = e[1]; |
| 257 | + if (mp.find(a) == mp.end()) mp[a] = idx++; |
| 258 | + if (mp.find(b) == mp.end()) mp[b] = idx++; |
| 259 | + int pa = find(mp[a]), pb = find(mp[b]); |
| 260 | + if (pa == pb) continue; |
| 261 | + p[pa] = pb; |
| 262 | + w[pa] = w[mp[b]] * values[i] / w[mp[a]]; |
| 263 | + } |
| 264 | + int m = queries.size(); |
| 265 | + vector<double> res; |
| 266 | + for (int i = 0; i < m; ++i) |
| 267 | + { |
| 268 | + string c = queries[i][0], d = queries[i][1]; |
| 269 | + if (mp.find(c) == mp.end() || mp.find(d) == mp.end()) res.push_back(-1.0); |
| 270 | + else |
| 271 | + { |
| 272 | + int pa = find(mp[c]), pb = find(mp[d]); |
| 273 | + res.push_back(pa == pb ? w[mp[c]] / w[mp[d]] : -1.0); |
| 274 | + } |
| 275 | + } |
| 276 | + return res; |
| 277 | + } |
| 278 | + |
| 279 | + int find(int x) { |
| 280 | + if (p[x] != x) |
| 281 | + { |
| 282 | + int origin = p[x]; |
| 283 | + p[x] = find(p[x]); |
| 284 | + w[x] *= w[origin]; |
| 285 | + } |
| 286 | + return p[x]; |
| 287 | + } |
| 288 | +}; |
| 289 | +``` |
82 | 290 |
|
| 291 | +### **Go** |
| 292 | + |
| 293 | +```go |
| 294 | +var p []int |
| 295 | +var w []float64 |
| 296 | + |
| 297 | +func calcEquation(equations [][]string, values []float64, queries [][]string) []float64 { |
| 298 | + n := len(equations) |
| 299 | + p = make([]int, (n<<1)+10) |
| 300 | + w = make([]float64, (n<<1)+10) |
| 301 | + for i := 0; i < (n<<1)+10; i++ { |
| 302 | + p[i] = i |
| 303 | + w[i] = 1.0 |
| 304 | + } |
| 305 | + mp := make(map[string]int) |
| 306 | + idx := 1 |
| 307 | + for i, e := range equations { |
| 308 | + a, b := e[0], e[1] |
| 309 | + if mp[a] == 0 { |
| 310 | + mp[a] = idx |
| 311 | + idx++ |
| 312 | + } |
| 313 | + if mp[b] == 0 { |
| 314 | + mp[b] = idx |
| 315 | + idx++ |
| 316 | + } |
| 317 | + pa, pb := find(mp[a]), find(mp[b]) |
| 318 | + if pa == pb { |
| 319 | + continue |
| 320 | + } |
| 321 | + p[pa] = pb |
| 322 | + w[pa] = w[mp[b]] * values[i] / w[mp[a]] |
| 323 | + } |
| 324 | + var res []float64 |
| 325 | + for _, q := range queries { |
| 326 | + c, d := q[0], q[1] |
| 327 | + if mp[c] == 0 || mp[d] == 0 { |
| 328 | + res = append(res, -1.0) |
| 329 | + } else { |
| 330 | + pa, pb := find(mp[c]), find(mp[d]) |
| 331 | + if pa == pb { |
| 332 | + res = append(res, w[mp[c]]/w[mp[d]]) |
| 333 | + } else { |
| 334 | + res = append(res, -1.0) |
| 335 | + } |
| 336 | + } |
| 337 | + } |
| 338 | + return res |
| 339 | +} |
| 340 | + |
| 341 | +func find(x int) int { |
| 342 | + if p[x] != x { |
| 343 | + origin := p[x] |
| 344 | + p[x] = find(p[x]) |
| 345 | + w[x] *= w[origin] |
| 346 | + } |
| 347 | + return p[x] |
| 348 | +} |
83 | 349 | ```
|
84 | 350 |
|
85 | 351 | ### **...**
|
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