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author | Roman Grundkiewicz <rgrundkiewicz@gmail.com> | 2021-04-14 15:41:24 +0300 |
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committer | Roman Grundkiewicz <rgrundkiewicz@gmail.com> | 2021-04-14 15:41:24 +0300 |
commit | aed6fcfddbcb370080fea540121179ca8173b353 (patch) | |
tree | ea654ddb55b2ec8d8d124379a2b369d30814d653 | |
parent | 7d612ca5e4b27a76f92584dad76d240e34f216d0 (diff) |
Add test for early-stopping with 2 metrics
-rw-r--r-- | tests/training/validation/.gitignore | 2 | ||||
-rw-r--r-- | tests/training/validation/stop_on_any.expected | 10 | ||||
-rwxr-xr-x | tests/training/validation/stop_on_script.sh | 9 | ||||
-rw-r--r-- | tests/training/validation/test_valid_metrics_stop_on_any.sh | 42 |
4 files changed, 63 insertions, 0 deletions
diff --git a/tests/training/validation/.gitignore b/tests/training/validation/.gitignore index 36a9cb8..1e7feaf 100644 --- a/tests/training/validation/.gitignore +++ b/tests/training/validation/.gitignore @@ -13,3 +13,5 @@ trans_maxlen compare-trans compare-trans.bleu *.temp +stop_on_any +devset.?? diff --git a/tests/training/validation/stop_on_any.expected b/tests/training/validation/stop_on_any.expected new file mode 100644 index 0000000..5246a4f --- /dev/null +++ b/tests/training/validation/stop_on_any.expected @@ -0,0 +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. 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 diff --git a/tests/training/validation/stop_on_script.sh b/tests/training/validation/stop_on_script.sh new file mode 100755 index 0000000..c140ff9 --- /dev/null +++ b/tests/training/validation/stop_on_script.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +prefix=stop_on_script + +num=$(cat $prefix.temp 2>/dev/null || echo 1) +((num=(num+1)%6)) +echo $num > $prefix.temp +((num=6-num)) +echo 111.$num diff --git a/tests/training/validation/test_valid_metrics_stop_on_any.sh b/tests/training/validation/test_valid_metrics_stop_on_any.sh new file mode 100644 index 0000000..a3ec7a1 --- /dev/null +++ b/tests/training/validation/test_valid_metrics_stop_on_any.sh @@ -0,0 +1,42 @@ +#!/bin/bash -x + +##################################################################### +# SUMMARY: Test early stopping after stalling on any stop_on_anyation metric +# AUTHOR: snukky +# TAGS: stop_on_any stop_on_any-script +##################################################################### + +# Exit on error +set -e + +# Test code goes here +rm -rf stop_on_any stop_on_any.log stop_on_script.temp +mkdir -p stop_on_any + +# Start training with a fully trained model so that validation metrics do not improve easily +cp $MRT_MODELS/wngt19/model.small.npz stop_on_any/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 64 -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 \ + --valid-script-path ./stop_on_script.sh \ + --valid-sets $MRT_DATA/europarl.de-en/toy.bpe.{en,de} \ + --early-stopping 4 \ + --valid-log stop_on_any.log + +test -e stop_on_any/model.npz +test -e stop_on_any/model.npz.yml +test -e stop_on_any.log + +$MRT_TOOLS/strip-timestamps.sh < stop_on_any.log | grep '\[valid\]'> stop_on_any.out +$MRT_TOOLS/diff-nums.py stop_on_any.out stop_on_any.expected -p 0.2 -o stop_on_any.diff + +# Exit with success code +exit 0 |