图形框架有一个很好的有状态主题的例子。如何明确返回计数?如您所见,输出仅包含顶点和朋友,但不包含计数。
如何将其修改为不(仅)可以访问边缘但也可以访问顶点的标签?
when(relationship === "friend", cnt + 1).otherwise(cnt)
即我怎么能提高计数来计数
- 每个顶点的年龄 > 30 的朋友
朋友的百分比Greater30 / allFriends
val g = examples.Graphs.friends // get example graph // Find chains of 4 vertices. val chain4 = g.find("(a)-[ab]->(b); (b)-[bc]->(c); (c)-[cd]->(d)") // Query on sequence, with state (cnt) // (a) Define method for updating state given the next element of the motif. def sumFriends(cnt: Column, relationship: Column): Column = { when(relationship === "friend", cnt + 1).otherwise(cnt) } // (b) Use sequence operation to apply method to sequence of elements in motif. // In this case, the elements are the 3 edges. val condition = Seq("ab", "bc", "cd"). foldLeft(lit(0))((cnt, e) => sumFriends(cnt, col(e)("relationship"))) // (c) Apply filter to DataFrame. val chainWith2Friends2 = chain4.where(condition >= 2)
chainWith2Friends2.show()
哪个会输出
+-------------+------------+-------------+------------+-------------+------------+--------------+
| a| ab| b| bc| c| cd| d|
+-------------+------------+-------------+------------+-------------+------------+--------------+
|[e,Esther,32]|[e,d,friend]| [d,David,29]|[d,a,friend]| [a,Alice,34]|[a,e,friend]| [e,Esther,32]|
|[e,Esther,32]|[e,d,friend]| [d,David,29]|[d,a,friend]| [a,Alice,34]|[a,b,friend]| [b,Bob,36]|
| [d,David,29]|[d,a,friend]| [a,Alice,34]|[a,e,friend]|[e,Esther,32]|[e,d,friend]| [d,David,29]|
| [d,David,29]|[d,a,friend]| [a,Alice,34]|[a,e,friend]|[e,Esther,32]|[e,f,follow]| [f,Fanny,36]|
| [d,David,29]|[d,a,friend]| [a,Alice,34]|[a,b,friend]| [b,Bob,36]|[b,c,follow]|[c,Charlie,30]|
| [a,Alice,34]|[a,e,friend]|[e,Esther,32]|[e,d,friend]| [d,David,29]|[d,a,friend]| [a,Alice,34]|
+-------------+------------+-------------+------------+-------------+------------+--------------+