Created
March 22, 2011 08:35
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Tiny recommendation engine using Map/Reduce, Kaffeine, NodeJS and Redis
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sys = require "sys"; | |
http = require "http"; | |
url = require "url"; | |
connect = require "connect"; | |
redis = require "redis"; | |
hashRing = require "hash_ring"; | |
Sharding = { | |
servers = { "127.0.0.1 10000 6378": 1 }; | |
ring = new hashRing.HashRing servers; | |
function getComponentsForEntry(entry) { | |
entry_ = entry.split " "; | |
return { | |
host: entry_[0], | |
http_port: parseInt entry_[1], | |
redis_port: parseInt entry_[2] | |
}; | |
} | |
function getNodeForKey(key) { | |
getComponentsForEntry ring.getNode key; | |
} | |
function getRedisNodeForKey(key) { | |
entry = getNodeForKey key; | |
return { | |
host: entry.host, | |
port: entry.redis_port | |
}; | |
} | |
function getHTTPNodeForKey(key) { | |
entry = getNodeForKey key; | |
return { | |
host: entry.host, | |
port: entry.http_port | |
}; | |
} | |
function getLocalRedisNode(keys) { | |
typeof keys !== "Array" && (keys = [keys]); | |
if keys.length <= 0, throw "keys.length <= 0"; | |
getRedisNodeForKey keys[0]; | |
} | |
function splitToShards(items) { | |
shards = {}; | |
items.forEach((item) { | |
entry = ring.getNode item; | |
shards[entry] ||= []; | |
shards[entry].push(item); | |
}); | |
shards_ = []; | |
for entry in shards { | |
shards_.push shards[entry]; | |
delete shards[entry]; | |
} | |
shards_; | |
} | |
return { | |
"getRedisNodeForKey": getRedisNodeForKey, | |
"getHTTPNodeForKey": getHTTPNodeForKey, | |
"getLocalRedisNode": getLocalRedisNode, | |
"splitToShards": splitToShards | |
}; | |
}(); | |
RedisPool = { | |
pool = { }; | |
function _returnNode(node) { | |
pool_key = "#{node.host}:#{node.port}"; | |
if pool[pool_key], return pool[pool_key]; | |
redisClient = redis.createClient node.port, node.host; | |
pool[pool_key] = redisClient; | |
} | |
function getRedisClientForKey(key) { | |
node = Sharding.getRedisNodeForKey key; | |
_returnNode node; | |
} | |
function getLocalRedisClient(keys) { | |
node = Sharding.getLocalRedisNode keys; | |
_returnNode node; | |
} | |
return { | |
"getRedisClientForKey": getRedisClientForKey, | |
"getLocalRedisClient": getLocalRedisClient | |
}; | |
}(); | |
function Recommendation(userId, relatedUsersIds) { | |
iRelatedAccumulator = { }, cutoff = 1, limit = 50; | |
function reduce(iRelatedAccumulator, cb) { | |
contenders = []; | |
for iRelatedUserId in iRelatedAccumulator { | |
count = iRelatedAccumulator[iRelatedUserId]; | |
if count <= cutoff, continue; | |
contenders.push [iRelatedUserId, count]; | |
} | |
iRelatedAccumulator = null; | |
contenders.sort (a, b) { b[1] - a[1] }; | |
contenders = contenders.slice(0, limit - 1).map((a) { a[0] }); | |
cb contenders; | |
} | |
function countIRelatedUsersIds(sres, cb) { | |
sres.forEach((row) { | |
row.forEach((iRelatedUserId) { | |
if relatedUsersIds.indexOf(iRelatedUserId) === -1 { | |
iRelatedAccumulator[iRelatedUserId] ||= 0; | |
iRelatedAccumulator[iRelatedUserId]++; | |
} | |
}); | |
}); | |
delete iRelatedAccumulator[userId]; | |
cb iRelatedAccumulator; | |
} | |
function getIRelatedUsersIds(cb) { | |
if relatedUsersIds.length <= 0 { | |
countIRelatedUsersIds [], cb; | |
return; | |
} | |
redisClient = RedisPool.getLocalRedisClient relatedUsersIds; | |
multi = redisClient.multi(); | |
relatedUsersIds.forEach((relatedUserId) { | |
multi.sort relatedUserId; | |
}); | |
multi.exec((err, sres) { | |
err ? console.err(err) : countIRelatedUsersIds(sres, cb); | |
}); | |
} | |
return { | |
"getIRelatedUsersIds": getIRelatedUsersIds, | |
"reduce": reduce | |
}; | |
} | |
function MapClient(userId, relatedUsersIds, cb) { | |
data = ""; | |
node = Sharding.getHTTPNodeForKey userId; | |
req = http.request({ | |
host: node.host, | |
port: node.port, | |
path: "/related/map/#{encodeURIComponent userId}.json", | |
method: "GET" | |
}, (cres) { | |
cres.on "data", (chunk) { data += chunk }; | |
cres.on "end", { cb data }; | |
}); | |
j = JSON.stringify relatedUsersIds; | |
req.setHeader "Content-Length", j.length; | |
req.write j; | |
req.end(); | |
} | |
function Aggregation(userId) { | |
function handleAggRelated_(userId, relatedUsersIds, cb) { | |
requestCount = 0, resultCount = 0; | |
iAggRelatedAccumulator = { }; | |
function onAggAllResults() { | |
recommendation = new Recommendation userId, relatedUsersIds; | |
recommendation.reduce iAggRelatedAccumulator, cb; | |
} | |
function onAggOneResult(data) { | |
var iRelatedAccumulator; | |
try { | |
iRelatedAccumulator = JSON.parse data; | |
} catch e { | |
console.log "#{e}: [#{data}]"; | |
return; | |
} | |
for iRelatedUserId in iRelatedAccumulator { | |
iAggRelatedAccumulator[iRelatedUserId] ||= 0; | |
iAggRelatedAccumulator[iRelatedUserId] += | |
iRelatedAccumulator[iRelatedUserId]; | |
} | |
resultCount++; | |
resultCount >= requestCount && onAggAllResults(); | |
} | |
relatedUsersIds.length || onAggOneResult JSON.stringify [ ]; | |
Sharding.splitToShards(relatedUsersIds).forEach((shard) { | |
requestCount++; | |
new MapClient userId, shard, onAggOneResult; | |
}); | |
} | |
function getRelatedUsersIdsTo(userId, cb) { | |
redisClient = RedisPool.getRedisClientForKey userId; | |
redisClient.sort userId, cb; | |
} | |
function handleAggRelated(cb) { | |
getRelatedUsersIdsTo(userId, (err, relatedUsersIds) { | |
handleAggRelated_ userId, relatedUsersIds, cb; | |
}); | |
} | |
return { | |
"handleAggRelated": handleAggRelated | |
}; | |
} | |
function ClientContext(req, res) { | |
return { | |
req: req, | |
res: res | |
}; | |
} | |
function Server(port) { | |
function handleRelated(clientContext, userId, relatedUsersIds) { | |
recommendation = new Recommendation userId, relatedUsersIds; | |
iRelatedAccumulator = recommendation.getIRelatedUsersIds!(); | |
clientContext.res.writeHead 200, {"Content-Type": "json"}; | |
clientContext.res.end(JSON.stringify iRelatedAccumulator); | |
} | |
function routeForRelated(req, res) { | |
clientContext = new ClientContext req, res; | |
data = ""; | |
req.addListener "data", (chunk) { data += chunk }; | |
req.addListener! "end"; | |
var relatedUsersIds; | |
try { | |
relatedUsersIds = JSON.parse data; | |
} catch e { | |
console.log data; | |
clientContext.res.writeHead 400, {"Content-Type": "text/plain"}; | |
clientContext.res.end "Bogus relatedsUsersIds: [#{data}]"; | |
return; | |
} | |
handleRelated clientContext, clientContext.req.params.userId, | |
relatedUsersIds; | |
} | |
function routeForAggRelated(req, res) { | |
clientContext = new ClientContext req, res; | |
aggregation = new Aggregation clientContext.req.params.userId; | |
contenders = aggregation.handleAggRelated!(); | |
clientContext.res.writeHead 200, {"Content-Type": "json"}; | |
clientContext.res.end(JSON.stringify contenders); | |
} | |
function routesForRoot(app) { | |
app.get "/related/map/:userId.:format?", routeForRelated; | |
app.get "/related/:userId.:format?", routeForAggRelated; | |
} | |
server = connect.createServer(); | |
server.use "/", connect.router routesForRoot; | |
server.listen port; | |
} | |
new Server 10000; |
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sys = require "sys"; | |
http = require "http"; | |
url = require "url"; | |
connect = require "connect"; | |
redis = require "redis"; | |
hashRing = require "hash_ring"; | |
Sharding = { | |
servers = { "127.0.0.1 10000 6378": 1 }; | |
ring = new hashRing.HashRing servers; | |
function getComponentsForEntry(entry) { | |
entry_ = entry.split " "; | |
return { | |
host: entry_[0], | |
http_port: parseInt entry_[1], | |
redis_port: parseInt entry_[2] | |
}; | |
} | |
function getNodeForKey(key) { | |
getComponentsForEntry ring.getNode key; | |
} | |
function getRedisNodeForKey(key) { | |
entry = getNodeForKey key; | |
return { | |
host: entry.host, | |
port: entry.redis_port | |
}; | |
} | |
function getHTTPNodeForKey(key) { | |
entry = getNodeForKey key; | |
return { | |
host: entry.host, | |
port: entry.http_port | |
}; | |
} | |
function getLocalRedisNode(keys) { | |
typeof keys !== "Array" && (keys = [keys]); | |
if keys.length <= 0, throw "keys.length <= 0"; | |
getRedisNodeForKey keys[0]; | |
} | |
function splitToShards(items) { | |
shards = {}; | |
items.forEach((item) { | |
entry = ring.getNode item; | |
shards[entry] ||= []; | |
shards[entry].push(item); | |
}); | |
shards_ = []; | |
for entry in shards { | |
shards_.push shards[entry]; | |
delete shards[entry]; | |
} | |
shards_; | |
} | |
return { | |
"getRedisNodeForKey": getRedisNodeForKey, | |
"getHTTPNodeForKey": getHTTPNodeForKey, | |
"getLocalRedisNode": getLocalRedisNode, | |
"splitToShards": splitToShards | |
}; | |
}(); | |
RedisPool = { | |
pool = { }; | |
function _returnNode(node) { | |
pool_key = "#{node.host}:#{node.port}"; | |
if pool[pool_key], return pool[pool_key]; | |
redisClient = redis.createClient node.port, node.host; | |
pool[pool_key] = redisClient; | |
} | |
function getRedisClientForKey(key) { | |
node = Sharding.getRedisNodeForKey key; | |
_returnNode node; | |
} | |
function getLocalRedisClient(keys) { | |
node = Sharding.getLocalRedisNode keys; | |
_returnNode node; | |
} | |
return { | |
"getRedisClientForKey": getRedisClientForKey, | |
"getLocalRedisClient": getLocalRedisClient | |
}; | |
}(); | |
function Recommendation(userId, relatedUsersIds) { | |
iRelatedAccumulator = { }, cutoff = 1, limit = 50; | |
function reduce(iRelatedAccumulator, cb) { | |
contenders = []; | |
for iRelatedUserId in iRelatedAccumulator { | |
count = iRelatedAccumulator[iRelatedUserId]; | |
if count <= cutoff, continue; | |
contenders.push [iRelatedUserId, count]; | |
} | |
iRelatedAccumulator = null; | |
contenders.sort (a, b) { b[1] - a[1] }; | |
contenders = contenders.slice(0, limit - 1).map((a) { a[0] }); | |
cb contenders; | |
} | |
function countIRelatedUsersIds(sres, cb) { | |
sres.forEach((row) { | |
row.forEach((iRelatedUserId) { | |
if relatedUsersIds.indexOf(iRelatedUserId) === -1 { | |
iRelatedAccumulator[iRelatedUserId] ||= 0; | |
iRelatedAccumulator[iRelatedUserId]++; | |
} | |
}); | |
}); | |
delete iRelatedAccumulator[userId]; | |
cb iRelatedAccumulator; | |
} | |
function getIRelatedUsersIds(cb) { | |
if relatedUsersIds.length <= 0 { | |
countIRelatedUsersIds [], cb; | |
return; | |
} | |
redisClient = RedisPool.getLocalRedisClient relatedUsersIds; | |
multi = redisClient.multi(); | |
relatedUsersIds.forEach((relatedUserId) { | |
multi.sort relatedUserId; | |
}); | |
multi.exec((err, sres) { | |
err ? console.err(err) : countIRelatedUsersIds(sres, cb); | |
}); | |
} | |
return { | |
"getIRelatedUsersIds": getIRelatedUsersIds, | |
"reduce": reduce | |
}; | |
} | |
function MapClient(userId, relatedUsersIds, cb) { | |
data = ""; | |
node = Sharding.getHTTPNodeForKey userId; | |
req = http.request({ | |
host: node.host, | |
port: node.port, | |
path: "/related/map/#{encodeURIComponent userId}.json", | |
method: "GET" | |
}, (cres) { | |
cres.on "data", (chunk) { data += chunk }; | |
cres.on "end", { cb data }; | |
}); | |
j = JSON.stringify relatedUsersIds; | |
req.setHeader "Content-Length", j.length; | |
req.write j; | |
req.end(); | |
} | |
function Aggregation(userId) { | |
function handleAggRelated_(userId, relatedUsersIds, cb) { | |
requestCount = 0, resultCount = 0; | |
iAggRelatedAccumulator = { }; | |
function onAggAllResults() { | |
recommendation = new Recommendation userId, relatedUsersIds; | |
recommendation.reduce iAggRelatedAccumulator, cb; | |
} | |
function onAggOneResult(data) { | |
var iRelatedAccumulator; | |
try { | |
iRelatedAccumulator = JSON.parse data; | |
} catch e { | |
console.log "#{e}: [#{data}]"; | |
return; | |
} | |
for iRelatedUserId in iRelatedAccumulator { | |
iAggRelatedAccumulator[iRelatedUserId] ||= 0; | |
iAggRelatedAccumulator[iRelatedUserId] += | |
iRelatedAccumulator[iRelatedUserId]; | |
} | |
resultCount++; | |
resultCount >= requestCount && onAggAllResults(); | |
} | |
relatedUsersIds.length || onAggOneResult JSON.stringify [ ]; | |
Sharding.splitToShards(relatedUsersIds).forEach((shard) { | |
requestCount++; | |
new MapClient userId, shard, onAggOneResult; | |
}); | |
} | |
function getRelatedUsersIdsTo(userId, cb) { | |
redisClient = RedisPool.getRedisClientForKey userId; | |
redisClient.sort userId, cb; | |
} | |
function handleAggRelated(cb) { | |
getRelatedUsersIdsTo(userId, (err, relatedUsersIds) { | |
handleAggRelated_ userId, relatedUsersIds, cb; | |
}); | |
} | |
return { | |
"handleAggRelated": handleAggRelated | |
}; | |
} | |
function ClientContext(req, res) { | |
return { | |
req: req, | |
res: res | |
}; | |
} | |
function Server(port) { | |
function handleRelated(clientContext, userId, relatedUsersIds) { | |
recommendation = new Recommendation userId, relatedUsersIds; | |
iRelatedAccumulator = recommendation.getIRelatedUsersIds!(); | |
clientContext.res.writeHead 200, {"Content-Type": "json"}; | |
clientContext.res.end(JSON.stringify iRelatedAccumulator); | |
} | |
function routeForRelated(req, res) { | |
clientContext = new ClientContext req, res; | |
data = ""; | |
req.addListener "data", (chunk) { data += chunk }; | |
req.addListener! "end"; | |
var relatedUsersIds; | |
try { | |
relatedUsersIds = JSON.parse data; | |
} catch e { | |
console.log data; | |
clientContext.res.writeHead 400, {"Content-Type": "text/plain"}; | |
clientContext.res.end "Bogus relatedsUsersIds: [#{data}]"; | |
return; | |
} | |
handleRelated clientContext, clientContext.req.params.userId, | |
relatedUsersIds; | |
} | |
function routeForAggRelated(req, res) { | |
clientContext = new ClientContext req, res; | |
aggregation = new Aggregation clientContext.req.params.userId; | |
contenders = aggregation.handleAggRelated!(); | |
clientContext.res.writeHead 200, {"Content-Type": "json"}; | |
clientContext.res.end(JSON.stringify contenders); | |
} | |
function routesForRoot(app) { | |
app.get "/related/map/:userId.:format?", routeForRelated; | |
app.get "/related/:userId.:format?", routeForAggRelated; | |
} | |
server = connect.createServer(); | |
server.use "/", connect.router routesForRoot; | |
server.listen port; | |
} | |
new Server 10000; |
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Tailing semicolumns are not necessary with Kaffeine, but I keep using them so that my text editor can properly ident the code.