[Feature] Sync Features from Client Repo (#425)

- New PackageImporter
- Fix persisting Molfile on Structure creation
- Add NonPersistent Prediction
- Pathway View Options
- Edit Node Fix

Co-authored-by: Tim Lorsbach <tim@lorsba.ch>
Reviewed-on: enviPath/enviPy#425
This commit is contained in:
2026-07-16 07:50:46 +12:00
parent 2c2437e3f5
commit 72a63b4876
16 changed files with 733 additions and 627 deletions

View File

@ -9,32 +9,24 @@ from datetime import datetime
from typing import Any, Dict, List, Optional, TYPE_CHECKING
from django.conf import settings as s
from django.db import transaction
from ninja import Schema
from pydantic import HttpUrl
from pydantic import HttpUrl, ValidationError
from epdb.exceptions import PackageImportException
from epdb.models import (
AdditionalInformation,
Compound,
CompoundStructure,
Edge,
EnviFormer,
EPModel,
ExternalDatabase,
ExternalIdentifier,
License,
MLRelativeReasoning,
Node,
ParallelRule,
Pathway,
Reaction,
Rule,
RuleBasedRelativeReasoning,
Scenario,
Setting,
SimpleAmbitRule,
SimpleRDKitRule,
SimpleRule,
)
from utilities.chem import FormatConverter
@ -88,6 +80,9 @@ class RefPathwayExportSchema(RefExportSchema): ...
class RefScenarioExportSchema(RefExportSchema): ...
class RefEnzymeExportSchema(RefExportSchema): ...
############
# Compound #
############
@ -128,7 +123,28 @@ class ReactionExportSchema(RefReactionExportSchema):
#########
# Rules #
#########
class RuleExportSchema(RefRuleExportSchema):
class EnzymeExportSchema(RefEnzymeExportSchema):
ec_number: str
classification_level: int
linking_method: str
reaction_evidence: List[RefReactionExportSchema]
edge_evidence: List[RefEdgeExportSchema]
class EnzymeRuleExportSchema(RefRuleExportSchema):
enzymes: List[EnzymeExportSchema] | None = None
@staticmethod
def resolve_enzymes(obj):
if isinstance(obj, dict):
res = []
for e in obj.get("enzymes", []):
res.append(EnzymeExportSchema.model_validate(e))
return res
return obj.enzymelink_set.all()
class RuleExportSchema(EnzymeRuleExportSchema):
name: str
description: str
aliases: List[str]
@ -138,7 +154,7 @@ class RuleExportSchema(RefRuleExportSchema):
scenarios: List[RefScenarioExportSchema]
class ParallelRuleExportSchema(RefRuleExportSchema):
class ParallelRuleExportSchema(EnzymeRuleExportSchema):
name: str
description: str
aliases: List[str]
@ -210,7 +226,7 @@ class PackageExportSchema(Schema):
description: str
uuid: str
reviewed: bool
license: LicenseExportSchema | None
license: LicenseExportSchema | None = None
compounds: List[CompoundExportSchema]
reactions: List[ReactionExportSchema]
simple_rules: List[RuleExportSchema]
@ -224,6 +240,15 @@ class PackageExportSchema(Schema):
value = obj.get("uuid") if isinstance(obj, dict) else obj.uuid
return str(value)
@staticmethod
def resolve_compounds(obj):
res = []
if isinstance(obj, dict):
for c in obj.get("compounds", []):
res.append(CompoundExportSchema.model_validate(c))
return res
return obj.compounds.all()
@staticmethod
def resolve_simple_rules(obj):
if isinstance(obj, dict):
@ -277,51 +302,239 @@ class PackageExporter:
class PackageImporter:
"""
Imports package data from JSON export.
Handles object creation, relationship mapping, and dependency resolution.
"""
def __init__(
self,
package: Dict[str, Any],
preserve_uuids: bool = False,
add_import_timestamp=True,
trust_reviewed=False,
):
"""
Initialize the importer.
Args:
preserve_uuids: If True, preserve original UUIDs. If False, generate new ones.
"""
def __init__(self, package: Dict[str, Any], preserve_uuids: bool = False):
self.preserve_uuids = preserve_uuids
self.add_import_timestamp = add_import_timestamp
self.trust_reviewed = trust_reviewed
self.uuid_mapping = {}
self.object_cache = {}
self._raw_package = package
def _get_or_generate_uuid(self, original_uuid: str) -> str:
"""Get mapped UUID or generate new one if not preserving UUIDs."""
if self.preserve_uuids:
return original_uuid
if original_uuid not in self.uuid_mapping:
self.uuid_mapping[original_uuid] = str(uuid.uuid4())
return self.uuid_mapping[original_uuid]
def _cache_object(self, model_name: str, uuid_str: str, obj):
"""Cache a created object for later reference."""
self.object_cache[(model_name, uuid_str)] = obj
def _get_cached_object(self, model_name: str, uuid_str: str):
"""Get a cached object by model name and UUID."""
return self.object_cache.get((model_name, uuid_str))
self._cache = {}
def do_import(self) -> Package:
return self._import_package_from_json(self._raw_package)
return self._import_package_from_json()
def _import_compounds(
self,
package: Package,
compounds: List[CompoundExportSchema],
):
for c in compounds:
new_c = Compound()
new_c.uuid = str(uuid.uuid4()) if not self.preserve_uuids else c.uuid
new_c.package = package
new_c.name = c.name
new_c.description = c.description
new_c.aliases = c.aliases
new_c.save()
self._cache[c.uuid] = new_c
for cs in c.structures:
new_cs = CompoundStructure()
new_cs.uuid = str(uuid.uuid4()) if not self.preserve_uuids else cs.uuid
new_cs.compound = new_c
new_cs.name = cs.name
new_cs.description = cs.description
new_cs.aliases = cs.aliases
new_cs.smiles = cs.smiles
new_cs.molfile = cs.molfile
new_cs.normalized_structure = cs.normalized_structure
new_cs.save()
self._cache[cs.uuid] = new_cs
# Now we can assigne the default_structure to the compound
new_c.default_structure = self._cache[c.default_structure.uuid]
new_c.save()
def _import_simple_rules(self, package: Package, rules: List[RuleExportSchema]):
for r in rules:
new_r = SimpleAmbitRule()
new_r.uuid = str(uuid.uuid4()) if not self.preserve_uuids else r.uuid
new_r.package = package
new_r.name = r.name
new_r.description = r.description
new_r.aliases = r.aliases
new_r.smirks = r.smirks
new_r.reactant_filter_smarts = r.reactant_filter_smarts
new_r.product_filter_smarts = r.product_filter_smarts
new_r.save()
self._cache[r.uuid] = new_r
def _import_composite_rules(self, package: Package, rules: List[ParallelRuleExportSchema]):
for r in rules:
new_r = ParallelRule()
new_r.uuid = str(uuid.uuid4()) if not self.preserve_uuids else r.uuid
new_r.package = package
new_r.name = r.name
new_r.description = r.description
new_r.aliases = r.aliases
new_r.save()
for sr in r.simple_rules:
new_r.simple_rules.add(self._cache[sr.uuid])
self._cache[r.uuid] = new_r
def _import_reactions(
self,
package: Package,
reactions: List[ReactionExportSchema],
):
for r in reactions:
new_r = Reaction()
new_r.uuid = str(uuid.uuid4()) if not self.preserve_uuids else r.uuid
new_r.package = package
new_r.name = r.name
new_r.description = r.description
new_r.aliases = r.aliases
new_r.multi_step = r.multi_step
new_r.medline_references = r.medline_references
new_r.save()
for educt in r.educts:
new_r.educts.add(self._cache[educt.uuid])
for product in r.products:
new_r.products.add(self._cache[product.uuid])
for rule in r.rules:
new_r.rules.add(self._cache[rule.uuid])
self._cache[r.uuid] = new_r
def _import_pathways(self, package: Package, pathways: List[PathwayExportSchema]):
for pw in pathways:
new_pw = Pathway()
new_pw.uuid = str(uuid.uuid4()) if not self.preserve_uuids else pw.uuid
new_pw.package = package
new_pw.name = pw.name
new_pw.description = pw.description
new_pw.aliases = pw.aliases
new_pw.predicted = pw.predicted
new_pw.save()
self._cache[pw.uuid] = new_pw
for n in pw.nodes:
new_n = Node()
new_n.uuid = str(uuid.uuid4()) if not self.preserve_uuids else n.uuid
new_n.pathway = new_pw
new_n.name = n.name
new_n.description = n.description
new_n.aliases = n.aliases
new_n.default_node_label = self._cache[n.default_node_label.uuid]
new_n.depth = n.depth
new_n.stereo_removed = n.stereo_removed
new_n.save()
for nl in n.node_labels:
new_n.node_labels.add(self._cache[nl.uuid])
self._cache[n.uuid] = new_n
for e in pw.edges:
new_e = Edge()
new_e.uuid = str(uuid.uuid4()) if not self.preserve_uuids else e.uuid
new_e.pathway = new_pw
new_e.name = e.name
new_e.description = e.description
new_e.aliases = e.aliases
new_e.edge_label = self._cache[e.edge_label.uuid]
new_e.save()
for sn in e.start_nodes:
new_e.start_nodes.add(self._cache[sn.uuid])
for en in e.end_nodes:
new_e.end_nodes.add(self._cache[en.uuid])
self._cache[e.uuid] = new_e
def _import_scenarios(self, package: Package, scenarios: List[ScenarioExportSchema]):
for scen in scenarios:
new_s = Scenario()
new_s.uuid = str(uuid.uuid4()) if not self.preserve_uuids else scen.uuid
new_s.package = package
new_s.name = scen.name
new_s.description = scen.description
new_s.scenario_date = scen.scenario_date
new_s.scenario_type = scen.scenario_type
new_s.save()
self._cache[scen.uuid] = new_s
def _import_additional_information(
self, package: Package, additional_information: List[AdditionalInformationExportSchema]
):
for ai in additional_information:
new_ai = AdditionalInformation()
new_ai.uuid = str(uuid.uuid4()) if not self.preserve_uuids else ai.uuid
new_ai.package = package
new_ai.type = ai.type
new_ai.data = ai.data
if ai.scenario:
new_ai.scenario = self._cache[ai.scenario.uuid]
if ai.attach_object:
new_ai.content_object = self._cache[ai.attach_object.uuid]
new_ai.save()
self._cache[ai.uuid] = new_ai
def _link_scenarios_after_import(self, data: PackageExportSchema):
collections = [
data.compounds,
data.simple_rules,
data.composite_rules,
data.reactions,
data.pathways,
[n for pw in data.pathways for n in pw.nodes],
[e for pw in data.pathways for e in pw.edges],
]
for coll in collections:
for elem in coll:
elem_obj = self._cache[elem.uuid]
for scen in elem.scenarios:
elem_obj.scenarios.add(self._cache[scen.uuid])
def _import_package_from_json(
self,
) -> Package:
try:
parsed = PackageExportSchema.model_validate(self._raw_package)
except ValidationError as e:
logger.error(f"Error validating package data: {e}")
raise PackageImportException("Deserialization failed")
package_uuid = str(uuid.uuid4())
if self.preserve_uuids:
package_uuid = parsed.uuid
package_license = License.objects.get(link=parsed.license.link) if parsed.license else None
package = Package()
package.uuid = package_uuid
package.name = f"{parsed.name} - Imported at {datetime.now()}"
package.description = parsed.description
package.reviewed = False
package.license = package_license
package.save()
# Import Elements
self._import_compounds(package, parsed.compounds)
self._import_simple_rules(package, parsed.simple_rules)
self._import_composite_rules(package, parsed.composite_rules)
self._import_reactions(package, parsed.reactions)
self._import_pathways(package, parsed.pathways)
self._import_scenarios(package, parsed.scenarios)
self._import_additional_information(package, parsed.additional_information)
self._link_scenarios_after_import(parsed)
return package
@staticmethod
def sign(data: Dict[str, Any], key: str) -> Dict[str, Any]:
@ -339,510 +552,6 @@ class PackageImporter:
expected = hmac.new(key.encode(), json_str.encode(), hashlib.sha256).digest()
return hmac.compare_digest(signature, expected)
@transaction.atomic
def _import_package_from_json(self, package_data: Dict[str, Any]) -> Package:
"""
Import a complete package from JSON data.
Args:
package_data: Dictionary containing the package export data
Returns:
The created Package instance
"""
print(f"Starting import of package: {package_data['name']}")
# Create the main package
package = self._create_package(package_data)
# Import in dependency order
self._import_compounds(package, package_data.get("compounds", []))
self._import_structures(package, package_data.get("structures", []))
self._import_rules(package, package_data.get("rules", {}))
self._import_reactions(package, package_data.get("reactions", []))
self._import_pathways(package, package_data.get("pathways", []))
self._import_nodes(package, package_data.get("nodes", []))
self._import_edges(package, package_data.get("edges", []))
self._import_scenarios(package, package_data.get("scenarios", []))
if package_data.get("models"):
self._import_models(package, package_data["models"])
# Set default structures for compounds (after all structures are created)
self._set_default_structures(package_data.get("compounds", []))
print(f"Package import completed: {package.name}")
return package
def _create_package(self, package_data: Dict[str, Any]) -> Package:
"""Create the main package object."""
package_uuid = self._get_or_generate_uuid(package_data["uuid"])
# Handle license
license_obj = None
if package_data.get("license"):
license_data = package_data["license"]
license_obj, _ = License.objects.get_or_create(
name=license_data["name"],
defaults={
"cc_string": license_data.get("cc_string", ""),
"link": license_data.get("link", ""),
"image_link": license_data.get("image_link", ""),
},
)
new_name = package_data.get("name")
if self.add_import_timestamp:
new_name = f"{new_name} - Imported at {datetime.now()}"
new_reviewed = False
if self.trust_reviewed:
new_reviewed = package_data.get("reviewed", False)
package = Package.objects.create(
uuid=package_uuid,
name=new_name,
description=package_data["description"],
kv=package_data.get("kv", {}),
reviewed=new_reviewed,
license=license_obj,
)
self._cache_object("Package", package_data["uuid"], package)
print(f"Created package: {package.name}")
return package
def _import_compounds(self, package: Package, compounds_data: List[Dict[str, Any]]):
"""Import compounds."""
print(f"Importing {len(compounds_data)} compounds...")
for compound_data in compounds_data:
compound_uuid = self._get_or_generate_uuid(compound_data["uuid"])
compound = Compound.objects.create(
uuid=compound_uuid,
package=package,
name=compound_data["name"],
description=compound_data["description"],
kv=compound_data.get("kv", {}),
# default_structure will be set later
)
# Set aliases if present
if compound_data.get("aliases"):
compound.aliases = compound_data["aliases"]
compound.save()
self._cache_object("Compound", compound_data["uuid"], compound)
# Handle external identifiers
self._create_external_identifiers(
compound, compound_data.get("external_identifiers", [])
)
def _import_structures(self, package: Package, structures_data: List[Dict[str, Any]]):
"""Import compound structures."""
print(f"Importing {len(structures_data)} compound structures...")
for structure_data in structures_data:
structure_uuid = self._get_or_generate_uuid(structure_data["uuid"])
compound_uuid = structure_data["compound"]["uuid"]
compound = self._get_cached_object("Compound", compound_uuid)
if not compound:
print(f"Warning: Compound with UUID {compound_uuid} not found for structure")
continue
structure = CompoundStructure.objects.create(
uuid=structure_uuid,
compound=compound,
name=structure_data["name"],
description=structure_data["description"],
kv=structure_data.get("kv", {}),
smiles=structure_data["smiles"],
canonical_smiles=structure_data["canonical_smiles"],
inchikey=structure_data["inchikey"],
normalized_structure=structure_data.get("normalized_structure", False),
)
# Set aliases if present
if structure_data.get("aliases"):
structure.aliases = structure_data["aliases"]
structure.save()
self._cache_object("CompoundStructure", structure_data["uuid"], structure)
# Handle external identifiers
self._create_external_identifiers(
structure, structure_data.get("external_identifiers", [])
)
def _import_rules(self, package: Package, rules_data: Dict[str, Any]):
"""Import all types of rules."""
print("Importing rules...")
# Import simple rules first
simple_rules_data = rules_data.get("simple_rules", [])
print(f"Importing {len(simple_rules_data)} simple rules...")
for rule_data in simple_rules_data:
self._create_simple_rule(package, rule_data)
# Import parallel rules
parallel_rules_data = rules_data.get("parallel_rules", [])
print(f"Importing {len(parallel_rules_data)} parallel rules...")
for rule_data in parallel_rules_data:
self._create_parallel_rule(package, rule_data)
def _create_simple_rule(self, package: Package, rule_data: Dict[str, Any]):
"""Create a simple rule (SimpleAmbitRule or SimpleRDKitRule)."""
rule_uuid = self._get_or_generate_uuid(rule_data["uuid"])
rule_type = rule_data.get("rule_type", "SimpleRule")
common_fields = {
"uuid": rule_uuid,
"package": package,
"name": rule_data["name"],
"description": rule_data["description"],
"kv": rule_data.get("kv", {}),
}
if rule_type == "SimpleAmbitRule":
rule = SimpleAmbitRule.objects.create(
**common_fields,
smirks=rule_data.get("smirks", ""),
reactant_filter_smarts=rule_data.get("reactant_filter_smarts", ""),
product_filter_smarts=rule_data.get("product_filter_smarts", ""),
)
elif rule_type == "SimpleRDKitRule":
rule = SimpleRDKitRule.objects.create(
**common_fields, reaction_smarts=rule_data.get("reaction_smarts", "")
)
else:
rule = SimpleRule.objects.create(**common_fields)
# Set aliases if present
if rule_data.get("aliases"):
rule.aliases = rule_data["aliases"]
rule.save()
self._cache_object("SimpleRule", rule_data["uuid"], rule)
return rule
def _create_parallel_rule(self, package: Package, rule_data: Dict[str, Any]):
"""Create a parallel rule."""
rule_uuid = self._get_or_generate_uuid(rule_data["uuid"])
rule = ParallelRule.objects.create(
uuid=rule_uuid,
package=package,
name=rule_data["name"],
description=rule_data["description"],
kv=rule_data.get("kv", {}),
)
# Set aliases if present
if rule_data.get("aliases"):
rule.aliases = rule_data["aliases"]
rule.save()
# Add simple rules
for simple_rule_ref in rule_data.get("simple_rules", []):
simple_rule = self._get_cached_object("SimpleRule", simple_rule_ref["uuid"])
if simple_rule:
rule.simple_rules.add(simple_rule)
self._cache_object("ParallelRule", rule_data["uuid"], rule)
return rule
def _import_reactions(self, package: Package, reactions_data: List[Dict[str, Any]]):
"""Import reactions."""
print(f"Importing {len(reactions_data)} reactions...")
for reaction_data in reactions_data:
reaction_uuid = self._get_or_generate_uuid(reaction_data["uuid"])
reaction = Reaction.objects.create(
uuid=reaction_uuid,
package=package,
name=reaction_data["name"],
description=reaction_data["description"],
kv=reaction_data.get("kv", {}),
multi_step=reaction_data.get("multi_step", False),
medline_references=reaction_data.get("medline_references", []),
)
# Set aliases if present
if reaction_data.get("aliases"):
reaction.aliases = reaction_data["aliases"]
reaction.save()
# Add educts and products
for educt_ref in reaction_data.get("educts", []):
compound = self._get_cached_object("CompoundStructure", educt_ref["uuid"])
if compound:
reaction.educts.add(compound)
for product_ref in reaction_data.get("products", []):
compound = self._get_cached_object("CompoundStructure", product_ref["uuid"])
if compound:
reaction.products.add(compound)
# Add rules
for rule_ref in reaction_data.get("rules", []):
# Try to find rule in different caches
rule = self._get_cached_object(
"SimpleRule", rule_ref["uuid"]
) or self._get_cached_object("ParallelRule", rule_ref["uuid"])
if rule:
reaction.rules.add(rule)
self._cache_object("Reaction", reaction_data["uuid"], reaction)
# Handle external identifiers
self._create_external_identifiers(
reaction, reaction_data.get("external_identifiers", [])
)
def _import_pathways(self, package: Package, pathways_data: List[Dict[str, Any]]):
"""Import pathways."""
print(f"Importing {len(pathways_data)} pathways...")
for pathway_data in pathways_data:
pathway_uuid = self._get_or_generate_uuid(pathway_data["uuid"])
pathway = Pathway.objects.create(
uuid=pathway_uuid,
package=package,
name=pathway_data["name"],
description=pathway_data["description"],
kv=pathway_data.get("kv", {}),
# setting will be handled separately if needed
)
# Set aliases if present
if pathway_data.get("aliases"):
pathway.aliases = pathway_data["aliases"]
pathway.save()
self._cache_object("Pathway", pathway_data["uuid"], pathway)
def _import_nodes(self, package: Package, nodes_data: List[Dict[str, Any]]):
"""Import pathway nodes."""
print(f"Importing {len(nodes_data)} nodes...")
for node_data in nodes_data:
node_uuid = self._get_or_generate_uuid(node_data["uuid"])
pathway_uuid = node_data["pathway"]["uuid"]
pathway = self._get_cached_object("Pathway", pathway_uuid)
if not pathway:
print(f"Warning: Pathway with UUID {pathway_uuid} not found for node")
continue
# For now, we'll set default_node_label to None and handle it later
# as it requires compound structures to be fully imported
node = Node.objects.create(
uuid=node_uuid,
pathway=pathway,
name=node_data["name"],
description=node_data["description"],
kv=node_data.get("kv", {}),
depth=node_data.get("depth", 0),
default_node_label=self._get_cached_object(
"CompoundStructure", node_data["default_node_label"]["uuid"]
),
)
# Set aliases if present
if node_data.get("aliases"):
node.aliases = node_data["aliases"]
node.save()
self._cache_object("Node", node_data["uuid"], node)
# Store node_data for later processing of relationships
node._import_data = node_data
def _import_edges(self, package: Package, edges_data: List[Dict[str, Any]]):
"""Import pathway edges."""
print(f"Importing {len(edges_data)} edges...")
for edge_data in edges_data:
edge_uuid = self._get_or_generate_uuid(edge_data["uuid"])
pathway_uuid = edge_data["pathway"]["uuid"]
pathway = self._get_cached_object("Pathway", pathway_uuid)
if not pathway:
print(f"Warning: Pathway with UUID {pathway_uuid} not found for edge")
continue
# For now, we'll set edge_label to None and handle it later
edge = Edge.objects.create(
uuid=edge_uuid,
pathway=pathway,
name=edge_data["name"],
description=edge_data["description"],
kv=edge_data.get("kv", {}),
edge_label=self._get_cached_object("Reaction", edge_data["edge_label"]["uuid"]),
)
# Set aliases if present
if edge_data.get("aliases"):
edge.aliases = edge_data["aliases"]
edge.save()
# Add start and end nodes
for start_node_ref in edge_data.get("start_nodes", []):
node = self._get_cached_object("Node", start_node_ref["uuid"])
if node:
edge.start_nodes.add(node)
for end_node_ref in edge_data.get("end_nodes", []):
node = self._get_cached_object("Node", end_node_ref["uuid"])
if node:
edge.end_nodes.add(node)
self._cache_object("Edge", edge_data["uuid"], edge)
def _import_scenarios(self, package: Package, scenarios_data: List[Dict[str, Any]]):
"""Import scenarios."""
print(f"Importing {len(scenarios_data)} scenarios...")
# First pass: create scenarios without parent relationships
for scenario_data in scenarios_data:
scenario_uuid = self._get_or_generate_uuid(scenario_data["uuid"])
scenario_date = None
if scenario_data.get("scenario_date"):
scenario_date = scenario_data["scenario_date"]
scenario = Scenario.objects.create(
uuid=scenario_uuid,
package=package,
name=scenario_data["name"],
description=scenario_data["description"],
kv=scenario_data.get("kv", {}),
scenario_date=scenario_date,
scenario_type=scenario_data.get("scenario_type"),
additional_information=scenario_data.get("additional_information", {}),
)
self._cache_object("Scenario", scenario_data["uuid"], scenario)
# Store scenario_data for later processing of parent relationships
scenario._import_data = scenario_data
# Second pass: set parent relationships
for scenario_data in scenarios_data:
if scenario_data.get("parent"):
scenario = self._get_cached_object("Scenario", scenario_data["uuid"])
parent = self._get_cached_object("Scenario", scenario_data["parent"]["uuid"])
if scenario and parent:
scenario.parent = parent
scenario.save()
def _import_models(self, package: Package, models_data: List[Dict[str, Any]]):
"""Import EPModels."""
print(f"Importing {len(models_data)} models...")
for model_data in models_data:
model_uuid = self._get_or_generate_uuid(model_data["uuid"])
model_type = model_data.get("model_type", "EPModel")
common_fields = {
"uuid": model_uuid,
"package": package,
"name": model_data["name"],
"description": model_data["description"],
"kv": model_data.get("kv", {}),
}
# Add PackageBasedModel fields if present
if "threshold" in model_data:
common_fields.update(
{
"threshold": model_data.get("threshold"),
"eval_results": model_data.get("eval_results", {}),
"model_status": model_data.get("model_status", "INITIAL"),
}
)
# Create the appropriate model type
if model_type == "RuleBasedRelativeReasoning":
model = RuleBasedRelativeReasoning.objects.create(
**common_fields,
min_count=model_data.get("min_count", 1),
max_count=model_data.get("max_count", 10),
)
elif model_type == "MLRelativeReasoning":
model = MLRelativeReasoning.objects.create(**common_fields)
elif model_type == "EnviFormer":
model = EnviFormer.objects.create(**common_fields)
else:
model = EPModel.objects.create(**common_fields)
# Set aliases if present
if model_data.get("aliases"):
model.aliases = model_data["aliases"]
model.save()
# Add package relationships for PackageBasedModel
if hasattr(model, "rule_packages"):
for pkg_ref in model_data.get("rule_packages", []):
pkg = self._get_cached_object("Package", pkg_ref["uuid"])
if pkg:
model.rule_packages.add(pkg)
for pkg_ref in model_data.get("data_packages", []):
pkg = self._get_cached_object("Package", pkg_ref["uuid"])
if pkg:
model.data_packages.add(pkg)
for pkg_ref in model_data.get("eval_packages", []):
pkg = self._get_cached_object("Package", pkg_ref["uuid"])
if pkg:
model.eval_packages.add(pkg)
self._cache_object("EPModel", model_data["uuid"], model)
def _set_default_structures(self, compounds_data: List[Dict[str, Any]]):
"""Set default structures for compounds after all structures are created."""
print("Setting default structures for compounds...")
for compound_data in compounds_data:
if compound_data.get("default_structure"):
compound = self._get_cached_object("Compound", compound_data["uuid"])
structure = self._get_cached_object(
"CompoundStructure", compound_data["default_structure"]["uuid"]
)
if compound and structure:
compound.default_structure = structure
compound.save()
def _create_external_identifiers(self, obj, identifiers_data: List[Dict[str, Any]]):
"""Create external identifiers for an object."""
for identifier_data in identifiers_data:
# Get or create the external database
db_data = identifier_data["database"]
database, _ = ExternalDatabase.objects.get_or_create(
name=db_data["name"],
defaults={
"base_url": db_data.get("base_url", ""),
"full_name": db_data.get("name", ""),
"description": "",
"is_active": True,
},
)
# Create the external identifier
ExternalIdentifier.objects.create(
content_object=obj,
database=database,
identifier_value=identifier_data["identifier_value"],
url=identifier_data.get("url", ""),
is_primary=identifier_data.get("is_primary", False),
)
class PathwayUtils:
def __init__(self, pathway: "Pathway"):