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[Content Understanding] Add Copilot skills for custom-analyzer authoring (#47218)
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# `_shared/` — library, not a skill
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Pure-Python helpers imported by the authoring skill scripts under
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`.github/skills/cu-sdk-author-analyzer*/scripts/`.
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The leading underscore marks this as a **library directory**, not a skill. It
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is intentionally excluded from the Copilot skill picker.
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Rules for code here:
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- **No `azure.*` imports.** No network calls. No I/O beyond reading/parsing
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caller-provided JSON.
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- **No new runtime dependencies.** Standard library only.
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- **Stable, small, well-tested.** Anything here is imported by multiple skill
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scripts; breakage cascades.
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Current modules:
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- [`schema_validator.py`](schema_validator.py) — validates analyzer schema
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JSON before any service call (catches `baseAnalyzerId` typos, missing
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`fieldSchema`, missing `contentCategories` analyzer routes, etc.).
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"""Pure-Python validator for Content Understanding analyzer schema JSON.
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Catches structural mistakes (missing keys, unknown ``baseAnalyzerId`` values,
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malformed ``contentCategories`` routes) **before** any call to the Content
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Understanding service. Failing fast here gives users an actionable error
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message and avoids a wasted service round-trip.
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Design rules (see ``README.md`` in this directory):
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* No ``azure.*`` imports.
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* No network calls.
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* Standard library only.
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The validator accepts either a parsed ``dict`` (preferred) or a path to a
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JSON file (convenience).
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Public surface:
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* :func:`validate_schema` — validate a parsed schema dict.
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* :func:`validate_schema_file` — convenience wrapper that loads a JSON file.
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* :data:`KNOWN_BASE_ANALYZER_IDS` — allow-list of ``baseAnalyzerId`` values.
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"""
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from __future__ import annotations
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import json
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from pathlib import Path
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from typing import Any, List, Mapping, Optional, Tuple, Union
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#: Valid ``baseAnalyzerId`` values for custom analyzers. Only modality-level
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#: prebuilts are accepted by the service for ``baseAnalyzerId``; ``*Search``
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#: variants and task-specific prebuilts (``prebuilt-invoice``,
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#: ``prebuilt-receipt``) return ``InvalidBaseAnalyzerId`` if used here. See
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#: https://learn.microsoft.com/azure/ai-services/content-understanding/concepts/analyzer-reference#baseanalyzerid
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KNOWN_BASE_ANALYZER_IDS = frozenset(
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{
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"prebuilt-document",
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"prebuilt-audio",
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"prebuilt-video",
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"prebuilt-image",
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}
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)
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_ALLOWED_FIELD_TYPES = frozenset(
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{"string", "number", "integer", "boolean", "date", "time", "array", "object"}
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)
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_ALLOWED_FIELD_METHODS = frozenset({"extract", "generate", "classify"})
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def validate_schema(
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schema: Mapping[str, Any],
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) -> Tuple[bool, List[str]]:
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"""Validate a parsed analyzer schema.
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Parameters
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----------
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schema:
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The parsed schema (a ``dict`` produced by ``json.load`` or equivalent).
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Returns
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-------
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tuple
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``(ok, errors)``. ``ok`` is ``True`` when the schema is structurally
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valid. ``errors`` is the list of human-readable error messages
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(empty when ``ok`` is ``True``).
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"""
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errors: List[str] = []
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if not isinstance(schema, Mapping):
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return False, ["schema must be a JSON object at the top level"]
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base = schema.get("baseAnalyzerId")
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if base is None:
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errors.append("missing required key: baseAnalyzerId")
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elif not isinstance(base, str):
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errors.append("baseAnalyzerId must be a string")
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elif base not in KNOWN_BASE_ANALYZER_IDS:
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errors.append(
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"unknown baseAnalyzerId: "
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f"{base!r}. Known values: {sorted(KNOWN_BASE_ANALYZER_IDS)}"
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)
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config = schema.get("config")
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if config is not None and not isinstance(config, Mapping):
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errors.append("config, if present, must be an object")
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# Bail out: without a well-typed config we can't tell whether this is
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# a single-type or classify-and-route schema, and falling through
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# would emit a confusing cascade of "missing fieldSchema" errors
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# rooted in the same problem.
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return False, errors
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is_classify_route = (
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isinstance(config, Mapping) and "contentCategories" in config
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)
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if is_classify_route:
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errors.extend(_validate_classify_route(config))
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if "fieldSchema" in schema:
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errors.append(
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"classify-and-route schemas should not declare fieldSchema at "
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"the top level; field extraction belongs in inner analyzers"
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)
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else:
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errors.extend(_validate_single_type(schema))
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return (not errors), errors
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def validate_schema_file(path: Union[str, Path]) -> Tuple[bool, List[str]]:
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"""Validate a schema stored in a JSON file.
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Loads the file, then delegates to :func:`validate_schema`.
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Returns the same ``(ok, errors)`` tuple as :func:`validate_schema`.
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"""
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p = Path(path)
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try:
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with p.open("r", encoding="utf-8") as fp:
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schema = json.load(fp)
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except FileNotFoundError:
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return False, [f"schema file not found: {p}"]
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except json.JSONDecodeError as exc:
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return False, [f"schema file is not valid JSON ({p}): {exc.msg} at line {exc.lineno}"]
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return validate_schema(schema)
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# ---------------------------------------------------------------------------
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# Internal helpers
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# ---------------------------------------------------------------------------
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def _validate_single_type(schema: Mapping[str, Any]) -> List[str]:
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"""Validate a single-doc-type extraction schema."""
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errors: List[str] = []
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field_schema = schema.get("fieldSchema")
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if field_schema is None:
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errors.append(
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"missing required key: fieldSchema "
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"(single-type schemas must declare fields to extract)"
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)
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return errors
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if not isinstance(field_schema, Mapping):
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errors.append("fieldSchema must be an object")
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return errors
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fields = field_schema.get("fields")
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if fields is None:
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errors.append("fieldSchema.fields is required")
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return errors
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if not isinstance(fields, Mapping):
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errors.append("fieldSchema.fields must be an object mapping field names to definitions")
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return errors
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if not fields:
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errors.append("fieldSchema.fields must declare at least one field")
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for name, definition in fields.items():
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errors.extend(_validate_field_definition(name, definition))
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return errors
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def _validate_field_definition(
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name: str, definition: Any, *, path: Optional[str] = None
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) -> List[str]:
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errors: List[str] = []
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prefix = path or f"fieldSchema.fields[{name!r}]"
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if not isinstance(definition, Mapping):
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return [f"{prefix} must be an object"]
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field_type = definition.get("type")
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if field_type is None:
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errors.append(f"{prefix}.type is required")
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elif field_type not in _ALLOWED_FIELD_TYPES:
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errors.append(
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f"{prefix}.type {field_type!r} is not one of {sorted(_ALLOWED_FIELD_TYPES)}"
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)
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method = definition.get("method")
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if method is not None and method not in _ALLOWED_FIELD_METHODS:
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errors.append(
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f"{prefix}.method {method!r} is not one of {sorted(_ALLOWED_FIELD_METHODS)}"
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)
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description = definition.get("description")
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if description is not None and not isinstance(description, str):
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errors.append(f"{prefix}.description must be a string")
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# Recurse into nested object/array shapes so typos in child fields are
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# caught here instead of at the service round-trip.
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if field_type == "object":
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props = definition.get("properties")
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if props is not None:
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if not isinstance(props, Mapping):
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errors.append(f"{prefix}.properties must be an object")
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else:
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for child, child_def in props.items():
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errors.extend(
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_validate_field_definition(
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child, child_def, path=f"{prefix}.properties[{child!r}]"
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)
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)
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elif field_type == "array":
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items = definition.get("items")
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if items is not None:
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if not isinstance(items, Mapping):
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errors.append(f"{prefix}.items must be an object")
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else:
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errors.extend(
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_validate_field_definition(
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"items", items, path=f"{prefix}.items"
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)
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)
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return errors
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def _validate_classify_route(config: Mapping[str, Any]) -> List[str]:
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"""Validate the classify-and-route portion of a schema."""
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errors: List[str] = []
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enable_segment = config.get("enableSegment")
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if enable_segment is not True:
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errors.append(
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"classify-and-route schemas must set config.enableSegment = true"
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)
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categories = config.get("contentCategories")
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if not isinstance(categories, Mapping):
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errors.append("config.contentCategories must be an object")
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return errors
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if not categories:
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errors.append("config.contentCategories must declare at least one category")
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return errors
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for name, entry in categories.items():
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prefix = f"config.contentCategories[{name!r}]"
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if not isinstance(entry, Mapping):
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errors.append(f"{prefix} must be an object")
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continue
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description = entry.get("description")
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if not isinstance(description, str) or not description.strip():
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errors.append(f"{prefix}.description is required and must be a non-empty string")
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analyzer_id = entry.get("analyzerId")
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if analyzer_id is not None and not isinstance(analyzer_id, str):
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errors.append(f"{prefix}.analyzerId, if present, must be a string")
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return errors

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