Datasets:
tools/ Directory
Quick reference for the Universal Dependencies dataset generation pipeline.
Quick Start: Add New UD Version (Release Run)
# Set version
export NEW_VER=2.18
cd tools
# Optional convenience (all scripts also support explicit version flags)
# echo "UD_VER=${NEW_VER}" > .env
# Fetch metadata
uv run 00_fetch_ud_clarin-dspace_metadata.py -o --ud-ver "${NEW_VER}"
./00_fetch_ud_codes_and_flags.sh -o --ud-ver "${NEW_VER}"
./01_fetch_ud_snapshot.sh --ud-ver "${NEW_VER}"
# Generate files
uv run 02_generate_metadata.py -o --ud-ver "${NEW_VER}"
uv run 03_generate_README.py -o --ud-ver "${NEW_VER}"
# Keep root metadata/card in sync before parquet generation
cp README-${NEW_VER} ../README.md
cp metadata-${NEW_VER}.json ../metadata.json
# Generate and fully validate parquet
uv run 04_generate_parquet.py --ud-ver "${NEW_VER}" --prune-extra --check-extra
uv run 05_validate_parquet.py --ud-ver "${NEW_VER}" --local
# Stage generated outputs
git add ../README.md ../metadata.json ../parquet
git add README-${NEW_VER} metadata-${NEW_VER}.json
git add etc/citation-${NEW_VER} etc/description-${NEW_VER} etc/codes_and_flags-${NEW_VER}.yaml
For detailed instructions, see: ADDING_NEW_UD_VERSION.md
Quick Start: Refresh Existing UD Branches for a Framework Release
Use this workflow when the loader/framework changes (for example v2.1.1) and
you need to regenerate artifacts in all UD version branches.
# Run from repository root
export FRAMEWORK_VER=v2.1.1
for UD_VER in 2.7 2.8 2.9 2.10 2.11 2.12 2.13 2.14 2.15 2.16 2.17; do
git switch "${UD_VER}"
# Keep branch aligned with framework changes (pick one)
git rebase main
# git merge main --strategy-option=theirs
cd tools
./00_fetch_ud_clarin-dspace_metadata.py -o --ud-ver "${UD_VER}"
./00_fetch_ud_codes_and_flags.sh -o --ud-ver "${UD_VER}"
./01_fetch_ud_snapshot.sh --ud-ver "${UD_VER}"
uv run 02_generate_metadata.py -o --ud-ver "${UD_VER}"
uv run 03_generate_README.py -o --ud-ver "${UD_VER}"
cp README-${UD_VER} ../README.md
cp metadata-${UD_VER}.json ../metadata.json
uv run 04_generate_parquet.py --ud-ver "${UD_VER}" --overwrite --prune-extra --check-extra
uv run 05_validate_parquet.py --ud-ver "${UD_VER}" --local
cd ..
git add README.md metadata.json parquet
git add tools/README-${UD_VER} tools/metadata-${UD_VER}.json
git add tools/etc/citation-${UD_VER} tools/etc/description-${UD_VER} tools/etc/codes_and_flags-${UD_VER}.yaml
git commit -m "Rebuild UD ${UD_VER} artifacts with loader ${FRAMEWORK_VER}"
git tag -a "ud${UD_VER}-loader-${FRAMEWORK_VER}" -m "UD ${UD_VER} loader ${FRAMEWORK_VER}"
done
Pipeline Scripts
00 - Fetch Metadata
00_fetch_ud_clarin-dspace_metadata.py
- Downloads citation and description from LINDAT/CLARIN repository
- Creates:
etc/citation-{VER},etc/description-{VER} - Uses:
etc/ud_release_handles.tsvfor version -> handle mapping - Optional filter:
--ud-ver {VER}to fetch one version
00_fetch_ud_codes_and_flags.sh
- Downloads language codes and flags from UD docs-automation
- Default output:
etc/codes_and_flags-{UD_VER}.yaml,etc/codes_and_flags-latest.yaml --alloutput: all mappedetc/codes_and_flags-{VER}.yamlfiles- Update
VER_MAPPINGfor new versions
01 - Fetch Snapshot
01_fetch_ud_snapshot.sh
- Downloads official UD release snapshot from LINDAT/CLARIN (archive resolved via API)
- Creates:
ud-treebanks-v{VER}/ - Creates/updates symlink:
UD_repos -> ud-treebanks-v{VER} - Options:
--ud-ver,--online,--keep-archive,--keep-backup
02 - Generate Metadata
02_generate_metadata.py
- Extracts metadata from local UD directories
- Collects: summaries, licenses, splits, statistics, blocked status
- Creates:
metadata-{VER}.json - Reads:
blocked_treebanks.yamlfor license restrictions - Options:
--ud-ver,--override
03 - Generate README
03_generate_README.py
- Renders Jinja2 template with metadata
- Creates:
README-{VER}(HuggingFace dataset card) - Uses:
templates/README.tmpl,metadata-{VER}.json,etc/citation-{VER},etc/description-{VER} - Options:
--ud-ver,--override
04 - Generate Parquet
04_generate_parquet.py
- Wrapper script calling
ud-hf-parquet-toolslibrary - Converts CoNLL-U files to Parquet format
- Creates:
../parquet/{treebank}/{split}.parquet - Uses
tools/metadata-{UD_VER}.jsonwhen present; otherwise falls back to../metadata.json - Options:
--ud-ver,--test,--overwrite,--blocked-treebanks,--check-extra,--prune-extra - Recommended for release runs:
--prune-extra --check-extrato prevent stale parquet files when treebanks are renamed/removed across UD versions
05 - Validate Parquet
05_validate_parquet.py
- Wrapper script calling
ud-hf-parquet-toolslibrary - Validates Parquet files against CoNLL-U source
- Uses
tools/metadata-{UD_VER}.jsonwhen present; otherwise falls back to../metadata.json - Options:
--ud-ver,--local,--parquet-dir,--revision,--test,-vv
Directory Structure
tools/
├── 00_fetch_ud_clarin-dspace_metadata.py # Fetch citation/description
├── 00_fetch_ud_codes_and_flags.sh # Fetch language metadata
├── 01_fetch_ud_snapshot.sh # Download UD snapshot from CLARIN
├── 02_generate_metadata.py # Extract treebank metadata
├── 03_generate_README.py # Generate dataset card
├── 04_generate_parquet.py # Generate Parquet files
├── 05_validate_parquet.py # Validate Parquet files
├── blocked_treebanks.yaml # License-restricted treebanks
├── etc/
│ ├── citation-{VER} # Generated citations
│ ├── description-{VER} # Generated descriptions
│ ├── codes_and_flags-{VER}.yaml # Language metadata
│ └── ud_release_handles.tsv # UD version -> CLARIN handle mapping
├── templates/
│ └── README.tmpl # Jinja2 template for dataset card
├── metadata-{VER}.json # Generated metadata (output)
├── README-{VER} # Generated dataset card (output)
├── ud-treebanks-v{VER}/ # Extracted CLARIN snapshot
└── UD_repos -> ud-treebanks-v{VER} # Symlink consumed by 02/04/05 scripts
Configuration
Environment Variables (.env, optional)
UD_VER=2.17 # Current UD version
You can skip .env and pass --ud-ver flags directly.
Blocked Treebanks (blocked_treebanks.yaml)
pt_cintil:
reason: "Restrictive license prohibits redistribution in derived formats"
license: "CC BY-NC-SA 4.0"
url: "https://github.com/UniversalDependencies/UD_Portuguese-CINTIL"
Dependencies
- Python 3.12+
uv(for running scripts with dependencies)ud-hf-parquet-tools(for parquet generation/validation)
Install dependencies:
pip install ud-hf-parquet-tools pyyaml python-dotenv jinja2
Common Operations
Test on subset:
uv run ./04_generate_parquet.py --ud-ver 2.17 --test --prune-extra --check-extra
uv run ./05_validate_parquet.py --ud-ver 2.17 --test --local
Full local validation (release run):
uv run ./05_validate_parquet.py --ud-ver 2.17 --local
Force regeneration:
./02_generate_metadata.py --ud-ver 2.17 -o
./03_generate_README.py --ud-ver 2.17 -o
uv run ./04_generate_parquet.py --ud-ver 2.17 --overwrite --prune-extra --check-extra
Skip blocked treebanks:
uv run ./04_generate_parquet.py --blocked-treebanks blocked_treebanks.yaml
Troubleshooting
Script not found:
- Scripts use
#!/usr/bin/env -S uv runshebang - Make executable:
chmod +x *.py *.sh - Or run with:
uv run ./script.py
Missing dependencies:
pip install ud-hf-parquet-tools
Snapshot download/extraction fails:
./01_fetch_ud_snapshot.sh --online --ud-ver 2.17
Disk usage after repeated snapshot refreshes:
# Default behavior deletes archive and replaces old snapshot directory
./01_fetch_ud_snapshot.sh --online --ud-ver 2.17
# Keep archive and timestamped backup only when needed
./01_fetch_ud_snapshot.sh --online --ud-ver 2.17 --keep-archive --keep-backup
Documentation
- Comprehensive guide: ADDING_NEW_UD_VERSION.md
- Blocked treebanks: BLOCKED_TREEBANKS.md
- Migration guide: MIGRATION.md
- Parquet tools: https://github.com/bot-zen/ud-hf-parquet-tools