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Initial open-source release
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1a42152e6f
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210
python/klo-sl/semantic_layer/loader.py
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210
python/klo-sl/semantic_layer/loader.py
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from __future__ import annotations
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import logging
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import re
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from copy import deepcopy
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from pathlib import Path
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import yaml
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from semantic_layer.manifest import (
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Manifest,
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_description_sources,
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_resolve_description,
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project_manifest_entry,
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validate_overlay,
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)
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from semantic_layer.models import (
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JoinDeclaration,
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MeasureDefinition,
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Segment,
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SourceColumn,
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SourceDefinition,
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)
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logger = logging.getLogger(__name__)
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_SCHEMA_DIR = "_schema"
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def _normalize_ws(s: str) -> str:
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"""Collapse whitespace for join deduplication."""
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return re.sub(r"\s+", " ", s.strip())
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class SourceLoader:
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def __init__(self, sources_dir: str | Path):
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self.sources_dir = Path(sources_dir)
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def load_all(self) -> dict[str, SourceDefinition]:
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"""Load all sources using two-tier architecture.
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1. Load _schema/*.yaml manifest shards → project to SourceDefinitions
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2. Load *.yaml files outside _schema/
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- Has `sql` or `table` → standalone source (load directly)
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- Otherwise → overlay (compose with matching manifest entry)
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3. Validate cross-references
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"""
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sources: dict[str, SourceDefinition] = {}
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description_sources: dict[str, dict[str, str] | None] = {}
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# 1. Load manifest shards
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schema_dir = self.sources_dir / _SCHEMA_DIR
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if schema_dir.is_dir():
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for path in sorted(schema_dir.glob("*.yaml")):
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manifest = self._load_manifest_shard(path)
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for name, entry in manifest.tables.items():
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if name in sources:
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raise ValueError(
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f"Duplicate source name '{name}' in manifest shard {path}"
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)
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sources[name] = project_manifest_entry(name, entry)
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description_sources[name] = _description_sources(
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entry.descriptions, entry.description, entry.db_description
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)
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# 2. Load files outside _schema/
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for path in sorted(self.sources_dir.rglob("*.yaml")):
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# Skip manifest shards
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if _is_in_schema_dir(path, self.sources_dir):
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continue
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with open(path) as f:
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data = yaml.safe_load(f)
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if not isinstance(data, dict):
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continue
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name = data.get("name")
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if not name:
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continue
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if data.get("sql") or data.get("table"):
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# Standalone source — load directly
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if name in sources:
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raise ValueError(
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f"Duplicate source name '{name}': standalone file {path} "
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f"conflicts with manifest entry"
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)
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sources[name] = SourceDefinition(**data)
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else:
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# Overlay — validate and compose with matching manifest entry
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errors = validate_overlay(data)
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if errors:
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raise ValueError(
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f"Invalid overlay '{name}' in {path}: {'; '.join(errors)}"
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)
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base = sources.get(name)
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if base:
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(
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sources[name],
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description_sources[name],
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) = self._compose(base, data, description_sources.get(name))
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else:
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logger.warning(
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"Orphan overlay '%s' in %s: no matching manifest entry, skipping",
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name,
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path,
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)
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self._validate_cross_references(sources)
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return sources
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def load_file(self, path: str | Path) -> SourceDefinition:
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"""Load and validate a single standalone YAML source definition."""
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path = Path(path)
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with open(path) as f:
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data = yaml.safe_load(f)
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source = SourceDefinition(**data)
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if not source.table and not source.sql:
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raise ValueError(
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f"Standalone source '{source.name}' in {path} must have 'table' or 'sql'"
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)
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return source
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def _load_manifest_shard(self, path: Path) -> Manifest:
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"""Load a single manifest shard file."""
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with open(path) as f:
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data = yaml.safe_load(f)
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return Manifest(**data)
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def _compose(
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self,
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base: SourceDefinition,
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overlay: dict,
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base_description_sources: dict[str, str] | None = None,
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) -> tuple[SourceDefinition, dict[str, str] | None]:
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"""Compose a manifest-projected SourceDefinition with an overlay."""
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source = deepcopy(base)
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description_sources = dict(base_description_sources or {})
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# Overlay description semantics match the server: `description` writes the
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# `user` source key, and `descriptions` merges keyed sources before a single
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# visible description is resolved from the full map.
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if overlay.get("description"):
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description_sources["user"] = overlay["description"]
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if overlay.get("descriptions"):
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description_sources.update(
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{
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source_name: text
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for source_name, text in overlay["descriptions"].items()
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if text
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}
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)
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if overlay.get("description") or overlay.get("descriptions"):
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source.description = _resolve_description(
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description_sources or None,
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)
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# Filter columns
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excluded = set(overlay.get("exclude_columns", []))
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source.columns = [c for c in source.columns if c.name not in excluded]
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# Append computed columns (overlay columns with expr)
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for col in overlay.get("columns", []):
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source.columns.append(SourceColumn(**col))
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# Set measures
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source.measures = [MeasureDefinition(**m) for m in overlay.get("measures", [])]
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# Set segments
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source.segments = [Segment(**s) for s in overlay.get("segments", [])]
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# Override grain
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if overlay.get("grain"):
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source.grain = overlay["grain"]
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# Union + dedupe joins, apply suppressions
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disabled = {_normalize_ws(j) for j in overlay.get("disable_joins", [])}
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manifest_joins = [
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j for j in source.joins if _normalize_ws(j.on) not in disabled
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]
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overlay_joins = [JoinDeclaration(**j) for j in overlay.get("joins", [])]
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existing_keys = {f"{j.to}::{_normalize_ws(j.on)}" for j in manifest_joins}
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new_joins = [
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j
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for j in overlay_joins
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if f"{j.to}::{_normalize_ws(j.on)}" not in existing_keys
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]
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source.joins = manifest_joins + new_joins
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return source, (description_sources or None)
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def _validate_cross_references(self, sources: dict[str, SourceDefinition]) -> None:
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"""Validate that all join targets reference existing sources."""
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for source in sources.values():
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for join in source.joins:
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if join.to not in sources:
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raise ValueError(
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f"Source '{source.name}' joins to '{join.to}', "
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f"but '{join.to}' is not defined"
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)
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def _is_in_schema_dir(path: Path, sources_dir: Path) -> bool:
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"""Check if a path is inside the _schema/ directory."""
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try:
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path.relative_to(sources_dir / _SCHEMA_DIR)
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return True
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except ValueError:
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return False
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