#!/usr/bin/env ruby require 'trollop' require 'zipf' require 'nanomsg' require 'tempfile' conf = Trollop::options do opt :conf, "dtrain configuration", :type => :string, :required => true, :short => '-c' opt :input, "input as bitext (f ||| e)", :type => :string, :required => true, :short => '-i' opt :slaves, "number of parallel learners", :type => :int, :default => 1, :short => '-p' end dtrain_conf = conf[:conf] input = conf[:input] epochs = conf[:epochs] learning_rate = conf[:learning_rate] num_slaves = conf[:slaves] dtrain_dir = File.expand_path File.dirname(__FILE__) if not conf[:dtrain_binary] dtrain_bin = "#{dtrain_dir}/dtrain_net" else dtrain_bin = conf[:dtrain_binary] end socks = [] slave_pids = [] #port = 60666 # last port = port+slaves #master_ip = Socket.ip_address_list[0].ip_address `mkdir work` socks_files = [] num_slaves.times { |i| socks << NanoMsg::PairSocket.new #addr = "tcp://#{master_ip}:#{port}" socks_files << Tempfile.new('downpour') url = "ipc://#{socks_files.last.path}" socks.last.bind url STDERR.write "listening on #{url}\n" slave_pids << Kernel.fork { `LD_LIBRARY_PATH=/scratch/simianer/downpour/nanomsg-0.5-beta/lib \ #{dtrain_bin} -c #{dtrain_conf} -a #{url} 2>work/out.#{i}` } #port += 1 } threads = [] socks.each_with_index { |n,i| threads << Thread.new { n.recv STDERR.write "got hello from slave ##{i}\n" } } threads.each { |thr| thr.join } # timeout? threads.clear inf = ReadFile.new input buf = [] j = 0 m = Mutex.new n = Mutex.new w = SparseVector.new ready = num_slaves.times.map { true } cma = 1 epochs.times { |epoch| STDERR.write "---\nepoch #{epoch}\n" inf.rewind i = 0 while true # round-robin d = inf.gets break if !d d.strip! while !ready[j] j += 1 j = 0 if j==num_slaves end STDERR.write "sending source ##{i} to slave ##{j}\n" socks[j].send d n.synchronize { ready[j] = false } threads << Thread.new { me = j moment = cma update = SparseVector::from_kv socks[me].recv STDERR.write "T update from slave ##{me}\n" update *= learning_rate update -= w update /= moment m.synchronize { w += update } STDERR.write "T sending new weights to slave ##{me}\n" socks[me].send w.to_kv STDERR.write "T sent new weights to slave ##{me}\n" n.synchronize { ready[me] = true } } sleep 1 i += 1 cma += 1 j += 1 j = 0 if j==num_slaves threads.delete_if { |thr| !thr.status } end wf = WriteFile.new "weights.#{epoch}.gz" wf.write w.to_kv(" ", "\n") wf.close } threads.each { |thr| thr.join } socks.each { |n| Thread.new { n.send "shutdown" } } slave_pids.each { |pid| Process.wait(pid) } socks_files.each { |f| f.unlink }