Holding the computation fixed, we vary the compression factor c (macro order or base). Serial positions and key-value cache scale as 1/c, attention operations as 1/c2, and the trace information stays flat.
serial positions (∝ 1/c)attention ops (∝ 1/c²)KV cache (∝ 1/c)trace information (flat)