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Update src/aibom_generator/utils.py
Browse files- src/aibom_generator/utils.py +39 -16
src/aibom_generator/utils.py
CHANGED
@@ -98,25 +98,36 @@ def validate_spdx(license_entry):
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def calculate_completeness_score(aibom: Dict[str, Any]) -> Dict[str, Any]:
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field_checklist = {}
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required_fields = ["bomFormat", "specVersion", "serialNumber", "version"]
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required_score = sum([5 if aibom.get(field) else 0 for field in required_fields])
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for field in required_fields:
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field_checklist[field] = "β" if aibom.get(field) else "β"
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metadata = aibom.get("metadata", {})
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metadata_fields = ["timestamp", "tools", "authors", "component"]
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metadata_score = sum([5 if metadata.get(field) else 0 for field in metadata_fields])
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for field in metadata_fields:
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field_checklist[f"metadata.{field}"] = "β" if metadata.get(field) else "β"
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components = aibom.get("components", [])
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comp_fields = ["type", "name", "bom-ref", "purl", "description", "licenses"]
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2 if comp.get("type") else 0,
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4 if comp.get("name") else 0,
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2 if comp.get("bom-ref") else 0,
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@@ -124,24 +135,34 @@ def calculate_completeness_score(aibom: Dict[str, Any]) -> Dict[str, Any]:
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4 if comp.get("description") and len(comp["description"]) > 20 else 0,
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4 if comp.get("licenses") and validate_spdx(comp["licenses"]) else 0
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])
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component_scores.append(comp_score)
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for field in comp_fields:
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field_checklist[f"component.{field}"] = "β" if comp.get(field) else "β"
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card = comp.get("modelCard", {})
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card_fields = ["modelParameters", "quantitativeAnalysis", "considerations"]
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10 if card.get("modelParameters") else 0,
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10 if card.get("quantitativeAnalysis") else 0,
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10 if card.get("considerations") and len(card["considerations"]) > 50 else 0
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])
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model_card_scores.append(card_score)
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for field in card_fields:
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field_checklist[f"modelCard.{field}"] = "β" if field in card else "β"
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avg_model_card_score = (sum(model_card_scores) / len(model_card_scores)) if model_card_scores else 0
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ext_refs = aibom.get("externalReferences", [])
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ext_score = 0
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for ref in ext_refs:
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@@ -155,11 +176,12 @@ def calculate_completeness_score(aibom: Dict[str, Any]) -> Dict[str, Any]:
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ext_score = min(ext_score, 10)
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field_checklist["externalReferences"] = "β" if ext_refs else "β"
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total_score = (
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(required_score * 0.20) +
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(metadata_score * 0.20) +
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(
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(
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(ext_score * 0.10)
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)
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@@ -168,10 +190,11 @@ def calculate_completeness_score(aibom: Dict[str, Any]) -> Dict[str, Any]:
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"section_scores": {
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"required_fields": required_score,
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"metadata": metadata_score,
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"component_basic":
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"component_model_card":
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"external_references": ext_score
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},
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"field_checklist": field_checklist
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}
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def calculate_completeness_score(aibom: Dict[str, Any]) -> Dict[str, Any]:
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field_checklist = {}
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max_scores = {
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"required_fields": 20,
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"metadata": 20,
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"component_basic": 20,
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"component_model_card": 30,
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"external_references": 10
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}
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# Required Fields (20 points max)
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required_fields = ["bomFormat", "specVersion", "serialNumber", "version"]
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required_score = sum([5 if aibom.get(field) else 0 for field in required_fields])
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for field in required_fields:
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field_checklist[field] = "β" if aibom.get(field) else "β"
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# Metadata (20 points max)
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metadata = aibom.get("metadata", {})
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metadata_fields = ["timestamp", "tools", "authors", "component"]
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metadata_score = sum([5 if metadata.get(field) else 0 for field in metadata_fields])
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for field in metadata_fields:
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field_checklist[f"metadata.{field}"] = "β" if metadata.get(field) else "β"
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# Component Basic Info (20 points max)
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components = aibom.get("components", [])
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component_score = 0
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if components:
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# Use the first component as specified in the design
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comp = components[0]
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comp_fields = ["type", "name", "bom-ref", "purl", "description", "licenses"]
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component_score = sum([
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2 if comp.get("type") else 0,
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4 if comp.get("name") else 0,
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2 if comp.get("bom-ref") else 0,
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4 if comp.get("description") and len(comp["description"]) > 20 else 0,
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4 if comp.get("licenses") and validate_spdx(comp["licenses"]) else 0
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])
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for field in comp_fields:
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field_checklist[f"component.{field}"] = "β" if comp.get(field) else "β"
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if field == "purl" and comp.get(field) and not re.match(r'^pkg:huggingface/.+', comp["purl"]):
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field_checklist[f"component.{field}"] = "β"
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if field == "description" and comp.get(field) and len(comp["description"]) <= 20:
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field_checklist[f"component.{field}"] = "β"
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if field == "licenses" and comp.get(field) and not validate_spdx(comp["licenses"]):
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field_checklist[f"component.{field}"] = "β"
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# Model Card Section (30 points max)
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model_card_score = 0
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if components:
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# Use the first component's model card as specified in the design
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comp = components[0]
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card = comp.get("modelCard", {})
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card_fields = ["modelParameters", "quantitativeAnalysis", "considerations"]
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model_card_score = sum([
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10 if card.get("modelParameters") else 0,
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10 if card.get("quantitativeAnalysis") else 0,
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10 if card.get("considerations") and len(card["considerations"]) > 50 else 0
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])
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for field in card_fields:
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field_checklist[f"modelCard.{field}"] = "β" if field in card else "β"
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if field == "considerations" and field in card and len(card["considerations"]) <= 50:
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field_checklist[f"modelCard.{field}"] = "β"
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# External References (10 points max)
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ext_refs = aibom.get("externalReferences", [])
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ext_score = 0
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for ref in ext_refs:
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ext_score = min(ext_score, 10)
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field_checklist["externalReferences"] = "β" if ext_refs else "β"
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# Calculate total score
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total_score = (
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(required_score * 0.20) +
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(metadata_score * 0.20) +
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(component_score * 0.20) +
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(model_card_score * 0.30) +
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(ext_score * 0.10)
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)
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"section_scores": {
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"required_fields": required_score,
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"metadata": metadata_score,
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"component_basic": component_score,
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"component_model_card": model_card_score,
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"external_references": ext_score
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},
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"max_scores": max_scores,
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"field_checklist": field_checklist
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}
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