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|
#!/usr/bin/env ruby
require 'sinatra'
require 'sinatra/cross_origin'
require 'sinatra/reloader'
require 'nanomsg'
require 'zipf'
require 'json'
require 'tilt/haml'
require 'uri'
require 'rack'
require_relative './derivation_to_json/derivation_to_json'
require_relative './phrase2_extraction/phrase2_extraction'
# #############################################################################
# Load configuration file and setup global variables
# #############################################################################
require_relative "#{ARGV[0]}" # load configuration for this session
$lock = false # lock if currently learning/translating
$last_reply = nil # cache last reply
$last_processed_postedit = "" # to show to the user
$confirmed = true # client received translation?
$new_rules = [] # corrected OOVs and newly extracted rules
$known_rules = [] # known rules
if !FileTest.exist? LOCK_FILE # locked?
$db = {} # data file (JSON format)
$env = {} # environment variables (socket connections to daemons)
end
$status = "Idle" # current server status
# #############################################################################
# Daemons
# #############################################################################
DIR="/fast_scratch/simianer/lfpe"
$daemons = {
:tokenizer => "#{DIR}/lfpe/util/nanomsg_wrapper.rb -a tokenize -S '__ADDR__' -e #{EXTERNAL} -l #{TARGET_LANG}",
:tokenizer_src => "#{DIR}/lfpe/util/nanomsg_wrapper.rb -a tokenize -S '__ADDR__' -e #{EXTERNAL} -l #{SOURCE_LANG}",
:detokenizer => "#{DIR}/lfpe/util/nanomsg_wrapper.rb -a detokenize -S '__ADDR__' -e #{EXTERNAL} -l #{TARGET_LANG}",
:detokenizer_src => "#{DIR}/lfpe/util/nanomsg_wrapper.rb -a detokenize -S '__ADDR__' -e #{EXTERNAL} -l #{SOURCE_LANG}",
:truecaser => "#{DIR}/lfpe/util/nanomsg_wrapper.rb -a truecase -S '__ADDR__' -e #{EXTERNAL} -t #{SESSION_DIR}/truecase.model",
:dtrain => "#{CDEC}/training/dtrain/dtrain_net_interface -c #{SESSION_DIR}/dtrain.ini -d #{WORK_DIR}/dtrain.debug.json -o #{WORK_DIR}/weights -a '__ADDR__' -E -R",
:extractor => "python -m cdec.sa.extract -c #{SESSION_DIR}/extract.ini --online -u -S '__ADDR__'",
:aligner_fwd => "#{CDEC}/word-aligner/net_fa -f #{SESSION_DIR}/forward.params -m #{FWD_MEAN_SRCLEN_MULT} -T #{FWD_TENSION} --sock_url '__ADDR__'",
:aligner_back => "#{CDEC}/word-aligner/net_fa -f #{SESSION_DIR}/backward.params -m #{BACK_MEAN_SRCLEN_MULT} -T #{BACK_TENSION} --sock_url '__ADDR__'",
:atools => "#{CDEC}/utils/atools_net -c grow-diag-final-and -S '__ADDR__'"
}
# #############################################################################
# Set-up Sinatra
# #############################################################################
set :server, 'thin'
set :bind, SERVER_IP
set :port, WEB_PORT
set :allow_origin, :any
set :allow_methods, [:get, :post]
set :allow_credentials, true
set :max_age, "1728000"
set :expose_headers, ['Content-Type']
set :public_folder, File.dirname(__FILE__) + '/static'
Rack::Utils.key_space_limit = 68719476736
# #############################################################################
# Helper functions
# #############################################################################
def logmsg name, msg
STDERR.write "[#{name}] #{msg}\n"
end
def start_daemon cmd, name, addr
logmsg :server, "starting #{name} daemon"
cmd.gsub! '__ADDR__', addr
pid = fork do
exec cmd
end
sock = NanoMsg::PairSocket.new
sock.connect addr
logmsg :server, "< got #{sock.recv} from #{name}"
return sock, pid
end
def stop_all_daemons
$status = "Shutting down" # status
logmsg :server, "shutting down all daemons"
$env.each { |name,p|
p[:socket].send "shutdown" # every daemon shuts down
# after receiving this keyword
logmsg :server, "< #{name} is #{p[:socket].recv}"
}
$status = "Ready to shutdown" # status
end
def update_database reset=false
$status = "Updating database" # status
if !reset
$db['progress'] += 1
else
$db['progress'] = 0
end
j = JSON.generate $db
f = WriteFile.new DB_FILE
f.write j.to_s
f.close
$status = "Updated database" # status
end
def init
$status = "Initialization" # status
$db = JSON.parse ReadFile.read DB_FILE # data from JSON file
# working directory
`mkdir -p #{WORK_DIR}/`
`mkdir #{WORK_DIR}/g`
# setup environment, start daemons
port = BEGIN_PORT_RANGE
$daemons.each { |name,cmd|
sock, pid = start_daemon cmd, name, "tcp://127.0.0.1:#{port}"
$env[name] = { :socket => sock, :pid => pid }
port += 1
}
# lock file
`touch #{LOCK_FILE}`
$status = "Initialized" # status
end
def send_recv daemon, msg # simple pair communcation
socket = $env[daemon][:socket] # query -> answer
logmsg daemon, "> sending message: '#{msg}'"
socket.send msg
logmsg daemon, "waiting ..."
ans = socket.recv.force_encoding("UTF-8").strip
logmsg daemon, "< received answer: '#{ans}'"
return ans
end
def clean_str s
s.gsub! "[", "SQUARED_BRACKET_OPEN"
s.gsub! "]", "SQUARED_BRACKET_CLOSE"
s.gsub! "|", "PIPE"
return s
end
# #############################################################################
# Run init() [just once]
# #############################################################################
init if !FileTest.exist?(LOCK_FILE)
# #############################################################################
# Routes
# #############################################################################
get '/' do
cross_origin # enable Cross-Origin Resource Sharing
return "" # return
end
post '/next' do
cross_origin
$status = "Received request" # status
reply = request.body.read
Thread.new { process_next reply }
end
def process_next reply
$status = "Processing request" # status
data = JSON.parse(URI.decode(reply))
if $lock
$status = "Locked" # status
return
end
$lock = true # lock
if data['key'] != SESSION_KEY
$status = "Error: Key mismatch"
return
end
if data["OOV"] # OOV corrections
$status = "Processing OOV corrections"
logmsg :server, "received OOV corrections" # status
grammar = "#{WORK_DIR}/g/#{$db['progress']}.grammar"
src, tgt = splitpipe(data["correct"]) # format:src1\tsrc2\tsrc..|||tgt1\t..
tgt = clean_str tgt
src = src.split("\t").map { |i| URI.decode(i).strip }
tgt = tgt.split("\t").map { |i| URI.decode(i).strip }
$status = "Adding rules to handle OOVs" # status
src.each_with_index { |s,i|
next if s==''||tgt[i]==''
as = ""
tgt[i].split.each_index { |k| as += " 0-#{k}" }
r = "[X] ||| #{s} ||| #{tgt[i]} ||| OOVFix=1 ||| #{as}"
$new_rules << r
}
$confirmed = true
end
# received post-edit -> update models
# 0. save raw post-edit
# 1. tokenize [for each phrase]
# 2. truecase [for each phrase]
# 2.5 extract new rules
# 3. save processed post-edit
# 4. update weights
# 5. update grammar extractor
# 5a. forward alignment
# 5b. backward alignment
# 5c. symmetrize alignment
# 5d. actual update
# 6. update database
if data["EDIT"]
$status = "Processing post-edit" # status
logmsg :server, "received post-edit"
# 0. save raw post-edit
source = data["source_value"]
post_edit = ''
if data["type"] == 'g' # graphical interface
post_edit = data["target"].join(" ")
e = []
logmsg :server, "post-edit before processing: '#{post_edit}'"
$status = "Tokenizing and truecasing post-edited phrases" # status
data["target"].each_with_index { |i,j|
# [1.] tokenize
_ = clean_str send_recv(:tokenizer, URI.decode(i))
prev = _[0] # use received casing
# [2.] truecase
_ = send_recv :truecaser, _
_[0] = prev if j>0
e << _
}
logmsg :server, "post-edit after processing: '#{e.join " "}'"
f = []
data["source_raw"].each { |i| f << URI.decode(i) }
# 2.5 new rule extraction
$status = "Extracting rules from post edit" # status
grammar = "#{WORK_DIR}/g/#{$db['progress']}.grammar"
current_grammar_ids = {}
ReadFile.readlines_strip(grammar).each { |r|
s = splitpipe(r.to_s)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
current_grammar_ids[s] = true
}
new_rules = PhrasePhraseExtraction.extract_rules f, e, data["align"], true
new_rules_ids = {}
$new_rules.each { |r|
s = splitpipe(r.to_s)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
new_rules_ids[s] = true
}
new_rules = new_rules.map { |r| r.as_trule_string }
_ = new_rules.dup
logmsg :server, "# rules before filtering #{new_rules.size}"
new_rules.reject! { |rs|
s = splitpipe(rs)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
current_grammar_ids.has_key?(s) || new_rules_ids.has_key?(s)
}
$new_rules += new_rules
$new_rules.uniq! { |rs|
splitpipe(rs)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
}
f = WriteFile.new "#{WORK_DIR}/#{$db['progress']}.new_rules"
f.write new_rules.join "\n"
f.close
logmsg :server, "# rules after filtering #{new_rules.size}"
add_known_rules = _-new_rules
add_known_rules.reject! { |rs|
s = splitpipe(rs)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
new_rules_ids.has_key?(s)
}
f = WriteFile.new "#{WORK_DIR}/#{$db['progress']}.known_rules"
f.write add_known_rules.join "\n"
f.close
$known_rules += add_known_rules
$known_rules.uniq! { |rs|
splitpipe(rs)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
}
add_known_rules.each { |r| logmsg :server, "known_rule: '#{r}'" }
else # text interface
post_edit = data["post_edit"]
end
$status = "Processing post-edit ..." # status
post_edit.strip!
post_edit.lstrip!
post_edit = clean_str post_edit
# fill db
$db['feedback'] << reply
$db['post_edits_raw'] << post_edit
$db['svg'] << data['svg']
$db['original_svg'] << data['original_svg']
$db['durations'] << data['duration'].to_f
$db['post_edits_display'] << send_recv(:detokenizer, post_edit)
$last_processed_postedit = $db['post_edits_display'].last
# 1. tokenize
$status = "Tokenizing post-edit" # status
logmsg :server, "tokenizing post-edit"
post_edit = send_recv :tokenizer, post_edit
# 2. truecase
$status = "Truecasing post-edit" # status
logmsg :server, "truecasing post-edit"
post_edit = send_recv :truecaser, post_edit
# 3. save processed post-edits
$status = "saving processed post-edit" # status
logmsg :db, "saving processed post-edit"
$db['post_edits'] << post_edit.strip
nochange = false
if data['nochange']
logmsg :server, "no change -> no update!"
nochange = true
end
if !NOLEARN && !NOMT && !nochange
$status = "Updating models" # status
logmsg :server, "updating ..."
# 4. update weights
# N.b.: this uses unaltered grammar [no new rules]
grammar = "#{WORK_DIR}/g/#{$db['progress']}.grammar"
annotated_source = "<seg grammar=\"#{grammar}\"> #{source} </seg>"
$status = "Learning from post-edit" # status
send_recv :dtrain, "#{annotated_source} ||| #{post_edit}"
# 5. update grammar extractor
# 5a. get forward alignment
source_lc = source.downcase
post_edit_lc = post_edit.downcase
$status = "Aligning post-edit" # status
a_fwd = send_recv :aligner_fwd, "#{source_lc} ||| #{post_edit_lc}"
# 5b. get backward alignment
a_back = send_recv :aligner_back, "#{source_lc} ||| #{post_edit_lc}"
# 5c. symmetrize alignment
a = send_recv :atools, "#{a_fwd} ||| #{a_back}"
# 5d actual extractor
$status = "Updating grammar extractor" # status
msg = "default_context ||| #{source} ||| #{post_edit} ||| #{a}"
send_recv :extractor, msg
# 6. update database
$db['updated'] << true
`cp #{WORK_DIR}/dtrain.debug.json \
#{WORK_DIR}/#{$db['progress']}.dtrain.debug.json`
else
$db['updated'] << false
end
logmsg :db, "updating database"
update_database
end
$status = "Getting next data to translate" # status
source = $db['source_segments'][$db['progress']]
raw_source = $db['raw_source_segments'][$db['progress']]
if !source # input is done
logmsg :server, "end of input, sending 'fin'"
$lock = false
$status = "Ready" # status
$last_reply = {'fin'=>true,
'processed_postedit'=>$last_processed_postedit
}.to_json
return # return
elsif !$confirmed \
|| ($confirmed && $last_reply && $last_reply!="" \
&& !data["EDIT"] && !$last_reply.to_json["oovs"]) # send last reply
logmsg :server, "locked, re-sending last reply"
logmsg :server, "last_reply: '#{$last_reply}'"
$lock = false
$status = "Ready" # status
return
else
# translate next sentence
# 0. no mt?
# 1. generate grammar
# - known rules
# - additional rules
# 2. check for OOV
# 3. translate
# 4. detokenize
# 5. reply
source = source.strip.lstrip
raw_source = raw_source.strip.lstrip
if NOMT # 0. no mt?
$lock = false
logmsg :server, "no mt"
obj = Hash.new
obj["progress"] = $db["progress"]
obj["source"] = source
obj["raw_source"] = raw_source
obj["processed_postedit"] = $last_processed_postedit
$last_reply = obj.to_json
$status = "Ready" # status
return
end
# 1. generate grammar for current sentence
$status = "Generating grammar" # status
grammar = "#{WORK_DIR}/g/#{$db['progress']}.grammar"
if !File.exist? grammar # grammar already generated if there were OOVs
send_recv :extractor, "default_context ||| #{source} ||| #{grammar}"
end
# - known rules
logmsg :server, "annotating known rules"
$status = "Adding rules to grammar" # status
match = {}
$known_rules.each { |r|
_,src,tgt,_,_ = splitpipe r
match["#{src.strip.lstrip} ||| #{tgt.strip.lstrip}".hash] = true
}
all_rules = ReadFile.readlines_strip grammar
all_rules.each_with_index { |r,j|
nt,src,tgt,f,a = splitpipe(r).map { |i| i.strip.lstrip }
if match["#{src} ||| #{tgt}".hash]
ar = "#{nt} ||| #{src} ||| #{tgt} ||| #{f} KnownRule=1 ||| #{a}"
logmsg :server, "replacing rule '#{r}' with '#{ar}'"
all_rules[j] = ar
end
}
WriteFile.new(grammar).write all_rules.join("\n")+"\n"
# - additional rules
$new_rules.each { |rule|
logmsg :server, "adding rule '#{rule}' to grammar '#{grammar}'"
s = splitpipe(rule)[1..2].map{|i|i.strip.lstrip}.join(" ||| ")
`echo "#{rule}" >> #{grammar}`
}
# 2. check for OOVs
$status = "Checking for OOVs" # status
src_r = ReadFile.readlines(grammar).map {
|l| splitpipe(l)[1].strip.split
}.flatten.uniq
oovs = []
source.split.each { |token|
if !src_r.include? token
oovs << token
logmsg :server, "OOV token: '#{token}'"
end
}
oovs.uniq!
logmsg :server, "have OOVs: '#{oovs.to_s}'"
if oovs.size > 0 # OOVs
$status = "Asking for feedback on OOVs" # status
obj = Hash.new
obj["oovs"] = oovs
obj["progress"] = $db['progress']
raw_source_annot = "#{raw_source}"
oovs.each { |o|
raw_source_annot.gsub! "#{o}", "***#{o}###"
}
obj["raw_source"] = raw_source_annot
obj["processed_postedit"] = $last_processed_postedit
$last_reply = obj.to_json
logmsg :server, "OOV reply: '#{$last_reply}'"
$lock = false
$confirmed = false
$status = "Ready" # status
return # return
end
# 3. translation
$status = "Translating" # status
msg = "act:translate ||| <seg grammar=\"#{grammar}\"> #{source} </seg>"
derivation_str = send_recv :dtrain, msg
obj_str = DerivationToJson.proc_deriv derivation_str
obj = JSON.parse obj_str
obj["transl"] = obj["target_groups"].join " "
# 4. detokenizer
$status = "Processing raw translation" # status
obj["transl_detok"] = send_recv(:detokenizer, obj["transl"]).strip
obj["target_groups"].each_index { |j|
prev = obj["target_groups"][j][0]
obj["target_groups"][j] = send_recv(:detokenizer, obj["target_groups"][j]).strip
obj["target_groups"][j][0]=prev if j > 0
}
obj["source"] = source
obj["progress"] = $db['progress']
obj["raw_source"] = raw_source
w_idx = 0
obj["source_groups_raw"] = []
obj["source_groups"].each { |i|
obj["source_groups_raw"] << String.new(i)
}
obj["source_groups_raw"][0][0] = source[0]
obj["source_groups"][0][0] = obj["source_groups"][0][0].upcase
obj["source_groups"].each_with_index { |i,j|
prev = obj["source_groups"][j][0]
obj["source_groups"][j] = send_recv(:detokenizer_src, obj["source_groups"][j]).strip
obj["source_groups"][j][0]=prev if j > 0
}
# save
$db["derivations"] << derivation_str
$db["derivations_proc"] << obj_str
$db["mt_raw"] << obj["transl"]
$db["mt"] << obj["transl_detok"]
obj["processed_postedit"] = $last_processed_postedit
# 5. reply
$last_reply = obj.to_json
$lock = false
$confirmed = false
logmsg :server, "response: '#{$last_reply}'"
$status = "Ready" # status
return # return
end
end
get '/debug' do # debug view
data = {}
data = JSON.parse ReadFile.read(DB_FILE).force_encoding("UTF-8")
if data["durations"].size == 0
data["durations"] << -1
end
fn = "#{WORK_DIR}/dtrain.debug.json"
pairwise_ranking_data = {}
pairwise_ranking_data["kbest"] = []
pairwise_ranking_data["weights_before"] = {}
pairwise_ranking_data["weights_after"] = {}
pairwise_ranking_data["best_match_score"] = 0
if File.exist? fn
pairwise_ranking_data = JSON.parse ReadFile.read(fn).force_encoding("UTF-8")
end
haml :debug, :locals => { :data => data,
:pairwise_ranking_data => pairwise_ranking_data, \
:progress => $db["progress"]-1,
:new_rules => $new_rules, \
:known_rules => $known_rules, \
:session_key => SESSION_KEY }
end
get '/new_rules' do # new/known rules
return $new_rules.join "<br />"
end
get '/known_rules' do
return $known_rules.join "<br />"
end
get '/fetch' do # fetch next
cross_origin
return "Locked" if $locked
return $last_reply
end
get '/fetch_processed_postedit/:i' do # processed post-edit
cross_origin
i = params[:i].to_i
return $db['post_edits_display'][i]
end
get '/progress' do # processed post-edit
cross_origin
return $db['progress']
end
get '/status' do # check status
cross_origin
logmsg :server, "status: #{$status}"
return "Locked" if $locked
return $status
end
get '/status_debug' do # check status
cross_origin
logmsg :server, "status: #{$status}"
return "[##{$db["progress"]}] Locked" if $locked
return "[##{$db["progress"]}] #{$status}"
end
get '/confirm' do # client confirms received translation
cross_origin
$confirmed = true
logmsg :server, "confirmed = #{$confirmed}"
return "#{$confirmed}"
end
get '/set_weights/:name/:rate' do # set weights
name = params[:name].gsub " ", "_"
rate = params[:rate].to_f
logmsg :server, "set weight for '#{name}' to: #{rate}"
return "locked" if $lock
msg = send_recv :dtrain, "set_weights #{name} #{rate}"
return msg
end
get '/set_learning_rates/:name/:rate' do # set learning rates
name = params[:name].gsub " ", "_"
rate = params[:rate].to_f
logmsg :server, "set learning rate for '#{name}' to: #{rate}"
return "locked" if $lock
msg = send_recv :dtrain, "set_learning_rates #{name} #{rate}"
return msg
end
get '/get_weight/:name' do
name = params[:name].gsub " ", "_"
logmsg :server, "getting weight for '#{name}'"
return "locked" if $lock
msg = send_recv :dtrain, "get_weight #{name}"
return msg
end
get '/get_rate/:name' do
name = params[:name].gsub " ", "_"
logmsg :server, "getting rate for '#{name}'"
return "locked" if $lock
msg = send_recv :dtrain, "get_rate #{name}"
return msg
end
get '/reset_weights' do # reset weights
logmsg :server, "reset weights"
return "locked" if $lock
send_recv :dtrain, "reset_weights"
return "reset weights: done"
end
get '/reset_learning_rates' do # reset learning rates
logmsg :server, "reset learning rates"
return "locked" if $lock
send_recv :dtrain, "reset_learning_rates"
return "reset learning rates: done"
end
get '/reset_progress' do # reset current session
return "locked" if $lock
$db = JSON.parse ReadFile.read DB_FILE
$db['post_edits'].clear
$db['post_edits_raw'].clear
$db['post_edits_display'].clear
$db['mt'].clear
$db['mt_raw'].clear
$db['updated'].clear
$db['durations'].clear
$db['derivations'].clear
$db['derivations_proc'].clear
$db['svg'].clear
$db['original_svg'].clear
$db['feedback'].clear
$db['progress'] = -1
update_database true
$confirmed = true
$last_reply = nil
return "progress reset: done"
end
get '/reset_extractor' do # reset grammar extractor
logmsg :server, "reset extractor"
return "locked" if $lock
send_recv :extractor, "default_context ||| drop"
return "reset extractor: done"
end
get '/reset_new_rules' do # removed learned rules
$new_rules.clear
$known_rules.clear
`rm #{WORK_DIR}/*.*_rules`
`rm #{WORK_DIR}/g/*`
return "reset new rules: done"
end
get '/shutdown' do # stop daemons and shut down server
logmsg :server, "shutting down daemons"
stop_all_daemons
return "stopped all daemons, ready to shutdown"
end
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