Commit 894ef131 authored by Aileen Reichelt's avatar Aileen Reichelt
Browse files

Add DD-GloVe files

parent 154be996
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+49 −0
Original line number Diff line number Diff line
mkdir -p build
gcc -c src/glove.c -o build/glove.o -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic
src/glove.c: In function ‘load_init_file’:
src/glove.c:107:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  107 |         fread(&array[a], sizeof(real), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘glove_thread’:
src/glove.c:216:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  216 |         fread(&cr, sizeof(CREC), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘train_glove’:
src/glove.c:756:5: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  756 |     fread(&def_word_num, sizeof(int), 1, fdef);
      |     ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:767:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  767 |         fread(&curr_id, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:768:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  768 |         fread(&curr_size, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:773:15: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  773 |               fread(&(word_to_def[curr_id][i+1]), sizeof(int), 1, fdef);
      |               ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
gcc build/glove.o build/common.o -o build/glove -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic

$ /home/students/reichelt/ba/bias-mitigation-ba/DD-GloVe/build/glove -save-file /workspace/students/reichelt/BA/data/dd-glove/vectors_deutscher_ausländer_1iter -threads 32 -input-file /workspace/students/reichelt/BA/data/dd-glove/cooccurrence.shuf.bin -x-max 100 -iter 1 -vector-size 300 -binary 2 -vocab-file /workspace/students/reichelt/BA/data/dd-glove/vocab.txt -verbose 2 -use-def-loss 1 -lambda 0.001 -use-ortho-loss 1 -beta 0.001 -use-proj-loss 1 -gamma 0.05 -seed 42
TRAINING MODEL
Read 1612975968 lines.
Opened definition file
Building definition lists...
Initializing parameters...Using random seed 42
done.
vector size: 300
vocab size: 400000
x_max: 100.000000
alpha: 0.750000
use_def_loss: 1
use_ortho_loss: 1
use_proj_loss: 1
lambda: 0.001000000
beta: 0.001000000
gamma: 0.050000000
MALE index: 60
FEMALE index: 9226
10 girls words (id): 9226, 23315, 48057, 74166, 74750, 100067, 115724, 118421, 158142, 182498, 
10 boys words (id): 60, 130, 51815, 68091, 106323, 155515, 171755, 213204, 292604, 358249, 
08/25/23 - 01:32.15AM, iter: 001, glove_cost: 0.024489, def_cost: 8.742632, ortho_cost: 0.313535, context_ortho_cost: 0.326759, proj_cost: 0.307762

+144 −0
Original line number Diff line number Diff line
mkdir -p build
gcc -c src/glove.c -o build/glove.o -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic
src/glove.c: In function ‘load_init_file’:
src/glove.c:107:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  107 |         fread(&array[a], sizeof(real), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘glove_thread’:
src/glove.c:216:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  216 |         fread(&cr, sizeof(CREC), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘train_glove’:
src/glove.c:756:5: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  756 |     fread(&def_word_num, sizeof(int), 1, fdef);
      |     ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:767:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  767 |         fread(&curr_id, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:768:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  768 |         fread(&curr_size, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:773:15: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  773 |               fread(&(word_to_def[curr_id][i+1]), sizeof(int), 1, fdef);
      |               ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
gcc build/glove.o build/common.o -o build/glove -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic

$ /home/students/reichelt/ba/bias-mitigation-ba/DD-GloVe/build/glove -save-file /workspace/students/reichelt/BA/data/dd-glove/vectors_deutscher_ausländer_top10 -threads 32 -input-file /workspace/students/reichelt/BA/data/dd-glove/cooccurrence.shuf.bin -x-max 100 -iter 20 -vector-size 300 -binary 2 -vocab-file /workspace/students/reichelt/BA/data/dd-glove/vocab.txt -verbose 2 -use-def-loss 1 -lambda 0.001 -use-ortho-loss 1 -beta 0.001 -use-proj-loss 1 -gamma 0.05 -seed 42
TRAINING MODEL
Read 1612975968 lines.
Opened definition file
Building definition lists...
Initializing parameters...Using random seed 42
done.
vector size: 300
vocab size: 400000
x_max: 100.000000
alpha: 0.750000
use_def_loss: 1
use_ortho_loss: 1
use_proj_loss: 1
lambda: 0.001000000
beta: 0.001000000
gamma: 0.050000000
MALE index: 60
FEMALE index: 9226
10 girls words (id): 9226, 23315, 48057, 74166, 74750, 100067, 115724, 118421, 158142, 182498, 
10 boys words (id): 60, 130, 51815, 68091, 106323, 155515, 171755, 213204, 292604, 358249, 
08/25/23 - 02:11.08AM, iter: 001, glove_cost: 0.024486, def_cost: 8.889090, ortho_cost: 0.357260, context_ortho_cost: 0.366417, proj_cost: 0.298285


10 girls words (id): 21549, 47617, 55702, 98100, 141072, 198233, 209099, 260702, 289223, 325380, 
10 boys words (id): 5723, 16144, 16942, 22969, 26190, 63715, 131803, 183075, 213204, 230527, 
08/25/23 - 02:27.10AM, iter: 002, glove_cost: 0.016187, def_cost: 11.336639, ortho_cost: 1.240580, context_ortho_cost: 1.265384, proj_cost: 0.271909


10 girls words (id): 9226, 21812, 27929, 58593, 152203, 225017, 234950, 236126, 258027, 299567, 
10 boys words (id): 16942, 22969, 26190, 30741, 63715, 131803, 183075, 213204, 230527, 239184, 
08/25/23 - 02:43.01AM, iter: 003, glove_cost: 0.013208, def_cost: 12.797412, ortho_cost: 2.190056, context_ortho_cost: 2.218666, proj_cost: 0.195842


10 girls words (id): 9226, 14344, 21812, 73739, 152203, 197165, 234950, 236126, 258027, 393758, 
10 boys words (id): 60, 16942, 22969, 26190, 30741, 63715, 131803, 183075, 213204, 230527, 
08/25/23 - 02:58.50AM, iter: 004, glove_cost: 0.011636, def_cost: 13.628941, ortho_cost: 2.907994, context_ortho_cost: 2.952259, proj_cost: 0.191755


10 girls words (id): 9226, 21812, 86588, 136831, 152203, 197165, 234950, 258027, 374813, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 63715, 131803, 183075, 230527, 239184, 
08/25/23 - 03:14.39AM, iter: 005, glove_cost: 0.010679, def_cost: 14.182186, ortho_cost: 3.475672, context_ortho_cost: 3.523808, proj_cost: 0.188521


10 girls words (id): 9226, 73739, 93217, 152203, 158142, 197165, 225017, 234950, 258027, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 63715, 131803, 183075, 213204, 230527, 
08/25/23 - 03:30.34AM, iter: 006, glove_cost: 0.010047, def_cost: 14.603496, ortho_cost: 3.942534, context_ortho_cost: 3.998224, proj_cost: 0.190407


10 girls words (id): 9226, 14344, 73739, 152203, 158142, 197165, 234950, 247759, 258027, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 63715, 131803, 183075, 213204, 230527, 
08/25/23 - 03:46.28AM, iter: 007, glove_cost: 0.009588, def_cost: 14.915628, ortho_cost: 4.314709, context_ortho_cost: 4.371996, proj_cost: 0.163701


10 girls words (id): 9226, 50364, 93217, 152203, 158142, 197165, 234950, 247759, 258027, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 04:02.32AM, iter: 008, glove_cost: 0.009277, def_cost: 15.161369, ortho_cost: 4.640566, context_ortho_cost: 4.717416, proj_cost: 0.191363


10 girls words (id): 9226, 14344, 158142, 176484, 197165, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 04:18.19AM, iter: 009, glove_cost: 0.009048, def_cost: 15.367541, ortho_cost: 4.918548, context_ortho_cost: 4.998279, proj_cost: 0.167393


10 girls words (id): 9226, 14344, 123910, 158142, 197165, 225452, 234950, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 04:34.18AM, iter: 010, glove_cost: 0.008836, def_cost: 15.552681, ortho_cost: 5.171641, context_ortho_cost: 5.251921, proj_cost: 0.169931


10 girls words (id): 9226, 158142, 197165, 202483, 225452, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 04:50.09AM, iter: 011, glove_cost: 0.008693, def_cost: 15.719580, ortho_cost: 5.397158, context_ortho_cost: 5.494118, proj_cost: 0.191012


10 girls words (id): 9226, 158142, 197165, 202483, 225452, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 05:06.03AM, iter: 012, glove_cost: 0.008563, def_cost: 15.868202, ortho_cost: 5.598580, context_ortho_cost: 5.712181, proj_cost: 0.176035


10 girls words (id): 9226, 158142, 197165, 202483, 225452, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 05:22.06AM, iter: 013, glove_cost: 0.008463, def_cost: 16.009734, ortho_cost: 5.791415, context_ortho_cost: 5.912694, proj_cost: 0.171906


10 girls words (id): 9226, 158142, 197165, 202483, 225452, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 05:38.03AM, iter: 014, glove_cost: 0.008386, def_cost: 16.108001, ortho_cost: 5.954953, context_ortho_cost: 6.078050, proj_cost: 0.162920


10 girls words (id): 9226, 158142, 197165, 202483, 225452, 234950, 247759, 258027, 268334, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 51815, 63715, 183075, 213204, 230527, 
08/25/23 - 05:53.50AM, iter: 015, glove_cost: 0.008304, def_cost: 16.217364, ortho_cost: 6.109559, context_ortho_cost: 6.236578, proj_cost: 0.167809


10 girls words (id): 9226, 14344, 158142, 202483, 225017, 258027, 268334, 302122, 340752, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 06:09.49AM, iter: 016, glove_cost: 0.008241, def_cost: 16.289017, ortho_cost: 6.243312, context_ortho_cost: 6.343895, proj_cost: 0.156228


10 girls words (id): 9226, 14344, 158142, 202483, 225017, 258027, 268334, 302122, 340752, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 06:25.36AM, iter: 017, glove_cost: 0.008174, def_cost: 16.359045, ortho_cost: 6.360470, context_ortho_cost: 6.467474, proj_cost: 0.178326


10 girls words (id): 9226, 14344, 158142, 202483, 225017, 258027, 268334, 302122, 340752, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 06:41.37AM, iter: 018, glove_cost: 0.008111, def_cost: 16.435525, ortho_cost: 6.483256, context_ortho_cost: 6.596933, proj_cost: 0.159693


10 girls words (id): 9226, 14344, 158142, 202483, 225017, 258027, 268334, 302122, 340752, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 06:57.22AM, iter: 019, glove_cost: 0.008064, def_cost: 16.503791, ortho_cost: 6.587645, context_ortho_cost: 6.698036, proj_cost: 0.160435


10 girls words (id): 9226, 14344, 158142, 202483, 225017, 258027, 268334, 302122, 340752, 393758, 
10 boys words (id): 60, 5723, 16942, 26190, 30741, 44699, 63715, 183075, 213204, 230527, 
08/25/23 - 07:13.14AM, iter: 020, glove_cost: 0.008038, def_cost: 16.559257, ortho_cost: 6.689269, context_ortho_cost: 6.809974, proj_cost: 0.153703

+49 −0
Original line number Diff line number Diff line
mkdir -p build
gcc -c src/glove.c -o build/glove.o -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic
src/glove.c: In function ‘load_init_file’:
src/glove.c:107:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  107 |         fread(&array[a], sizeof(real), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘glove_thread’:
src/glove.c:216:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  216 |         fread(&cr, sizeof(CREC), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘train_glove’:
src/glove.c:756:5: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  756 |     fread(&def_word_num, sizeof(int), 1, fdef);
      |     ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:767:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  767 |         fread(&curr_id, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:768:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  768 |         fread(&curr_size, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:773:15: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  773 |               fread(&(word_to_def[curr_id][i+1]), sizeof(int), 1, fdef);
      |               ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
gcc build/glove.o build/common.o -o build/glove -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic

$ /home/students/reichelt/ba/bias-mitigation-ba/DD-GloVe/build/glove -save-file /workspace/students/reichelt/BA/data/dd-glove/vectors_deutscher_türke_gloss5 -threads 32 -input-file /workspace/students/reichelt/BA/data/dd-glove/cooccurrence.shuf.bin -x-max 100 -iter 1 -vector-size 300 -binary 2 -vocab-file /workspace/students/reichelt/BA/data/dd-glove/vocab.txt -verbose 2 -use-def-loss 1 -lambda 0.001 -use-ortho-loss 1 -beta 0.001 -use-proj-loss 1 -gamma 0.05 -seed 42
TRAINING MODEL
Read 1612975968 lines.
Opened definition file
Building definition lists...
Initializing parameters...Using random seed 42
done.
vector size: 300
vocab size: 400000
x_max: 100.000000
alpha: 0.750000
use_def_loss: 1
use_ortho_loss: 1
use_proj_loss: 1
lambda: 0.001000000
beta: 0.001000000
gamma: 0.050000000
MALE index: 60
FEMALE index: 12204
10 girls words (id): 12204, 12958, 60351, 96136, 135245, 144544, 180666, 284292, 364724, 372648, 
10 boys words (id): 60, 130, 1566, 30741, 63715, 68091, 91200, 232876, 303124, 358249, 
08/25/23 - 01:20.43AM, iter: 001, glove_cost: 0.024491, def_cost: 8.883560, ortho_cost: 0.358425, context_ortho_cost: 0.377477, proj_cost: 0.527199

+144 −0
Original line number Diff line number Diff line
mkdir -p build
gcc -c src/glove.c -o build/glove.o -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic
src/glove.c: In function ‘load_init_file’:
src/glove.c:107:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  107 |         fread(&array[a], sizeof(real), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘glove_thread’:
src/glove.c:216:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  216 |         fread(&cr, sizeof(CREC), 1, fin);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c: In function ‘train_glove’:
src/glove.c:756:5: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  756 |     fread(&def_word_num, sizeof(int), 1, fdef);
      |     ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:767:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  767 |         fread(&curr_id, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:768:9: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  768 |         fread(&curr_size, sizeof(int), 1, fdef);
      |         ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
src/glove.c:773:15: warning: ignoring return value of ‘fread’, declared with attribute warn_unused_result [-Wunused-result]
  773 |               fread(&(word_to_def[curr_id][i+1]), sizeof(int), 1, fdef);
      |               ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
gcc build/glove.o build/common.o -o build/glove -lm -pthread -O3 -march=native -funroll-loops -Wall -Wextra -Wpedantic

$ /home/students/reichelt/ba/bias-mitigation-ba/DD-GloVe/build/glove -save-file /workspace/students/reichelt/BA/data/dd-glove/vectors_deutscher_türke_top10 -threads 32 -input-file /workspace/students/reichelt/BA/data/dd-glove/cooccurrence.shuf.bin -x-max 100 -iter 20 -vector-size 300 -binary 2 -vocab-file /workspace/students/reichelt/BA/data/dd-glove/vocab.txt -verbose 2 -use-def-loss 1 -lambda 0.001 -use-ortho-loss 1 -beta 0.001 -use-proj-loss 1 -gamma 0.05 -seed 42
TRAINING MODEL
Read 1612975968 lines.
Opened definition file
Building definition lists...
Initializing parameters...Using random seed 42
done.
vector size: 300
vocab size: 400000
x_max: 100.000000
alpha: 0.750000
use_def_loss: 1
use_ortho_loss: 1
use_proj_loss: 1
lambda: 0.001000000
beta: 0.001000000
gamma: 0.050000000
MALE index: 60
FEMALE index: 12204
10 girls words (id): 12204, 12958, 60351, 96136, 135245, 144544, 180666, 284292, 364724, 372648, 
10 boys words (id): 60, 130, 1566, 30741, 63715, 68091, 91200, 232876, 303124, 358249, 
08/25/23 - 02:12.40AM, iter: 001, glove_cost: 0.024491, def_cost: 8.856998, ortho_cost: 0.355882, context_ortho_cost: 0.376121, proj_cost: 0.562321


10 girls words (id): 9403, 17269, 28163, 93642, 118555, 125351, 228760, 247875, 286882, 289770, 
10 boys words (id): 60, 16144, 24688, 24996, 52507, 118179, 322712, 347504, 363631, 384818, 
08/25/23 - 02:28.37AM, iter: 002, glove_cost: 0.016195, def_cost: 11.311446, ortho_cost: 1.252456, context_ortho_cost: 1.286748, proj_cost: 0.331975


10 girls words (id): 17085, 28423, 53579, 85901, 125657, 135245, 197165, 306875, 371056, 373283, 
9 boys words (id): 60, 130, 9471, 22106, 63715, 115894, 214333, 322712, 363631, 
08/25/23 - 02:44.25AM, iter: 003, glove_cost: 0.013451, def_cost: 12.805616, ortho_cost: 2.219702, context_ortho_cost: 2.274251, proj_cost: 0.236318


10 girls words (id): 20746, 28423, 53579, 85901, 125657, 135245, 197165, 334656, 371056, 373605, 
10 boys words (id): 60, 130, 24996, 26190, 63715, 162128, 183075, 285645, 322712, 363631, 
08/25/23 - 03:00.48AM, iter: 004, glove_cost: 0.011759, def_cost: 13.660814, ortho_cost: 2.951984, context_ortho_cost: 3.013063, proj_cost: 0.170428


10 girls words (id): 17085, 28423, 37749, 53579, 125657, 135245, 197165, 218876, 250291, 371056, 
9 boys words (id): 60, 130, 22106, 63715, 115894, 162128, 285645, 322712, 363631, 
08/25/23 - 03:16.45AM, iter: 005, glove_cost: 0.010760, def_cost: 14.203024, ortho_cost: 3.514058, context_ortho_cost: 3.588900, proj_cost: 0.166661


10 girls words (id): 20746, 28423, 37749, 85901, 125657, 197165, 198978, 234950, 250291, 373605, 
10 boys words (id): 60, 130, 22106, 24996, 63715, 162128, 213204, 285645, 322712, 363631, 
08/25/23 - 03:32.34AM, iter: 006, glove_cost: 0.010104, def_cost: 14.588806, ortho_cost: 3.956758, context_ortho_cost: 4.043040, proj_cost: 0.163097


10 girls words (id): 12204, 53579, 85901, 125657, 197165, 198978, 234950, 250291, 371056, 373605, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 322712, 363631, 
08/25/23 - 03:48.32AM, iter: 007, glove_cost: 0.009645, def_cost: 14.902840, ortho_cost: 4.327842, context_ortho_cost: 4.419956, proj_cost: 0.168574


10 girls words (id): 12204, 20746, 21885, 37749, 53579, 125657, 197165, 198978, 250291, 371056, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 285645, 363631, 
08/25/23 - 04:04.18AM, iter: 008, glove_cost: 0.009342, def_cost: 15.121135, ortho_cost: 4.640926, context_ortho_cost: 4.728810, proj_cost: 0.146937


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 250291, 371703, 
10 boys words (id): 60, 130, 1216, 22106, 26190, 63715, 162128, 183075, 213204, 363631, 
08/25/23 - 04:20.15AM, iter: 009, glove_cost: 0.009058, def_cost: 15.340890, ortho_cost: 4.919165, context_ortho_cost: 5.033283, proj_cost: 0.183933


10 girls words (id): 12204, 21885, 53579, 63057, 125657, 150097, 197165, 198978, 250291, 371056, 
10 boys words (id): 60, 130, 16942, 22106, 26190, 63715, 162128, 183075, 213204, 363631, 
08/25/23 - 04:36.01AM, iter: 010, glove_cost: 0.008877, def_cost: 15.515099, ortho_cost: 5.165199, context_ortho_cost: 5.280660, proj_cost: 0.147773


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 358249, 363631, 
08/25/23 - 04:51.55AM, iter: 011, glove_cost: 0.008721, def_cost: 15.637385, ortho_cost: 5.378206, context_ortho_cost: 5.476506, proj_cost: 0.142646


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 358249, 363631, 
08/25/23 - 05:07.50AM, iter: 012, glove_cost: 0.008564, def_cost: 15.762064, ortho_cost: 5.573569, context_ortho_cost: 5.669101, proj_cost: 0.144326


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 358249, 363631, 
08/25/23 - 05:23.41AM, iter: 013, glove_cost: 0.008462, def_cost: 15.872049, ortho_cost: 5.749739, context_ortho_cost: 5.841379, proj_cost: 0.147216


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 358249, 363631, 
08/25/23 - 05:39.45AM, iter: 014, glove_cost: 0.008355, def_cost: 15.973991, ortho_cost: 5.905923, context_ortho_cost: 6.000210, proj_cost: 0.142029


10 girls words (id): 12204, 20746, 23272, 53579, 85901, 125657, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 22106, 26190, 63715, 162128, 183075, 213204, 358249, 363631, 
08/25/23 - 05:55.36AM, iter: 015, glove_cost: 0.008277, def_cost: 16.057654, ortho_cost: 6.055811, context_ortho_cost: 6.144939, proj_cost: 0.139400


10 girls words (id): 12204, 21266, 21885, 43619, 125657, 150097, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 12175, 22106, 34578, 63715, 162128, 213204, 358249, 363631, 
08/25/23 - 06:11.28AM, iter: 016, glove_cost: 0.008201, def_cost: 16.137112, ortho_cost: 6.172060, context_ortho_cost: 6.273944, proj_cost: 0.167582


10 girls words (id): 12204, 21266, 21885, 43619, 125657, 150097, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 12175, 22106, 34578, 63715, 162128, 213204, 358249, 363631, 
08/25/23 - 06:26.57AM, iter: 017, glove_cost: 0.008164, def_cost: 16.225286, ortho_cost: 6.304372, context_ortho_cost: 6.416719, proj_cost: 0.159468


10 girls words (id): 12204, 21266, 21885, 43619, 125657, 150097, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 12175, 22106, 34578, 63715, 162128, 213204, 358249, 363631, 
08/25/23 - 06:42.43AM, iter: 018, glove_cost: 0.008105, def_cost: 16.297032, ortho_cost: 6.419616, context_ortho_cost: 6.537435, proj_cost: 0.152865


10 girls words (id): 12204, 21266, 21885, 43619, 125657, 150097, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 12175, 22106, 34578, 63715, 162128, 213204, 358249, 363631, 
08/25/23 - 06:58.32AM, iter: 019, glove_cost: 0.008050, def_cost: 16.359567, ortho_cost: 6.526110, context_ortho_cost: 6.645736, proj_cost: 0.156093


10 girls words (id): 12204, 21266, 21885, 43619, 125657, 150097, 197165, 198978, 228760, 250291, 
10 boys words (id): 60, 130, 12175, 22106, 34578, 63715, 162128, 213204, 358249, 363631, 
08/25/23 - 07:14.30AM, iter: 020, glove_cost: 0.007990, def_cost: 16.415100, ortho_cost: 6.623221, context_ortho_cost: 6.741158, proj_cost: 0.151385

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