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MapReduce with MongoDB in NodeJS
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var doMapReduce = function(options, callback) { | |
var map = function () { | |
var dateKey = new Date(options.time.getTime()); | |
dateKey.setMinutes(0); | |
dateKey.setSeconds(0); | |
dateKey.setMilliseconds(0); | |
var mapped = { | |
user: this.user, | |
type: this.type, | |
time: dateKey, | |
value: this.value, | |
weight: 1 | |
} | |
var key = options.userEmail + ":" + options.device.uid + ":" + dateKey; | |
emit(key, mapped); | |
}; | |
var reduce = function (key, values) { | |
var reduced = { | |
user: values[0].user, | |
type: values[0].type, | |
time: values[0].hour, | |
value: 0, | |
weight: 0 | |
} | |
var totalWeight = 0; | |
var sum = 0; | |
values.forEach(function(value) { | |
sum += (value.value * value.weight); | |
totalWeight += value.weight; | |
}); | |
// TODO: average in finalize to spare CPU (?) | |
reduced.value = sum/totalWeight; | |
reduced.weight = totalWeight; | |
return reduced; | |
}; | |
var finalize = function(key, value) { | |
return value; | |
} | |
//TODO: criteria on sensor and user | |
var options = { | |
query: { | |
user : options.userEmail, | |
type : options.device | |
}, | |
out: { | |
merge: "measure1hs" // lowercase and 's' appended b/c not using Mongoose here... | |
}, | |
include_statistics: true, | |
verbose: true | |
}; | |
db.Measure.collection.mapReduce(map, reduce, options, function(err, collection, stats) { | |
callback(err, stats); | |
}); | |
} |
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