代码实现
时间: 2023-09-18 11:12:13 浏览: 130
app实现代码
3星 · 编辑精心推荐
这里是Python的代码实现,实现了上述的两种算法:
```python
import random
def reservoir_sampling(file, m):
# 蓄水池抽样算法
reservoir = []
with open(file, 'r') as f:
for i, line in enumerate(f):
if i < m:
reservoir.append(line.strip())
else:
j = random.randint(0, i)
if j < m:
reservoir[j] = line.strip()
return reservoir
def dynamic_reservoir_sampling(file, m):
# 动态蓄水池抽样算法
reservoir = []
with open(file, 'r') as f:
for i, line in enumerate(f):
if i < m:
reservoir.append(line.strip())
else:
j = random.randint(0, i)
if j < m:
reservoir[j] = line.strip()
if i > m and random.random() < m / (i + 1):
reservoir[random.randint(0, m - 1)] = line.strip()
return reservoir
```
其中,`file`参数为文件路径,`m`参数为抽样的数量。函数返回抽样结果的列表。
阅读全文