我已经为此工作了一段时间,试图创建一个频率分布数据库端:
from itertools import permutations
import sqlite3
def populate_character_probabilities(connection, table="freq_dist", alphabet='abcdefghijklmnopqrstuvwxyz'):
c = connection.cursor()
c.execute("DROP TABLE IF EXISTS tablename".replace('tablename', table))
c.execute("create table tablename (char1 text, char2 text, freq integer);".replace("tablename", table))
char_freq_tuples = [x + (1,) for x in list(permutations(alphabet, 2)) + [(alpha, alpha) for alpha in alphabet + 'S' + 'E']]
c.executemany("insert into tablename values (?,?,?);".replace("tablename", table), char_freq_tuples)
connection.commit()
c.close()
def populate_word_list(connection, table="word_list"):
cursor = connection.cursor()
cursor.execute("DROP TABLE IF EXISTS tablename".replace('tablename', table))
cursor.execute("create table tablename (word text);".replace('tablename', table))
cursor.executemany("insert into tablename values (?)".replace('tablename', table), [[u'nabisco'], [u'usa'], [u'sharp'], [u'rise']])
connection.commit()
def update_freq_dist(connection, word_list="word_list", freq_dist="freq_dist"):
cursor = connection.cursor()
subset = cursor.execute("select * from tablename;".replace("tablename", word_list)).fetchmany(5)
for elem in subset: # want to process e.g.: 5 at a time
elem = 'S' + elem[0] + 'E' # Start and end delimiters
for i in xrange(len(elem) - 1):
freq = cursor.execute("SELECT freq FROM tablename WHERE char1=? and char2=?;".replace("tablename", freq_dist), (elem[i], elem[i + 1])).fetchone()
cursor.execute("UPDATE tablename SET freq=? WHERE char1=? and char2=?;".replace("tablename", freq_dist), (freq + 1, elem[i], elem[i + 1]))
connection.commit() # seems inefficient having two queries here^
cursor.close()
if __name__ == '__main__':
connection = sqlite3.connect('array.db')
populate_word_list(connection)
populate_character_probabilities(connection)
update_freq_dist(connection)
cursor = connection.cursor()
print cursor.execute("SELECT * FROM freq_dist;").fetchmany(10)
(哇,测试用例的 180 行代码库减少到 37 行!:D - 请注意,实际的单词列表是 2900 万而不是 4 !!!)
我意识到:
- 我不应该
update_freq_dist
在内循环中需要两个查询 - 有一种方法可以遍历数据库元素(行),例如:一次 5 个
但是我不确定如何解决这两个问题。
你能想出解决办法吗?