From bca9a8d79e565222898afbe98abf5ce5a1fe801b Mon Sep 17 00:00:00 2001
From: Patrick Simianer
Date: Tue, 24 Mar 2015 19:15:26 +0100
Subject: dtrain: fix example
---
training/dtrain/example/parallelized/README | 5 +
training/dtrain/example/parallelized/cdec.ini | 26 +
training/dtrain/example/parallelized/dtrain.ini | 7 +
.../example/parallelized/grammar/grammar.out.0.gz | Bin 0 -> 8318 bytes
.../example/parallelized/grammar/grammar.out.1.gz | Bin 0 -> 358560 bytes
.../example/parallelized/grammar/grammar.out.2.gz | Bin 0 -> 1014466 bytes
.../example/parallelized/grammar/grammar.out.3.gz | Bin 0 -> 391811 bytes
.../example/parallelized/grammar/grammar.out.4.gz | Bin 0 -> 149590 bytes
.../example/parallelized/grammar/grammar.out.5.gz | Bin 0 -> 537024 bytes
.../example/parallelized/grammar/grammar.out.6.gz | Bin 0 -> 291286 bytes
.../example/parallelized/grammar/grammar.out.7.gz | Bin 0 -> 1038140 bytes
.../example/parallelized/grammar/grammar.out.8.gz | Bin 0 -> 419889 bytes
.../example/parallelized/grammar/grammar.out.9.gz | Bin 0 -> 409140 bytes
training/dtrain/example/parallelized/in | 10 +
training/dtrain/example/parallelized/work/out.0.0 | 44 +
training/dtrain/example/parallelized/work/out.0.1 | 45 +
training/dtrain/example/parallelized/work/out.0.2 | 45 +
training/dtrain/example/parallelized/work/out.1.0 | 44 +
training/dtrain/example/parallelized/work/out.1.1 | 45 +
training/dtrain/example/parallelized/work/out.1.2 | 45 +
training/dtrain/example/parallelized/work/out.2.0 | 44 +
training/dtrain/example/parallelized/work/out.2.1 | 45 +
training/dtrain/example/parallelized/work/out.2.2 | 45 +
training/dtrain/example/parallelized/work/out.3.0 | 44 +
training/dtrain/example/parallelized/work/out.3.1 | 45 +
training/dtrain/example/parallelized/work/out.3.2 | 45 +
.../dtrain/example/parallelized/work/shard.0.0 | 3 +
.../dtrain/example/parallelized/work/shard.1.0 | 3 +
.../dtrain/example/parallelized/work/shard.2.0 | 3 +
.../dtrain/example/parallelized/work/shard.3.0 | 1 +
.../dtrain/example/parallelized/work/weights.0 | 2072 +++
.../dtrain/example/parallelized/work/weights.0.0 | 441 +
.../dtrain/example/parallelized/work/weights.0.1 | 2218 ++++
.../dtrain/example/parallelized/work/weights.0.2 | 2824 ++++
.../dtrain/example/parallelized/work/weights.1 | 2641 ++++
.../dtrain/example/parallelized/work/weights.1.0 | 599 +
.../dtrain/example/parallelized/work/weights.1.1 | 2275 ++++
.../dtrain/example/parallelized/work/weights.1.2 | 2791 ++++
.../dtrain/example/parallelized/work/weights.2 | 3283 +++++
.../dtrain/example/parallelized/work/weights.2.0 | 850 ++
.../dtrain/example/parallelized/work/weights.2.1 | 2256 ++++
.../dtrain/example/parallelized/work/weights.2.2 | 2883 ++++
.../dtrain/example/parallelized/work/weights.3.0 | 564 +
.../dtrain/example/parallelized/work/weights.3.1 | 2130 +++
.../dtrain/example/parallelized/work/weights.3.2 | 2743 ++++
training/dtrain/example/standard/README | 2 +
training/dtrain/example/standard/cdec.ini | 27 +
training/dtrain/example/standard/dtrain.ini | 9 +
.../dtrain/example/standard/expected-output.gz | Bin 0 -> 96478 bytes
training/dtrain/example/standard/nc-wmt11.100.gz | Bin 0 -> 12480 bytes
.../dtrain/example/standard/nc-wmt11.en.srilm.gz | Bin 0 -> 16017291 bytes
.../dtrain/example/standard/nc-wmt11.grammar.gz | Bin 0 -> 1399924 bytes
training/dtrain/example/standard/nc-wmt11.gz | Bin 0 -> 113504 bytes
training/dtrain/example/standard/weights | 13115 +++++++++++++++++++
training/dtrain/example/toy/cdec.ini | 3 +
training/dtrain/example/toy/dtrain.ini | 8 +
training/dtrain/example/toy/expected-output | 0
training/dtrain/example/toy/grammar.gz | Bin 0 -> 219 bytes
training/dtrain/example/toy/in | 2 +
training/dtrain/example/toy/weights | 6 +
60 files changed, 44336 insertions(+)
create mode 100644 training/dtrain/example/parallelized/README
create mode 100644 training/dtrain/example/parallelized/cdec.ini
create mode 100644 training/dtrain/example/parallelized/dtrain.ini
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.0.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.1.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.2.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.3.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.4.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.5.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.6.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.7.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.8.gz
create mode 100644 training/dtrain/example/parallelized/grammar/grammar.out.9.gz
create mode 100644 training/dtrain/example/parallelized/in
create mode 100644 training/dtrain/example/parallelized/work/out.0.0
create mode 100644 training/dtrain/example/parallelized/work/out.0.1
create mode 100644 training/dtrain/example/parallelized/work/out.0.2
create mode 100644 training/dtrain/example/parallelized/work/out.1.0
create mode 100644 training/dtrain/example/parallelized/work/out.1.1
create mode 100644 training/dtrain/example/parallelized/work/out.1.2
create mode 100644 training/dtrain/example/parallelized/work/out.2.0
create mode 100644 training/dtrain/example/parallelized/work/out.2.1
create mode 100644 training/dtrain/example/parallelized/work/out.2.2
create mode 100644 training/dtrain/example/parallelized/work/out.3.0
create mode 100644 training/dtrain/example/parallelized/work/out.3.1
create mode 100644 training/dtrain/example/parallelized/work/out.3.2
create mode 100644 training/dtrain/example/parallelized/work/shard.0.0
create mode 100644 training/dtrain/example/parallelized/work/shard.1.0
create mode 100644 training/dtrain/example/parallelized/work/shard.2.0
create mode 100644 training/dtrain/example/parallelized/work/shard.3.0
create mode 100644 training/dtrain/example/parallelized/work/weights.0
create mode 100644 training/dtrain/example/parallelized/work/weights.0.0
create mode 100644 training/dtrain/example/parallelized/work/weights.0.1
create mode 100644 training/dtrain/example/parallelized/work/weights.0.2
create mode 100644 training/dtrain/example/parallelized/work/weights.1
create mode 100644 training/dtrain/example/parallelized/work/weights.1.0
create mode 100644 training/dtrain/example/parallelized/work/weights.1.1
create mode 100644 training/dtrain/example/parallelized/work/weights.1.2
create mode 100644 training/dtrain/example/parallelized/work/weights.2
create mode 100644 training/dtrain/example/parallelized/work/weights.2.0
create mode 100644 training/dtrain/example/parallelized/work/weights.2.1
create mode 100644 training/dtrain/example/parallelized/work/weights.2.2
create mode 100644 training/dtrain/example/parallelized/work/weights.3.0
create mode 100644 training/dtrain/example/parallelized/work/weights.3.1
create mode 100644 training/dtrain/example/parallelized/work/weights.3.2
create mode 100644 training/dtrain/example/standard/README
create mode 100644 training/dtrain/example/standard/cdec.ini
create mode 100644 training/dtrain/example/standard/dtrain.ini
create mode 100644 training/dtrain/example/standard/expected-output.gz
create mode 100644 training/dtrain/example/standard/nc-wmt11.100.gz
create mode 100644 training/dtrain/example/standard/nc-wmt11.en.srilm.gz
create mode 100644 training/dtrain/example/standard/nc-wmt11.grammar.gz
create mode 100644 training/dtrain/example/standard/nc-wmt11.gz
create mode 100644 training/dtrain/example/standard/weights
create mode 100644 training/dtrain/example/toy/cdec.ini
create mode 100644 training/dtrain/example/toy/dtrain.ini
create mode 100644 training/dtrain/example/toy/expected-output
create mode 100644 training/dtrain/example/toy/grammar.gz
create mode 100644 training/dtrain/example/toy/in
create mode 100644 training/dtrain/example/toy/weights
(limited to 'training/dtrain/example')
diff --git a/training/dtrain/example/parallelized/README b/training/dtrain/example/parallelized/README
new file mode 100644
index 00000000..c4addd81
--- /dev/null
+++ b/training/dtrain/example/parallelized/README
@@ -0,0 +1,5 @@
+run for example
+ ../../parallelize.rb -c dtrain.ini -s 4 -e 3 -d ../../dtrain -p 2 -i in
+
+final weights will be in the file work/weights.2
+
diff --git a/training/dtrain/example/parallelized/cdec.ini b/training/dtrain/example/parallelized/cdec.ini
new file mode 100644
index 00000000..9a04253f
--- /dev/null
+++ b/training/dtrain/example/parallelized/cdec.ini
@@ -0,0 +1,26 @@
+formalism=scfg
+add_pass_through_rules=true
+scfg_max_span_limit=15
+intersection_strategy=cube_pruning
+cubepruning_pop_limit=200
+feature_function=WordPenalty
+feature_function=KLanguageModel ../standard/nc-wmt11.en.srilm.gz
+# all currently working feature functions for translation:
+# (with those features active that were used in the ACL paper)
+#feature_function=ArityPenalty
+#feature_function=CMR2008ReorderingFeatures
+#feature_function=Dwarf
+#feature_function=InputIndicator
+#feature_function=LexNullJump
+#feature_function=NewJump
+#feature_function=NgramFeatures
+#feature_function=NonLatinCount
+#feature_function=OutputIndicator
+feature_function=RuleIdentityFeatures
+feature_function=RuleSourceBigramFeatures
+feature_function=RuleTargetBigramFeatures
+feature_function=RuleShape
+#feature_function=LexicalFeatures 1 1 1
+#feature_function=SourceSpanSizeFeatures
+#feature_function=SourceWordPenalty
+#feature_function=SpanFeatures
diff --git a/training/dtrain/example/parallelized/dtrain.ini b/training/dtrain/example/parallelized/dtrain.ini
new file mode 100644
index 00000000..829605fb
--- /dev/null
+++ b/training/dtrain/example/parallelized/dtrain.ini
@@ -0,0 +1,7 @@
+k=100
+N=4
+learning_rate=0.0001
+margin=1.0
+iterations=1
+decoder_conf=cdec.ini
+print_weights=Glue WordPenalty LanguageModel LanguageModel_OOV PhraseModel_0 PhraseModel_1 PhraseModel_2 PhraseModel_3 PhraseModel_4 PhraseModel_5 PhraseModel_6 PassThrough
diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.0.gz b/training/dtrain/example/parallelized/grammar/grammar.out.0.gz
new file mode 100644
index 00000000..1e28a24b
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.1.gz b/training/dtrain/example/parallelized/grammar/grammar.out.1.gz
new file mode 100644
index 00000000..372f5675
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.2.gz b/training/dtrain/example/parallelized/grammar/grammar.out.2.gz
new file mode 100644
index 00000000..145d0dc0
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.3.gz b/training/dtrain/example/parallelized/grammar/grammar.out.3.gz
new file mode 100644
index 00000000..105593ff
Binary files /dev/null and b/training/dtrain/example/parallelized/grammar/grammar.out.3.gz differ
diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.4.gz b/training/dtrain/example/parallelized/grammar/grammar.out.4.gz
new file mode 100644
index 00000000..30781f48
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.5.gz b/training/dtrain/example/parallelized/grammar/grammar.out.5.gz
new file mode 100644
index 00000000..834ee759
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.6.gz b/training/dtrain/example/parallelized/grammar/grammar.out.6.gz
new file mode 100644
index 00000000..2e76f348
Binary files /dev/null and b/training/dtrain/example/parallelized/grammar/grammar.out.6.gz differ
diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.7.gz b/training/dtrain/example/parallelized/grammar/grammar.out.7.gz
new file mode 100644
index 00000000..3741a887
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diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.8.gz b/training/dtrain/example/parallelized/grammar/grammar.out.8.gz
new file mode 100644
index 00000000..ebf6bd0c
Binary files /dev/null and b/training/dtrain/example/parallelized/grammar/grammar.out.8.gz differ
diff --git a/training/dtrain/example/parallelized/grammar/grammar.out.9.gz b/training/dtrain/example/parallelized/grammar/grammar.out.9.gz
new file mode 100644
index 00000000..c1791059
Binary files /dev/null and b/training/dtrain/example/parallelized/grammar/grammar.out.9.gz differ
diff --git a/training/dtrain/example/parallelized/in b/training/dtrain/example/parallelized/in
new file mode 100644
index 00000000..82555908
--- /dev/null
+++ b/training/dtrain/example/parallelized/in
@@ -0,0 +1,10 @@
+europas nach rassen geteiltes haus ||| europe 's divided racial house
+ein gemeinsames merkmal aller extremen rechten in europa ist ihr rassismus und die tatsache , daß sie das einwanderungsproblem als politischen hebel benutzen . ||| a common feature of europe 's extreme right is its racism and use of the immigration issue as a political wedge .
+der lega nord in italien , der vlaams block in den niederlanden , die anhänger von le pens nationaler front in frankreich , sind beispiele für parteien oder bewegungen , die sich um das gemeinsame thema : ablehnung der zuwanderung gebildet haben und um forderung nach einer vereinfachten politik , um sie zu regeln . ||| the lega nord in italy , the vlaams blok in the netherlands , the supporters of le pen 's national front in france , are all examples of parties or movements formed on the common theme of aversion to immigrants and promotion of simplistic policies to control them .
+während individuen wie jörg haidar und jean @-@ marie le pen kommen und ( leider nicht zu bald ) wieder gehen mögen , wird die rassenfrage aus der europäischer politik nicht so bald verschwinden . ||| while individuals like jorg haidar and jean @-@ marie le pen may come and ( never to soon ) go , the race question will not disappear from european politics anytime soon .
+eine alternde einheimische bevölkerung und immer offenere grenzen vermehren die rassistische zersplitterung in den europäischen ländern . ||| an aging population at home and ever more open borders imply increasing racial fragmentation in european countries .
+die großen parteien der rechten und der linken mitte haben sich dem problem gestellt , in dem sie den kopf in den sand gesteckt und allen aussichten zuwider gehofft haben , es möge bald verschwinden . ||| mainstream parties of the center left and center right have confronted this prospect by hiding their heads in the ground , hoping against hope that the problem will disappear .
+das aber wird es nicht , wie die geschichte des rassismus in amerika deutlich zeigt . ||| it will not , as america 's racial history clearly shows .
+die beziehungen zwischen den rassen standen in den usa über jahrzehnte - und tun das noch heute - im zentrum der politischen debatte . das ging so weit , daß rassentrennung genauso wichtig wie das einkommen wurde , - wenn nicht sogar noch wichtiger - um politische zuneigungen und einstellungen zu bestimmen . ||| race relations in the us have been for decades - and remain - at the center of political debate , to the point that racial cleavages are as important as income , if not more , as determinants of political preferences and attitudes .
+der erste schritt , um mit der rassenfrage umzugehen ist , ursache und folgen rassistischer feindseligkeiten zu verstehen , auch dann , wenn das bedeutet , unangenehme tatsachen aufzudecken . ||| the first step to address racial politics is to understand the origin and consequences of racial animosity , even if it means uncovering unpleasant truths .
+genau das haben in den usa eine große anzahl an forschungsvorhaben in wirtschaft , soziologie , psychologie und politikwissenschaft geleistet . diese forschungen zeigten , daß menschen unterschiedlicher rasse einander deutlich weniger vertrauen . ||| this is precisely what a large amount of research in economics , sociology , psychology and political science has done for the us .
diff --git a/training/dtrain/example/parallelized/work/out.0.0 b/training/dtrain/example/parallelized/work/out.0.0
new file mode 100644
index 00000000..da7c20a4
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.0.0
@@ -0,0 +1,44 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.0.0'
+ output 'work/weights.0.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = +0.1984
+ WordPenalty = +0.06119
+ LanguageModel = +0.6184
+ LanguageModel_OOV = -0.2584
+ PhraseModel_0 = -0.3803
+ PhraseModel_1 = +0.6495
+ PhraseModel_2 = +0.9499
+ PhraseModel_3 = -0.4945
+ PhraseModel_4 = -0.4588
+ PhraseModel_5 = +0
+ PhraseModel_6 = -0.2935
+ PassThrough = -0.2742
+ ---
+ 1best avg score: 22.94 (+22.94)
+ 1best avg model score: +33.08
+ avg # updates: 2169
+ non-0 feature count: 441
+ avg f count: 143.9
+ avg list sz: 100
+(time 0.1667 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 22.94].
+This took 0.1667 min.
diff --git a/training/dtrain/example/parallelized/work/out.0.1 b/training/dtrain/example/parallelized/work/out.0.1
new file mode 100644
index 00000000..c18747fb
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.0.1
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.0.0'
+ output 'work/weights.0.1'
+ weights in 'work/weights.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = +0.08417
+ WordPenalty = +0.1674
+ LanguageModel = +0.5448
+ LanguageModel_OOV = -0.6311
+ PhraseModel_0 = -0.2931
+ PhraseModel_1 = +1.173
+ PhraseModel_2 = +1.369
+ PhraseModel_3 = +0.1819
+ PhraseModel_4 = -0.8439
+ PhraseModel_5 = +0.02055
+ PhraseModel_6 = -0.3794
+ PassThrough = -0.6827
+ ---
+ 1best avg score: 16.83 (+16.83)
+ 1best avg model score: +66.56
+ avg # updates: 2090
+ non-0 feature count: 2218
+ avg f count: 142.5
+ avg list sz: 100
+(time 0.1833 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 16.83].
+This took 0.1833 min.
diff --git a/training/dtrain/example/parallelized/work/out.0.2 b/training/dtrain/example/parallelized/work/out.0.2
new file mode 100644
index 00000000..c859db3f
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.0.2
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.0.0'
+ output 'work/weights.0.2'
+ weights in 'work/weights.1'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = -0.1266
+ WordPenalty = +0.2244
+ LanguageModel = +0.4891
+ LanguageModel_OOV = -0.6065
+ PhraseModel_0 = -0.634
+ PhraseModel_1 = +0.6576
+ PhraseModel_2 = +1.165
+ PhraseModel_3 = +0.01649
+ PhraseModel_4 = -0.8815
+ PhraseModel_5 = +0.04098
+ PhraseModel_6 = -0.5361
+ PassThrough = -0.6292
+ ---
+ 1best avg score: 27.3 (+27.3)
+ 1best avg model score: +27.47
+ avg # updates: 1764
+ non-0 feature count: 2824
+ avg f count: 153
+ avg list sz: 100
+(time 0.1833 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 27.3].
+This took 0.1833 min.
diff --git a/training/dtrain/example/parallelized/work/out.1.0 b/training/dtrain/example/parallelized/work/out.1.0
new file mode 100644
index 00000000..7a72e275
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.1.0
@@ -0,0 +1,44 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.1.0'
+ output 'work/weights.1.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = +0.2684
+ WordPenalty = -0.2237
+ LanguageModel = -1.104
+ LanguageModel_OOV = +0.1174
+ PhraseModel_0 = -0.9356
+ PhraseModel_1 = -0.9926
+ PhraseModel_2 = -0.2008
+ PhraseModel_3 = -0.7721
+ PhraseModel_4 = +0.5111
+ PhraseModel_5 = +0
+ PhraseModel_6 = -0.6298
+ PassThrough = -0.0118
+ ---
+ 1best avg score: 4.189 (+4.189)
+ 1best avg model score: +319.9
+ avg # updates: 2100
+ non-0 feature count: 599
+ avg f count: 213.9
+ avg list sz: 100
+(time 0.1667 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 4.189].
+This took 0.1667 min.
diff --git a/training/dtrain/example/parallelized/work/out.1.1 b/training/dtrain/example/parallelized/work/out.1.1
new file mode 100644
index 00000000..bd209601
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.1.1
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.1.0'
+ output 'work/weights.1.1'
+ weights in 'work/weights.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = +0.4661
+ WordPenalty = +0.07374
+ LanguageModel = +0.3354
+ LanguageModel_OOV = -0.6514
+ PhraseModel_0 = -0.4878
+ PhraseModel_1 = +1.085
+ PhraseModel_2 = +1.48
+ PhraseModel_3 = -0.03441
+ PhraseModel_4 = -0.5739
+ PhraseModel_5 = +0.1023
+ PhraseModel_6 = -0.3455
+ PassThrough = -0.3826
+ ---
+ 1best avg score: 10.18 (+10.18)
+ 1best avg model score: +71.15
+ avg # updates: 2121
+ non-0 feature count: 2275
+ avg f count: 150.8
+ avg list sz: 100
+(time 0.15 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 10.18].
+This took 0.15 min.
diff --git a/training/dtrain/example/parallelized/work/out.1.2 b/training/dtrain/example/parallelized/work/out.1.2
new file mode 100644
index 00000000..f5fc817b
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.1.2
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.1.0'
+ output 'work/weights.1.2'
+ weights in 'work/weights.1'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = +0.3277
+ WordPenalty = +0.1759
+ LanguageModel = +0.2799
+ LanguageModel_OOV = -0.5643
+ PhraseModel_0 = -0.7466
+ PhraseModel_1 = +0.6823
+ PhraseModel_2 = +1.309
+ PhraseModel_3 = -0.3185
+ PhraseModel_4 = -0.94
+ PhraseModel_5 = +0.04098
+ PhraseModel_6 = -0.412
+ PassThrough = -0.587
+ ---
+ 1best avg score: 13.7 (+13.7)
+ 1best avg model score: +71.09
+ avg # updates: 2223
+ non-0 feature count: 2791
+ avg f count: 152.8
+ avg list sz: 100
+(time 0.15 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 13.7].
+This took 0.15 min.
diff --git a/training/dtrain/example/parallelized/work/out.2.0 b/training/dtrain/example/parallelized/work/out.2.0
new file mode 100644
index 00000000..2d27fdc6
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.2.0
@@ -0,0 +1,44 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.2.0'
+ output 'work/weights.2.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = -0.0099
+ WordPenalty = +0.5556
+ LanguageModel = +3.129
+ LanguageModel_OOV = +0.1064
+ PhraseModel_0 = -0.5801
+ PhraseModel_1 = -0.3003
+ PhraseModel_2 = +0.1759
+ PhraseModel_3 = -0.3496
+ PhraseModel_4 = -2.562
+ PhraseModel_5 = +0.0102
+ PhraseModel_6 = -0.4384
+ PassThrough = +0.0809
+ ---
+ 1best avg score: 9.987 (+9.987)
+ 1best avg model score: -102.2
+ avg # updates: 1862
+ non-0 feature count: 850
+ avg f count: 144.5
+ avg list sz: 100
+(time 0.2 min, 4 s/S)
+
+---
+Best iteration: 1 [GOLD = 9.987].
+This took 0.2 min.
diff --git a/training/dtrain/example/parallelized/work/out.2.1 b/training/dtrain/example/parallelized/work/out.2.1
new file mode 100644
index 00000000..a6cef2b1
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.2.1
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.2.0'
+ output 'work/weights.2.1'
+ weights in 'work/weights.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = -0.2622
+ WordPenalty = +0.3185
+ LanguageModel = +1.89
+ LanguageModel_OOV = -0.6097
+ PhraseModel_0 = +0.09434
+ PhraseModel_1 = +0.2635
+ PhraseModel_2 = +0.1182
+ PhraseModel_3 = +1.151
+ PhraseModel_4 = -0.7466
+ PhraseModel_5 = +0.02055
+ PhraseModel_6 = -0.3454
+ PassThrough = -0.6294
+ ---
+ 1best avg score: 9.998 (+9.998)
+ 1best avg model score: -27.44
+ avg # updates: 1910
+ non-0 feature count: 2256
+ avg f count: 148.7
+ avg list sz: 100
+(time 0.2 min, 4 s/S)
+
+---
+Best iteration: 1 [GOLD = 9.998].
+This took 0.2 min.
diff --git a/training/dtrain/example/parallelized/work/out.2.2 b/training/dtrain/example/parallelized/work/out.2.2
new file mode 100644
index 00000000..908e5214
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.2.2
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.2.0'
+ output 'work/weights.2.2'
+ weights in 'work/weights.1'
+(1 dot per processed input)
+Iteration #1 of 1.
+ ... 3
+WEIGHTS
+ Glue = -0.1781
+ WordPenalty = +0.262
+ LanguageModel = +1.468
+ LanguageModel_OOV = -0.4828
+ PhraseModel_0 = -0.4867
+ PhraseModel_1 = +0.3306
+ PhraseModel_2 = +0.7159
+ PhraseModel_3 = +0.01232
+ PhraseModel_4 = -1.128
+ PhraseModel_5 = +0.04098
+ PhraseModel_6 = -0.3829
+ PassThrough = -0.5045
+ ---
+ 1best avg score: 16.34 (+16.34)
+ 1best avg model score: +12.6
+ avg # updates: 1823
+ non-0 feature count: 2883
+ avg f count: 160
+ avg list sz: 100
+(time 0.2 min, 4 s/S)
+
+---
+Best iteration: 1 [GOLD = 16.34].
+This took 0.2 min.
diff --git a/training/dtrain/example/parallelized/work/out.3.0 b/training/dtrain/example/parallelized/work/out.3.0
new file mode 100644
index 00000000..d2bad0b2
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.3.0
@@ -0,0 +1,44 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.3.0'
+ output 'work/weights.3.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ . 1
+WEIGHTS
+ Glue = -0.081
+ WordPenalty = +0.383
+ LanguageModel = +1.541
+ LanguageModel_OOV = +0.045
+ PhraseModel_0 = -0.36
+ PhraseModel_1 = -0.4623
+ PhraseModel_2 = -0.09999
+ PhraseModel_3 = +0.07974
+ PhraseModel_4 = -1.442
+ PhraseModel_5 = +0.072
+ PhraseModel_6 = +0.0898
+ PassThrough = +0.009
+ ---
+ 1best avg score: 3.357 (+3.357)
+ 1best avg model score: +0
+ avg # updates: 1699
+ non-0 feature count: 564
+ avg f count: 206.7
+ avg list sz: 100
+(time 0.05 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 3.357].
+This took 0.05 min.
diff --git a/training/dtrain/example/parallelized/work/out.3.1 b/training/dtrain/example/parallelized/work/out.3.1
new file mode 100644
index 00000000..3f8c45c4
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.3.1
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.3.0'
+ output 'work/weights.3.1'
+ weights in 'work/weights.0'
+(1 dot per processed input)
+Iteration #1 of 1.
+ . 1
+WEIGHTS
+ Glue = -0.2588
+ WordPenalty = +0.2907
+ LanguageModel = +1.633
+ LanguageModel_OOV = -0.0845
+ PhraseModel_0 = -0.3393
+ PhraseModel_1 = -0.02459
+ PhraseModel_2 = +0.2491
+ PhraseModel_3 = +0.07205
+ PhraseModel_4 = -0.9481
+ PhraseModel_5 = +0.02055
+ PhraseModel_6 = -0.2971
+ PassThrough = -0.3728
+ ---
+ 1best avg score: 4.499 (+4.499)
+ 1best avg model score: -45.68
+ avg # updates: 2016
+ non-0 feature count: 2130
+ avg f count: 175.9
+ avg list sz: 100
+(time 0.05 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 4.499].
+This took 0.05 min.
diff --git a/training/dtrain/example/parallelized/work/out.3.2 b/training/dtrain/example/parallelized/work/out.3.2
new file mode 100644
index 00000000..d616560d
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/out.3.2
@@ -0,0 +1,45 @@
+Loading the LM will be faster if you build a binary file.
+Reading ../standard/nc-wmt11.en.srilm.gz
+----5---10---15---20---25---30---35---40---45---50---55---60---65---70---75---80---85---90---95--100
+****************************************************************************************************
+ Example feature: Shape_S00000_T00000
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 1
+ learning rate 0.0001
+ margin 1
+ l1 reg 0
+ decoder conf 'cdec.ini'
+ input 'work/shard.3.0'
+ output 'work/weights.3.2'
+ weights in 'work/weights.1'
+(1 dot per processed input)
+Iteration #1 of 1.
+ . 1
+WEIGHTS
+ Glue = +0.2167
+ WordPenalty = +0.2738
+ LanguageModel = +0.813
+ LanguageModel_OOV = -0.6426
+ PhraseModel_0 = -0.5211
+ PhraseModel_1 = +0.4933
+ PhraseModel_2 = +0.9179
+ PhraseModel_3 = +0.5142
+ PhraseModel_4 = -0.8559
+ PhraseModel_5 = +0.03138
+ PhraseModel_6 = -0.4129
+ PassThrough = -0.6653
+ ---
+ 1best avg score: 21.4 (+21.4)
+ 1best avg model score: +8.744
+ avg # updates: 2287
+ non-0 feature count: 2743
+ avg f count: 174.8
+ avg list sz: 100
+(time 0.05 min, 3 s/S)
+
+---
+Best iteration: 1 [GOLD = 21.4].
+This took 0.05 min.
diff --git a/training/dtrain/example/parallelized/work/shard.0.0 b/training/dtrain/example/parallelized/work/shard.0.0
new file mode 100644
index 00000000..a0ef6f54
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/shard.0.0
@@ -0,0 +1,3 @@
+europas nach rassen geteiltes haus ||| europe 's divided racial house
+ein gemeinsames merkmal aller extremen rechten in europa ist ihr rassismus und die tatsache , daß sie das einwanderungsproblem als politischen hebel benutzen . ||| a common feature of europe 's extreme right is its racism and use of the immigration issue as a political wedge .
+der lega nord in italien , der vlaams block in den niederlanden , die anhänger von le pens nationaler front in frankreich , sind beispiele für parteien oder bewegungen , die sich um das gemeinsame thema : ablehnung der zuwanderung gebildet haben und um forderung nach einer vereinfachten politik , um sie zu regeln . ||| the lega nord in italy , the vlaams blok in the netherlands , the supporters of le pen 's national front in france , are all examples of parties or movements formed on the common theme of aversion to immigrants and promotion of simplistic policies to control them .
diff --git a/training/dtrain/example/parallelized/work/shard.1.0 b/training/dtrain/example/parallelized/work/shard.1.0
new file mode 100644
index 00000000..05f0273b
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/shard.1.0
@@ -0,0 +1,3 @@
+während individuen wie jörg haidar und jean @-@ marie le pen kommen und ( leider nicht zu bald ) wieder gehen mögen , wird die rassenfrage aus der europäischer politik nicht so bald verschwinden . ||| while individuals like jorg haidar and jean @-@ marie le pen may come and ( never to soon ) go , the race question will not disappear from european politics anytime soon .
+eine alternde einheimische bevölkerung und immer offenere grenzen vermehren die rassistische zersplitterung in den europäischen ländern . ||| an aging population at home and ever more open borders imply increasing racial fragmentation in european countries .
+die großen parteien der rechten und der linken mitte haben sich dem problem gestellt , in dem sie den kopf in den sand gesteckt und allen aussichten zuwider gehofft haben , es möge bald verschwinden . ||| mainstream parties of the center left and center right have confronted this prospect by hiding their heads in the ground , hoping against hope that the problem will disappear .
diff --git a/training/dtrain/example/parallelized/work/shard.2.0 b/training/dtrain/example/parallelized/work/shard.2.0
new file mode 100644
index 00000000..0528d357
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/shard.2.0
@@ -0,0 +1,3 @@
+das aber wird es nicht , wie die geschichte des rassismus in amerika deutlich zeigt . ||| it will not , as america 's racial history clearly shows .
+die beziehungen zwischen den rassen standen in den usa über jahrzehnte - und tun das noch heute - im zentrum der politischen debatte . das ging so weit , daß rassentrennung genauso wichtig wie das einkommen wurde , - wenn nicht sogar noch wichtiger - um politische zuneigungen und einstellungen zu bestimmen . ||| race relations in the us have been for decades - and remain - at the center of political debate , to the point that racial cleavages are as important as income , if not more , as determinants of political preferences and attitudes .
+der erste schritt , um mit der rassenfrage umzugehen ist , ursache und folgen rassistischer feindseligkeiten zu verstehen , auch dann , wenn das bedeutet , unangenehme tatsachen aufzudecken . ||| the first step to address racial politics is to understand the origin and consequences of racial animosity , even if it means uncovering unpleasant truths .
diff --git a/training/dtrain/example/parallelized/work/shard.3.0 b/training/dtrain/example/parallelized/work/shard.3.0
new file mode 100644
index 00000000..f7cbb3e3
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/shard.3.0
@@ -0,0 +1 @@
+genau das haben in den usa eine große anzahl an forschungsvorhaben in wirtschaft , soziologie , psychologie und politikwissenschaft geleistet . diese forschungen zeigten , daß menschen unterschiedlicher rasse einander deutlich weniger vertrauen . ||| this is precisely what a large amount of research in economics , sociology , psychology and political science has done for the us .
diff --git a/training/dtrain/example/parallelized/work/weights.0 b/training/dtrain/example/parallelized/work/weights.0
new file mode 100644
index 00000000..560bab86
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.0
@@ -0,0 +1,2072 @@
+LanguageModel 1.0461718569464984
+PhraseModel_4 -0.9877757214580491
+PhraseModel_1 -0.27641632310025577
+PhraseModel_0 -0.5640090252696333
+PhraseModel_2 0.20626506994462934
+PhraseModel_3 -0.38409074694928547
+PhraseModel_6 -0.31797499999999995
+WordPenalty 0.1940427745143702
+RBT:X1_ -0.16625
+RBS:_X -0.14205
+RBT:X2_ 0.08432500000000001
+Shape_S10000_T10000 -0.0010500000000000023
+RBS:X_ -0.010700000000000005
+RBT:_X1 0.041625000000000016
+R:S:NS_NX:N1_N2 0.093975
+RBT:S1_X2 0.093975
+RBT:_S1 0.093975
+RBS:_S 0.093975
+RBS:S_X 0.093975
+Glue 0.093975
+Shape_S01010_T01010 0.093975
+Shape_S11000_T11000 -0.06510000000000002
+LanguageModel_OOV 0.0026000000000000103
+PassThrough -0.04902499999999999
+Shape_S01110_T01110 0.032375
+RBT:a_X1 -0.070925
+Shape_S01110_T11110 -0.07705
+RBT:_X2 -0.040150000000000005
+RBT:X1_, 0.057374999999999995
+Shape_S01100_T01100 -0.03432500000000001
+Shape_S01111_T01111 0.015300000000000001
+RBT:the_X2 0.0363
+RBT:X1_X2 -0.035675000000000005
+RBT:,_ -0.0070250000000000035
+Shape_S01110_T01111 -0.008275000000000001
+Shape_S11000_T01100 0.03605
+RBT:_be -0.059675000000000006
+RBS:die_ -0.06317500000000001
+RBT:be_ -0.016925000000000003
+RBT:in_the 0.04882500000000001
+RBT:which_is -0.0463
+RBT:intended_X2 -0.0463
+RBT:ensure_X1 -0.0463
+RBT:X2_ensure -0.0463
+R:X:NX_dem_NX:which_is_intended_N2_ensure_N1 -0.0463
+RBT:is_intended -0.0463
+RBT:._ -0.0338
+RBT:_have 0.04765
+RBT:demands_X1 -0.016874999999999998
+RBT:made_demands -0.016874999999999998
+R:X:nicht_NX:not_made_demands_N1 -0.016874999999999998
+RBT:not_made -0.016874999999999998
+RBT:jean_@-@ 0.045000000000000005
+RBT:X2_, 0.0427
+RBT:into_ -0.0444
+RBT:being_attracted -0.0444
+R:X:NX_dem_NX_in:N1_make_its_choices_count_in_the_N2_,_within 0.0444
+RBT:make_its 0.0444
+RBT:its_choices 0.0444
+RBT:within_ 0.0444
+RBT:attracted_into -0.0444
+RBT:X1_being -0.0444
+RBT:X1_make 0.0444
+RBT:choices_count 0.0444
+R:X:NX_in:N1_being_attracted_into -0.0444
+RBT:count_in 0.0444
+RBT:,_within 0.0444
+RBS:X_wie -0.043750000000000004
+RBT:is_ -0.04505000000000001
+RBT:history_ -0.041675000000000004
+R:X:wird:be -0.041675000000000004
+R:X:das:what -0.041675000000000004
+RBT:for_example -0.041675000000000004
+RBT:what_ -0.041675000000000004
+R:X:NX_wie_die:N1_for_example_the -0.041675000000000004
+RBT:for_a -0.041675000000000004
+R:X:NX_geschichte_NX:N2_for_a_N1_history -0.041675000000000004
+RBT:example_the -0.041675000000000004
+RBT:X1_history -0.041675000000000004
+RBT:_what -0.041675000000000004
+R:X:aber:is -0.041675000000000004
+RBT:X2_for -0.041675000000000004
+RBS:X_geschichte -0.041325
+RBT:the_united -0.041325
+RBT:_is -0.044125000000000004
+RBT:gone_ahead 0.0409
+RBT:in_connection -0.0409
+RBT:have_gone 0.0409
+RBT:experience_in -0.0409
+RBT:ahead_X1 0.0409
+R:X:NX_haben:have_gone_ahead_N1 0.0409
+RBT:_experience -0.0409
+RBT:connection_X1 -0.0409
+R:X:NX_haben:experience_in_connection_N1 -0.0409
+RBS:die_X 0.055975000000000004
+RBT:X1_for -0.040625
+RBT:_it 0.0374
+RBT:_, -0.011199999999999998
+RBT:the_ -0.051675
+RBT:united_states -0.031950000000000006
+RBT:when_ -0.039025
+RBS:aber_ -0.037450000000000004
+RBT:and_ 0.066825
+RBT:,_X2 -0.015875
+RBT:_history 0.035325
+RBS:wird_ -0.027875000000000004
+RBT:_the -0.05772500000000001
+RBT:X1_will 0.010274999999999996
+RBT:_not -0.008274999999999998
+RBS:wird_X 0.011525
+RBT:for_ -0.003599999999999999
+RBS:_geschichte 0.034125
+R:X:.:, -0.036275
+RBT:_for -0.03185
+RBT:people_X1 0.035824999999999996
+R:X:und:and 0.0446
+RBS:,_wie 0.0315
+RBT:_people 0.033575
+R:X:es_NX:people_N1 0.031325
+RBS:_wird -0.039725
+RBT:,_and 0.029875000000000002
+R:X:,_wie_die_NX:N1_,_and 0.03045
+RBT:of_ 0.030275000000000003
+RBT:_. 0.002450000000000001
+RBS:deutlich_ 0.0361
+R:X:für:of 0.030100000000000002
+R:X:für:for -0.030100000000000002
+RBS:X_, 0.018100000000000005
+RBT::_ 0.022500000000000003
+R:X:.:: 0.022500000000000003
+RBT:_: 0.022500000000000003
+RBT:if_ 0.029950000000000004
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diff --git a/training/dtrain/example/parallelized/work/weights.0.0 b/training/dtrain/example/parallelized/work/weights.0.0
new file mode 100644
index 00000000..097a4d57
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.0.0
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diff --git a/training/dtrain/example/parallelized/work/weights.0.1 b/training/dtrain/example/parallelized/work/weights.0.1
new file mode 100644
index 00000000..d78646b3
--- /dev/null
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diff --git a/training/dtrain/example/parallelized/work/weights.0.2 b/training/dtrain/example/parallelized/work/weights.0.2
new file mode 100644
index 00000000..516d550a
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.0.2
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diff --git a/training/dtrain/example/parallelized/work/weights.1 b/training/dtrain/example/parallelized/work/weights.1
new file mode 100644
index 00000000..270dbb59
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.1
@@ -0,0 +1,2641 @@
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diff --git a/training/dtrain/example/parallelized/work/weights.1.0 b/training/dtrain/example/parallelized/work/weights.1.0
new file mode 100644
index 00000000..894ffd05
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.1.0
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diff --git a/training/dtrain/example/parallelized/work/weights.1.1 b/training/dtrain/example/parallelized/work/weights.1.1
new file mode 100644
index 00000000..2be217db
--- /dev/null
+++ b/training/dtrain/example/parallelized/work/weights.1.1
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