Created
October 3, 2012 12:43
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Map-reduce in with MongoDB with PyMongo for Parse timing calls
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''' | |
Sample object: | |
{ | |
"url": "/1/functions/Klass3", | |
"_id": { | |
"$oid": "506c082701d5410ec7000002" | |
}, | |
"log": [ | |
{ | |
"duration": 30.353700876235962, | |
"params": "{\"sender\": \"abcde12345\", \"receivers\": [{\"amount\": \"3.34\", \"id\": \"abcde12345\"}, {\"amount\": \"3.33\", \"id\": \"9485hfguhj\"}, {\"amount\": \"3.33\", \"id\": \"93kdujr87\"}]}", | |
"sent": { | |
"$date": 1349286055012 | |
} | |
}, | |
{ | |
"duration": 0.5051431655883789, | |
"params": "{\"sender\": \"abcde12345\", \"receivers\": [{\"amount\": \"3.34\", \"id\": \"abcde12345\"}, {\"amount\": \"3.33\", \"id\": \"9485hfguhj\"}, {\"amount\": \"3.33\", \"id\": \"93kdujr87\"}]}", | |
"sent": { | |
"$date": 1349286212207 | |
} | |
}, | |
{ | |
"duration": 0.5687680244445801, | |
"params": "{\"sender\": \"abcde12345\", \"receivers\": [{\"amount\": \"3.34\", \"id\": \"abcde12345\"}, {\"amount\": \"3.33\", \"id\": \"9485hfguhj\"}, {\"amount\": \"3.33\", \"id\": \"93kdujr87\"}]}", | |
"sent": { | |
"$date": 1349286393610 | |
} | |
} | |
] | |
} | |
Sample results: | |
{ | |
"counts": { | |
"input": 4, | |
"reduce": 4, | |
"emit": 21, | |
"output": 4 | |
}, | |
"timeMillis": 19, | |
"ok": 1.0, | |
"results": [ | |
{ | |
"_id": "/1/classes/Klass1", | |
"value": { | |
"count": 8.0, | |
"total": 5.25708794593811, | |
"avg": 0.6571359932422638 | |
} | |
}, | |
{ | |
"_id": "/1/classes/Klass2", | |
"value": { | |
"count": 6.0, | |
"total": 1.4316394329071045, | |
"avg": 0.23860657215118408 | |
} | |
}, | |
{ | |
"_id": "/1/functions/Klass3", | |
"value": { | |
"count": 3.0, | |
"total": 31.42761206626892, | |
"avg": 10.475870688756308 | |
} | |
}, | |
{ | |
"_id": "/1/login/", | |
"value": { | |
"count": 4.0, | |
"total": 1.687263011932373, | |
"avg": 0.42181575298309326 | |
} | |
} | |
] | |
} | |
''' | |
from pymongo import Connection | |
from bson.code import Code | |
from bson.son import SON | |
conn = Connection(); | |
db = conn.******; | |
db.authenticate("**", "***"); | |
coll = db.****** | |
mapf = Code(''' | |
function() { | |
var self = this; | |
self.log.forEach(function(l){ | |
emit(self.url, { | |
total: l.duration, | |
count: 0, | |
avg: 0 | |
}); | |
}); | |
} ''') | |
reducef = Code(''' | |
function(key, values) { | |
var r = { | |
count: 0, | |
total: 0, | |
avg: 0 | |
}; | |
values.forEach(function(item) { | |
r.count += 1; | |
r.total += item.total; | |
}); | |
return r; | |
} ''') | |
finalisef = Code(''' | |
function(key, value) { | |
if(value.count > 0) { | |
value.avg = value.total / value.count; | |
} | |
return value; | |
}''') | |
coll.map_reduce(map=mapf, reduce=reducef, out=SON([('inline',1)]), finalize=finalisef) |
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