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artorhem
graphchi-cpp
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unittest.sh
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unittest.sh
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#
Following command makes the unittest.sh fail if any of the
#
commands fail.
set
-e
function
display_name
{
echo
"
****************************************************************************
"
echo
-n
"
*******************
"
echo
-n
$1
echo
"
**********************
"
echo
"
****************************************************************************
"
}
display_name
"
TESTING BASELINE
"
./toolkits/collaborative_filtering/baseline --training=smallnetflix_mm --validation=smallnetflix_mm --minval=1 --maxval=5 --quiet=1 --algorithm=user_mean --clean_cache=1
display_name
"
TESTING ALS
"
./toolkits/collaborative_filtering/als --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING ALS - RMSE VALIDATION STOP
"
./toolkits/collaborative_filtering/als --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.1 --minval=1 --maxval=5 --max_iter=100 --quiet=1 --halt_on_rmse_increase=3 --clean_cache=1
display_name
"
TESTING ALS SERIALIZATION
"
./toolkits/collaborative_filtering/als --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --load_factors_from_file=1 --clean_cache=1
display_name
"
TESTING ALS - RATING
"
./toolkits/collaborative_filtering/rating --algorithm=als --training=smallnetflix_mm --quiet=1 --num_ratings=3
mv smallnetflix_mm.ids smallnetflix_mm.ids1
./toolkits/collaborative_filtering/rating --algorithm=als --training=smallnetflix_mm --quiet=1 --num_ratings=3
diff smallnetflix_mm.ids smallnetflix_mm.ids1
display_name
"
TESTING ALS COORD
"
./toolkits/collaborative_filtering/als_coord --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING SGD
"
./toolkits/collaborative_filtering/sgd --training=smallnetflix_mm --validation=smallnetflix_mme --sgd_lambda=1e-4 --sgd_gamma=1e-4 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING BIAS_SGD
"
./toolkits/collaborative_filtering/biassgd --training=smallnetflix_mm --validation=smallnetflix_mme --biassgd_lambda=1e-4 --biassgd_gamma=1e-4 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING BIAS_SGD SERIALIZATION
"
./toolkits/collaborative_filtering/biassgd --training=smallnetflix_mm --validation=smallnetflix_mme --biassgd_lambda=1e-4 --biassgd_gamma=1e-4 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --load_factors_from_file=1
display_name
"
TESTING SVD++
"
./toolkits/collaborative_filtering/svdpp --training=smallnetflix_mm --validation=smallnetflix_mme --biassgd_lambda=1e-4 --biassgd_gamma=1e-4 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
./toolkits/collaborative_filtering/rating2 --training=smallnetflix_mm --algorithm=svdpp --num_ratings=3 --quiet=1
display_name
"
TESTING SVD++ SERIALIZATION
"
./toolkits/collaborative_filtering/svdpp --training=smallnetflix_mm --validation=smallnetflix_mme --biassgd_lambda=1e-4 --biassgd_gamma=1e-4 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --load_factors_from_file=1 --clean_cache=1
display_name
"
TESTING NMF
"
./toolkits/collaborative_filtering/nmf --training=reverse_netflix.mm --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING SVD
"
./toolkits/collaborative_filtering/svd --training=smallnetflix_mm --nsv=3 --nv=5 --max_iter=5 --quiet=1 --tol=1e-1 --clean_cache=1 --validation=smallnetflix_mme --test=smallnetflix_mme
display_name
"
TESTING SVD-ONESIDED
"
./toolkits/collaborative_filtering/svd_onesided --training=smallnetflix_mm --nsv=3 --nv=5 --max_iter=5 --quiet=1 --tol=1e-1 --clean_cache=1
display_name
"
TESTING RBM
"
./toolkits/collaborative_filtering/rbm --training=smallnetflix_mm --validation=smallnetflix_mme --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING WALS
"
./toolkits/collaborative_filtering/wals --training=time_smallnetflix --validation=time_smallnetflixe --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --K=27 --quiet=1 --clean_cache=1
display_name
"
TESTING WALS - RATING
"
./toolkits/collaborative_filtering/rating --training=time_smallnetflix --algorithm=wals --quiet=1 --num_ratings=3
display_name
"
TESTING ALS-TENSOR
"
./toolkits/collaborative_filtering/als_tensor --training=time_smallnetflix --validation=time_smallnetflixe --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --K=27 --quiet=1 --clean_cache=1
display_name
"
TESTING TIME-SVD++
"
./toolkits/collaborative_filtering/timesvdpp --training=time_smallnetflix --validation=time_smallnetflixe --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING LIBFM
"
./toolkits/collaborative_filtering/libfm --training=time_smallnetflix --validation=time_smallnetflixe --minval=1 --maxval=5 --max_iter=6 --quiet=1 --clean_cache=1
display_name
"
TESTING BIAS_SGD2 - LOGISTIC LOSS
"
./toolkits/collaborative_filtering/biassgd2 --training=smallnetflix_mm --minval=1 --maxval=5 --validation=smallnetflix_mme --biassgd_gamma=1e-2 --biassgd_lambda=1e-2 --max_iter=6 --quiet=1 --loss=logistic --biassgd_step_dec=0.99999 --clean_cache=1
display_name
"
TESTING BIAS_SGD2 - ABS LOSS
"
./toolkits/collaborative_filtering/biassgd2 --training=smallnetflix_mm --minval=1 --maxval=5 --validation=smallnetflix_mme --biassgd_gamma=1e-2 --biassgd_lambda=1e-2 --max_iter=6 --quiet=1 --loss=abs --biassgd_step_dec=0.99999 --clean_cache=1
display_name
"
TESTING BIAS_SGD2 - SQUARE LOSS
"
./toolkits/collaborative_filtering/biassgd2 --training=smallnetflix_mm --minval=1 --maxval=5 --validation=smallnetflix_mme --biassgd_gamma=1e-2 --biassgd_lambda=1e-2 --max_iter=6 --quiet=1 --loss=square --biassgd_step_dec=0.99999 --clean_cache=1
#
display_name "TESTING PMF"
#
./toolkits/collaborative_filtering/pmf --training=smallnetflix_mm --validation=smallnetflix_mme --quiet=1 --minval=1 --maxval=5 --max_iter=10 --pmf_burn_in=5 --test=smallnetflix_mme --regnormal=0 --clean_cache=1
display_name
"
TESTING ITEMCF
"
./toolkits/collaborative_filtering/itemcf --training=smallnetflix_mm --nshards=1 --quiet=1 --K=10 --clean_cache=1
display_name
"
TESTING ITEMCF - AIOLLI ASYM COST
"
./toolkits/collaborative_filtering/itemcf --training=smallnetflix_mm --nshards=1 --quiet=1 --distance=3 --K=10 --clean_cache=1
display_name
"
ITEM-SIM-TO-RATING
"
rm -fR ./toolkits/collaborative_filtering/unittest/itemsim2rating.unittest.graph.
*
./toolkits/collaborative_filtering/itemsim2rating --training=./toolkits/collaborative_filtering/unittest/itemsim2rating.unittest.graph --similarity=./toolkits/collaborative_filtering/unittest/itemsim2rating.unittest.similarity --K=4 execthreads 1 --nshards=1 --quiet=0 --undirected=1 --debug=1
diff ./toolkits/collaborative_filtering/unittest/itemsim2rating.unittest.graph-rec ./toolkits/collaborative_filtering/unittest/itemsim2rating.unittest
display_name
"
TESTING ITEMCF - CORRECTNESS
"
rm -fR ./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph.
*
./toolkits/collaborative_filtering/itemcf --training=./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph --min_allowed_intersection=2 --K=5 --nshards=1 --quiet=1 execthreads 1
sh ./toolkits/collaborative_filtering/topk.sh ./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph
#
diff ./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph-topk ./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph-topk-correct
a=
`
grep
"
0.400000
"
./toolkits/collaborative_filtering/unittest/itemcf.unittest.graph-topk
|
wc -l
`
if
[
$a
-ne
3 ]
;
then
echo
"
Failed unittest!
"
exit
1
fi
display_name
"
MAP METRIC - test 1
"
./toolkits/collaborative_filtering/metric_eval --training=./toolkits/collaborative_filtering/unittest/metric_eval.unittest4 --test=./toolkits/collaborative_filtering/unittest/metric_eval.unittest3 --K=3
display_name
"
MAP METRIC - test 2
"
./toolkits/collaborative_filtering/metric_eval --training=./toolkits/collaborative_filtering/unittest/metric_eval.unittest2 --test=./toolkits/collaborative_filtering/unittest/metric_eval.unittest2 --K=3
display_name
"
TOP K
"
./toolkits/parsers/topk --training=./toolkits/collaborative_filtering/unittest/topk.unittest --K=3 --quiet=1
diff ./toolkits/collaborative_filtering/unittest/topk.unittest.ids ./toolkits/collaborative_filtering/unittest/topk.unittest.ids.correct
display_name
"
ITEMCF3
"
./toolkits/collaborative_filtering/itemcf3 --training=./toolkits/collaborative_filtering/unittest/itemcf3.unittest.graph --distance=9 --debug=0 --quiet=1 --execthreads=1
#
diff ./toolkits/collaborative_filtering/unittest/itemcf3.unittest.correct ./toolkits/collaborative_filtering/unittest/itemcf3.unittest.graph.out0
a=
`
grep
"
2 1 0.6666
"
./toolkits/collaborative_filtering/unittest/itemcf3.unittest.graph.out0
|
wc -l
`
if
[
$a
-ne
1 ]
;
then
echo
"
Failed unittest!
"
exit
1
fi
b=
`
grep
"
3 1 0.3333
"
./toolkits/collaborative_filtering/unittest/itemcf3.unittest.graph.out0
|
wc -l
`
if
[
$b
-ne
1 ]
;
then
echo
"
Failed unittest!
"
exit
1
fi
display_name
"
GENSGD
"
./toolkits/collaborative_filtering/gensgd --training=smallnetflix_mm --validation=smallnetflix_mme --from_pos=0 --to_pos=1 --val_pos=2 --rehash=1 --has_header_titles=0 --debug=0 --file_columns=3 --quiet=1 --max_iter=3 --train_only=1
./toolkits/collaborative_filtering/gensgd --training=smallnetflix_mm --validation=smallnetflix_mme --from_pos=0 --to_pos=1 --val_pos=2 --rehash=1 --has_header_titles=0 --debug=0 --file_columns=3 --quiet=1 --max_iter=3 --validation_only=1
display_name
"
K-FOLD cross validation
"
./toolkits/collaborative_filtering/als --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --kfold_cross_validation=10 --kfold_cross_validation_index=3
./toolkits/collaborative_filtering/als --training=smallnetflix_mm --validation=smallnetflix_mme --lambda=0.065 --minval=1 --maxval=5 --max_iter=6 --quiet=1 --kfold_cross_validation=10 --kfold_cross_validation_index=4
display_name
"
CLiMF
"
./toolkits/collaborative_filtering/climf --training=smallnetflix_mm --validation=smallnetflix_mme --binary_relevance_thresh=4 --sgd_gamma=1e-6 --max_iter=6 --quiet=1 --sgd_step_dec=0.9999 --sgd_lambda=1e-6 --clean_cache=1
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