PostgreSQL中计算和节省空间 [英] Calculating and saving space in PostgreSQL

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问题描述

我在 pg 中有一张桌子,如下所示:

I have a table in pg like so:

CREATE TABLE t (
    a BIGSERIAL NOT NULL,               -- 8 b
    b SMALLINT,                         -- 2 b
    c SMALLINT,                         -- 2 b
    d REAL,                             -- 4 b
    e REAL,                             -- 4 b
    f REAL,                             -- 4 b
    g INTEGER,                          -- 4 b
    h REAL,                             -- 4 b
    i REAL,                             -- 4 b
    j SMALLINT,                         -- 2 b
    k INTEGER,                          -- 4 b
    l INTEGER,                          -- 4 b
    m REAL,                             -- 4 b
    CONSTRAINT a_pkey PRIMARY KEY (a)
);

以上每行加起来最多 50 个字节.我的经验是,我需要另外 40% 到 50% 的系统开销,甚至没有任何用户创建的索引到上面.因此,每行大约 75 个字节.我将在表中有很多行,可能会超过 1450 亿行,因此该表将推动 13-14 TB.如果有的话,我可以使用什么技巧来压缩这张桌子?我可能的想法如下...

The above adds up to 50 bytes per row. My experience is that I need another 40% to 50% for system overhead, without even any user-created indexes to the above. So, about 75 bytes per row. I will have many, many rows in the table, potentially upward of 145 billion rows, so the table is going to be pushing 13-14 terabytes. What tricks, if any, could I use to compact this table? My possible ideas below ...

real 值转换为 integer.如果它们可以存储为 smallint,则每个字段可节省 2 个字节.

Convert the real values to integer. If they can stored as smallint, that is a saving of 2 bytes per field.

将列 b .. m 转换为数组.我不需要搜索这些列,但我确实需要能够一次返回一列的值.所以,如果我需要 g 列,我可以做类似的事情

Convert the columns b .. m into an array. I don't need to search on those columns, but I do need to be able to return one column's value at a time. So, if I need column g, I could do something like

SELECT a, arr[5] FROM t;

使用数组选项可以节省空间吗?会有速度惩罚吗?

Would I save space with the array option? Would there be a speed penalty?

还有其他想法吗?

推荐答案

我认为将多个数字字段存储在一个数组中没有任何好处(也有一些损失).

I see nothing to gain (and something to lose) in storing several numeric fields in an array.

每种数字类型的大小都有明确记录,您应该简单地使用与您所需的范围分辨率兼容的最小尺寸类型;这就是你所能做的.

The size of each numerical type is clearly documented, you should simply use the smallest sized type compatible with your desired range-resolution; and that's about all you can do.

我不认为(但我不确定)是否对沿行的列有一些字节对齐要求,在这种情况下,重新排列列可能会改变使用的空间 - 但我不认为所以.

I don't think (but I'm not sure) if there is some byte alignment requirement for the columns along a row, in that case a reordering of the columns could alter the space used - but I don't think so.

顺便说一句,每行有一个固定开销,大约 23字节.

BTW, there is a fix overhead per row, about 23 bytes.

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