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-rw-r--r--training/dtrain/examples/standard/README2
-rw-r--r--training/dtrain/examples/standard/cdec.ini26
-rw-r--r--training/dtrain/examples/standard/dtrain.ini24
-rw-r--r--training/dtrain/examples/standard/expected-output1206
-rw-r--r--training/dtrain/examples/standard/nc-wmt11.de.gzbin0 -> 58324 bytes
-rw-r--r--training/dtrain/examples/standard/nc-wmt11.en.gzbin0 -> 49600 bytes
-rw-r--r--training/dtrain/examples/standard/nc-wmt11.en.srilm.gzbin0 -> 16017291 bytes
-rw-r--r--training/dtrain/examples/standard/nc-wmt11.grammar.gzbin0 -> 1399924 bytes
8 files changed, 1258 insertions, 0 deletions
diff --git a/training/dtrain/examples/standard/README b/training/dtrain/examples/standard/README
new file mode 100644
index 00000000..ce37d31a
--- /dev/null
+++ b/training/dtrain/examples/standard/README
@@ -0,0 +1,2 @@
+Call `dtrain` from this folder with ../../dtrain -c dtrain.ini .
+
diff --git a/training/dtrain/examples/standard/cdec.ini b/training/dtrain/examples/standard/cdec.ini
new file mode 100644
index 00000000..e1edc68d
--- /dev/null
+++ b/training/dtrain/examples/standard/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
+grammar=nc-wmt11.grammar.gz
+feature_function=WordPenalty
+feature_function=KLanguageModel ./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=SourceSpanSizeFeatures
+#feature_function=SourceWordPenalty
+#feature_function=SpanFeatures
diff --git a/training/dtrain/examples/standard/dtrain.ini b/training/dtrain/examples/standard/dtrain.ini
new file mode 100644
index 00000000..a05e9c29
--- /dev/null
+++ b/training/dtrain/examples/standard/dtrain.ini
@@ -0,0 +1,24 @@
+input=./nc-wmt11.de.gz
+refs=./nc-wmt11.en.gz
+output=- # a weights file (add .gz for gzip compression) or STDOUT '-'
+select_weights=avg # output average (over epochs) weight vector
+decoder_config=./cdec.ini # config for cdec
+# weights for these features will be printed on each iteration
+print_weights= EgivenFCoherent SampleCountF CountEF MaxLexFgivenE MaxLexEgivenF IsSingletonF IsSingletonFE Glue WordPenalty PassThrough LanguageModel LanguageModel_OOV
+# newer version of the grammar extractor use different feature names:
+#print_weights=Glue WordPenalty LanguageModel LanguageModel_OOV PhraseModel_0 PhraseModel_1 PhraseModel_2 PhraseModel_3 PhraseModel_4 PhraseModel_5 PhraseModel_6 PassThrough
+stop_after=10 # stop epoch after 10 inputs
+
+# interesting stuff
+epochs=2 # run over input 2 times
+k=100 # use 100best lists
+N=4 # optimize (approx) BLEU4
+scorer=stupid_bleu # use 'stupid' BLEU+1
+learning_rate=1.0 # learning rate, don't care if gamma=0 (perceptron)
+gamma=0 # use SVM reg
+sample_from=kbest # use kbest lists (as opposed to forest)
+filter=uniq # only unique entries in kbest (surface form)
+pair_sampling=XYX #
+hi_lo=0.1 # 10 vs 80 vs 10 and 80 vs 10 here
+pair_threshold=0 # minimum distance in BLEU (here: > 0)
+loss_margin=0
diff --git a/training/dtrain/examples/standard/expected-output b/training/dtrain/examples/standard/expected-output
new file mode 100644
index 00000000..8d72f4c3
--- /dev/null
+++ b/training/dtrain/examples/standard/expected-output
@@ -0,0 +1,1206 @@
+ cdec cfg './cdec.ini'
+Loading the LM will be faster if you build a binary file.
+Reading ./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
+Seeding random number sequence to 1511823303
+
+dtrain
+Parameters:
+ k 100
+ N 4
+ T 2
+ scorer 'stupid_bleu'
+ sample from 'kbest'
+ filter 'uniq'
+ learning rate 1
+ gamma 0
+ loss margin 0
+ pairs 'XYX'
+ hi lo 0.1
+ pair threshold 0
+ select weights 'avg'
+ l1 reg 0 'none'
+ max pairs 4294967295
+ cdec cfg './cdec.ini'
+ input './nc-wmt11.de.gz'
+ refs './nc-wmt11.en.gz'
+ output '-'
+ stop_after 10
+(a dot represents 10 inputs)
+Iteration #1 of 2.
+ . 10
+Stopping after 10 input sentences.
+WEIGHTS
+ EgivenFCoherent = +0
+ SampleCountF = +0
+ CountEF = +0
+ MaxLexFgivenE = +0
+ MaxLexEgivenF = +0
+ IsSingletonF = +0
+ IsSingletonFE = +0
+ Glue = -576
+ WordPenalty = +417.79
+ PassThrough = -1455
+ LanguageModel = +5117.5
+ LanguageModel_OOV = -1307
+ ---
+ 1best avg score: 0.27697 (+0.27697)
+ 1best avg model score: -47918 (-47918)
+ avg # pairs: 1129.8
+ avg # rank err: 581.9
+ avg # margin viol: 0
+ non0 feature count: 703
+ avg list sz: 90.9
+ avg f count: 100.09
+(time 0.33 min, 2 s/S)
+
+Iteration #2 of 2.
+ . 10
+WEIGHTS
+ EgivenFCoherent = +0
+ SampleCountF = +0
+ CountEF = +0
+ MaxLexFgivenE = +0
+ MaxLexEgivenF = +0
+ IsSingletonF = +0
+ IsSingletonFE = +0
+ Glue = -622
+ WordPenalty = +898.56
+ PassThrough = -2578
+ LanguageModel = +8066.2
+ LanguageModel_OOV = -2590
+ ---
+ 1best avg score: 0.37119 (+0.094226)
+ 1best avg model score: -1.3174e+05 (-83822)
+ avg # pairs: 1214.9
+ avg # rank err: 584.1
+ avg # margin viol: 0
+ non0 feature count: 1115
+ avg list sz: 91.3
+ avg f count: 90.755
+(time 0.27 min, 1.6 s/S)
+
+Writing weights file to '-' ...
+R:X:NX_sein:N1_its 61.5
+WordPenalty 658.17328732437022
+LanguageModel 6591.8747593425214
+LanguageModel_OOV -1948.5
+R:X:das_NX:this_N1 12
+R:X:NX_sein_NX:N1_from_ever_being_able_to_N2 30
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+RBT:sich_</r> -17.5
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+RBS:als_</r> -59
+Shape_S10000_T10000 -1711.5
+RBT:<r>_when 84
+R:X:zum_NX:as_N1 -134
+RBS:<r>_zum -30
+R:X:als_NX:as_N1 63
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+RBT:declared_</r> -8
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+RBT:12_</r> 79
+RBT:action_</r> 24
+R:X:maßnahmen:actions -13
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+RBT:actions_</r> -13
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+RBT:<r>_decision 103
+R:X:auf:on 60
+R:X:die_NX:those_N1 -6
+R:X:NX_der:N1_to 72
+R:X:entscheidung_NX:choice_is_N1 -103
+R:X:die_NX:with_N1 73.5
+R:X:auf:auf -3
+RBT:choice_is -103
+RBT:<r>_auf -3
+R:X:entscheidung_NX:decision_N1 103
+R:X:die_NX:,_N1 57
+R:X:die_NX:N1_is -0.5
+RBT:auf_</r> -3
+R:X:die_NX:N1_'s -1
+RBS:auf_X -46.5
+R:X:die_NX:N1_the -1
+R:X:NX_freien:N1_free 158
+RBT:of_<unk> -13
+RBS:X_freien 118
+R:X:NX_der_NX:over_N2_N1 45
+R:X:NX_freien_NX:N1_free_N2 -34
+R:X:NX_freien_NX:N1_free_,_N2 -6
+RBT:over_<unk> 45
+R:X:die_NX_medien:the_N1_media 5.5
+R:X:auf_NX:in_N1 -46.5
+RBT:the_<unk> -0.5
+R:X:auf_NX:on_N1 66
+R:X:auf_NX:to_N1 -2
+R:X:auf_NX:,_N1 -18
+RBS:X_amerika 36
+RBT:<r>_may -177
+RBS:und_die 139.5
+RBT:may_</r> -177
+RBT:<r>_<unk> 585.5
+RBT:<r>_would -18.5
+RBS:X_die -568
+RBT:would_</r> -204
+R:X:NX_die:the_N1 34.5
+R:X:NX_amerika_NX:N2_N1_america 36
+R:X:terroranschläge:terrorist -22
+R:X:NX_die:,_N1 -42
+R:X:NX_die:N1_, -173
+RBS:<r>_terroranschläge -161.5
+RBS:der_macht 0.5
+R:X:NX_die:-_N1 -5
+RBS:terroranschläge_</r> -46
+R:X:NX_die:N1_a -1
+RBT:<r>_terrorist -119.5
+R:X:NX_der_macht_NX:N1_hold_N2_power 28
+RBT:terrorist_</r> -22
+R:X:,:, -2.5
+RBT:terrorist_attacks 77.5
+RBS:<r>_, -182
+RBT:attacks_</r> 28
+RBS:,_</r> -160.5
+R:X:terroranschläge:terroranschläge -52
+RBT:<r>_terroranschläge -52
+RBT:<r>__ -139
+RBT:terroranschläge_</r> -52
+R:X:NX_die:N1_its -128.5
+RBS:terroranschläge_X 46
+RBT:<r>_-- -64
+R:X:terroranschläge_NX:terrorist_attacks_N1 -87.5
+RBT:<r>_by -10
+RBT:by_</r> -10
+R:X:,:out -3.5
+RBT:<r>_out -3.5
+R:X:und_die_NX:and_N1 218
+RBT:out_</r> -3.5
+RBT:<r>_that -261.5
+R:X:NX_die_NX:the_N1_N2 -1
+RBT:that_</r> -127.5
+R:X:NX_die_NX:the_N2_N1 -4
+RBS:,_X -335
+RBT:,_as -40
+R:X:,_NX:in_N1 -239
+R:X:,_NX:of_N1 -4
+R:X:,_NX:on_N1 -166
+R:X:,_NX:to_N1 649
+R:X:NX_die_NX:N1_the_N2 -4
+R:X:,_NX:,_N1 -399
+R:X:,_NX:__N1 -42
+R:X:,_NX:--_N1 -102
+R:X:,_an:to 28
+RBS:,_an 28
+R:X:NX_die_NX:N1_,_N2 -5
+R:X:NX_die_NX:N1_N2_the -4
+RBS:X_an -28
+RBS:die_terroranschläge 161.5
+R:X:die_terroranschläge:,_terrorist_attacks 28
+RBT:,_terrorist 175
+R:X:die_terroranschläge_NX:,_terrorist_attacks_N1 147
+R:X:NX_so:N1_as -1.5
+R:X:justiz:judiciary -90
+RBS:<r>_justiz -1
+RBS:justiz_</r> -220.5
+R:X:NX_so:N1_that -14
+RBT:<r>_judiciary 215
+R:X:NX_so:N1_the 15.5
+RBT:judiciary_</r> -90
+R:X:justiz:justiz -216
+RBT:<r>_justiz -216
+RBT:justiz_</r> -216
+R:X:justiz_NX:judiciary_N1 305
+RBS:justiz_X 205
+RBS:<r>_brachten -28
+RBS:justiz_und 15.5
+RBS:brachten_</r> -175
+R:X:NX_und_die:'s_N1_and -5
+R:X:brachten:brachten -175
+RBT:<r>_brachten -175
+RBT:brachten_</r> -175
+R:X:NX_an_der:N1_the -0.5
+R:X:brachten_NX:N1_brought 147
+RBS:brachten_X 175
+R:X:NX_die_terroranschläge_NX:,_terrorist_attacks_N2_N1 -13.5
+R:X:NX_und_die:N1_'s -12
+R:X:NX_und_die_NX:'s_N2_N1 -16
+RBS:<r>_2001 -14.5
+RBS:2001_</r> 28
+RBT:<r>_2001 37.5
+R:X:NX_und_die_NX:N1_and_N2 -159
+RBT:2001_</r> 28
+R:X:2001_NX:2001_N1 147
+RBS:2001_X -28
+R:X:NX_brachten_NX:N1_N2_brought 28
+RBS:X_brachten 28
+RBT:,_<unk> -109.5
+R:X:2001_NX_die_NX:2001_,_N2_N1 -161.5
+R:X:unabhängige:independent 38
+RBT:2001_, -109.5
+RBS:<r>_unabhängige 127
+RBS:unabhängige_</r> -197
+RBT:<r>_independent 343
+RBT:independent_</r> 38
+RBT:<r>_september -13.5
+R:X:unabhängige:unabhängige -198
+RBT:<r>_unabhängige -198
+RBS:ein_X 9.5
+RBT:unabhängige_</r> -198
+RBS:september_X -14.5
+R:X:unabhängige_NX:independent_N1 287
+R:X:ein_NX:an_N1 132
+R:X:ein_NX:any_N1 25
+RBS:unabhängige_X 197
+R:X:NX_justiz:N1_judiciary 85.5
+R:X:NX_an_der_macht_NX:N1_of_power_N2 -27.5
+RBS:X_justiz 1
+R:X:NX_justiz_NX:N1_judiciary_N2 -43
+R:X:NX_justiz_und:N1_judiciary_and 15.5
+RBS:<r>_11 -13.5
+R:X:NX_unabhängige:N1_independent -37
+R:X:ein_NX:a_N1 -93
+RBS:X_unabhängige -127
+R:X:ein_NX:one_N1 -15
+R:X:NX_unabhängige_NX:N1_independent_N2 -90
+R:X:ein_NX:-_N1 -11.5
+R:X:NX_ein_NX:an_N1_N2 -6
+R:X:NX_ein_NX:be_transformed_N1_N2 -22
+RBS:X_, -3.5
+RBS:september_2001 14.5
+RBT:,_2001 14.5
+R:X:NX_,:to_N1 68
+R:X:NX_,:N1__ 1
+R:X:NX_,:N1_-- -172.5
+R:X:11_._september_2001_NX:september_11_,_2001_N1 -13.5
+R:X:die_NX_und_NX:the_N1_N2 -10
+R:X:NX_,:N1_for -127.5
+R:X:NX_,:N1_in -13.5
+R:X:NX_,:N1_of -55
+R:X:NX_,:N1_on 257.5
+R:X:NX_,:N1_out -58
+RBS:am_11 13.5
+R:X:die_NX_justiz_NX_die:the_N1_judiciary_N2 -57
+R:X:NX_,:N1_refuses_to -232.5
+R:X:die_NX_und_die:the_N1_and 148
+R:X:die_NX_und_die:the_N1_and_the -2.5
+RBT:the_september 13.5
+R:X:die_NX_die_NX:the_N1_N2 -3
+R:X:am_11_._september_NX:the_september_11_,_N1 -14.5
+R:X:die_NX_und_die_NX:the_N1_and_N2 -32
+RBS:zu_</r> 672
+R:X:NX_,_NX:N1_,_N2 -78
+R:X:NX_,_NX:N1_N2_, 80
+R:X:am_11_._september_2001:the_september_11_,_2001 28
+R:X:zu:for -5
+R:X:zu:in -7
+R:X:zu:to 23
+R:X:taliban:taliban -251.5
+RBS:<r>_taliban -223.5
+RBS:taliban_</r> -157.5
+R:X:zu:with -6
+R:X:verzweifelten:desperate 28.5
+RBT:<r>_taliban -205.5
+RBT:<r>_desperate 28.5
+RBT:taliban_</r> -107
+RBT:desperate_</r> 28.5
+R:X:taliban_NX:taliban_N1 28
+R:X:verzweifelten:verzweifelten -28.5
+RBS:taliban_X 157.5
+R:X:NX_zu:to_N1 -229
+RBT:<r>_verzweifelten -28.5
+R:X:den_taliban:the_taliban 144.5
+RBT:verzweifelten_</r> -28.5
+RBS:den_taliban 223.5
+RBT:the_taliban 144.5
+R:X:NX_zu:N1_for -152
+R:X:NX_zu:N1_in -6
+R:X:NX_zu:N1_is 251
+R:X:NX_zu:N1_of -49.5
+RBS:<r>_dem 22
+RBT:<r>_its 458
+RBT:its_</r> 337
+R:X:NX_den_taliban:N1_taliban -50.5
+R:X:NX_den_taliban_NX:N1_taliban_N2 -2.5
+R:X:NX_den_taliban_NX:N2_N1_taliban 132
+R:X:erklärte:declared -8
+RBS:<r>_erklärte -185.5
+RBS:erklärte_</r> -124.5
+RBT:<r>_declaring -9
+R:X:erklärte:erklärte -116.5
+RBT:<r>_erklärte -116.5
+RBT:erklärte_</r> -116.5
+R:X:erklärte_NX:declared_N1 -52
+RBS:erklärte_X -61
+RBS:jener_</r> -62.5
+R:X:erklärte_NX:declaring_N1 -9
+RBS:erklärte_, 185.5
+R:X:NX_jener:N1_of -62.5
+R:X:dem_NX:the_N1 22
+R:X:verkaufen:sell -153
+RBS:<r>_verkaufen -153
+RBS:verkaufen_</r> -140.5
+RBT:sell_</r> -153
+RBS:bereit_</r> 86
+RBS:zu_verkaufen 153
+RBS:<r>_bemühen -2.5
+R:X:bereit:bereit 86
+RBT:<r>_bereit 86
+RBT:bereit_</r> 86
+R:X:bereit_NX:ready_N1 -31
+RBS:bereit_X -86
+R:X:bereit_NX:N1_ready -55
+RBS:X_zum 30
+R:X:bemühen:bemühen -2.5
+R:X:NX_erklärte_,:N1_, 110
+RBT:<r>_bemühen -2.5
+RBS:X_erklärte 185.5
+RBT:bemühen_</r> -2.5
+R:X:NX_erklärte_,_NX:N1_,_N2 75.5
+RBS:in_X 22
+RBS:<r>_sich -17.5
+R:X:NX_zu_verkaufen:sell_N1 12.5
+RBS:sich_</r> -17.5
+R:X:NX_zum_NX:N2_to_further_N1 30
+RBS:<r>_das 45
+RBS:das_</r> 2.5
+RBT:to_further 30
+RBT:<r>_it -381
+RBT:it_</r> 3
+RBT:<r>_so 172.5
+RBT:so_</r> -74.5
+RBT:<r>_this 9.5
+RBT:this_</r> -11.5
+RBS:X_dem -22
+R:X:das_NX:a_growing_N1 77
+RBS:das_X -2.5
+RBT:a_growing -41
+R:X:das_NX:be_N1 169
+R:X:das_NX:its_N1 -95
+R:X:das_NX:so_N1 -38
+RBS:X_sein 91.5
+R:X:das_NX:the_N1 -80
+done
+
+---
+Best iteration: 2 [SCORE 'stupid_bleu'=0.37119].
+This took 0.6 min.
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diff --git a/training/dtrain/examples/standard/nc-wmt11.grammar.gz b/training/dtrain/examples/standard/nc-wmt11.grammar.gz
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