fix: reject unprovenanced ML artifacts
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"""Validation for persisted ML scoring artifacts."""
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import math
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from scoring.policy import SCORE_VERSION
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ML_ARTIFACT_SCHEMA_VERSION = 2
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REQUIRED_WEIGHT_KEYS = frozenset({
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"puell_multiple",
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"mvrv_zscore",
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"reserve_risk",
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"rhodl_ratio",
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"nupl",
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"fear_greed",
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"drawdown",
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"pct_above_200w_sma",
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"pct_above_lth_rp",
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})
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def _weights_valid(weights):
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if not isinstance(weights, dict) or not REQUIRED_WEIGHT_KEYS.issubset(weights):
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return False
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values = [weights[key] for key in REQUIRED_WEIGHT_KEYS]
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return all(
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isinstance(value, (int, float))
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and not isinstance(value, bool)
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and math.isfinite(value)
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and value >= 0
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for value in values
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) and sum(values) > 0
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def _has_oos_fold_weights(artifact):
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folds = artifact.get("cv_results", {}).get("folds", [])
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if not isinstance(folds, list) or not folds:
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return False
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for fold in folds:
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validation_range = fold.get("date_ranges", {}).get("validation")
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if not validation_range or not _weights_valid(fold.get("weights")):
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return False
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return True
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def validate_ml_artifact(artifact):
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"""Return machine-readable validity and provenance for an ML artifact."""
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errors = []
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if not isinstance(artifact, dict):
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artifact = {}
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errors.append("artifact_object")
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schema_version = artifact.get("artifact_schema_version")
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if schema_version != ML_ARTIFACT_SCHEMA_VERSION:
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errors.append("artifact_schema_version")
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score_version = artifact.get("score_version")
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if score_version != SCORE_VERSION:
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errors.append("score_version")
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if not _weights_valid(artifact.get("weights")):
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errors.append("weights")
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provenance = artifact.get("provenance")
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if not isinstance(provenance, dict):
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provenance = {}
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errors.append("provenance")
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else:
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required_provenance = {
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"validation_method",
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"label_horizon_days",
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"weight_scope",
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"training_date_range",
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"trained_at",
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}
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if not required_provenance.issubset(provenance):
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errors.append("provenance")
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if provenance.get("validation_method") != "purged_expanding_window":
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errors.append("purged_validation")
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if provenance.get("label_horizon_days") != 365:
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errors.append("label_horizon_days")
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if provenance.get("weight_scope") != "full_history_fit":
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errors.append("weight_scope")
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return {
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"valid": not errors,
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"schema_version": schema_version,
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"score_version": score_version,
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"weight_scope": provenance.get("weight_scope"),
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"has_oos_fold_weights": _has_oos_fold_weights(artifact),
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"errors": list(dict.fromkeys(errors)),
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}
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