diff options
Diffstat (limited to 'decoder/feed.rb')
-rwxr-xr-x | decoder/feed.rb | 123 |
1 files changed, 123 insertions, 0 deletions
diff --git a/decoder/feed.rb b/decoder/feed.rb new file mode 100755 index 00000000..4ac20730 --- /dev/null +++ b/decoder/feed.rb @@ -0,0 +1,123 @@ +#!/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 } + |