From 0982b8bbb67a42d4b0e084a217e0acd7ddcff243 Mon Sep 17 00:00:00 2001
From: Patrick Simianer
Date: Thu, 26 Feb 2015 23:09:15 +0100
Subject: more fixes
---
training/dtrain/examples/parallelized/cdec.ini | 12 +-
training/dtrain/examples/parallelized/dtrain.ini | 4 +-
training/dtrain/examples/parallelized/work/out.0.0 | 47 +-
training/dtrain/examples/parallelized/work/out.0.1 | 49 +-
training/dtrain/examples/parallelized/work/out.0.2 | 49 +-
training/dtrain/examples/parallelized/work/out.1.0 | 49 +-
training/dtrain/examples/parallelized/work/out.1.1 | 49 +-
training/dtrain/examples/parallelized/work/out.1.2 | 49 +-
training/dtrain/examples/parallelized/work/out.2.0 | 49 +-
training/dtrain/examples/parallelized/work/out.2.1 | 49 +-
training/dtrain/examples/parallelized/work/out.2.2 | 49 +-
training/dtrain/examples/parallelized/work/out.3.0 | 49 +-
training/dtrain/examples/parallelized/work/out.3.1 | 49 +-
training/dtrain/examples/parallelized/work/out.3.2 | 49 +-
.../dtrain/examples/parallelized/work/shard.0.0 | 3 +
.../dtrain/examples/parallelized/work/shard.0.0.in | 3 -
.../dtrain/examples/parallelized/work/shard.1.0 | 3 +
.../dtrain/examples/parallelized/work/shard.1.0.in | 3 -
.../dtrain/examples/parallelized/work/shard.2.0 | 3 +
.../dtrain/examples/parallelized/work/shard.2.0.in | 3 -
.../dtrain/examples/parallelized/work/shard.3.0 | 1 +
.../dtrain/examples/parallelized/work/shard.3.0.in | 1 -
.../dtrain/examples/parallelized/work/weights.0 | 2084 ++-
.../dtrain/examples/parallelized/work/weights.0.0 | 452 +-
.../dtrain/examples/parallelized/work/weights.0.1 | 2230 +++-
.../dtrain/examples/parallelized/work/weights.0.2 | 2836 +++-
.../dtrain/examples/parallelized/work/weights.1 | 2653 +++-
.../dtrain/examples/parallelized/work/weights.1.0 | 611 +-
.../dtrain/examples/parallelized/work/weights.1.1 | 2287 +++-
.../dtrain/examples/parallelized/work/weights.1.2 | 2803 +++-
.../dtrain/examples/parallelized/work/weights.2 | 3295 ++++-
.../dtrain/examples/parallelized/work/weights.2.0 | 861 +-
.../dtrain/examples/parallelized/work/weights.2.1 | 2268 +++-
.../dtrain/examples/parallelized/work/weights.2.2 | 2895 +++-
.../dtrain/examples/parallelized/work/weights.3.0 | 576 +-
.../dtrain/examples/parallelized/work/weights.3.1 | 2142 ++-
.../dtrain/examples/parallelized/work/weights.3.2 | 2755 +++-
training/dtrain/examples/standard/dtrain.ini | 1 -
.../dtrain/examples/standard/expected-output.gz | Bin 21565 -> 853 bytes
training/dtrain/examples/standard/nc-wmt11.100.gz | Bin 0 -> 12480 bytes
training/dtrain/examples/standard/weights | 13115 +++++++++++++++++++
training/dtrain/examples/toy/cdec.ini | 1 -
training/dtrain/examples/toy/dtrain.ini | 4 +-
training/dtrain/examples/toy/expected-output | 63 -
training/dtrain/examples/toy/weights | 8 +-
training/dtrain/parallelize.rb | 16 +-
46 files changed, 44017 insertions(+), 561 deletions(-)
create mode 100644 training/dtrain/examples/parallelized/work/shard.0.0
delete mode 100644 training/dtrain/examples/parallelized/work/shard.0.0.in
create mode 100644 training/dtrain/examples/parallelized/work/shard.1.0
delete mode 100644 training/dtrain/examples/parallelized/work/shard.1.0.in
create mode 100644 training/dtrain/examples/parallelized/work/shard.2.0
delete mode 100644 training/dtrain/examples/parallelized/work/shard.2.0.in
create mode 100644 training/dtrain/examples/parallelized/work/shard.3.0
delete mode 100644 training/dtrain/examples/parallelized/work/shard.3.0.in
create mode 100644 training/dtrain/examples/standard/nc-wmt11.100.gz
create mode 100644 training/dtrain/examples/standard/weights
(limited to 'training/dtrain')
diff --git a/training/dtrain/examples/parallelized/cdec.ini b/training/dtrain/examples/parallelized/cdec.ini
index 733b1653..9a04253f 100644
--- a/training/dtrain/examples/parallelized/cdec.ini
+++ b/training/dtrain/examples/parallelized/cdec.ini
@@ -1,10 +1,12 @@
formalism=scfg
add_pass_through_rules=true
+scfg_max_span_limit=15
intersection_strategy=cube_pruning
cubepruning_pop_limit=200
-scfg_max_span_limit=15
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
@@ -14,9 +16,11 @@ feature_function=KLanguageModel ../standard/nc-wmt11.en.srilm.gz
#feature_function=NgramFeatures
#feature_function=NonLatinCount
#feature_function=OutputIndicator
-#feature_function=RuleIdentityFeatures
-#feature_function=RuleNgramFeatures
-#feature_function=RuleShape
+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/examples/parallelized/dtrain.ini b/training/dtrain/examples/parallelized/dtrain.ini
index 9fc205a3..829605fb 100644
--- a/training/dtrain/examples/parallelized/dtrain.ini
+++ b/training/dtrain/examples/parallelized/dtrain.ini
@@ -1,7 +1,7 @@
k=100
N=4
learning_rate=0.0001
-error_margin=1.0
+margin=1.0
iterations=1
-decoder_config=cdec.ini
+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/examples/parallelized/work/out.0.0 b/training/dtrain/examples/parallelized/work/out.0.0
index 77749404..da7c20a4 100644
--- a/training/dtrain/examples/parallelized/work/out.0.0
+++ b/training/dtrain/examples/parallelized/work/out.0.0
@@ -2,42 +2,43 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.0.0.in'
+ input 'work/shard.0.0'
output 'work/weights.0.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = +0.3404
- WordPenalty = -0.017632
- LanguageModel = +0.72958
- LanguageModel_OOV = -0.235
- PhraseModel_0 = -0.43721
- PhraseModel_1 = +1.01
- PhraseModel_2 = +1.3525
- PhraseModel_3 = -0.25541
- PhraseModel_4 = -0.78115
+ 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 = -0.3681
- PassThrough = -0.3304
+ PhraseModel_6 = -0.2935
+ PassThrough = -0.2742
---
- 1best avg score: 0.19474 (+0.19474)
- 1best avg model score: 0.52232
- avg # pairs: 2513
- non-0 feature count: 11
+ 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
- avg f count: 11.42
-(time 0.32 min, 6 s/S)
+(time 0.1667 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.19474].
-This took 0.31667 min.
+Best iteration: 1 [GOLD = 22.94].
+This took 0.1667 min.
diff --git a/training/dtrain/examples/parallelized/work/out.0.1 b/training/dtrain/examples/parallelized/work/out.0.1
index d0dee623..c18747fb 100644
--- a/training/dtrain/examples/parallelized/work/out.0.1
+++ b/training/dtrain/examples/parallelized/work/out.0.1
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.0.0.in'
+ input 'work/shard.0.0'
output 'work/weights.0.1'
weights in 'work/weights.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.40908
- WordPenalty = +0.12967
- LanguageModel = +0.39892
- LanguageModel_OOV = -0.6314
- PhraseModel_0 = -0.63992
- PhraseModel_1 = +0.74198
- PhraseModel_2 = +1.3096
- PhraseModel_3 = -0.1216
- PhraseModel_4 = -1.2274
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.21093
- PassThrough = -0.66155
+ 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: 0.15735 (+0.15735)
- 1best avg model score: 46.831
- avg # pairs: 2132.3
- non-0 feature count: 12
+ 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
- avg f count: 10.64
-(time 0.38 min, 7 s/S)
+(time 0.1833 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.15735].
-This took 0.38333 min.
+Best iteration: 1 [GOLD = 16.83].
+This took 0.1833 min.
diff --git a/training/dtrain/examples/parallelized/work/out.0.2 b/training/dtrain/examples/parallelized/work/out.0.2
index 9c4b110b..c859db3f 100644
--- a/training/dtrain/examples/parallelized/work/out.0.2
+++ b/training/dtrain/examples/parallelized/work/out.0.2
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.0.0.in'
+ input 'work/shard.0.0'
output 'work/weights.0.2'
weights in 'work/weights.1'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.44422
- WordPenalty = +0.1032
- LanguageModel = +0.66474
- LanguageModel_OOV = -0.62252
- PhraseModel_0 = -0.59993
- PhraseModel_1 = +0.78992
- PhraseModel_2 = +1.3149
- PhraseModel_3 = +0.21434
- PhraseModel_4 = -1.0174
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.18452
- PassThrough = -0.65268
+ 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: 0.24722 (+0.24722)
- 1best avg model score: 61.971
- avg # pairs: 2017.7
- non-0 feature count: 12
+ 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
- avg f count: 10.42
-(time 0.3 min, 6 s/S)
+(time 0.1833 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.24722].
-This took 0.3 min.
+Best iteration: 1 [GOLD = 27.3].
+This took 0.1833 min.
diff --git a/training/dtrain/examples/parallelized/work/out.1.0 b/training/dtrain/examples/parallelized/work/out.1.0
index 3dc4dca6..7a72e275 100644
--- a/training/dtrain/examples/parallelized/work/out.1.0
+++ b/training/dtrain/examples/parallelized/work/out.1.0
@@ -2,42 +2,43 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.1.0.in'
+ input 'work/shard.1.0'
output 'work/weights.1.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.2722
- WordPenalty = +0.05433
- LanguageModel = +0.69948
- LanguageModel_OOV = -0.2641
- PhraseModel_0 = -1.4208
- PhraseModel_1 = -1.563
- PhraseModel_2 = -0.21051
- PhraseModel_3 = -0.17764
- PhraseModel_4 = -1.6583
- PhraseModel_5 = +0.0794
- PhraseModel_6 = +0.1528
- PassThrough = -0.2367
+ 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: 0.071329 (+0.071329)
- 1best avg model score: -41.362
- avg # pairs: 1862.3
- non-0 feature count: 12
+ 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
- avg f count: 11.847
-(time 0.28 min, 5 s/S)
+(time 0.1667 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.071329].
-This took 0.28333 min.
+Best iteration: 1 [GOLD = 4.189].
+This took 0.1667 min.
diff --git a/training/dtrain/examples/parallelized/work/out.1.1 b/training/dtrain/examples/parallelized/work/out.1.1
index 79ac35dc..bd209601 100644
--- a/training/dtrain/examples/parallelized/work/out.1.1
+++ b/training/dtrain/examples/parallelized/work/out.1.1
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.1.0.in'
+ input 'work/shard.1.0'
output 'work/weights.1.1'
weights in 'work/weights.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.20488
- WordPenalty = -0.0091745
- LanguageModel = +0.79433
- LanguageModel_OOV = -0.4309
- PhraseModel_0 = -0.56242
- PhraseModel_1 = +0.85363
- PhraseModel_2 = +1.3458
- PhraseModel_3 = -0.13095
- PhraseModel_4 = -0.94762
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.16003
- PassThrough = -0.46105
+ 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: 0.13017 (+0.13017)
- 1best avg model score: 14.53
- avg # pairs: 1968
- non-0 feature count: 12
+ 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
- avg f count: 11
-(time 0.33 min, 6 s/S)
+(time 0.15 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.13017].
-This took 0.33333 min.
+Best iteration: 1 [GOLD = 10.18].
+This took 0.15 min.
diff --git a/training/dtrain/examples/parallelized/work/out.1.2 b/training/dtrain/examples/parallelized/work/out.1.2
index 8c4f8b03..f5fc817b 100644
--- a/training/dtrain/examples/parallelized/work/out.1.2
+++ b/training/dtrain/examples/parallelized/work/out.1.2
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.1.0.in'
+ input 'work/shard.1.0'
output 'work/weights.1.2'
weights in 'work/weights.1'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.49853
- WordPenalty = +0.07636
- LanguageModel = +1.3183
- LanguageModel_OOV = -0.60902
- PhraseModel_0 = -0.22481
- PhraseModel_1 = +0.86369
- PhraseModel_2 = +1.0747
- PhraseModel_3 = +0.18002
- PhraseModel_4 = -0.84661
- PhraseModel_5 = +0.02435
- PhraseModel_6 = +0.11247
- PassThrough = -0.63918
+ 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: 0.15478 (+0.15478)
- 1best avg model score: -7.2154
- avg # pairs: 1776
- non-0 feature count: 12
+ 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
- avg f count: 11.327
-(time 0.27 min, 5 s/S)
+(time 0.15 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.15478].
-This took 0.26667 min.
+Best iteration: 1 [GOLD = 13.7].
+This took 0.15 min.
diff --git a/training/dtrain/examples/parallelized/work/out.2.0 b/training/dtrain/examples/parallelized/work/out.2.0
index 07c85963..2d27fdc6 100644
--- a/training/dtrain/examples/parallelized/work/out.2.0
+++ b/training/dtrain/examples/parallelized/work/out.2.0
@@ -2,42 +2,43 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.2.0.in'
+ input 'work/shard.2.0'
output 'work/weights.2.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.2109
- WordPenalty = +0.14922
- LanguageModel = +0.79686
- LanguageModel_OOV = -0.6627
- PhraseModel_0 = +0.37999
- PhraseModel_1 = +0.69213
- PhraseModel_2 = +0.3422
- PhraseModel_3 = +1.1426
- PhraseModel_4 = -0.55413
- PhraseModel_5 = +0
- PhraseModel_6 = +0.0676
- PassThrough = -0.6343
+ 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: 0.072374 (+0.072374)
- 1best avg model score: -27.384
- avg # pairs: 2582
- non-0 feature count: 11
+ 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
- avg f count: 11.54
-(time 0.32 min, 6 s/S)
+(time 0.2 min, 4 s/S)
---
-Best iteration: 1 [GOLD = 0.072374].
-This took 0.31667 min.
+Best iteration: 1 [GOLD = 9.987].
+This took 0.2 min.
diff --git a/training/dtrain/examples/parallelized/work/out.2.1 b/training/dtrain/examples/parallelized/work/out.2.1
index c54bb1b1..a6cef2b1 100644
--- a/training/dtrain/examples/parallelized/work/out.2.1
+++ b/training/dtrain/examples/parallelized/work/out.2.1
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.2.0.in'
+ input 'work/shard.2.0'
output 'work/weights.2.1'
weights in 'work/weights.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.76608
- WordPenalty = +0.15938
- LanguageModel = +1.5897
- LanguageModel_OOV = -0.521
- PhraseModel_0 = -0.58348
- PhraseModel_1 = +0.29828
- PhraseModel_2 = +0.78493
- PhraseModel_3 = +0.083222
- PhraseModel_4 = -0.93843
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.27382
- PassThrough = -0.55115
+ 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: 0.12881 (+0.12881)
- 1best avg model score: -9.6731
- avg # pairs: 2020.3
- non-0 feature count: 12
+ 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
- avg f count: 12
-(time 0.32 min, 6 s/S)
+(time 0.2 min, 4 s/S)
---
-Best iteration: 1 [GOLD = 0.12881].
-This took 0.31667 min.
+Best iteration: 1 [GOLD = 9.998].
+This took 0.2 min.
diff --git a/training/dtrain/examples/parallelized/work/out.2.2 b/training/dtrain/examples/parallelized/work/out.2.2
index f5d6229f..908e5214 100644
--- a/training/dtrain/examples/parallelized/work/out.2.2
+++ b/training/dtrain/examples/parallelized/work/out.2.2
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.2.0.in'
+ input 'work/shard.2.0'
output 'work/weights.2.2'
weights in 'work/weights.1'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .... 3
+ ... 3
WEIGHTS
- Glue = -0.90863
- WordPenalty = +0.10819
- LanguageModel = +0.5239
- LanguageModel_OOV = -0.41623
- PhraseModel_0 = -0.86868
- PhraseModel_1 = +0.40784
- PhraseModel_2 = +1.1793
- PhraseModel_3 = -0.24698
- PhraseModel_4 = -1.2353
- PhraseModel_5 = +0.03375
- PhraseModel_6 = -0.17883
- PassThrough = -0.44638
+ 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: 0.12788 (+0.12788)
- 1best avg model score: 41.302
- avg # pairs: 2246.3
- non-0 feature count: 12
+ 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
- avg f count: 10.98
-(time 0.35 min, 7 s/S)
+(time 0.2 min, 4 s/S)
---
-Best iteration: 1 [GOLD = 0.12788].
-This took 0.35 min.
+Best iteration: 1 [GOLD = 16.34].
+This took 0.2 min.
diff --git a/training/dtrain/examples/parallelized/work/out.3.0 b/training/dtrain/examples/parallelized/work/out.3.0
index fa499523..d2bad0b2 100644
--- a/training/dtrain/examples/parallelized/work/out.3.0
+++ b/training/dtrain/examples/parallelized/work/out.3.0
@@ -2,42 +2,43 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.3.0.in'
+ input 'work/shard.3.0'
output 'work/weights.3.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .. 1
+ . 1
WEIGHTS
- Glue = -0.09
- WordPenalty = +0.32442
- LanguageModel = +2.5769
- LanguageModel_OOV = -0.009
- PhraseModel_0 = -0.58972
- PhraseModel_1 = +0.063691
- PhraseModel_2 = +0.5366
- PhraseModel_3 = +0.12867
- PhraseModel_4 = -1.9801
- PhraseModel_5 = +0.018
- PhraseModel_6 = -0.486
- PassThrough = -0.09
+ 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: 0.034204 (+0.034204)
- 1best avg model score: 0
- avg # pairs: 1700
- non-0 feature count: 12
+ 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
- avg f count: 10.8
-(time 0.1 min, 6 s/S)
+(time 0.05 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.034204].
-This took 0.1 min.
+Best iteration: 1 [GOLD = 3.357].
+This took 0.05 min.
diff --git a/training/dtrain/examples/parallelized/work/out.3.1 b/training/dtrain/examples/parallelized/work/out.3.1
index c4b3aa3c..3f8c45c4 100644
--- a/training/dtrain/examples/parallelized/work/out.3.1
+++ b/training/dtrain/examples/parallelized/work/out.3.1
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.3.0.in'
+ input 'work/shard.3.0'
output 'work/weights.3.1'
weights in 'work/weights.0'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .. 1
+ . 1
WEIGHTS
- Glue = +0.31832
- WordPenalty = +0.11139
- LanguageModel = +0.95438
- LanguageModel_OOV = -0.0608
- PhraseModel_0 = -0.98113
- PhraseModel_1 = -0.090531
- PhraseModel_2 = +0.79088
- PhraseModel_3 = -0.57623
- PhraseModel_4 = -1.4382
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.10812
- PassThrough = -0.09095
+ 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: 0.084989 (+0.084989)
- 1best avg model score: -52.323
- avg # pairs: 2487
- non-0 feature count: 12
+ 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
- avg f count: 12
-(time 0.1 min, 6 s/S)
+(time 0.05 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.084989].
-This took 0.1 min.
+Best iteration: 1 [GOLD = 4.499].
+This took 0.05 min.
diff --git a/training/dtrain/examples/parallelized/work/out.3.2 b/training/dtrain/examples/parallelized/work/out.3.2
index eb27dac2..d616560d 100644
--- a/training/dtrain/examples/parallelized/work/out.3.2
+++ b/training/dtrain/examples/parallelized/work/out.3.2
@@ -2,43 +2,44 @@ 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
- error margin 1
+ margin 1
l1 reg 0
decoder conf 'cdec.ini'
- input 'work/shard.3.0.in'
+ input 'work/shard.3.0'
output 'work/weights.3.2'
weights in 'work/weights.1'
-(a dot per input)
+(1 dot per processed input)
Iteration #1 of 1.
- .. 1
+ . 1
WEIGHTS
- Glue = -0.12993
- WordPenalty = +0.13651
- LanguageModel = +0.58946
- LanguageModel_OOV = -0.48362
- PhraseModel_0 = -0.81262
- PhraseModel_1 = +0.44273
- PhraseModel_2 = +1.1733
- PhraseModel_3 = -0.1826
- PhraseModel_4 = -1.2213
- PhraseModel_5 = +0.02435
- PhraseModel_6 = -0.18823
- PassThrough = -0.51378
+ 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: 0.12674 (+0.12674)
- 1best avg model score: -7.2878
- avg # pairs: 1769
- non-0 feature count: 12
+ 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
- avg f count: 12
-(time 0.1 min, 6 s/S)
+(time 0.05 min, 3 s/S)
---
-Best iteration: 1 [GOLD = 0.12674].
-This took 0.1 min.
+Best iteration: 1 [GOLD = 21.4].
+This took 0.05 min.
diff --git a/training/dtrain/examples/parallelized/work/shard.0.0 b/training/dtrain/examples/parallelized/work/shard.0.0
new file mode 100644
index 00000000..a0ef6f54
--- /dev/null
+++ b/training/dtrain/examples/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/examples/parallelized/work/shard.0.0.in b/training/dtrain/examples/parallelized/work/shard.0.0.in
deleted file mode 100644
index a0ef6f54..00000000
--- a/training/dtrain/examples/parallelized/work/shard.0.0.in
+++ /dev/null
@@ -1,3 +0,0 @@
-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/examples/parallelized/work/shard.1.0 b/training/dtrain/examples/parallelized/work/shard.1.0
new file mode 100644
index 00000000..05f0273b
--- /dev/null
+++ b/training/dtrain/examples/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/examples/parallelized/work/shard.1.0.in b/training/dtrain/examples/parallelized/work/shard.1.0.in
deleted file mode 100644
index 05f0273b..00000000
--- a/training/dtrain/examples/parallelized/work/shard.1.0.in
+++ /dev/null
@@ -1,3 +0,0 @@
-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/examples/parallelized/work/shard.2.0 b/training/dtrain/examples/parallelized/work/shard.2.0
new file mode 100644
index 00000000..0528d357
--- /dev/null
+++ b/training/dtrain/examples/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/examples/parallelized/work/shard.2.0.in b/training/dtrain/examples/parallelized/work/shard.2.0.in
deleted file mode 100644
index 0528d357..00000000
--- a/training/dtrain/examples/parallelized/work/shard.2.0.in
+++ /dev/null
@@ -1,3 +0,0 @@
-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/examples/parallelized/work/shard.3.0 b/training/dtrain/examples/parallelized/work/shard.3.0
new file mode 100644
index 00000000..f7cbb3e3
--- /dev/null
+++ b/training/dtrain/examples/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/examples/parallelized/work/shard.3.0.in b/training/dtrain/examples/parallelized/work/shard.3.0.in
deleted file mode 100644
index f7cbb3e3..00000000
--- a/training/dtrain/examples/parallelized/work/shard.3.0.in
+++ /dev/null
@@ -1 +0,0 @@
-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/examples/parallelized/work/weights.0 b/training/dtrain/examples/parallelized/work/weights.0
index 816269cd..560bab86 100644
--- a/training/dtrain/examples/parallelized/work/weights.0
+++ b/training/dtrain/examples/parallelized/work/weights.0
@@ -1,12 +1,2072 @@
-LanguageModel 1.200704259340465
-PhraseModel_4 -1.2434381298299035
-PhraseModel_1 0.050697726409824076
-PhraseModel_0 -0.516923312932941
-PhraseModel_2 0.5051987092783867
-PhraseModel_3 0.20955092377784057
-PassThrough -0.32285
-LanguageModel_OOV -0.29269999999999996
-PhraseModel_6 -0.158425
-Glue -0.05817500000000002
-WordPenalty 0.12758486142112804
-PhraseModel_5 0.02435
+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
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diff --git a/training/dtrain/examples/parallelized/work/weights.0.0 b/training/dtrain/examples/parallelized/work/weights.0.0
index be386c62..097a4d57 100644
--- a/training/dtrain/examples/parallelized/work/weights.0.0
+++ b/training/dtrain/examples/parallelized/work/weights.0.0
@@ -1,11 +1,441 @@
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diff --git a/training/dtrain/examples/parallelized/work/weights.0.1 b/training/dtrain/examples/parallelized/work/weights.0.1
index d4c77d07..d78646b3 100644
--- a/training/dtrain/examples/parallelized/work/weights.0.1
+++ b/training/dtrain/examples/parallelized/work/weights.0.1
@@ -1,12 +1,2218 @@
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diff --git a/training/dtrain/examples/parallelized/work/weights.0.2 b/training/dtrain/examples/parallelized/work/weights.0.2
index 8ce1449b..516d550a 100644
--- a/training/dtrain/examples/parallelized/work/weights.0.2
+++ b/training/dtrain/examples/parallelized/work/weights.0.2
@@ -1,12 +1,2824 @@
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diff --git a/training/dtrain/examples/parallelized/work/weights.1 b/training/dtrain/examples/parallelized/work/weights.1
index 2a00be2e..270dbb59 100644
--- a/training/dtrain/examples/parallelized/work/weights.1
+++ b/training/dtrain/examples/parallelized/work/weights.1
@@ -1,12 +1,2641 @@
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-PhraseModel_6 -0.188225
-WordPenalty 0.09781397468665984
-PhraseModel_5 0.02435
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diff --git a/training/dtrain/examples/parallelized/work/weights.1.0 b/training/dtrain/examples/parallelized/work/weights.1.0
index cdcf959e..894ffd05 100644
--- a/training/dtrain/examples/parallelized/work/weights.1.0
+++ b/training/dtrain/examples/parallelized/work/weights.1.0
@@ -1,12 +1,599 @@
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diff --git a/training/dtrain/examples/parallelized/work/weights.1.1 b/training/dtrain/examples/parallelized/work/weights.1.1
index c1bb2cf0..2be217db 100644
--- a/training/dtrain/examples/parallelized/work/weights.1.1
+++ b/training/dtrain/examples/parallelized/work/weights.1.1
@@ -1,12 +1,2275 @@
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-PhraseModel_6 -0.160025
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-PassThrough -0.46105000000000007
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