elg changes on puhti

This commit is contained in:
Joerg Tiedemann 2022-03-17 22:03:04 +02:00
parent d03cdab9cd
commit f1a8153431
693 changed files with 922 additions and 126 deletions

@ -1 +1 @@
Subproject commit 097a813eb2af72656288a777f0a7d35d202bd43c
Subproject commit a63750cd3aeff3ab06f76997bd568507592e9763

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@ -7,12 +7,19 @@
TODAY := ${shell date +%F}
DATE ?= ${TODAY}
RELEASEDIR ?= ${PWD}/models
DEV_MODELDIR ?= ${WORKHOME}/models
MODELSHOME ?= ${RELEASEDIR}
OBJECTSTORAGE ?= https://object.pouta.csc.fi
MODEL_CONTAINER ?= OPUS-MT-models
DEV_MODEL_CONTAINER ?= OPUS-MT-dev
RELEASE_MODELS_URL ?= https://object.pouta.csc.fi/${MODEL_CONTAINER}
DEV_MODELS_URL ?= https://object.pouta.csc.fi/${DEV_MODEL_CONTAINER}
MODELS_URL ?= ${RELEASE_MODELS_URL}
MODELINDEX ?= ${OBJECTSTORAGE}/${MODEL_CONTAINER}/index.txt
MODELSHOME ?= ${WORKHOME}/models
RELEASEDIR ?= ${PWD}/models
SKIP_DIST_EVAL ?= 0
## TODO: better create a recipe for the yaml file and not the zip file
@ -28,6 +35,9 @@ RELEASE_PACKAGE = ${basename ${DIST_PACKAGE}}_${DATE}.zip
RELEASE_YML = ${basename ${DIST_PACKAGE}}_${DATE}.yml
ALL_DIST_YML := ${sort ${shell find ${MODELSHOME}/ -name '*.yml' | sed -r 's/[\_\-][0-9]{4}-[0-9]{2}-[0-9]{2}.yml/.yml/'}}
# previous name conventions:
#
# DIST_PACKAGE = ${MODELSHOME}/${LANGPAIRSTR}/${DATASET}.zip
@ -37,20 +47,14 @@ RELEASE_YML = ${basename ${DIST_PACKAGE}}_${DATE}.yml
# RELEASE_YML = ${MODELSHOME}/${LANGPAIRSTR}/${DATASET}-${DATE}.yml
MODEL_README = ${WORKDIR}/README.md
MODEL_YML = ${patsubst %.npz,%.yml,${MODEL_FINAL}}
get-model-release = ${shell wget -qq -O - ${MODELINDEX} | grep '^${1}/.*-.*\.zip' | LANG=en_US.UTF-8 sort -r}
get-model-distro = ${shell echo ${wildcard ${1}/${2}/*.zip} | tr ' ' "\n" | LANG=en_US.UTF-8 sort -r}
find-model:
@echo ${call get-model-dist,${LANGPAIRSTR}}
@ -60,17 +64,11 @@ MIN_BLEU_SCORE ?= 20
.PHONY: dist local-dist global-dist release
## create a symbolic link to the latest model
## and make the package
dist:
${MAKE} link-latest-model
${MAKE} ${DIST_PACKAGE}
dist: ${DIST_YML}
## local distribution in workhome, no restrictions about BLEU
local-dist:
${MAKE} MODELSHOME=${WORKHOME}/models \
MODELS_URL=https://object.pouta.csc.fi/${DEV_MODEL_CONTAINER} \
dist
${MAKE} MODELSHOME=${DEV_MODELDIR} MODELS_URL=${DEV_MODELS_URL} dist
## global distribution in models-dir, restrictions on BLEU
global-dist release:
@ -109,100 +107,10 @@ scores:
## get the best model from all kind of alternative setups
## in the following sub directories (add prefix work-)
## scan various work directories - specify alternative dir's below
ALT_MODEL_BASE = work-
# ALT_MODEL_DIR = bpe-old bpe-memad bpe spm-noalign bpe-align spm
# ALT_MODEL_DIR = spm langid
ALT_MODEL_DIR = langid
.PHONY: best_dist_all best-dist-all
best-dist-all best_dist_all:
for l in $(sort ${shell ls ${ALT_MODEL_BASE}* | grep -- '-' | grep -v old | grep -v work}); do \
if [ `find work*/$$l -name '*.npz' | wc -l` -gt 0 ]; then \
d=`find work-spm/$$l -name '*.best-perplexity.npz' -exec basename {} \; | cut -f1 -d.`; \
${MAKE} SRCLANGS="`echo $$l | cut -f1 -d'-' | sed 's/\\+/ /g'`" \
TRGLANGS="`echo $$l | cut -f2 -d'-' | sed 's/\\+/ /g'`" \
DATASET=$$d best_dist; \
fi \
done
## find the best model according to test set scores
## and make a distribution package from that model
## (BLEU needs to be above MIN_BLEU_SCORE)
## NEW: don't trust models tested with GNOME test sets!
## new version of finding the best model
## --> look at different model variants in each work-dir
## --> take only the best one to publish
.PHONY: best_dist best-dist
best-dist best_dist:
m=0;\
s=''; \
echo "------------------------------------------------"; \
echo "search best model for ${LANGPAIRSTR}"; \
for d in work ${ALT_MODEL_DIR}; do \
if [ -e "work-$$d/${LANGPAIRSTR}/test/${TESTSET}.trg" ]; then \
e=`basename work-$$d/${LANGPAIRSTR}/test/${TESTSET}.trg | sed 's/\.trg$$//'`; \
else \
e=`ls work-$$d/${LANGPAIRSTR}/test/*.trg | tail -1 | xargs basename | sed 's/\.trg$$//'`; \
fi; \
echo "evaldata = $$e"; \
if [ "$$e" != "GNOME" ]; then \
I=`find work-$$d/${LANGPAIRSTR}/ -maxdepth 1 -name "$$e.*.eval" -printf "%f\n"`; \
for i in $$I; do \
x=`echo $$i | cut -f3 -d. | cut -f1 -d-`; \
y=`echo $$i | cut -f3 -d. | cut -f2 -d- | sed 's/[0-9]$$//'`; \
z=`echo $$i | cut -f2 -d.`; \
v=`echo $$i | cut -f4 -d.`; \
if [ `find work-$$d/${LANGPAIRSTR} -name "$$e.$$z.$$x-$$y[0-9].$$v.*.eval" | wc -l ` -gt 0 ]; then \
b=`grep 'BLEU+' work-$$d/${LANGPAIRSTR}/$$e.$$z.$$x-$$y[0-9].$$v.*.eval | cut -f3 -d' ' | head -1`; \
if (( $$(echo "$$m-$$b < 0" |bc -l) )); then \
echo "$$d/$$i ($$b) is better than $$s ($$m)!"; \
m=$$b; \
E=$$i; \
s=$$d; \
else \
echo "$$d/$$i ($$b) is worse than $$s ($$m)!"; \
fi; \
fi; \
done; \
fi \
done; \
echo "--------------- best = $$m ($$s/$$E) ---------------------------------"; \
if [ "$$s" != "" ]; then \
if (( $$(echo "$$m > ${MIN_BLEU_SCORE}" |bc -l) )); then \
x=`echo $$E | cut -f3 -d. | cut -f1 -d-`; \
y=`echo $$E | cut -f3 -d. | cut -f2 -d- | sed 's/[0-9]$$//'`; \
z=`echo $$E | cut -f2 -d.`; \
v=`echo $$E | cut -f4 -d.`; \
${MAKE} \
MODELSHOME=${PWD}/models \
PRE_SRC=$$x PRE_TRG=$$y \
DATASET=$$z \
MODELTYPE=$$v \
MODELS_URL=https://object.pouta.csc.fi/${MODEL_CONTAINER} dist-$$s; \
fi; \
fi
## make a package for distribution
## old: only accept models with a certain evaluation score:
# if [ `grep BLEU $(TEST_EVALUATION) | cut -f3 -d ' ' | cut -f1 -d '.'` -ge ${MIN_BLEU_SCORE} ]; then \
# MODELS_URL ?= https://object.pouta.csc.fi/${DEV_MODEL_CONTAINER}
MODELS_URL ?= https://object.pouta.csc.fi/${MODEL_CONTAINER}
SKIP_DIST_EVAL = 0
## determine pre-processing type
@ -447,6 +355,7 @@ link-latest-model:
fi
${DIST_PACKAGE}: ${MODEL_FINAL}
ifneq (${SKIP_DIST_EVAL},1)
@${MAKE} $(TEST_EVALUATION)
@ -518,6 +427,15 @@ endif
## yaml file of the distribution package
## is a link to the latest release of that kind of model variant
${DIST_YML}: ${MODEL_FINAL}
@${MAKE} ${DIST_PACKAGE}
@${MAKE} ${RELEASE_YML}
@rm -f $@
@cd ${dir $@} && ln -s $(notdir ${RELEASE_YML}) ${notdir $@}
## refresh a release with the same time stamp
## in case it is already the newest one
@ -693,6 +611,93 @@ ${EVALTRANSL}: # ${WORKHOME}/eval/%.test.txt: ${MODELSHOME}/%.compare
######################################################################
## DEPRECATED?
## obsolete now?
######################################################################
## get the best model from all kind of alternative setups
## in the following sub directories (add prefix work-)
## scan various work directories - specify alternative dir's below
ALT_MODEL_BASE = work-
# ALT_MODEL_DIR = bpe-old bpe-memad bpe spm-noalign bpe-align spm
# ALT_MODEL_DIR = spm langid
ALT_MODEL_DIR = langid
.PHONY: best_dist_all best-dist-all
best-dist-all best_dist_all:
for l in $(sort ${shell ls ${ALT_MODEL_BASE}* | grep -- '-' | grep -v old | grep -v work}); do \
if [ `find work*/$$l -name '*.npz' | wc -l` -gt 0 ]; then \
d=`find work-spm/$$l -name '*.best-perplexity.npz' -exec basename {} \; | cut -f1 -d.`; \
${MAKE} SRCLANGS="`echo $$l | cut -f1 -d'-' | sed 's/\\+/ /g'`" \
TRGLANGS="`echo $$l | cut -f2 -d'-' | sed 's/\\+/ /g'`" \
DATASET=$$d best_dist; \
fi \
done
## find the best model according to test set scores
## and make a distribution package from that model
## (BLEU needs to be above MIN_BLEU_SCORE)
## NEW: don't trust models tested with GNOME test sets!
## new version of finding the best model
## --> look at different model variants in each work-dir
## --> take only the best one to publish
.PHONY: best_dist best-dist
best-dist best_dist:
m=0;\
s=''; \
echo "------------------------------------------------"; \
echo "search best model for ${LANGPAIRSTR}"; \
for d in work ${ALT_MODEL_DIR}; do \
if [ -e "work-$$d/${LANGPAIRSTR}/test/${TESTSET}.trg" ]; then \
e=`basename work-$$d/${LANGPAIRSTR}/test/${TESTSET}.trg | sed 's/\.trg$$//'`; \
else \
e=`ls work-$$d/${LANGPAIRSTR}/test/*.trg | tail -1 | xargs basename | sed 's/\.trg$$//'`; \
fi; \
echo "evaldata = $$e"; \
if [ "$$e" != "GNOME" ]; then \
I=`find work-$$d/${LANGPAIRSTR}/ -maxdepth 1 -name "$$e.*.eval" -printf "%f\n"`; \
for i in $$I; do \
x=`echo $$i | cut -f3 -d. | cut -f1 -d-`; \
y=`echo $$i | cut -f3 -d. | cut -f2 -d- | sed 's/[0-9]$$//'`; \
z=`echo $$i | cut -f2 -d.`; \
v=`echo $$i | cut -f4 -d.`; \
if [ `find work-$$d/${LANGPAIRSTR} -name "$$e.$$z.$$x-$$y[0-9].$$v.*.eval" | wc -l ` -gt 0 ]; then \
b=`grep 'BLEU+' work-$$d/${LANGPAIRSTR}/$$e.$$z.$$x-$$y[0-9].$$v.*.eval | cut -f3 -d' ' | head -1`; \
if (( $$(echo "$$m-$$b < 0" |bc -l) )); then \
echo "$$d/$$i ($$b) is better than $$s ($$m)!"; \
m=$$b; \
E=$$i; \
s=$$d; \
else \
echo "$$d/$$i ($$b) is worse than $$s ($$m)!"; \
fi; \
fi; \
done; \
fi \
done; \
echo "--------------- best = $$m ($$s/$$E) ---------------------------------"; \
if [ "$$s" != "" ]; then \
if (( $$(echo "$$m > ${MIN_BLEU_SCORE}" |bc -l) )); then \
x=`echo $$E | cut -f3 -d. | cut -f1 -d-`; \
y=`echo $$E | cut -f3 -d. | cut -f2 -d- | sed 's/[0-9]$$//'`; \
z=`echo $$E | cut -f2 -d.`; \
v=`echo $$E | cut -f4 -d.`; \
${MAKE} \
MODELSHOME=${PWD}/models \
PRE_SRC=$$x PRE_TRG=$$y \
DATASET=$$z \
MODELTYPE=$$v \
MODELS_URL=https://object.pouta.csc.fi/${MODEL_CONTAINER} dist-$$s; \
fi; \
fi
######################################################################
## misc recipes ... all kind of fixes
@ -911,3 +916,19 @@ dist-fix-preprocess:
# fix-yml-files: ${OLDYMLFILES}
## create links for the released yml files
# link-release-yml: ${ALL_DIST_YML}
# print-dist-yml:
# echo "${ALL_DIST_YML}"
# ${ALL_DIST_YML}:
# if [ `ls ${@:.yml=[_-]*.yml} 2>/dev/null | wc -l` -gt 0 ]; then \
# cd ${dir $@}; \
# ln -s `ls -t ${notdir ${@:.yml=[_-]*.yml}} | head -1` ${notdir $@}; \
# fi

4
lib/env/puhti.mk vendored
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@ -8,8 +8,8 @@ DATA_PREPARE_HPCPARAMS = CPUJOB_HPC_CORES=2 CPUJOB_HPC_MEM=16g CPUJOB_HPC_DISK=5
DATA_ALIGN_HPCPARAMS = CPUJOB_HPC_CORES=4 CPUJOB_HPC_JOBS=2 CPUJOB_HPC_MEM=64g CPUJOB_HPC_DISK=500
# CSCPROJECT = project_2002688
CSCPROJECT = project_2002982
CSCPROJECT = project_2002688
# CSCPROJECT = project_2002982
WORKHOME = ${shell realpath ${PWD}/work}
GPU = v100
HPC_QUEUE = small

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@ -49,7 +49,8 @@ elg-release-models:
make release-all-improved-models
make release-all-improved-models-bt
# for l in dan fin hun nob swe tur; do make STUDENT_DATA=pft SRCLANGS=ukr TRGLANGS=$l release-tiny11-student; done
elg-release-tiny-models:
for l in bul dan deu fin hun nob ron swe tur; do make STUDENT_DATA=pft SRCLANGS=ukr TRGLANGS=$$l release-tiny11-student; done
ukreng-train-student:
@ -127,6 +128,24 @@ elg-eval-zle:
${MAKE} tatoeba-$${p}-eval-testsets; \
done
elg-release-zlszle:
for p in zls2zle zle2zls; do \
${MAKE} MODELTYPE=transformer-big tatoeba-$${p}-eval-bt; \
${MAKE} MODELTYPE=transformer-big tatoeba-$${p}-multieval-bt; \
${MAKE} MODELTYPE=transformer-big tatoeba-$${p}-eval-testsets-bt; \
${MAKE} MODELTYPE=transformer-big tatoeba-$${p}-dist-bt; \
done
elg-release-cesslk2ukr:
${MAKE} SRCLANGS="ces slk" TRGLANGS=ukr eval-pbt-tatoeba
${MAKE} SRCLANGS="ces slk" TRGLANGS=ukr tatoeba-multilingual-eval-pbt
${MAKE} SRCLANGS="ces slk" TRGLANGS=ukr release-pbt-tatoeba
elg-release-ukr2cesslk:
${MAKE} TRGLANGS="ces slk" SRCLANGS=ukr eval-pft-tatoeba
${MAKE} TRGLANGS="ces slk" SRCLANGS=ukr tatoeba-multilingual-eval-pft
${MAKE} TRGLANGS="ces slk" SRCLANGS=ukr release-pft-tatoeba
elg-eval-big2zle:
@ -575,11 +594,13 @@ ukr-model-table2:
# SCORE_BASE_URL = https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master
SCORE_BASE_URL = https://github.com/Helsinki-NLP/OPUS-MT-train/blob/puhti
print-ukr2x-table:
@echo '| language pair | lang-IDs | BLEU | model |'
@echo '|---------------|----------|------|-------|'
@grep '^[1-9][0-9]\.' ../scores/ukr-*/flores101-devtest/bleu-scores*txt | \
sed 's/:/ /' | sort -nr | rev | uniq -f2 | rev| sort > $@.tmp1
grep -v 'txt:1[0-5]\.' | ${GREP_MODELS} \
sed 's/:/ /' | sort -nr | rev | uniq -f2 | rev| sort > $@.tmp1
@cut -f3 -d'/' $@.tmp1 > $@.langids
@cut -f1 $@.langids | xargs iso639 -p | sed "s/^\"//;s/\"$$//;s#\" \"#\n#g" > $@.langnames
@cut -f1 $@.tmp1 | sed 's#^\.\.#${SCORE_BASE_URL}#' > $@.bleufile
@ -597,7 +618,8 @@ print-x2ukr-table:
@echo '| language pair | lang-IDs | BLEU | model |'
@echo '|---------------|----------|------|-------|'
@grep '^[1-9][0-9]\.' ../scores/*-ukr/flores101-devtest/bleu-scores*txt | \
sed 's/:/ /' | sort -nr | rev | uniq -f2 | rev| sort > $@.tmp1
grep -v 'txt:1[0-5]\.' | ${GREP_MODELS} \
sed 's/:/ /' | sort -nr | rev | uniq -f2 | rev| sort > $@.tmp1
@cut -f3 -d'/' $@.tmp1 > $@.langids
@cut -f1 $@.langids | xargs iso639 -p | sed "s/^\"//;s/\"$$//;s#\" \"#\n#g" > $@.langnames
@cut -f1 $@.tmp1 | sed 's#^\.\.#${SCORE_BASE_URL}#' > $@.bleufile
@ -622,3 +644,44 @@ opus-mt-ukr-flores-devtest.md:
echo "## Translations to Ukrainian" >> $@
echo "" >> $@
make -s print-x2ukr-table >> $@
opus-mt-ukr-flores-devtest-tiny.md:
echo "# OPUS-MT models for Ukrainian" > $@
echo "" >> $@
echo "The following tables list the best OPUS-MT models for translating from and to Ukrainian according to the flores101 devtest benchmark. Results are given in standard BLEU scores (using sacrebleu)." >> $@
echo "" >> $@
echo "## Translations from Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep 'tiny' |" print-ukr2x-table >> $@
echo "" >> $@
echo "## Translations to Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep 'tiny' |" print-x2ukr-table >> $@
opus-mt-ukr-flores-devtest-big.md:
echo "# OPUS-MT models for Ukrainian" > $@
echo "" >> $@
echo "The following tables list the best OPUS-MT models for translating from and to Ukrainian according to the flores101 devtest benchmark. Results are given in standard BLEU scores (using sacrebleu)." >> $@
echo "" >> $@
echo "## Translations from Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep 'transformer-big' |" print-ukr2x-table >> $@
echo "" >> $@
echo "## Translations to Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep 'transformer-big' |" print-x2ukr-table >> $@
opus-mt-ukr-flores-devtest-base.md:
echo "# OPUS-MT models for Ukrainian" > $@
echo "" >> $@
echo "The following tables list the best OPUS-MT models for translating from and to Ukrainian according to the flores101 devtest benchmark. Results are given in standard BLEU scores (using sacrebleu)." >> $@
echo "" >> $@
echo "## Translations from Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep -v 'transformer-big' | grep -v 'tiny' |" print-ukr2x-table >> $@
echo "" >> $@
echo "## Translations to Ukrainian" >> $@
echo "" >> $@
make -s GREP_MODELS="grep -v 'transformer-big' | grep -v 'tiny' |" print-x2ukr-table >> $@

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@ -1,3 +1,4 @@
15.7 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-zls/opusTCv20210807+bt_transformer-big_2022-03-16.zip
12.9 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-10-04.zip
12.8 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-09-26.zip
12.6 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip

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@ -1,3 +1,4 @@
0.49267 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-zls/opusTCv20210807+bt_transformer-big_2022-03-16.zip
0.456 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-10-04.zip
0.453 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip
0.450 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-09-26.zip

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@ -1,3 +1,4 @@
16.1 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-zls/opusTCv20210807+bt_transformer-big_2022-03-16.zip
13.7 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip
13.4 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-09-26.zip
13.3 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-10-04.zip

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@ -1,3 +1,4 @@
0.49602 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-zls/opusTCv20210807+bt_transformer-big_2022-03-16.zip
0.454 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-10-04.zip
0.452 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.zip
0.450 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-21.zip

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@ -1,2 +1,3 @@
14.2 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-gmq/opusTCv20210807+pft_transformer-big_2022-03-14.zip
8.2 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.zip
7.7 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-21.zip

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@ -1,2 +1,3 @@
0.47553 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-gmq/opusTCv20210807+pft_transformer-big_2022-03-14.zip
0.375 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.zip
0.367 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-21.zip

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@ -1,2 +1,3 @@
13.9 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-gmq/opusTCv20210807+pft_transformer-big_2022-03-14.zip
7.9 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.zip
7.5 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-21.zip

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@ -1,2 +1,3 @@
0.47621 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-gmq/opusTCv20210807+pft_transformer-big_2022-03-14.zip
0.372 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-27.zip
0.364 https://object.pouta.csc.fi/Tatoeba-MT-models/ine-ine/opus-2020-07-21.zip

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@ -1,3 +1,4 @@
18.0 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-eng/opusTCv20210807+bt_transformer-big_2022-03-17.zip
17.8 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-eng/opusTCv20210807+bt_transformer-big_2022-03-03.zip
14.6 https://object.pouta.csc.fi/Tatoeba-MT-models/bel-eng/opus+bt-2021-04-30.zip
13.5 https://object.pouta.csc.fi/Tatoeba-MT-models/sla-eng/opus4m-2020-08-12.zip

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@ -1,3 +1,4 @@
0.52003 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-eng/opusTCv20210807+bt_transformer-big_2022-03-17.zip
0.51962 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-eng/opusTCv20210807+bt_transformer-big_2022-03-03.zip
0.493 https://object.pouta.csc.fi/Tatoeba-MT-models/bel-eng/opus+bt-2021-04-30.zip
0.488 https://object.pouta.csc.fi/Tatoeba-MT-models/zle-eng/opus1m+bt-2021-05-02.zip

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@ -1,3 +1,4 @@
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