函数式数据处理框架 Canal.js

Apache
JavaScript
跨平台
2017-02-07
核心力量

Canal.js是一款函数式数据处理框架,提供了大量类似Spark的API。

For More API 指引

Common Transform

Canal.of([ 4, 0, 3, 5, 2, 4 ])
.filter(function(d)
{
  return d > 2;
})
.distinct()
.sortWith()
.map(function(d)
{
  return [ d % 2, d ];
})
.collect();
[1, 3]
[0, 4]
[1, 5]

Attach to Array

Canal.on(Array);
[ 4, 0, 3, 5, 2, 4 ]
.canal()
.filter(function(d)
{
  return d > 2;
})
.distinct()
.sortWith()
.map(function(d)
{
  return [ d % 2, d ];
})
.collect();
[1, 3]
[0, 4]
[1, 5]

Group Operation

Canal.of([ 4, 0, 3, 5, 2, 4 ])
.filter(function(d)
{
  return d > 2;
})
.distinct()
.sortWith()
.groupBy(function(d)
{
  return d % 2;
})
.collect();
[0, [4  ]]
[1, [3,5]]

Join Operation

Canal.of([ 4, 0, 3, 5, 2, 4 ])
.filter(function(d)
{
  return d > 2;
})
.distinct()
.sortWith()
.groupBy(function(d)
{
  return d % 2;
})
.join(Canal.of([ 0, 1, 2 ])
.map(function(d)
{
  return [ d, d ];
}))
.collect();
[0, [[4  ], 0]]
[1, [[3,5], 1]]

Window Operation

Canal.of([
  {"id":"1","grp":"1","rnk":1,"sal":1000.00},
  {"id":"2","grp":"1","rnk":1,"sal":1100.00},
  {"id":"3","grp":"1","rnk":2,"sal":1200.00},
  {"id":"4","grp":"1","rnk":2,"sal":1300.00},
  {"id":"5","grp":"1","rnk":3,"sal":1400.00},
  {"id":"6","grp":"2","rnk":1,"sal":1500.00},
  {"id":"7","grp":"2","rnk":1,"sal":1600.00},
  {"id":"8","grp":"2","rnk":2,"sal":1700.00}
]).window(
  Canal.wf.sum(d=>d.sal)
    .partBy(d=>d.grp)
    .orderBy(d=>d.rnk)
    .rows().between(-1, 1)  // From the last row to the next row
    .as("sum_sal")
).collect();
[
  {"id":"1","grp":"1","rnk":1,"sal":1000.00,"sum_sal":2100.00},
  {"id":"2","grp":"1","rnk":1,"sal":1100.00,"sum_sal":3300.00},
  {"id":"3","grp":"1","rnk":2,"sal":1200.00,"sum_sal":3600.00},
  {"id":"4","grp":"1","rnk":2,"sal":1300.00,"sum_sal":3900.00},
  {"id":"5","grp":"1","rnk":3,"sal":1400.00,"sum_sal":2700.00},
  {"id":"6","grp":"2","rnk":1,"sal":1500.00,"sum_sal":3100.00},
  {"id":"7","grp":"2","rnk":1,"sal":1600.00,"sum_sal":4800.00},
  {"id":"8","grp":"2","rnk":2,"sal":1700.00,"sum_sal":3300.00}
]
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