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#!/usr/bin/env ruby
if ARGV.size != 5
STDERR.write "Usage: "
STDERR.write "ruby parallelize.rb <#shards> <input> <refs> <epochs> <dtrain.ini>\n"
exit
end
dtrain_bin = '/home/pks/mt/cdec-dtrain/dtrain/dtrain_local_new_f'
ruby = '/usr/bin/ruby'
lplp_rb = '/home/pks/mt/cdec-dtrain/dtrain/hstreaming/lplp.rb'
lplp_args = 'l2 select_k 100000'
gzip = '/bin/gzip'
num_shards = ARGV[0].to_i
input = ARGV[1]
refs = ARGV[2]
epochs = ARGV[3].to_i
ini = ARGV[4]
`mkdir work`
def make_shards(input, refs, num_shards)
lc = `wc -l #{input}`.split.first.to_i
shard_sz = lc / num_shards
leftover = lc % num_shards
in_f = File.new input, 'r'
refs_f = File.new refs, 'r'
shard_in_files = []
shard_refs_files = []
0.upto(num_shards-1) { |shard|
shard_in = File.new "work/shard.#{shard}.in", 'w+'
shard_refs = File.new "work/shard.#{shard}.refs", 'w+'
0.upto(shard_sz-1) { |i|
shard_in.write in_f.gets
shard_refs.write refs_f.gets
}
shard_in_files << shard_in
shard_refs_files << shard_refs
}
while leftover > 0
shard_in_files[-1].write in_f.gets
shard_refs_files[-1].write refs_f.gets
leftover -= 1
end
(shard_in_files + shard_refs_files).each do |f| f.close end
in_f.close
refs_f.close
end
make_shards input, refs, num_shards
0.upto(epochs-1) { |epoch|
pids = []
input_weights = ''
if epoch > 0 then input_weights = "--input_weights work/weights.#{epoch-1}" end
weights_files = []
0.upto(num_shards-1) { |shard|
pids << Kernel.fork {
`#{dtrain_bin} -c #{ini}\
--input work/shard.#{shard}.in\
--refs work/shard.#{shard}.refs #{input_weights}\
--output work/weights.#{shard}.#{epoch}\
&> work/out.#{shard}.#{epoch}`
}
weights_files << "work/weights.#{shard}.#{epoch}"
}
pids.each { |pid| Process.wait(pid) }
cat = File.new('work/weights_cat', 'w+')
weights_files.each { |f| cat.write File.new(f, 'r').read }
cat.close
`#{ruby} #{lplp_rb} #{lplp_args} #{num_shards} < work/weights_cat &> work/weights.#{epoch}`
}
`rm work/weights_cat`
`#{gzip} work/*`
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