diff options
author | Roman Grundkiewicz <rgrundkiewicz@gmail.com> | 2021-04-15 18:37:44 +0300 |
---|---|---|
committer | Roman Grundkiewicz <rgrundkiewicz@gmail.com> | 2021-04-15 18:37:44 +0300 |
commit | d01f0660d7f0507a64732ef72d75d00ff7929bcf (patch) | |
tree | bbfd36414f4a7035d8938d3316368c2dcbe8d3df | |
parent | b94374419ad23b35f7ed5d206c022840a6a258c5 (diff) |
Add test sets for early-stopping-on first|all|any
-rw-r--r-- | tests/training/validation/.gitignore | 2 | ||||
-rw-r--r-- | tests/training/validation/stop_on_1st.expected | 18 | ||||
-rw-r--r-- | tests/training/validation/stop_on_all.expected | 18 | ||||
-rw-r--r-- | tests/training/validation/stop_on_any.expected | 10 | ||||
-rw-r--r-- | tests/training/validation/test_early_stopping_on_1st.sh | 42 | ||||
-rw-r--r-- | tests/training/validation/test_early_stopping_on_all.sh | 42 | ||||
-rw-r--r-- | tests/training/validation/test_early_stopping_on_any.sh (renamed from tests/training/validation/test_valid_metrics_stop_on_any.sh) | 12 |
7 files changed, 133 insertions, 11 deletions
diff --git a/tests/training/validation/.gitignore b/tests/training/validation/.gitignore index 1e7feaf..d87a09c 100644 --- a/tests/training/validation/.gitignore +++ b/tests/training/validation/.gitignore @@ -14,4 +14,6 @@ compare-trans compare-trans.bleu *.temp stop_on_any +stop_on_all +stop_on_1st devset.?? diff --git a/tests/training/validation/stop_on_1st.expected b/tests/training/validation/stop_on_1st.expected new file mode 100644 index 0000000..ee21ffd --- /dev/null +++ b/tests/training/validation/stop_on_1st.expected @@ -0,0 +1,18 @@ +[valid] Ep. 1 : Up. 10 : valid-script : 111.4 : new best +[valid] Ep. 1 : Up. 10 : ce-mean-words : 2.74949e-41 : new best +[valid] Ep. 1 : Up. 20 : valid-script : 111.3 : stalled 1 times (last best: 111.4) +[valid] Ep. 1 : Up. 20 : ce-mean-words : 2.74949e-41 : stalled 1 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 30 : valid-script : 111.2 : stalled 2 times (last best: 111.4) +[valid] Ep. 1 : Up. 30 : ce-mean-words : 2.74949e-41 : stalled 2 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 40 : valid-script : 111.1 : stalled 3 times (last best: 111.4) +[valid] Ep. 1 : Up. 40 : ce-mean-words : 2.74949e-41 : stalled 3 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 50 : valid-script : 111.6 : new best +[valid] Ep. 1 : Up. 50 : ce-mean-words : 2.74949e-41 : stalled 4 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 60 : valid-script : 111.5 : stalled 1 times (last best: 111.6) +[valid] Ep. 1 : Up. 60 : ce-mean-words : 2.74949e-41 : stalled 5 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 70 : valid-script : 111.4 : stalled 2 times (last best: 111.6) +[valid] Ep. 1 : Up. 70 : ce-mean-words : 2.74949e-41 : stalled 6 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 80 : valid-script : 111.3 : stalled 3 times (last best: 111.6) +[valid] Ep. 1 : Up. 80 : ce-mean-words : 2.74949e-41 : stalled 7 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 90 : valid-script : 111.2 : stalled 4 times (last best: 111.6) +[valid] Ep. 1 : Up. 90 : ce-mean-words : 2.74949e-41 : stalled 8 times (last best: 2.74949e-41) diff --git a/tests/training/validation/stop_on_all.expected b/tests/training/validation/stop_on_all.expected new file mode 100644 index 0000000..85f682f --- /dev/null +++ b/tests/training/validation/stop_on_all.expected @@ -0,0 +1,18 @@ +[valid] Ep. 1 : Up. 10 : ce-mean-words : 2.74949e-41 : new best +[valid] Ep. 1 : Up. 10 : valid-script : 111.4 : new best +[valid] Ep. 1 : Up. 20 : ce-mean-words : 2.74949e-41 : stalled 1 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 20 : valid-script : 111.3 : stalled 1 times (last best: 111.4) +[valid] Ep. 1 : Up. 30 : ce-mean-words : 2.74949e-41 : stalled 2 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 30 : valid-script : 111.2 : stalled 2 times (last best: 111.4) +[valid] Ep. 1 : Up. 40 : ce-mean-words : 2.74949e-41 : stalled 3 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 40 : valid-script : 111.1 : stalled 3 times (last best: 111.4) +[valid] Ep. 1 : Up. 50 : ce-mean-words : 2.74949e-41 : stalled 4 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 50 : valid-script : 111.6 : new best +[valid] Ep. 1 : Up. 60 : ce-mean-words : 2.74949e-41 : stalled 5 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 60 : valid-script : 111.5 : stalled 1 times (last best: 111.6) +[valid] Ep. 1 : Up. 70 : ce-mean-words : 2.74949e-41 : stalled 6 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 70 : valid-script : 111.4 : stalled 2 times (last best: 111.6) +[valid] Ep. 1 : Up. 80 : ce-mean-words : 2.74949e-41 : stalled 7 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 80 : valid-script : 111.3 : stalled 3 times (last best: 111.6) +[valid] Ep. 1 : Up. 90 : ce-mean-words : 2.74949e-41 : stalled 8 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 90 : valid-script : 111.2 : stalled 4 times (last best: 111.6) diff --git a/tests/training/validation/stop_on_any.expected b/tests/training/validation/stop_on_any.expected index 5246a4f..1afe151 100644 --- a/tests/training/validation/stop_on_any.expected +++ b/tests/training/validation/stop_on_any.expected @@ -1,10 +1,10 @@ -[valid] Ep. 1 : Up. 10 : ce-mean-words : 2.74949e-41 : new best [valid] Ep. 1 : Up. 10 : valid-script : 111.4 : new best -[valid] Ep. 1 : Up. 20 : ce-mean-words : 2.74949e-41 : stalled 1 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 10 : ce-mean-words : 2.74949e-41 : new best [valid] Ep. 1 : Up. 20 : valid-script : 111.3 : stalled 1 times (last best: 111.4) -[valid] Ep. 1 : Up. 30 : ce-mean-words : 2.74949e-41 : stalled 2 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 20 : ce-mean-words : 2.74949e-41 : stalled 1 times (last best: 2.74949e-41) [valid] Ep. 1 : Up. 30 : valid-script : 111.2 : stalled 2 times (last best: 111.4) -[valid] Ep. 1 : Up. 40 : ce-mean-words : 2.74949e-41 : stalled 3 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 30 : ce-mean-words : 2.74949e-41 : stalled 2 times (last best: 2.74949e-41) [valid] Ep. 1 : Up. 40 : valid-script : 111.1 : stalled 3 times (last best: 111.4) -[valid] Ep. 1 : Up. 50 : ce-mean-words : 2.74949e-41 : stalled 4 times (last best: 2.74949e-41) +[valid] Ep. 1 : Up. 40 : ce-mean-words : 2.74949e-41 : stalled 3 times (last best: 2.74949e-41) [valid] Ep. 1 : Up. 50 : valid-script : 111.6 : new best +[valid] Ep. 1 : Up. 50 : ce-mean-words : 2.74949e-41 : stalled 4 times (last best: 2.74949e-41) diff --git a/tests/training/validation/test_early_stopping_on_1st.sh b/tests/training/validation/test_early_stopping_on_1st.sh new file mode 100644 index 0000000..1f80ca1 --- /dev/null +++ b/tests/training/validation/test_early_stopping_on_1st.sh @@ -0,0 +1,42 @@ +#!/bin/bash -x + +##################################################################### +# SUMMARY: Test early stopping after stalling on the first validation metric +# AUTHOR: snukky +# TAGS: valid valid-script +##################################################################### + +# Exit on error +set -e + +# Test code goes here +rm -rf stop_on_1st stop_on_1st.log stop_on_script.temp +mkdir -p stop_on_1st + +# Start training with a fully trained model so that validation metrics do not improve easily +cp $MRT_MODELS/wngt19/model.small.npz stop_on_1st/model.npz + +test -s devset.en || head -n 50 $MRT_MODELS/wngt19/newstest2014.en | sed -r 's/@@ //g' > devset.en +test -s devset.de || head -n 50 $MRT_MODELS/wngt19/newstest2014.de | sed -r 's/@@ //g' > devset.de + +# Training sides are intentionaly reversed to test early stopping +$MRT_MARIAN/marian \ + --seed 2222 --no-shuffle --clip-norm 1 --maxi-batch 1 --mini-batch 32 -w 2500 \ + -m stop_on_1st/model.npz -t $MRT_DATA/europarl.de-en/corpus.small.{de,en}.gz \ + -v $MRT_MODELS/wngt19/en-de.{spm,spm} \ + --disp-freq 5 --valid-freq 10 --after-batches 200 \ + --valid-metrics valid-script ce-mean-words \ + --valid-script-path ./stop_on_script.sh \ + --valid-sets $MRT_DATA/europarl.de-en/toy.bpe.{en,de} \ + --valid-log stop_on_1st.log \ + --early-stopping 4 --early-stopping-on first + +test -e stop_on_1st/model.npz +test -e stop_on_1st/model.npz.yml +test -e stop_on_1st.log + +$MRT_TOOLS/strip-timestamps.sh < stop_on_1st.log | grep '\[valid\]' > stop_on_1st.out +$MRT_TOOLS/diff-nums.py stop_on_1st.out stop_on_1st.expected -p 0.2 -o stop_on_1st.diff + +# Exit with success code +exit 0 diff --git a/tests/training/validation/test_early_stopping_on_all.sh b/tests/training/validation/test_early_stopping_on_all.sh new file mode 100644 index 0000000..502b7fa --- /dev/null +++ b/tests/training/validation/test_early_stopping_on_all.sh @@ -0,0 +1,42 @@ +#!/bin/bash -x + +##################################################################### +# SUMMARY: Test early stopping after stalling on each validation metric +# AUTHOR: snukky +# TAGS: valid valid-script +##################################################################### + +# Exit on error +set -e + +# Test code goes here +rm -rf stop_on_all stop_on_all.log stop_on_script.temp +mkdir -p stop_on_all + +# Start training with a fully trained model so that validation metrics do not improve easily +cp $MRT_MODELS/wngt19/model.small.npz stop_on_all/model.npz + +test -s devset.en || head -n 50 $MRT_MODELS/wngt19/newstest2014.en | sed -r 's/@@ //g' > devset.en +test -s devset.de || head -n 50 $MRT_MODELS/wngt19/newstest2014.de | sed -r 's/@@ //g' > devset.de + +# Training sides are intentionaly reversed to test early stopping +$MRT_MARIAN/marian \ + --seed 2222 --no-shuffle --clip-norm 1 --maxi-batch 1 --mini-batch 32 -w 2500 \ + -m stop_on_all/model.npz -t $MRT_DATA/europarl.de-en/corpus.small.{de,en}.gz \ + -v $MRT_MODELS/wngt19/en-de.{spm,spm} \ + --disp-freq 5 --valid-freq 10 --after-batches 200 \ + --valid-metrics ce-mean-words valid-script \ + --valid-script-path ./stop_on_script.sh \ + --valid-sets $MRT_DATA/europarl.de-en/toy.bpe.{en,de} \ + --valid-log stop_on_all.log \ + --early-stopping 4 --early-stopping-on all + +test -e stop_on_all/model.npz +test -e stop_on_all/model.npz.yml +test -e stop_on_all.log + +$MRT_TOOLS/strip-timestamps.sh < stop_on_all.log | grep '\[valid\]' > stop_on_all.out +$MRT_TOOLS/diff-nums.py stop_on_all.out stop_on_all.expected -p 0.2 -o stop_on_all.diff + +# Exit with success code +exit 0 diff --git a/tests/training/validation/test_valid_metrics_stop_on_any.sh b/tests/training/validation/test_early_stopping_on_any.sh index 8e09e65..17e9e14 100644 --- a/tests/training/validation/test_valid_metrics_stop_on_any.sh +++ b/tests/training/validation/test_early_stopping_on_any.sh @@ -21,21 +21,21 @@ test -s devset.de || head -n 50 $MRT_MODELS/wngt19/newstest2014.de | sed -r 's/@ # Training sides are intentionaly reversed to test early stopping $MRT_MARIAN/marian \ - --seed 2222 --no-shuffle --clip-norm 1 --maxi-batch 1 --mini-batch 64 -w 2500 \ + --seed 2222 --no-shuffle --clip-norm 1 --maxi-batch 1 --mini-batch 32 -w 2500 \ -m stop_on_any/model.npz -t $MRT_DATA/europarl.de-en/corpus.small.{de,en}.gz \ -v $MRT_MODELS/wngt19/en-de.{spm,spm} \ - --disp-freq 5 --valid-freq 10 --after-batches 100 \ - --valid-metrics ce-mean-words valid-script \ + --disp-freq 5 --valid-freq 10 --after-batches 200 \ + --valid-metrics valid-script ce-mean-words \ --valid-script-path ./stop_on_script.sh \ --valid-sets $MRT_DATA/europarl.de-en/toy.bpe.{en,de} \ - --early-stopping 4 \ - --valid-log stop_on_any.log + --valid-log stop_on_any.log \ + --early-stopping 4 --early-stopping-on any test -e stop_on_any/model.npz test -e stop_on_any/model.npz.yml test -e stop_on_any.log -$MRT_TOOLS/strip-timestamps.sh < stop_on_any.log | grep '\[valid\]'> stop_on_any.out +$MRT_TOOLS/strip-timestamps.sh < stop_on_any.log | grep '\[valid\]' > stop_on_any.out $MRT_TOOLS/diff-nums.py stop_on_any.out stop_on_any.expected -p 0.2 -o stop_on_any.diff # Exit with success code |