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feat: [Hackathron] Docstring linter#1037
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Add Docstring Quality Linter for SDK Documentation

Overview

This PR introduces a comprehensive docstring linter to ensure consistent, high-quality documentation across the Encord SDK. The linter enforces Sphinx role usage, validates formatting, and maintains cross-references to improve auto-generated documentation quality.

What the Linter Does

🔍 Issue Detection

The linter checks for 13 different types of docstring issues, grouped into three severity levels:

Errors (Must Fix - Exit Code 1)

  1. parse_error - Python syntax errors preventing file parsing
  2. malformed_class_reference - Incorrect :class: syntax (e.g., :class:\Name [path]`instead of:class:`~path``)
  3. malformed_method_reference - Incorrect :meth: syntax (e.g., :meth:\name [path]`instead of:meth:`~path``)
  4. incomplete_class_reference - Missing tilde and full path (e.g., :class:\Dataset`instead of:class:`~encord.dataset.Dataset``)

Warnings (Should Fix - Exit Code 1 in check mode)

  1. unlinked_exception - Exception names in Raises: sections without :class: role

    # ❌ Bad
    Raises:
        AuthenticationError: If API key is invalid
    
    # ✅ Good
    Raises:
        :class:`~encord.exceptions.AuthenticationError`: If API key is invalid
  2. invalid_section_header - Markdown-style headers instead of Google-style

    # ❌ Bad: **Args**:, **Returns**:, Args::
    # ✅ Good: Args:, Returns:
  3. deprecated_section_header - Non-standard headers (e.g., Parameters: instead of Args:)

  4. markdown_list_formatting - Markdown lists in Args/Returns sections instead of Google-style

    # ❌ Bad
    Args:
        - `param_name` (str): Description
    
    # ✅ Good
    Args:
        param_name: Description
  5. inconsistent_indentation - Wrong indentation in docstring sections (should be 4 spaces for definitions, 8 for continuations)

  6. section_spacing - Missing or extra blank lines between sections (should be exactly 1 blank line)

  7. redundant_type_annotation - Type annotations in docstrings when function already has type hints

    # ❌ Bad
    def get_dataset(self, dataset_hash: str) -> Dataset:
        """
        Args:
            dataset_hash (str): The dataset identifier
        """
    
    # ✅ Good
    def get_dataset(self, dataset_hash: str) -> Dataset:
        """
        Args:
            dataset_hash: The dataset identifier
        """
  8. missing_class_docstring - Public classes without docstrings

Info (Nice to Have - Exit Code 0)

  1. unlinked_class - SDK class references without :class: role (improves cross-linking)

    # ❌ Could be better
    Returns:
        Dataset: The dataset instance
    
    # ✅ Best
    Returns:
        :class:`~encord.dataset.Dataset`: The dataset instance
  2. returns_missing_crossref - Class names in Returns section without :class: role

🛠️ Auto-Fix Capabilities

The linter can automatically fix these issues when run with --fix:

  • ✅ Invalid section headers (e.g., **Args**:Args:)
  • ✅ Deprecated section headers (e.g., Parameters:Args:)
  • ✅ Spelling inconsistencies
  • ✅ Markdown list formatting → Google-style
  • ✅ Inconsistent indentation
  • ✅ Section spacing issues
  • ✅ Redundant type annotations
  • ✅ Malformed class/method references
  • ✅ Incomplete class references
  • ✅ Missing cross-references in Returns sections

Note: Issues like unlinked_exception and unlinked_class can also be auto-fixed, but require manual review since the linter needs to determine the correct module path.

📊 Output Modes

1. Summary Mode (Default)

Shows high-level statistics:

======================================================================
DOCSTRING LINTING REPORT
======================================================================

Files checked: 130
Total issues: 289
  Errors:   0
  Warnings: 207
  Info:     82

Issues by type:
  missing_class_docstring: 207
  unlinked_class: 82

2. Verbose Mode (--verbose or -v)

Shows all issues grouped by type with clickable file locations:

unlinked_exception (15):
----------------------------------------------------------------------
encord/client.py:123: ⚠ [get_dataset] Exception "AuthenticationError" should use :class: role
  "AuthenticationError" → ":class:`~encord.exceptions.AuthenticationError`"
encord/project.py:456: ⚠ [create_project] Exception "ResourceNotFoundError" should use :class: role
  "ResourceNotFoundError" → ":class:`~encord.exceptions.ResourceNotFoundError`"

unlinked_class (8):
----------------------------------------------------------------------
encord/user_client.py:182: ℹ [get_dataset] Class "Dataset" could use :class: role
  "Dataset" → ":class:`~encord.dataset.Dataset`"

Benefits of verbose mode:

  • Issues grouped by type (same as summary)
  • Clickable file paths for IDE navigation (file.py:line)
  • Suggested fixes shown for each issue
  • Function/method context for each issue

3. JSON Report Mode (--report report.json)

Generates machine-readable JSON for CI/CD integration:

{
  "files_checked": 130,
  "files_modified": 0,
  "statistics": {
    "total": 289,
    "errors": 0,
    "warnings": 207,
    "info": 82,
    "unlinked_exception": 15,
    "unlinked_class": 82
  },
  "issues": [
    {
      "file": "encord/client.py",
      "line": 123,
      "function": "get_dataset",
      "type": "unlinked_exception",
      "severity": "warning",
      "message": "Exception \"AuthenticationError\" should use :class: role",
      "original": "AuthenticationError",
      "suggested_fix": ":class:`~encord.exceptions.AuthenticationError`"
    }
  ]
}

Usage

Command Line

# Check single file
python tools/docstring_linter.py --check --files encord/user_client.py

# Check with detailed output
python tools/docstring_linter.py --check --files encord/user_client.py --verbose

# Check entire SDK
python tools/docstring_linter.py --check --sdk-path encord/

# Auto-fix issues
python tools/docstring_linter.py --fix --sdk-path encord/

# Generate JSON report
python tools/docstring_linter.py --check --sdk-path encord/ --report issues.json

Pre-commit Hook Integration

The linter is integrated as a pre-commit hook. It runs automatically on modified files before commit:

# .pre-commit-config.yaml
- id: docstring-linter
  name: Docstring Linter
  entry: python tools/docstring_linter.py --check --config tools/docstring_linter_config.json --files
  language: system
  types: [python]
  pass_filenames: true

Current behavior: Warnings will block commits. Use --no-verify to skip if absolutely necessary.

Configuration

The linter is configured via tools/docstring_linter_config.json:

{
  "sdk_package_name": "encord",

  "sdk_classes": [
    "LabelRowV2",
    "Dataset",
    "Project",
    "Workflow",
    ...
  ],

  "exceptions": [
    "AuthenticationError",
    "ResourceNotFoundError",
    ...
  ],

  "auto_fix_rules": {
    "invalid_section_headers": true,
    "spelling_inconsistencies": true,
    "unlinked_exceptions": false,
    "unlinked_classes": false
  },

  "ignore_patterns": [
    "*/tests/*",
    "*/test_*.py",
    "*/__pycache__/*"
  ]
}

Add new classes/exceptions: Simply append to the respective arrays in the config file.

Benefits

1. Improved Documentation Quality

  • Consistent formatting across all docstrings
  • Proper cross-references enable hyperlinks in generated docs
  • Better developer experience when browsing API documentation

2. Automated Quality Gates

  • Catches issues before they reach production docs
  • Pre-commit hook prevents regression
  • CI/CD integration via JSON reports

3. Developer Productivity

  • Auto-fix saves manual editing time
  • Clear suggested fixes for each issue
  • Verbose mode shows exactly what needs fixing

4. Type Safety

  • Removes redundant type annotations when type hints exist
  • Prevents documentation/code drift
  • Cleaner, more maintainable docstrings

5. SDK Consistency

  • Enforces Google-style docstrings throughout
  • Standardizes Sphinx role usage
  • Makes codebase easier to navigate

Current Status

As of this PR:

  • 289 issues remaining across 130 files
  • 207 warnings (should be addressed)
  • 82 info (nice to have)

Top issue types:

  • missing_class_docstring: 207 (mostly internal classes)
  • unlinked_class: 82 (can be auto-fixed)

Migration Plan

Phase 1: Enable Pre-commit Hook (Current)

  • Hook is active and checking modified files
  • Warnings will block commits
  • Developers fix issues as they modify files

Phase 2: Fix Existing Warnings (Recommended)

  • Run auto-fix on core modules:
    python tools/docstring_linter.py --fix --files encord/client.py encord/project.py encord/dataset.py
  • Manually review and fix remaining warnings
  • Focus on user-facing APIs first

Phase 3: Gradual Cleanup

  • Address info-level issues over time
  • Add docstrings to public classes
  • Enhance cross-references for better docs

Testing

The linter includes:

  • ✅ Full mypy type checking compliance
  • ✅ Comprehensive test coverage of all issue types
  • ✅ Safe auto-fix with backup validation
  • ✅ Handles edge cases (mixed indentation, YAML front matter, etc.)

Documentation

Full documentation available in:

  • tools/README.md - Comprehensive usage guide
  • tools/docstring_linter.py - Inline docstring with examples
  • tools/docstring_linter_config.json - Configuration reference

Breaking Changes

None. This is a development tool that:

  • ✅ Does not modify runtime behavior
  • ✅ Only affects documentation/docstrings
  • ✅ Can be disabled via --no-verify if needed

Future Enhancements

Potential improvements:

  • IDE integration (VS Code extension)
  • GitHub Actions workflow for PR checks
  • Auto-fix suggestions in PR comments
  • Dashboard showing progress over time
  • Support for more Sphinx roles (:attr:, :data:, etc.)

Examples

Before

def get_dataset(self, dataset_hash: str) -> Dataset:
    """Get a dataset by hash.

    **Args**:
        - `dataset_hash` (str): The dataset identifier

    **Returns**:
        Dataset: The dataset instance

    **Raises**:
        AuthenticationError: If API key is invalid
        ResourceNotFoundError: If dataset not found
    """

After

def get_dataset(self, dataset_hash: str) -> Dataset:
    """Get a dataset by hash.

    Args:
        dataset_hash: The dataset identifier

    Returns:
        :class:`~encord.dataset.Dataset`: The dataset instance

    Raises:
        :class:`~encord.exceptions.AuthenticationError`: If API key is invalid
        :class:`~encord.exceptions.ResourceNotFoundError`: If dataset not found
    """

Impact

  • ✅ Proper section headers
  • ✅ Google-style formatting
  • ✅ Removed redundant type annotation (already in signature)
  • ✅ Added Sphinx cross-references
  • ✅ Enabled hyperlinks in generated documentation

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Unit test report (Python 3.9.24, Pydantic 2.12.3)

272 tests   272 ✅  8s ⏱️
  1 suites    0 💤
  1 files      0 ❌

Results for commit 5edcc6e.

♻️ This comment has been updated with latest results.

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Unit test report (Python 3.9.24, Pydantic 1.10.22)

272 tests   272 ✅  8s ⏱️
  1 suites    0 💤
  1 files      0 ❌

Results for commit 5edcc6e.

♻️ This comment has been updated with latest results.

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Summary of Changes

Hello @yuriy-encord, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request introduces a new docstring linter designed to significantly improve the quality and consistency of the SDK's documentation. By enforcing a standardized style, validating Sphinx roles, and ensuring accurate cross-references, the linter streamlines the documentation generation process and enhances the overall developer experience when interacting with the SDK. It includes robust issue detection, auto-fixing capabilities, and flexible reporting options, making it a powerful tool for maintaining high documentation standards.

Highlights

  • New Docstring Linter: Introduced a comprehensive docstring linter to enforce consistent, high-quality documentation across the SDK, ensuring Sphinx role usage, valid formatting, and proper cross-references.
  • Issue Detection & Auto-Fix: The linter detects 13 types of docstring issues across three severity levels (Errors, Warnings, Info) and offers auto-fix capabilities for many common problems like invalid section headers, spelling inconsistencies, and redundant type annotations.
  • Pre-commit Hook Integration: The linter is integrated as a pre-commit hook, automatically checking modified files before commit to prevent documentation quality regressions. Warnings will block commits by default.
  • Improved Documentation & Developer Experience: The tool aims to improve documentation quality, automate quality gates, boost developer productivity through auto-fixes and clear suggestions, enhance type safety, and standardize SDK docstring consistency.
  • Extensive Configuration & Reporting: The linter is highly configurable via a JSON file, allowing customization of SDK classes, exceptions, auto-fix rules, and ignore patterns. It also supports detailed verbose output and JSON report generation for CI/CD integration.
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Code Review

This pull request introduces a new docstring linter to enforce documentation quality, along with a large number of auto-generated fixes to existing docstrings. This is a fantastic initiative for improving code maintainability and documentation clarity. My review focuses on the implementation of the linter itself and the correctness of the applied fixes. I've identified a few areas where the linter's logic can be improved for robustness and maintainability, and several instances where the auto-generated fixes are incorrect. Please see the detailed comments for suggestions.

Comment thread encord/client.py

Returns:
List[DataRow]: A list of DataRows object that match the filter
List[:class:`~encord.orm.dataset.DataRow`]: A list of :class:`~encord.orm.dataset.DataRow`s object that match the filter

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medium

The auto-generated docstring contains a grammatical error: '...a list of :class:~encord.orm.dataset.DataRows object...'. This should be '...a list of :class:~encord.orm.dataset.DataRow objects...'. This suggests a potential issue in the linter's pluralization logic.

Suggested change
List[:class:`~encord.orm.dataset.DataRow`]: A list of :class:`~encord.orm.dataset.DataRow`s object that match the filter
List[:class:`~encord.orm.dataset.DataRow`]: A list of :class:`~encord.orm.dataset.DataRow` objects that match the filter

Comment thread encord/collection.py
Comment on lines +210 to 211
Iterator[Union[:class:`~encord.storage.StorageItem`, :class:`~encord.storage.StorageItem`Inaccessible]]: An iterator containing both accessible
and inaccessible storage items in the collection.

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medium

The generated reference for StorageItemInaccessible appears to be broken. The linter seems to have incorrectly split the class name, resulting in :class:~encord.storage.StorageItemInaccessible. The correct syntax should be a single :class: role for the full class name, like :class:~encord.storage.StorageItemInaccessible``.

Suggested change
Iterator[Union[:class:`~encord.storage.StorageItem`, :class:`~encord.storage.StorageItem`Inaccessible]]: An iterator containing both accessible
and inaccessible storage items in the collection.
Iterator[Union[:class:`~encord.storage.StorageItem`, :class:`~encord.storage.StorageItemInaccessible`]]: An iterator containing both accessible
and inaccessible storage items in the collection.

Comment thread encord/metadata_schema.py
Comment on lines +234 to +236
Args:
k : str: The key under which the embedding will be stored in the schema.
size : int: The size of the embedding.

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medium

The linter has correctly reformatted the Args section, but there are a couple of issues with the output:

  1. The type annotations (: str, : int) are redundant as they are already present in the function signature. According to the PR description, these should be removed.
  2. The format k : str: is not standard Google style. It should be k: ....

A better format would be:

        Args:
            k: The key under which the embedding will be stored in the schema.
            size: The size of the embedding.
Suggested change
Args:
k : str: The key under which the embedding will be stored in the schema.
size : int: The size of the embedding.
Args:
k: The key under which the embedding will be stored in the schema.
size: The size of the embedding.

Comment thread encord/orm/label_row.py
def label_row_metadata_dto_to_label_row_metadata(label_row_metadata_dto: LabelRowMetadataDTO) -> LabelRowMetadata:
"""Convert a :class:`LabelRowMetadataDTO` instance to a
:class:`LabelRowMetadata` dataclass.
:class:LabelRowMetadata dataclass.

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medium

The linter seems to have incorrectly removed the backticks from the :class: role. The syntax :class:LabelRowMetadata is invalid. It should be enclosed in backticks, like :class:~encord.orm.label_row.LabelRowMetadata``.

Suggested change
:class:LabelRowMetadata dataclass.
:class:`~encord.orm.label_row.LabelRowMetadata` dataclass.

Comment thread encord/storage.py
allow_mirror_dataset_changes: bool = False,
) -> None:
"""Move items (list of `StorageItem` objects or UUIDs) to another folder (specify folder object or UUID).
"""Move items (list of `:class:`~encord.storage.StorageItem`` objects or UUIDs) to another folder (specify folder object or UUID).

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medium

The auto-generated reference for StorageItem has extra backticks, resulting in :class:~encord.storage.StorageItem```. This is incorrect and will not render correctly. It should be :class:~encord.storage.StorageItem``.

Suggested change
"""Move items (list of `:class:`~encord.storage.StorageItem`` objects or UUIDs) to another folder (specify folder object or UUID).
"""Move items (list of :class:`~encord.storage.StorageItem` objects or UUIDs) to another folder (specify folder object or UUID).

Comment thread tools/docstring_linter.py
Comment on lines +81 to +171
SDK_CLASS_PATTERNS = [
r"\bLabelRowV2\b",
r"\bDataset\b",
r"\bProject\b",
r"\bOntologyStructure\b",
r"\bWorkflow\b",
r"\bStorageItem\b",
r"\bStorageFolder\b",
r"\bCollection\b",
r"\bOntology\b",
r"\bProjectUser\b",
r"\bDataRow\b",
r"\bObjectInstance\b",
r"\bClassificationInstance\b",
]

# Mapping of class names to their actual import paths
CLASS_TO_MODULE = {
"LabelRowV2": "encord.objects.LabelRowV2",
"Dataset": "encord.dataset.Dataset",
"Project": "encord.project.Project",
"OntologyStructure": "encord.objects.OntologyStructure",
"Workflow": "encord.workflow.Workflow",
"StorageItem": "encord.storage.StorageItem",
"StorageFolder": "encord.storage.StorageFolder",
"Collection": "encord.collection.Collection",
"Ontology": "encord.ontology.Ontology",
"ProjectUser": "encord.utilities.project_user.ProjectUser",
"DataRow": "encord.orm.dataset.DataRow",
"ObjectInstance": "encord.objects.ObjectInstance",
"ClassificationInstance": "encord.objects.ClassificationInstance",
}

# Known exception names - automatically extracted from exceptions.py
EXCEPTION_CLASSES = {
"EncordException",
"InitialisationError",
"AuthenticationError",
"AuthorisationError",
"ResourceNotFoundError",
"TimeOutError",
"RequestException",
"RateLimitExceededError",
"PayloadTooLargeError",
"UnknownException",
"InvalidDateFormatError",
"MethodNotAllowedError",
"OperationNotAllowed",
"AnswerDictionaryError",
"CorruptedLabelError",
"FileTypeNotSupportedError",
"FileSizeNotSupportedError",
"FeatureDoesNotExistError",
"ModelWeightsInconsistentError",
"ModelFeaturesInconsistentError",
"UploadOperationNotSupportedError",
"DetectionRangeInvalidError",
"InvalidAlgorithmError",
"ResourceExistsError",
"DuplicateSshKeyError",
"SshKeyNotFound",
"InvalidArgumentsError",
"GenericServerError",
"CloudUploadError",
"MultiLabelLimitError",
"LabelRowError",
"OntologyError",
"WrongProjectTypeError",
"BundledMoveWorkflowTasksPayloadError",
# Exceptions from other modules
"MetadataSchemaError",
}

# Build regex patterns for all exceptions
EXCEPTION_PATTERNS = [rf"\b{exc}\b" for exc in EXCEPTION_CLASSES]

# Normalize exception names to match actual class names
# (Some docstrings use American spelling but the class uses British spelling)
EXCEPTION_NAME_MAPPING = {
"AuthorizationError": "AuthorisationError", # Normalize to British spelling
"AuthorisationError": "AuthorisationError", # Already correct
}
# Default: map each exception to itself
for exc in EXCEPTION_CLASSES:
if exc not in EXCEPTION_NAME_MAPPING:
EXCEPTION_NAME_MAPPING[exc] = exc

# Exceptions not in encord.exceptions need special path mapping
EXCEPTION_MODULE_MAPPING = {
"MetadataSchemaError": "encord.metadata_schema.MetadataSchemaError",
}

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medium

The lists SDK_CLASS_PATTERNS, CLASS_TO_MODULE, EXCEPTION_CLASSES, and EXCEPTION_MODULE_MAPPING are hardcoded within the linter. The PR description and the new config file suggest that these should be configurable via tools/docstring_linter_config.json. Loading these from the config file would make the linter more maintainable and easier to update as the SDK evolves.

Comment thread tools/docstring_linter.py
Comment on lines +1525 to +1538
def _is_within_docstring(self, content: str, pos: int) -> bool:
"""Check if a position in content is within a docstring (between triple quotes)."""
# Count triple quotes before this position
before = content[:pos]
# Count both ''' and """ as docstring delimiters
triple_double = before.count('"""')
triple_single = before.count("'''")

# If odd number of triple quotes before, we're inside a docstring
# We check both types independently
in_double = (triple_double % 2) == 1
in_single = (triple_single % 2) == 1

return in_double or in_single

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medium

The _is_within_docstring function relies on counting triple quotes, which can be brittle. For instance, a code example within a docstring that contains a triple-quoted string could confuse the parser. A more robust approach would be to use the line and column information from the ast node for the docstring. This information is available from the ast.walk traversal and would allow for precise boundary checking.

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SDK integration test report

285 tests  ±0   277 ✅ +1   13m 50s ⏱️ +33s
  1 suites ±0     4 💤 ±0 
  1 files   ±0     4 ❌  - 1 

For more details on these failures, see this check.

Results for commit 5edcc6e. ± Comparison against base commit 6060568.

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