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7abfc97
Add spaCy NLP tool with data manager
ksuderman 0e6b606
Addressed review comments
ksuderman a8ec3b6
Address spaCy PR #8006 reviewer comments
ksuderman 49a905a
Clean up imports in spacy_process.py
bgruening 663dc65
Update .shed.yml
bgruening 4b194a6
Fix F841 flake8 error: remove unused 'result' variable in spaCy data …
ksuderman 05e523e
Fix spaCy test failures: add missing install_model.sh script and corr…
ksuderman a0d4b60
Cleanup and add DM test
ksuderman 0e4027e
Add missing data_manager_conf.xml and tool_data_table_conf.xml.test
ksuderman 3463d86
Fix spaCy docs: correct DM install mechanism (wheel not pip), add par…
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| name: data_manager_spacy_models | ||
| owner: iuc | ||
| description: Data manager for downloading and installing spaCy language models | ||
| long_description: | | ||
| This data manager allows Galaxy administrators to download and install spaCy | ||
| language models for use with the spaCy NLP annotation tool. It supports 70 | ||
| models across 23 languages with multi-select installation. | ||
| homepage_url: https://spacy.io | ||
| remote_repository_url: https://github.com/galaxyproject/tools-iuc/tree/main/data_managers/data_manager_spacy_models | ||
| type: unrestricted | ||
| categories: | ||
| - Data Managers | ||
| - Text Manipulation | ||
| - Natural Language Processing |
252 changes: 252 additions & 0 deletions
252
data_managers/data_manager_spacy_models/data_manager/data_manager_spacy_models.py
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| @@ -0,0 +1,252 @@ | ||
| #!/usr/bin/env python | ||
| """ | ||
| Data Manager for spaCy Language Models | ||
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| Downloads spaCy model wheels from the explosion/spacy-models GitHub releases, | ||
| extracts the model data directory into the data manager output's extra files | ||
| path, and registers the path in Galaxy's ``spacy_models`` data table. Galaxy | ||
| then moves the model into the managed data directory (see data_manager_conf.xml). | ||
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| Storing the extracted model directory (rather than pip-installing the package) | ||
| means the tool can load it directly and offline with ``spacy.load(model_path)``, | ||
| so the model persists across jobs and does not need to be re-downloaded at run | ||
| time. No spaCy install is required to run this data manager. | ||
| """ | ||
|
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| import argparse | ||
| import json | ||
| import shutil | ||
| import urllib.request | ||
| import zipfile | ||
| from pathlib import Path | ||
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| # GitHub releases base URL for spaCy models | ||
| SPACY_MODELS_BASE_URL = "https://github.com/explosion/spacy-models/releases/download" | ||
| # spaCy compatibility endpoint | ||
| SPACY_COMPAT_URL = "https://raw.githubusercontent.com/explosion/spacy-models/master/compatibility.json" | ||
| # spaCy version this data manager targets | ||
| SPACY_VERSION = "3.8" | ||
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| # spaCy model information | ||
| # Format: model_name -> (display_name, language, size) | ||
| SPACY_MODELS = { | ||
| # English | ||
| "en_core_web_sm": ("English (small)", "en", "sm"), | ||
| "en_core_web_md": ("English (medium)", "en", "md"), | ||
| "en_core_web_lg": ("English (large)", "en", "lg"), | ||
| "en_core_web_trf": ("English (transformer)", "en", "trf"), | ||
|
|
||
| # Spanish | ||
| "es_core_news_sm": ("Spanish (small)", "es", "sm"), | ||
| "es_core_news_md": ("Spanish (medium)", "es", "md"), | ||
| "es_core_news_lg": ("Spanish (large)", "es", "lg"), | ||
|
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| # German | ||
| "de_core_news_sm": ("German (small)", "de", "sm"), | ||
| "de_core_news_md": ("German (medium)", "de", "md"), | ||
| "de_core_news_lg": ("German (large)", "de", "lg"), | ||
|
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||
| # French | ||
| "fr_core_news_sm": ("French (small)", "fr", "sm"), | ||
| "fr_core_news_md": ("French (medium)", "fr", "md"), | ||
| "fr_core_news_lg": ("French (large)", "fr", "lg"), | ||
|
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||
| # Chinese | ||
| "zh_core_web_sm": ("Chinese (small)", "zh", "sm"), | ||
| "zh_core_web_md": ("Chinese (medium)", "zh", "md"), | ||
| "zh_core_web_lg": ("Chinese (large)", "zh", "lg"), | ||
|
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||
| # Japanese | ||
| "ja_core_news_sm": ("Japanese (small)", "ja", "sm"), | ||
| "ja_core_news_md": ("Japanese (medium)", "ja", "md"), | ||
| "ja_core_news_lg": ("Japanese (large)", "ja", "lg"), | ||
|
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| # Portuguese | ||
| "pt_core_news_sm": ("Portuguese (small)", "pt", "sm"), | ||
| "pt_core_news_md": ("Portuguese (medium)", "pt", "md"), | ||
| "pt_core_news_lg": ("Portuguese (large)", "pt", "lg"), | ||
|
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| # Italian | ||
| "it_core_news_sm": ("Italian (small)", "it", "sm"), | ||
| "it_core_news_md": ("Italian (medium)", "it", "md"), | ||
| "it_core_news_lg": ("Italian (large)", "it", "lg"), | ||
|
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| # Dutch | ||
| "nl_core_news_sm": ("Dutch (small)", "nl", "sm"), | ||
| "nl_core_news_md": ("Dutch (medium)", "nl", "md"), | ||
| "nl_core_news_lg": ("Dutch (large)", "nl", "lg"), | ||
|
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||
| # Greek | ||
| "el_core_news_sm": ("Greek (small)", "el", "sm"), | ||
| "el_core_news_md": ("Greek (medium)", "el", "md"), | ||
| "el_core_news_lg": ("Greek (large)", "el", "lg"), | ||
|
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| # Polish | ||
| "pl_core_news_sm": ("Polish (small)", "pl", "sm"), | ||
| "pl_core_news_md": ("Polish (medium)", "pl", "md"), | ||
| "pl_core_news_lg": ("Polish (large)", "pl", "lg"), | ||
|
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| # Norwegian | ||
| "nb_core_news_sm": ("Norwegian Bokmål (small)", "nb", "sm"), | ||
| "nb_core_news_md": ("Norwegian Bokmål (medium)", "nb", "md"), | ||
| "nb_core_news_lg": ("Norwegian Bokmål (large)", "nb", "lg"), | ||
|
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||
| # Lithuanian | ||
| "lt_core_news_sm": ("Lithuanian (small)", "lt", "sm"), | ||
| "lt_core_news_md": ("Lithuanian (medium)", "lt", "md"), | ||
| "lt_core_news_lg": ("Lithuanian (large)", "lt", "lg"), | ||
|
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||
| # Danish | ||
| "da_core_news_sm": ("Danish (small)", "da", "sm"), | ||
| "da_core_news_md": ("Danish (medium)", "da", "md"), | ||
| "da_core_news_lg": ("Danish (large)", "da", "lg"), | ||
|
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| # Swedish | ||
| "sv_core_news_sm": ("Swedish (small)", "sv", "sm"), | ||
| "sv_core_news_md": ("Swedish (medium)", "sv", "md"), | ||
| "sv_core_news_lg": ("Swedish (large)", "sv", "lg"), | ||
|
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| # Romanian | ||
| "ro_core_news_sm": ("Romanian (small)", "ro", "sm"), | ||
| "ro_core_news_md": ("Romanian (medium)", "ro", "md"), | ||
| "ro_core_news_lg": ("Romanian (large)", "ro", "lg"), | ||
|
|
||
| # Catalan | ||
| "ca_core_news_sm": ("Catalan (small)", "ca", "sm"), | ||
| "ca_core_news_md": ("Catalan (medium)", "ca", "md"), | ||
| "ca_core_news_lg": ("Catalan (large)", "ca", "lg"), | ||
|
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||
| # Finnish | ||
| "fi_core_news_sm": ("Finnish (small)", "fi", "sm"), | ||
| "fi_core_news_md": ("Finnish (medium)", "fi", "md"), | ||
| "fi_core_news_lg": ("Finnish (large)", "fi", "lg"), | ||
|
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||
| # Croatian | ||
| "hr_core_news_sm": ("Croatian (small)", "hr", "sm"), | ||
| "hr_core_news_md": ("Croatian (medium)", "hr", "md"), | ||
| "hr_core_news_lg": ("Croatian (large)", "hr", "lg"), | ||
|
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| # Korean | ||
| "ko_core_news_sm": ("Korean (small)", "ko", "sm"), | ||
| "ko_core_news_md": ("Korean (medium)", "ko", "md"), | ||
| "ko_core_news_lg": ("Korean (large)", "ko", "lg"), | ||
|
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||
| # Macedonian | ||
| "mk_core_news_sm": ("Macedonian (small)", "mk", "sm"), | ||
| "mk_core_news_md": ("Macedonian (medium)", "mk", "md"), | ||
| "mk_core_news_lg": ("Macedonian (large)", "mk", "lg"), | ||
|
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||
| # Russian | ||
| "ru_core_news_sm": ("Russian (small)", "ru", "sm"), | ||
| "ru_core_news_md": ("Russian (medium)", "ru", "md"), | ||
| "ru_core_news_lg": ("Russian (large)", "ru", "lg"), | ||
|
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||
| # Ukrainian | ||
| "uk_core_news_sm": ("Ukrainian (small)", "uk", "sm"), | ||
| "uk_core_news_md": ("Ukrainian (medium)", "uk", "md"), | ||
| "uk_core_news_lg": ("Ukrainian (large)", "uk", "lg"), | ||
| } | ||
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| def get_model_version(model_name): | ||
| """Look up the compatible model version from spaCy's compatibility.json.""" | ||
| print(f"Looking up compatible version for {model_name} (spaCy {SPACY_VERSION})") | ||
| response = urllib.request.urlopen(SPACY_COMPAT_URL) | ||
| compat = json.loads(response.read()) | ||
| models = compat.get("spacy", {}).get(SPACY_VERSION, {}) | ||
| versions = models.get(model_name) | ||
| if not versions: | ||
| raise RuntimeError(f"No compatible version for {model_name} with spaCy {SPACY_VERSION}") | ||
| version = versions[0] if isinstance(versions, list) else versions | ||
| print(f"Found compatible version: {version}") | ||
| return version | ||
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| def install_model(model_name, dest_dir): | ||
| """Download a spaCy model wheel and extract its data directory into dest_dir. | ||
|
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| spaCy model wheels contain ``<model_name>/<model_name>-<version>/`` which is | ||
| the loadable model data directory (config.cfg, meta.json, pipeline | ||
| components). Its contents are written to ``dest_dir`` so that | ||
| ``spacy.load(dest_dir)`` works offline. | ||
| """ | ||
| version = get_model_version(model_name) | ||
| wheel_name = f"{model_name}-{version}-py3-none-any.whl" | ||
| url = f"{SPACY_MODELS_BASE_URL}/{model_name}-{version}/{wheel_name}" | ||
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| dest_dir = Path(dest_dir) | ||
| extract_dir = dest_dir.parent / f"_{model_name}_wheel" | ||
| wheel_path = dest_dir.parent / wheel_name | ||
|
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| print(f"Downloading {url}") | ||
| urllib.request.urlretrieve(url, str(wheel_path)) | ||
|
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| print(f"Extracting {wheel_name}") | ||
| with zipfile.ZipFile(str(wheel_path)) as zf: | ||
| zf.extractall(str(extract_dir)) | ||
|
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| # The loadable model data directory is <model_name>/<model_name>-<version>. | ||
| data_dir = extract_dir / model_name / f"{model_name}-{version}" | ||
| if not data_dir.is_dir(): | ||
| raise RuntimeError(f"Model data directory not found in wheel: {data_dir}") | ||
|
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| # Move the model data directory contents to dest_dir so dest_dir is the | ||
| # directory that spacy.load() consumes. | ||
| if dest_dir.exists(): | ||
| shutil.rmtree(dest_dir) | ||
| shutil.move(str(data_dir), str(dest_dir)) | ||
|
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| # Clean up the wheel and leftover extraction directory. | ||
| wheel_path.unlink() | ||
| shutil.rmtree(extract_dir, ignore_errors=True) | ||
|
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| return version | ||
|
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| def main(): | ||
| parser = argparse.ArgumentParser(description="Download and register spaCy language models") | ||
| parser.add_argument("data_manager_json", | ||
| help="Galaxy data manager JSON file (prepopulated with output paths)") | ||
| parser.add_argument("--model", action="append", required=True, choices=SPACY_MODELS.keys(), | ||
| help="spaCy model(s) to download (can be specified multiple times)") | ||
| args = parser.parse_args() | ||
|
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| # Galaxy prepopulates the data manager JSON with the output dataset's extra | ||
| # files path, a writable directory. Models are extracted there and Galaxy | ||
| # moves them into the managed data directory afterwards. | ||
| with open(args.data_manager_json) as fh: | ||
| params = json.load(fh) | ||
| target_dir = Path(params["output_data"][0]["extra_files_path"]) | ||
| target_dir.mkdir(parents=True, exist_ok=True) | ||
|
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| data_table_entries = [] | ||
|
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| for model_name in args.model: | ||
| display_name, language, size = SPACY_MODELS[model_name] | ||
| print(f"\n{'=' * 60}\nProcessing {model_name}...\n{'=' * 60}") | ||
|
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| model_dir = target_dir / model_name | ||
| install_model(model_name, model_dir) | ||
|
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| data_table_entries.append({ | ||
| "value": model_name, | ||
| "name": display_name, | ||
| "lang": language, | ||
| "size": size, | ||
| # Relative to extra_files_path; data_manager_conf.xml moves it into | ||
| # ${GALAXY_DATA_MANAGER_DATA_PATH}/spacy_models/${value}. | ||
| "model_path": model_name, | ||
| }) | ||
|
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| print(f"Successfully installed {display_name} ({model_name})") | ||
|
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| data_manager_output = {"data_tables": {"spacy_models": data_table_entries}} | ||
| with open(args.data_manager_json, "w") as fh: | ||
| json.dump(data_manager_output, fh, sort_keys=True) | ||
|
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| print(f"\nSummary: Successfully registered {len(data_table_entries)} model(s)") | ||
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| if __name__ == "__main__": | ||
| main() |
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Please place in a sub-directory called
data_manager