From 8170966defd7f4db169c51413a8f5f64e7d3095b Mon Sep 17 00:00:00 2001 From: Evgeny Pavlov Date: Mon, 4 Nov 2024 13:49:49 -0800 Subject: [PATCH] Switch bestbleu to chrF (#908) * Switch best bleu to chrf * Add requirements * Use the same version of sacrebleu and mtdata everywhere * Fix kind * Install requirements * Fix chrf score function * Update find-corpus * Skip mtdata flores datasets * Skip flores 200 * Skip WMT news * Clarify comment * Rename bestbleu to extract_best * Use full argument names * Add tests for extract best --- pipeline/data/requirements/data.in | 1 + pipeline/data/requirements/data.txt | 54 +- .../{bestbleu.py => extract_best.py} | 2 +- .../translate/requirements/extract_best.in | 1 + .../translate/requirements/extract_best.txt | 20 + poetry.lock | 2252 ++++++++++------- pyproject.toml | 11 +- snakemake/Snakefile | 2 +- taskcluster/docker/toolchain-build/Dockerfile | 2 - taskcluster/docker/train/Dockerfile | 2 - taskcluster/kinds/extract-best/kind.yml | 15 +- tests/test_extract_best.py | 46 + tests/test_find_corpus.py | 28 +- utils/config_generator.py | 9 + utils/find_corpus.py | 10 +- 15 files changed, 1462 insertions(+), 993 deletions(-) rename pipeline/translate/{bestbleu.py => extract_best.py} (99%) create mode 100644 pipeline/translate/requirements/extract_best.in create mode 100644 pipeline/translate/requirements/extract_best.txt create mode 100644 tests/test_extract_best.py diff --git a/pipeline/data/requirements/data.in b/pipeline/data/requirements/data.in index 33aca7906..5c4975725 100644 --- a/pipeline/data/requirements/data.in +++ b/pipeline/data/requirements/data.in @@ -3,3 +3,4 @@ git+https://github.com/hplt-project/OpusTrainer.git@c966d7b353d6b3c6a09d9573f1ab simalign==0.4 mtdata==0.4.1 psutil==6.0.0 +sacrebleu==2.4.2 diff --git a/pipeline/data/requirements/data.txt b/pipeline/data/requirements/data.txt index 4fa544d97..ccb86561b 100644 --- a/pipeline/data/requirements/data.txt +++ b/pipeline/data/requirements/data.txt @@ -1,8 +1,8 @@ # -# This file is autogenerated by pip-compile with Python 3.10 +# This file is autogenerated by pip-compile with Python 3.11 # by the following command: # -# pip-compile --allow-unsafe pipeline/data/requirements/data.in +# pip-compile pipeline/data/requirements/data.in # blessed==1.20.0 # via enlighten @@ -12,6 +12,8 @@ charset-normalizer==3.3.2 # via requests click==8.1.7 # via sacremoses +colorama==0.4.6 + # via sacrebleu enlighten==1.10.1 # via mtdata filelock==3.15.4 @@ -19,7 +21,6 @@ filelock==3.15.4 # huggingface-hub # torch # transformers - # triton fsspec==2024.6.1 # via # huggingface-hub @@ -38,6 +39,8 @@ joblib==1.4.2 # scikit-learn latexcodec==3.0.0 # via pybtex +lxml==5.3.0 + # via sacrebleu markupsafe==2.1.5 # via jinja2 mpmath==1.3.0 @@ -50,41 +53,11 @@ networkx==3.3 # torch numpy==1.26.4 # via + # sacrebleu # scikit-learn # scipy # simalign # transformers -nvidia-cublas-cu12==12.1.3.1 - # via - # nvidia-cudnn-cu12 - # nvidia-cusolver-cu12 - # torch -nvidia-cuda-cupti-cu12==12.1.105 - # via torch -nvidia-cuda-nvrtc-cu12==12.1.105 - # via torch -nvidia-cuda-runtime-cu12==12.1.105 - # via torch -nvidia-cudnn-cu12==8.9.2.26 - # via torch -nvidia-cufft-cu12==11.0.2.54 - # via torch -nvidia-curand-cu12==10.3.2.106 - # via torch -nvidia-cusolver-cu12==11.4.5.107 - # via torch -nvidia-cusparse-cu12==12.1.0.106 - # via - # nvidia-cusolver-cu12 - # torch -nvidia-nccl-cu12==2.20.5 - # via torch -nvidia-nvjitlink-cu12==12.6.20 - # via - # nvidia-cusolver-cu12 - # nvidia-cusparse-cu12 -nvidia-nvtx-cu12==12.1.105 - # via torch opustrainer @ git+https://github.com/hplt-project/OpusTrainer.git@c966d7b353d6b3c6a09d9573f1ab6ba3221c1d21 # via -r pipeline/data/requirements/data.in packaging==24.1 @@ -92,7 +65,9 @@ packaging==24.1 # huggingface-hub # transformers portalocker==2.3.0 - # via mtdata + # via + # mtdata + # sacrebleu prefixed==0.7.1 # via enlighten psutil==6.0.0 @@ -107,6 +82,7 @@ pyyaml==6.0.1 # transformers regex==2024.5.15 # via + # sacrebleu # sacremoses # simalign # transformers @@ -119,6 +95,8 @@ ruamel-yaml==0.18.6 # via mtdata ruamel-yaml-clib==0.2.8 # via ruamel-yaml +sacrebleu==2.4.2 + # via -r pipeline/data/requirements/data.in sacremoses==0.1.1 # via opustrainer safetensors==0.4.3 @@ -139,11 +117,13 @@ six==1.16.0 # pybtex sympy==1.12.1 # via torch +tabulate==0.9.0 + # via sacrebleu threadpoolctl==3.5.0 # via scikit-learn tokenizers==0.19.1 # via transformers -torch==2.3.1 +torch==2.2.2 # via simalign tqdm==4.66.4 # via @@ -152,8 +132,6 @@ tqdm==4.66.4 # transformers transformers==4.42.3 # via simalign -triton==2.3.1 - # via torch typing-extensions==4.12.2 # via # huggingface-hub diff --git a/pipeline/translate/bestbleu.py b/pipeline/translate/extract_best.py similarity index 99% rename from pipeline/translate/bestbleu.py rename to pipeline/translate/extract_best.py index 76ddf03dc..6d69af4eb 100644 --- a/pipeline/translate/bestbleu.py +++ b/pipeline/translate/extract_best.py @@ -96,7 +96,7 @@ def marian_best_bleu(args, score_function): def compute_chrf(references, translation): hypo = " ".join(translation) - refs = [" ".join(r) for r in references][0] + refs = [" ".join(r) for r in references] return sacrebleu.sentence_chrf(hypo, refs).score diff --git a/pipeline/translate/requirements/extract_best.in b/pipeline/translate/requirements/extract_best.in new file mode 100644 index 000000000..c0f1ce69e --- /dev/null +++ b/pipeline/translate/requirements/extract_best.in @@ -0,0 +1 @@ +sacrebleu==2.4.2 diff --git a/pipeline/translate/requirements/extract_best.txt b/pipeline/translate/requirements/extract_best.txt new file mode 100644 index 000000000..acdf11d2d --- /dev/null +++ b/pipeline/translate/requirements/extract_best.txt @@ -0,0 +1,20 @@ +# +# This file is autogenerated by pip-compile with Python 3.11 +# by the following command: +# +# pip-compile pipeline/translate/requirements/extract_best.in +# +colorama==0.4.6 + # via sacrebleu +lxml==5.3.0 + # via sacrebleu +numpy==2.1.2 + 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[tool.poetry.group.utils.dependencies] -sacrebleu="2.0.0" -mtdata="0.3.2" -requests="2.26.0" +sacrebleu="2.4.2" +mtdata="0.4.1" +requests="^2.26.0" humanize = "^4.9.0" blessed = "^1.20.0" huggingface-hub = "^0.20.3" @@ -45,8 +45,9 @@ pyperclip="1.9.0" # list is only for things imported directly in the tests. ruamel-yaml = "^0.18.6" [tool.poetry.group.tests.dependencies] -mtdata="0.3.2" -requests="2.26.0" +sacrebleu="2.4.2" +mtdata="0.4.1" +requests="^2.26.0" pytest="7.4.3" # use the latest main, switch to PyPi when released opustrainer = {git = "https://github.com/hplt-project/OpusTrainer.git", rev="c966d7b353d6b3c6a09d9573f1ab6ba3221c1d21"} diff --git a/snakemake/Snakefile b/snakemake/Snakefile index 04f7217a6..2794c50dd 100644 --- a/snakemake/Snakefile +++ b/snakemake/Snakefile @@ -562,7 +562,7 @@ rule extract_best: #group 'translate_corpus' input: nbest=f"{translated}/corpus/file.{{part}}.nbest", ref=f"{translated}/corpus/file.{{part}}.ref" output: f"{translated}/corpus/file.{{part}}.nbest.out" - shell: 'python pipeline/translate/bestbleu.py -i {input.nbest} -r {input.ref} -m bleu -o {output} >> {log} 2>&1' + shell: 'python pipeline/translate/extract_best.py -i {input.nbest} -r {input.ref} -m bleu -o {output} >> {log} 2>&1' rule collect_corpus: message: "Collecting translated corpus" diff --git a/taskcluster/docker/toolchain-build/Dockerfile b/taskcluster/docker/toolchain-build/Dockerfile index 962e0cecc..099efb786 100644 --- a/taskcluster/docker/toolchain-build/Dockerfile +++ b/taskcluster/docker/toolchain-build/Dockerfile @@ -37,8 +37,6 @@ RUN locale-gen "$LANG" RUN pip install zstandard -# Required to download sacrebleu datasets -RUN pip install sacrebleu mtdata # %include-run-task diff --git a/taskcluster/docker/train/Dockerfile b/taskcluster/docker/train/Dockerfile index 5df32207a..2156d5080 100644 --- a/taskcluster/docker/train/Dockerfile +++ b/taskcluster/docker/train/Dockerfile @@ -16,7 +16,5 @@ RUN apt-get update -qq \ wget \ && apt-get clean -# Required to download sacrebleu datasets -RUN pip install sacrebleu VOLUME /builds/worker/checkouts diff --git a/taskcluster/kinds/extract-best/kind.yml b/taskcluster/kinds/extract-best/kind.yml index 9178a7cee..d65079618 100644 --- a/taskcluster/kinds/extract-best/kind.yml +++ b/taskcluster/kinds/extract-best/kind.yml @@ -31,7 +31,8 @@ tasks: cache: type: extract-best resources: - - pipeline/translate/bestbleu.py + - pipeline/translate/extract_best.py + - pipeline/translate/requirements/extract_best.txt task-context: from-parameters: @@ -81,11 +82,13 @@ tasks: - >- zstd -d --rm $MOZ_FETCHES_DIR/*.zst && export PYTHONPATH=$PYTHONPATH:$VCS_PATH && - python3 $VCS_PATH/pipeline/translate/bestbleu.py - -i "$MOZ_FETCHES_DIR/file.{this_chunk}.nbest" - -r "$MOZ_FETCHES_DIR/file.{this_chunk}.ref" - -o $TASK_WORKDIR/artifacts/file.{this_chunk}.nbest.out - -m bleu + pip install --upgrade pip && + pip install -r $VCS_PATH/pipeline/translate/requirements/extract_best.txt && + python3 $VCS_PATH/pipeline/translate/extract_best.py + --nbest "$MOZ_FETCHES_DIR/file.{this_chunk}.nbest" + --references "$MOZ_FETCHES_DIR/file.{this_chunk}.ref" + --output $TASK_WORKDIR/artifacts/file.{this_chunk}.nbest.out + --metric chrf dependencies: # double curly braces are used for the chunk substitutions because diff --git a/tests/test_extract_best.py b/tests/test_extract_best.py new file mode 100644 index 000000000..2a423dd46 --- /dev/null +++ b/tests/test_extract_best.py @@ -0,0 +1,46 @@ +import os + +from fixtures import DataDir + +nbest = """0 ||| Реформа, направленная на выдвижение условий, идет слишком медленно. ||| F0= -9.21191 F1= -11.53 ||| -1.22059 +0 ||| Реформа, направленная на выдвижение условий, проходит слишком медленно. ||| F0= -10.1025 F1= -11.1262 ||| -1.24908 +0 ||| Реформа условий была слишком медленной. ||| F0= -6.67615 F1= -6.21271 ||| -1.28906 +0 ||| Реформа, направленная на выдвижение условий, идет слишком медленными темпами. ||| F0= -12.3186 F1= -13.4513 ||| -1.28906 +0 ||| Реформа, направленная на выдвижение условий, осуществляется слишком медленно. ||| F0= -9.85156 F1= -12.1434 ||| -1.29412 +0 ||| Реформа до обусловленности была слишком медленной. ||| F0= -9.59259 F1= -6.63153 ||| -1.35026 +0 ||| Реформа системы обусловленности была слишком медленной. ||| F0= -10.0087 F1= -7.58777 ||| -1.46484 +0 ||| Реформа системы обусловленности идет слишком медленно. ||| F0= -9.89215 F1= -6.91754 ||| -1.52699 +1 ||| Помощь по-прежнему носит фрагментарный характер, а доноры не координируют свою деятельность. ||| F0= -7.94812 F1= -8.49457 ||| -0.821875 +1 ||| Помощь по-прежнему раздроблена, а доноры не координируют свою деятельность. ||| F0= -7.23773 F1= -8.77496 ||| -0.842928 +1 ||| Помощь по-прежнему фрагментирована, а доноры не координируют свою деятельность. ||| F0= -8.4671 F1= -6.81989 ||| -0.848524 +1 ||| Помощь остается раздробленной, а доноры - нескоординированными. ||| F0= -7.95831 F1= -8.09065 ||| -0.891493 +1 ||| Помощь по-прежнему носит фрагментарный характер, а доноры не координируют свои действия. ||| F0= -9.28394 F1= -9.13013 ||| -0.920313 +1 ||| Помощь по-прежнему раздроблена, а доноры не координируются. ||| F0= -6.3092 F1= -9.73718 ||| -0.943934 +1 ||| Помощь по-прежнему раздроблена, а доноры не координируют свои усилия. ||| F0= -8.31525 F1= -9.74164 ||| -0.949836 +1 ||| Помощь по-прежнему фрагментирована, а доноры не координируются. ||| F0= -7.51941 F1= -7.84265 ||| -0.959961""" + +refs = """Реформирование кондициональности проходит слишком медленно. +Помощь по-прежнему оказывается фрагментарно, а действия доноров не координируются.""" + + +def test_extract_best_chr(): + data_dir = DataDir("test_extract_best") + data_dir.create_file("file.1.nbest", nbest) + data_dir.create_file("file.1.ref", refs) + data_dir.mkdir("artifacts") + env = { + "TEST_ARTIFACTS": data_dir.path, + "SRC": "en", + "TRG": "ru", + } + + data_dir.run_task("extract-best-en-ru-1/10", env=env) + + output_file = os.path.join(data_dir.path, "artifacts", "file.1.nbest.out") + assert os.path.isfile(output_file) + with open(output_file, "r") as f: + output = f.read() + assert ( + output == "Реформа, направленная на выдвижение условий, проходит слишком медленно.\n" + "Помощь по-прежнему носит фрагментарный характер, а доноры не координируют свои действия.\n" + ) diff --git a/tests/test_find_corpus.py b/tests/test_find_corpus.py index e98a817d3..fc2f97d72 100644 --- a/tests/test_find_corpus.py +++ b/tests/test_find_corpus.py @@ -104,7 +104,7 @@ def test_opus_download_url(mock_opus_data, capsys): # mtdata has some deprecated dependencies @pytest.mark.filterwarnings("ignore::DeprecationWarning") def test_mtdata(requests_mock, capsys): - find_corpus(["en", "ca", "--importer", "mtdata"]) + find_corpus(["en", "ckb", "--importer", "mtdata"]) assert_stdout( capsys, "mtdata outputs nicely", @@ -112,17 +112,17 @@ def test_mtdata(requests_mock, capsys): ┌────────────────────────────────────────────────┐ │ mtdata - https://github.com/thammegowda/mtdata │ └────────────────────────────────────────────────┘ - - Dataset URL - ────────────────────────────────────── ─────────────────────────────────────────────────────────────────────────────────────────────────────────── - mtdata_ELRC-wikipedia_health-1-cat-eng https://elrc-share.eu/repository/download/ac6d557e8de811ea913100155d026706b0c5fee96b88489781ddd7675f8ea2ae/ - mtdata_Facebook-wikimatrix-1-cat-eng https://dl.fbaipublicfiles.com/laser/WikiMatrix/v1/WikiMatrix.ca-en.tsv.gz - mtdata_Statmt-ccaligned-1-cat_ES-eng http://www.statmt.org/cc-aligned/sentence-aligned/ca_ES-en_XX.tsv.xz - + + Dataset URL + ───────────────────────────────────────── ───────────────────────────────────────────────────────────────────────── + mtdata_Flores-flores101_dev-1-ckb-eng https://dl.fbaipublicfiles.com/flores101/dataset/flores101_dataset.tar.gz + mtdata_Flores-flores101_devtest-1-ckb-eng https://dl.fbaipublicfiles.com/flores101/dataset/flores101_dataset.tar.gz + mtdata_Statmt-ccaligned-1-ckb_IQ-eng http://data.statmt.org/cc-aligned/sentence-aligned/cb_IQ-en_XX.tsv.xz + YAML: - - mtdata_ELRC-wikipedia_health-1-cat-eng - - mtdata_Facebook-wikimatrix-1-cat-eng - - mtdata_Statmt-ccaligned-1-cat_ES-eng + - mtdata_Flores-flores101_dev-1-ckb-eng + - mtdata_Flores-flores101_devtest-1-ckb-eng + - mtdata_Statmt-ccaligned-1-ckb_IQ-eng """, ) @@ -139,9 +139,9 @@ def test_sacrebleu(requests_mock, capsys): └─────────────────────────────────────────────────┘ Dataset Description URLs - ───────── ─────────────────────────────────────── ────────────────────────────────────────────────────── - wmt20 Official evaluation data for WMT20 http://data.statmt.org/wmt20/translation-task/test.tgz - wmt20/dev Development data for tasks new to 2020. http://data.statmt.org/wmt20/translation-task/dev.tgz + ───────── ─────────────────────────────────────── ─────────────────────────────────────────────────────── + wmt20 Official evaluation data for WMT20 https://data.statmt.org/wmt20/translation-task/test.tgz + wmt20/dev Development data for tasks new to 2020. https://data.statmt.org/wmt20/translation-task/dev.tgz YAML: - sacrebleu_wmt20 diff --git a/utils/config_generator.py b/utils/config_generator.py index 3b64f20f9..016ea80ec 100644 --- a/utils/config_generator.py +++ b/utils/config_generator.py @@ -45,6 +45,13 @@ "lithuanian_legislation_seimas_lithuania", # Fails to load from OPUS. "SPC", + # MTdata duplicates Flores that we pull directly + "flores101_dev", + "flores101_devtest", + "flores200_dev", + "flores200_devtest", + # Skip OPUS WMT news test sets. They are used in our evaluation and shouldn't be used for training + "WMT-News", ] # Do not include small datasets. This works around #508, and minimizes dataset tasks that @@ -185,6 +192,8 @@ def add_train_data( entries = fetch_mtdata(source, target) for corpus_key, entry in entries.items(): + if entry.did.name in skip_datasets: + continue # mtdata can have test and devtest data as well. if entry.did.name.endswith("test"): dataset = datasets["test"] diff --git a/utils/find_corpus.py b/utils/find_corpus.py index 4e4c674da..a2d4b66f6 100755 --- a/utils/find_corpus.py +++ b/utils/find_corpus.py @@ -105,7 +105,7 @@ def fetch_sacrebleu(source: str, target: str) -> dict[str, dict[str, any]]: return { name: entry for name, entry in sacrebleu.DATASETS.items() - if f"{source}-{target}" in entry or f"{target}-{source}" in entry + if f"{source}-{target}" in entry.langpairs or f"{target}-{source}" in entry.langpairs } @@ -123,8 +123,8 @@ def get_sacrebleu(source: str, target: str): [ # name, - dataset["description"], - ", ".join(dataset["data"]), + dataset.description, + ", ".join(dataset.data), ] for name, dataset in datasets_dict.items() ], @@ -350,14 +350,14 @@ def fetch_mtdata(source: str, target: str) -> dict[str, Entry]: # mtdata outputs debug logs logging.disable(logging.CRITICAL) - from mtdata.entry import lang_pair + from mtdata.entry import BCP47Tag from mtdata.index import get_entries from mtdata.iso import iso3_code source_tricode = iso3_code(source, fail_error=True) target_tricode = iso3_code(target, fail_error=True) entries = sorted( - get_entries(lang_pair(source_tricode + "-" + target_tricode), None, None, True), + get_entries((BCP47Tag(source_tricode), BCP47Tag(target_tricode)), None, None, True), key=lambda entry: entry.did.group, )