[Fix] Pathway SVG Export has Edges again, Fix In/Out Edge coloring (#422)

Co-authored-by: Tim Lorsbach <tim@lorsba.ch>
Reviewed-on: enviPath/enviPy#422

Dockerfile

@@ -6,18 +6,23 @@ ENV PYTHONDONTWRITEBYTECODE=1 \
 
 WORKDIR /app
 
+
 RUN apt-get update && apt-get install -y --no-install-recommends \
     build-essential \
     libpq-dev \
     curl \
     openssh-client \
     git \
-    nodejs \
-    npm \
+    ca-certificates \
     && rm -rf /var/lib/apt/lists/*
 
-# Install pnpm
-RUN npm install -g pnpm
+# Install Node 22 + pnpm
+RUN curl -fsSL https://deb.nodesource.com/setup_22.x | bash - \
+    && apt-get update \
+    && apt-get install -y --no-install-recommends nodejs \
+    && corepack enable \
+    && corepack prepare pnpm@latest --activate \
+    && rm -rf /var/lib/apt/lists/*
 
 RUN curl -LsSf https://astral.sh/uv/install.sh | sh
 ENV PATH="/root/.local/bin:${PATH}"
@@ -32,7 +37,7 @@ RUN mkdir -p -m 0700 /root/.ssh \
 # We'll need access to private repos, let docker make use of host ssh agent and use it like:
 # docker build --ssh default -t envipath/envipy:1.0 .
 RUN --mount=type=ssh \
-    uv sync --locked --extra ms-login --extra pepper-plugin
+    uv sync --locked --extra pepper-plugin
 
 # Now copy source and do a final sync to install the project itself
 # Ensure .dockerignore is reasonable

bridge/contracts.py

@@ -254,7 +254,14 @@ class Classifier(Plugin):
     def parse_config(cls, data: dict | None = None) -> EnviPyModel | None:
         if cls.Config is None:
             return None
-        return cls.Config(**(data or {}))
+
+        # remove empty strings a.k.a unset params to not overwrite defaults
+        cpy = {}
+        if data is not None:
+            for k, v in data.items():
+                if v != "":
+                    cpy[k] = v
+        return cls.Config(**cpy)
 
     @classmethod
     def create(cls, data: dict | None = None):

epapi/v1/endpoints/joblogs.py

@@ -0,0 +1,26 @@
+from django.conf import settings as s
+from ninja import Router
+from ninja_extra.pagination import paginate
+
+from epdb.models import JobLog
+from ..pagination import EnhancedPageNumberPagination
+from ..schemas import JobLogOutSchema
+
+router = Router()
+
+
+@router.get("/joblog/", response=EnhancedPageNumberPagination.Output[JobLogOutSchema])
+@paginate(
+    EnhancedPageNumberPagination,
+    page_size=s.API_PAGINATION_DEFAULT_PAGE_SIZE,
+)
+def list_all_joblogs(request):
+    """
+    List all JobLogs from reviewed packages.
+    """
+    current_user = request.user
+
+    if current_user.is_superuser:
+        return JobLog.objects.all().order_by("-created")
+    else:
+        return JobLog.objects.filter(user=current_user).order_by("-created")

epapi/v1/router.py

@@ -15,6 +15,7 @@ from .endpoints import (
     additional_information,
     settings,
     groups,
+    joblogs,
 )
 
 # Main router with authentication
@@ -37,6 +38,7 @@ router.add_router("", structure.router)
 router.add_router("", additional_information.router)
 router.add_router("", settings.router)
 router.add_router("", groups.router)
+router.add_router("", joblogs.router)
 
 if s.IUCLID_EXPORT_ENABLED:
     from epiuclid.api import router as iuclid_router

epapi/v1/schemas.py

@@ -1,7 +1,10 @@
-from ninja import FilterSchema, FilterLookup, Schema
+from datetime import datetime
 from typing import Annotated, Optional, List, Dict, Any
 from uuid import UUID
 
+from django.urls import reverse
+from ninja import Field, FilterSchema, FilterLookup, Schema
+
 
 # Filter schema for query parameters
 class ReviewStatusFilter(FilterSchema):
@@ -133,3 +136,23 @@ class GroupOutSchema(Schema):
     url: str = ""
     name: str
     description: str
+
+
+class SimpleUserOutSchema(Schema):
+    uuid: UUID
+    url: str
+    name: str = Field(alias="username")
+
+
+class JobLogOutSchema(Schema):
+    user: SimpleUserOutSchema
+    id: UUID = Field(alias="task_id")
+    url: str
+    name: str = Field(alias="job_name")
+    created: datetime = Field(alias="created")
+    status: str = Field(alias="status")
+    done: Optional[datetime] = Field(None, alias="done_at")
+
+    @staticmethod
+    def resolve_url(obj):
+        return reverse("job detail", kwargs={"job_uuid": obj.task_id})

epdb/exceptions.py

@@ -0,0 +1,2 @@
+class InvalidSMILESException(Exception):
+    pass

epdb/legacy_api.py

@@ -386,23 +386,50 @@ class PackageSchema(Schema):
 
     @staticmethod
     def resolve_readers(obj: Package):
-        users = User.objects.filter(
-            id__in=UserPackagePermission.objects.filter(
-                package=obj, permission=UserPackagePermission.READ[0]
-            ).values_list("user", flat=True)
-        ).distinct()
+        readers = []
 
-        return [{u.id: u.get_name()} for u in users]
+        user_ids = UserPackagePermission.objects.filter(package=obj).values_list("user", flat=True)
+
+        users = User.objects.filter(id__in=user_ids).distinct()
+
+        for u in users:
+            readers.append({"id": str(u.url), "identifier": "user", "name": u.get_name()})
+
+        group_ids = GroupPackagePermission.objects.filter(package=obj).values_list(
+            "group", flat=True
+        )
+
+        groups = Group.objects.filter(id__in=group_ids).distinct()
+
+        for g in groups:
+            readers.append({"id": str(g.url), "identifier": "group", "name": g.get_name()})
+
+        return readers
 
     @staticmethod
     def resolve_writers(obj: Package):
-        users = User.objects.filter(
-            id__in=UserPackagePermission.objects.filter(
-                package=obj, permission=UserPackagePermission.WRITE[0]
-            ).values_list("user", flat=True)
-        ).distinct()
+        writers = []
 
-        return [{u.id: u.get_name()} for u in users]
+        user_ids = UserPackagePermission.objects.filter(
+            package=obj,
+            permission__in=[UserPackagePermission.WRITE[0], UserPackagePermission.ALL[0]],
+        ).values_list("user", flat=True)
+
+        users = User.objects.filter(id__in=user_ids).distinct()
+
+        for u in users:
+            writers.append({"id": str(u.url), "identifier": "user", "name": u.get_name()})
+
+        group_ids = GroupPackagePermission.objects.filter(
+            package=obj, permission=[UserPackagePermission.WRITE[0], UserPackagePermission.ALL[0]]
+        ).values_list("group", flat=True)
+
+        groups = Group.objects.filter(id__in=group_ids).distinct()
+
+        for g in groups:
+            writers.append({"id": str(g.url), "identifier": "group", "name": g.get_name()})
+
+        return writers
 
     @staticmethod
     def resolve_review_comment(obj):
@@ -799,6 +826,27 @@ def delete_compound(request, package_uuid, compound_uuid):
         }
 
 
+class CreateCompoundStructure(Schema):
+    smiles: str
+    name: str | None = None
+    description: str | None = None
+    inchi: str | None = None
+    molfile: str | None = None
+
+
+@router.post("/package/{uuid:package_uuid}/compound/{uuid:compound_uuid}/structure")
+def create_package_compound_structure(
+    request, package_uuid, compound_uuid, structure: Form[CreateCompoundStructure]
+):
+    try:
+        p = get_package_for_write(request.user, package_uuid)
+        c = Compound.objects.get(package=p, uuid=compound_uuid)
+        cs = CompoundStructure.create(c, structure.smiles, structure.name, structure.description)
+        return redirect(cs.url)
+    except ValueError as e:
+        return 400, {"message": str(e)}
+
+
 @router.delete(
     "/package/{uuid:package_uuid}/compound/{uuid:compound_uuid}/structure/{uuid:structure_uuid}"
 )
@@ -1325,6 +1373,7 @@ class ScenarioSchema(Schema):
     aliases: List[str] = Field([], alias="aliases")
     collection: Dict["str", List[Dict[str, Any]]] = Field([], alias="collection")
     collectionID: Optional[str] = None
+    date: str = Field(None, alias="scenario_date")
     description: str = Field(None, alias="description")
     id: str = Field(None, alias="url")
     identifier: str = "scenario"
@@ -1468,28 +1517,56 @@ def create_package_additional_information(request, package_uuid):
         scen = request.POST.get("scenario")
         scenario = Scenario.objects.get(package=p, url=scen)
 
-        url_parser = EPDBURLParser(request.POST.get("attach_obj"))
-        attach_obj = url_parser.get_object()
+        if request.POST.get("adInfoTypes[]"):
+            url_parser = EPDBURLParser(request.POST.get("attach_obj"))
+            attach_obj = url_parser.get_object()
 
-        if not hasattr(attach_obj, "additional_information"):
-            raise ValueError("Can't attach additional information to this object!")
+            if not hasattr(attach_obj, "additional_information"):
+                raise ValueError("Can't attach additional information to this object!")
 
-        if not attach_obj.url.startswith(p.url):
-            raise ValueError(
-                "Additional Information can only be set to objects stored in the same package!"
-            )
+            if not attach_obj.url.startswith(p.url):
+                raise ValueError(
+                    "Additional Information can only be set to objects stored in the same package!"
+                )
 
-        types = request.POST.get("adInfoTypes[]", "").split(",")
+            types = request.POST.get("adInfoTypes[]", "").split(",")
 
-        for t in types:
-            ai = build_additional_information_from_request(request, t)
+            for t in types:
+                ai = build_additional_information_from_request(request, t)
 
-            AdditionalInformation.create(
-                p,
-                ai,
-                scenario=scenario,
-                content_object=attach_obj,
-            )
+                AdditionalInformation.create(
+                    p,
+                    ai,
+                    scenario=scenario,
+                    content_object=attach_obj,
+                )
+
+        elif request.POST.get("ais"):
+            import json
+
+            parsed_ais = json.loads(request.POST.get("ais"))
+
+            for ai_type, ais in parsed_ais.items():
+                for ai in ais:
+                    attach_obj = None
+                    if ai.get("related"):
+                        url_parser = EPDBURLParser(ai.get("related").get("url"))
+                        attach_obj = url_parser.get_object()
+
+                        if not hasattr(attach_obj, "additional_information"):
+                            raise ValueError("Can't attach additional information to this object!")
+
+                        if not attach_obj.url.startswith(p.url):
+                            raise ValueError(
+                                "Additional Information can only be set to objects stored in the same package!"
+                            )
+
+                    AdditionalInformation.create(
+                        p,
+                        AdditionalInformation.from_dict(ai_type, ai),
+                        scenario=scenario,
+                        content_object=attach_obj,
+                    )
 
         # TODO implement additional information endpoint ?
         return redirect(f"{scenario.url}")
@@ -1533,13 +1610,14 @@ class PathwayNode(Schema):
     dt50s: List[Dict[str, str]] = Field([], alias="dt50s")
     engineeredIntermediate: bool = Field(None, alias="engineered_intermediate")
     id: str = Field(None, alias="url")
-    idcomp: str = Field(None, alias="default_node_label.url")
-    idreact: str = Field(None, alias="default_node_label.url")
+    idcomp: str = Field(None, alias="node_label_id")
+    idreact: str = Field(None, alias="node_label_id")
     image: str = Field(None, alias="image")
     imageSize: int = Field(None, alias="image_size")
     name: str = Field(None, alias="name")
     proposed: List[Dict[str, str]] = Field([], alias="proposed_intermediate")
-    smiles: str = Field(None, alias="default_node_label.smiles")
+    smiles: str = Field(None, alias="smiles")
+    pseudo: bool = Field(False, alias="pseudo")
 
     @staticmethod
     def resolve_atom_count(obj: Node):
@@ -1693,6 +1771,29 @@ def create_package_pathway(
         return 403, {"message": str(e)}
 
 
+@router.post("/package/{uuid:package_uuid}/pathway/{uuid:pathway_uuid}")
+def update_pathway(request, package_uuid, pathway_uuid):
+    try:
+        p = get_package_for_write(request.user, package_uuid)
+
+        if request.POST.get("scenario"):
+            pw = Pathway.objects.get(package=p, uuid=pathway_uuid)
+            scen = Scenario.objects.get(package=p, url=request.POST.get("scenario"))
+
+            pw.scenarios.add(scen)
+            pw.save()
+
+            return redirect(f"{pw.url}")
+
+        else:
+            return 400, {"message": "No scenario specified!"}
+
+    except ValueError:
+        return 403, {
+            "message": f"Deleting Pathway with id {pathway_uuid} failed due to insufficient rights!"
+        }
+
+
 @router.delete("/package/{uuid:package_uuid}/pathway/{uuid:pathway_uuid}")
 def delete_pathway(request, package_uuid, pathway_uuid):
     try:
@@ -1813,7 +1914,7 @@ def add_pathway_node(request, package_uuid, pathway_uuid, n: Form[CreateNode]):
         pw = Pathway.objects.get(package=p, uuid=pathway_uuid)
 
         if n.nodeDepth is not None and n.nodeDepth.strip() != "":
-            node_depth = int(n.nodeDepth)
+            node_depth = int(float(n.nodeDepth))
         else:
             node_depth = -1
 
@@ -1958,6 +2059,10 @@ def add_pathway_edge(request, package_uuid, pathway_uuid, e: Form[CreateEdge]):
             for pr in e.products.split(","):
                 products.append(Node.objects.get(pathway=pw, url=pr.strip()))
 
+        multi_step = False
+        if e.multistep and e.multistep.strip() == "true":
+            multi_step = True
+
         new_e = Edge.create(
             pathway=pw,
             start_nodes=educts,
@@ -1965,8 +2070,12 @@ def add_pathway_edge(request, package_uuid, pathway_uuid, e: Form[CreateEdge]):
             rule=None,
             name=None,
             description=e.edgeReason,
+            multi_step=multi_step,
         )
 
+        # Update depths as sideeffect of above operation
+        pw.update_depths()
+
         return redirect(new_e.url)
     except ValueError:
         return 403, {"message": "Adding Edge failed!"}

epdb/logic.py

@@ -995,52 +995,9 @@ class PackageManager(object):
 
         print("Fixing Node depths...")
         total_pws = Pathway.objects.filter(package=pack).count()
+
         for p, pw in enumerate(Pathway.objects.filter(package=pack)):
-            in_count = defaultdict(lambda: 0)
-            out_count = defaultdict(lambda: 0)
-
-            for e in pw.edges:
-                # TODO check if this will remain
-                for react in e.start_nodes.all():
-                    out_count[str(react.uuid)] += 1
-
-                for prod in e.end_nodes.all():
-                    in_count[str(prod.uuid)] += 1
-
-            root_nodes = []
-            for n in pw.nodes:
-                num_parents = in_count[str(n.uuid)]
-                if num_parents == 0:
-                    # must be a root node or unconnected node
-                    if n.depth != 0:
-                        n.depth = 0
-                        n.save()
-
-                    # Only root node may have children
-                    if out_count[str(n.uuid)] > 0:
-                        root_nodes.append(n)
-
-            levels = [root_nodes]
-            seen = set()
-            # Do a bfs to determine depths starting with level 0 a.k.a. root nodes
-            for i, level_nodes in enumerate(levels):
-                new_level = []
-                for n in level_nodes:
-                    for e in n.out_edges.all():
-                        for prod in e.end_nodes.all():
-                            if str(prod.uuid) not in seen:
-                                old_depth = prod.depth
-                                if old_depth != i + 1:
-                                    prod.depth = i + 1
-                                    prod.save()
-
-                                new_level.append(prod)
-
-                    seen.add(str(n.uuid))
-
-                if new_level:
-                    levels.append(new_level)
-
+            pw.update_depths()
             print(f"{p + 1}/{total_pws} fixed.", end="\r")
 
         return pack

epdb/management/commands/bootstrap.py

@@ -99,11 +99,15 @@ class Command(BaseCommand):
                 new_license.image_link = f"https://licensebuttons.net/l/{cc_string}/4.0/88x31.png"
                 new_license.save()
 
-    def import_package(self, data, owner):
-        return PackageManager.import_legacy_package(
+    def import_package(self, data, owner, all_envipath_user_group):
+        p = PackageManager.import_legacy_package(
             data, owner, keep_ids=True, add_import_timestamp=False, trust_reviewed=True
         )
 
+        PackageManager.grant_read(owner, p, all_envipath_user_group)
+
+        return p
+
     def create_default_setting(self, owner, packages):
         s = SettingManager.create_setting(
             owner,
@@ -198,7 +202,7 @@ class Command(BaseCommand):
                     s.BASE_DIR / "fixtures" / "packages" / "2025-07-18" / p, encoding="utf-8"
                 ).read()
             )
-            imported_package = self.import_package(package_data, admin)
+            imported_package = self.import_package(package_data, admin, g)
             mapping[p.replace(".json", "")] = imported_package
 
         setting = self.create_default_setting(admin, [mapping["EAWAG-BBD"]])

epdb/migrations/0025_auto_20260511_2025.py

@@ -0,0 +1,56 @@
+# Generated by Django 6.0.3 on 2026-05-11 20:25
+
+from django.db import migrations
+from envipy_additional_information import HalfLife, HalfLifeModel, HalfLifeWS
+
+MAPPING = {
+    "": HalfLifeModel.OTHER,
+    "HS-SFO": HalfLifeModel.HS_SFO,
+    "FOMC": HalfLifeModel.FOMC,
+    "FOTC": HalfLifeModel.DFOP,
+    "FMOC": HalfLifeModel.FOMC,
+    "DFOP": HalfLifeModel.DFOP,
+    "SFO + SFO": HalfLifeModel.SFO_SFO,
+    "FOMC-SFO": HalfLifeModel.FOMC_SFO,
+    "first order kinetics": HalfLifeModel.SFO,
+    "SFO²": HalfLifeModel.SFO,
+    "HS": HalfLifeModel.HS,
+    "top down": HalfLifeModel.OTHER,
+    "SFO": HalfLifeModel.SFO,
+    "First Order": HalfLifeModel.SFO,
+    "SFO/SFO": HalfLifeModel.SFO_SFO,
+    "FOMC + SFO": HalfLifeModel.FOMC_SFO,
+    "true": HalfLifeModel.SFO,
+    "SFO-SFO": HalfLifeModel.SFO_SFO,
+    "DFOP-SFO": HalfLifeModel.DFOP_SFO,
+}
+
+
+def forward_func(apps, schema_editor):
+    AdditionalInformation = apps.get_model("epdb", "AdditionalInformation")
+
+    hls = AdditionalInformation.objects.filter(type="HalfLife")
+
+    for hl in hls:
+        data = hl.data
+        data["model"] = MAPPING[data["model"]].value
+        hl.data = HalfLife(**data).model_dump(mode="json")
+        hl.save()
+
+    hlws = AdditionalInformation.objects.filter(type="HalfLifeWS")
+
+    for hl in hlws:
+        data = hl.data
+        data["model"] = MAPPING[data["model"]].value
+        hl.data = HalfLifeWS(**data).model_dump(mode="json")
+        hl.save()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0024_user_contacted"),
+    ]
+
+    operations = [
+        migrations.RunPython(forward_func, reverse_code=migrations.RunPython.noop),
+    ]

epdb/migrations/0026_auto_20260602_1718.py

@@ -0,0 +1,48 @@
+# Generated by Django 6.0.3 on 2026-06-02 17:18
+
+from django.db import migrations
+from envipy_additional_information import DOI
+
+
+def forward_func(apps, schema_editor):
+    AdditionalInformation = apps.get_model("epdb", "AdditionalInformation")
+
+    refs = AdditionalInformation.objects.filter(type="Reference")
+
+    remaining = []
+
+    for ref in refs:
+        r = ref.data["reference"]
+        try:
+            # PubMed IDs are plain ints, try parsing
+            _ = int(r)
+            # Nothing to do
+        except ValueError:
+            DOMAINS = [
+                "http://dx.doi.org/",
+                "https://dx.doi.org/",
+                "http://doi.org/",
+                "https://doi.org/",
+            ]
+            for d in DOMAINS:
+                r = r.replace(d, "")
+
+            if r.startswith("10."):
+                ref.type = DOI.__name__
+                ref.data = {"doi": r}
+                ref.save()
+            else:
+                remaining.append(ref)
+
+    if len(remaining) > 0:
+        raise ValueError(f"Could not parse {len(remaining)} references")
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0025_auto_20260511_2025"),
+    ]
+
+    operations = [
+        migrations.RunPython(forward_func, reverse_code=migrations.RunPython.noop),
+    ]

epdb/migrations/0027_alter_compound_aliases_and_more.py

@@ -0,0 +1,150 @@
+# Generated by Django 6.0.3 on 2026-07-01 20:59
+
+import django.contrib.postgres.fields
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0026_auto_20260602_1718"),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name="compound",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="compound",
+            name="default_structure",
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.SET_NULL,
+                related_name="compound_default_structure",
+                to="epdb.compoundstructure",
+                verbose_name="Default Structure",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="compound",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="compoundstructure",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="compoundstructure",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="edge",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="edge",
+            name="edge_label",
+            field=models.ForeignKey(
+                null=True,
+                on_delete=django.db.models.deletion.CASCADE,
+                to="epdb.reaction",
+                verbose_name="Edge label",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="edge",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="node",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="node",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="pathway",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="pathway",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="reaction",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="reaction",
+            name="medline_references",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(),
+                blank=True,
+                null=True,
+                verbose_name="Medline References",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="reaction",
+            name="rules",
+            field=models.ManyToManyField(
+                blank=True, related_name="reaction_rule", to="epdb.rule", verbose_name="Rule"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="reaction",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="rule",
+            name="aliases",
+            field=django.contrib.postgres.fields.ArrayField(
+                base_field=models.TextField(), blank=True, default=list, verbose_name="Aliases"
+            ),
+        ),
+        migrations.AlterField(
+            model_name="rule",
+            name="scenarios",
+            field=models.ManyToManyField(
+                blank=True, to="epdb.scenario", verbose_name="Attached Scenarios"
+            ),
+        ),
+    ]

epdb/models.py

@@ -31,6 +31,7 @@ from sklearn.model_selection import ShuffleSplit
 
 from bridge.contracts import Property
 from bridge.dto import RunResult, PropertyPrediction
+from epdb.exceptions import InvalidSMILESException
 from utilities.chem import FormatConverter, IndigoUtils, PredictionResult, ProductSet
 from utilities.ml import (
     ApplicabilityDomainPCA,
@@ -631,7 +632,7 @@ class EnviPathModel(TimeStampedModel):
 
 class AliasMixin(models.Model):
     aliases = ArrayField(
-        models.TextField(blank=False, null=False), verbose_name="Aliases", default=list
+        models.TextField(blank=False, null=False), verbose_name="Aliases", default=list, blank=True
     )
 
     @transaction.atomic
@@ -654,7 +655,9 @@ class AliasMixin(models.Model):
 
 
 class ScenarioMixin(models.Model):
-    scenarios = models.ManyToManyField("epdb.Scenario", verbose_name="Attached Scenarios")
+    scenarios = models.ManyToManyField(
+        "epdb.Scenario", verbose_name="Attached Scenarios", blank=True
+    )
 
     @transaction.atomic
     def set_scenarios(self, scenarios: List["Scenario"]):
@@ -780,7 +783,7 @@ class Compound(
         "CompoundStructure",
         verbose_name="Default Structure",
         related_name="compound_default_structure",
-        on_delete=models.CASCADE,
+        on_delete=models.SET_NULL,
         null=True,
     )
 
@@ -857,13 +860,13 @@ class Compound(
         package: "Package", smiles: str, name: str = None, description: str = None, *args, **kwargs
     ) -> "Compound":
         if smiles is None or smiles.strip() == "":
-            raise ValueError("SMILES is required")
+            raise InvalidSMILESException("SMILES is required")
 
         smiles = smiles.strip()
 
         parsed = FormatConverter.from_smiles(smiles)
         if parsed is None:
-            raise ValueError("Given SMILES is invalid")
+            raise InvalidSMILESException("Given SMILES is invalid")
 
         standardized_smiles = FormatConverter.standardize(smiles, remove_stereo=True)
 
@@ -1174,6 +1177,8 @@ class CompoundStructure(
 
     @property
     def as_svg(self, width: int = 800, height: int = 400):
+        if self.molfile is not None and self.molfile.strip() != "":
+            return IndigoUtils.mol_to_svg(self.molfile, width=width, height=height)
         return IndigoUtils.mol_to_svg(self.smiles, width=width, height=height)
 
     @property
@@ -1610,10 +1615,15 @@ class Reaction(
     products = models.ManyToManyField(
         "epdb.CompoundStructure", verbose_name="Products", related_name="reaction_products"
     )
-    rules = models.ManyToManyField("epdb.Rule", verbose_name="Rule", related_name="reaction_rule")
+    rules = models.ManyToManyField(
+        "epdb.Rule", verbose_name="Rule", related_name="reaction_rule", blank=True
+    )
     multi_step = models.BooleanField(verbose_name="Multistep Reaction")
     medline_references = ArrayField(
-        models.TextField(blank=False, null=False), null=True, verbose_name="Medline References"
+        models.TextField(blank=False, null=False),
+        null=True,
+        verbose_name="Medline References",
+        blank=True,
     )
 
     external_identifiers = GenericRelation("ExternalIdentifier")
@@ -1630,7 +1640,7 @@ class Reaction(
         educts: Union[List[str], List[CompoundStructure]] = None,
         products: Union[List[str], List[CompoundStructure]] = None,
         rules: Union[Rule | List[Rule]] = None,
-        multi_step: bool = True,
+        multi_step: bool = False,
     ):
         _educts = []
         _products = []
@@ -1695,7 +1705,7 @@ class Reaction(
         if name is not None and name.strip() != "":
             r.name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
 
-        if description is not None and name.strip() != "":
+        if description is not None and description.strip() != "":
             r.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
 
         r.multi_step = multi_step
@@ -1773,7 +1783,7 @@ class Reaction(
         return new_reaction
 
     def smirks(self):
-        return f"{'.'.join([cs.smiles for cs in self.educts.all()])}>>{'.'.join([cs.smiles for cs in self.products.all()])}"
+        return f"{'.'.join([cs.smiles for cs in self.educts.all().order_by('-pk')])}>>{'.'.join([cs.smiles for cs in self.products.all().order_by('-pk')])}"
 
     @property
     def as_svg(self):
@@ -1886,6 +1896,9 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
                 if n not in queue:
                     queue.append(n)
 
+        for i in queue:
+            processed.add(i)
+
         while len(queue):
             current = queue.pop()
             processed.add(current)
@@ -2163,7 +2176,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
         smiles: str,
         name: Optional[str] = None,
         description: Optional[str] = None,
-        depth: Optional[int] = 0,
+        depth: Optional[int] = -1,
     ):
         return Node.create(self, smiles, depth, name=name, description=description)
 
@@ -2178,6 +2191,68 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
     ):
         return Edge.create(self, start_nodes, end_nodes, rule, name=name, description=description)
 
+    def update_depths(self):
+        # Collect number of in and out links per node
+        in_count = defaultdict(lambda: 0)
+        out_count = defaultdict(lambda: 0)
+
+        for e in self.edges:
+            for react in e.start_nodes.all():
+                out_count[str(react.uuid)] += 1
+
+            for prod in e.end_nodes.all():
+                in_count[str(prod.uuid)] += 1
+
+        depth_map = {}
+        depth_map[0] = list()
+        processed = set()
+
+        data_driven_root_nodes = (
+            self.node_set.all()
+            .annotate(prod_cnt=Count("edge_products"), educt_cnt=Count("edge_educts"))
+            .filter(prod_cnt=0, educt_cnt__gt=0)
+            .distinct()
+        )
+
+        # Eval QuerySet
+        root_nodes_by_depth = list(self.root_nodes)
+
+        data_driven_root_nodes.update(depth=0)
+        root_nodes = [n for n in data_driven_root_nodes]
+
+        for n in root_nodes_by_depth:
+            if n not in root_nodes:
+                if len(n.edge_products.all()) == 0:
+                    root_nodes.append(n)
+
+        for n in root_nodes:
+            depth_map[0].append(n)
+
+        # At most depth len(nodes) is possible
+        for i in range(self.nodes.count()):
+            level_nodes = depth_map.get(i, [])
+
+            if len(level_nodes) == 0:
+                break
+
+            unique_next_level = set()
+            for n in level_nodes:
+                processed.add(n)
+                for e in self.edges:
+                    if n in e.start_nodes.all():
+                        for p in e.end_nodes.all():
+                            if p not in processed:
+                                unique_next_level.add(p)
+
+            if len(unique_next_level) > 0:
+                depth_map[i + 1] = list(unique_next_level)
+
+        for depth, nodes in depth_map.items():
+            for n in nodes:
+                if n.depth != depth and depth != 0:
+                    n.depth = depth
+                    n.save()
+
 
 class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin):
     pathway = models.ForeignKey(
@@ -2230,7 +2305,12 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             "node_label_id": self.default_node_label.url,
             "image": f"{self.url}?image=svg",
             "image_svg": IndigoUtils.mol_to_svg(
-                self.default_node_label.smiles, width=40, height=40
+                self.default_node_label.molfile
+                if self.default_node_label.molfile is not None
+                and self.default_node_label.molfile.strip()
+                else self.default_node_label.smiles,
+                width=40,
+                height=40,
             ),
             "image_type": "svg",
             "name": self.get_name(),
@@ -2284,12 +2364,17 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
 
     @property
     def as_svg(self):
+        if (
+            self.default_node_label.molfile is not None
+            and self.default_node_label.molfile.strip() != ""
+        ):
+            return IndigoUtils.mol_to_svg(self.default_node_label.molfile)
         return IndigoUtils.mol_to_svg(self.default_node_label.smiles)
 
     def get_timeseries_data(self):
         for ai in self.additional_information.all():
-            if ai.__class__.__name__ == "OECD301FTimeSeries":
-                return ai.model_dump(mode="json")
+            if ai.type == "OECD301FTimeSeries":
+                return ai.get().model_dump(mode="json")
 
         return None
 
@@ -2326,7 +2411,7 @@ class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
         "epdb.Pathway", verbose_name="belongs to", on_delete=models.CASCADE, db_index=True
     )
     edge_label = models.ForeignKey(
-        "epdb.Reaction", verbose_name="Edge label", null=True, on_delete=models.SET_NULL
+        "epdb.Reaction", verbose_name="Edge label", null=True, on_delete=models.CASCADE
     )
     start_nodes = models.ManyToManyField(
         "epdb.Node", verbose_name="Start Nodes", related_name="edge_educts"
@@ -2405,6 +2490,8 @@ class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
         rule: Optional[Rule] = None,
         name: Optional[str] = None,
         description: Optional[str] = None,
+        *args,
+        **kwargs,
     ):
         e = Edge()
         e.pathway = pathway
@@ -2434,7 +2521,7 @@ class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             educts=[n.default_node_label for n in e.start_nodes.all()],
             products=[n.default_node_label for n in e.end_nodes.all()],
             rules=rule,
-            multi_step=False,
+            multi_step=kwargs.get("multi_step", False),
         )
 
         e.edge_label = r
@@ -4442,18 +4529,22 @@ class AdditionalInformation(models.Model):
 
         return f"{self.scenario.url}/additional-information/{self.uuid}"
 
-    def get(self) -> "EnviPyModel":
+    @staticmethod
+    def from_dict(ai_type: str, ai_data: Dict[str, Any]):
         from envipy_additional_information import registry
 
         MAPPING = {c.__name__: c for c in registry.list_models().values()}
         try:
-            inst = MAPPING[self.type](**self.data)
+            inst = MAPPING[ai_type](**ai_data)
         except Exception as e:
-            print(f"Error loading {self.type}: {e}")
+            print(f"Error loading {ai_type}: {e}")
             raise e
 
-        inst.__dict__["uuid"] = str(self.uuid)
+        return inst
 
+    def get(self) -> "EnviPyModel":
+        inst = AdditionalInformation.from_dict(self.type, self.data)
+        inst.__dict__["uuid"] = str(self.uuid)
         return inst
 
     def __str__(self) -> str:

epdb/views.py

@@ -19,6 +19,7 @@ from sentry_sdk import capture_exception
 
 from utilities.chem import FormatConverter, IndigoUtils
 from utilities.decorators import package_permission_required
+from .exceptions import InvalidSMILESException
 
 from .logic import (
     EPDBURLParser,
@@ -754,6 +755,11 @@ def models(request):
             {"Model": s.SERVER_URL + "/model"},
         ]
 
+        context["entity_type"] = "model"
+        context["api_endpoint"] = f"{s.SERVER_PATH}/api/v1/models/"
+        context["per_page"] = s.API_PAGINATION_DEFAULT_PAGE_SIZE
+        context["list_title"] = "models"
+
         # Keep model_types for potential modal/action use
         context["model_types"] = {
             "ML Relative Reasoning": {
@@ -766,19 +772,26 @@ def models(request):
                 "requires_rule_packages": True,
                 "requires_data_packages": True,
             },
-            "EnviFormer": {
-                "type": "enviformer",
-                "requires_rule_packages": False,
-                "requires_data_packages": True,
-            },
         }
 
+        if s.ENVIFORMER_PRESENT:
+            context["model_types"]["EnviFormer"] = (
+                {
+                    "type": "enviformer",
+                    "requires_rule_packages": False,
+                    "requires_data_packages": True,
+                },
+            )
+
         if s.FLAGS.get("PLUGINS", False):
             for k, v in s.CLASSIFIER_PLUGINS.items():
                 context["model_types"][v.display()] = {
                     "type": k,
                     "requires_rule_packages": v.requires_rule_packages(),
                     "requires_data_packages": v.requires_data_packages(),
+                    "additional_parameters": v.Config.__name__.lower()
+                    if v.Config.__name__ != ""
+                    else None,
                 }
             for k, v in s.PROPERTY_PLUGINS.items():
                 context["model_types"][v.display()] = {
@@ -787,12 +800,6 @@ def models(request):
                     "requires_data_packages": v.requires_data_packages(),
                 }
 
-        # Context for paginated template
-        context["entity_type"] = "model"
-        context["api_endpoint"] = f"{s.SERVER_PATH}/api/v1/models/"
-        context["per_page"] = s.API_PAGINATION_DEFAULT_PAGE_SIZE
-        context["list_title"] = "models"
-
         return render(request, "collections/models_paginated.html", context)
 
     elif request.method == "POST":
@@ -906,12 +913,13 @@ def package_models(request, package_uuid):
                 "requires_rule_packages": True,
                 "requires_data_packages": True,
             },
-            "EnviFormer": {
+        }
+        if s.ENVIFORMER_PRESENT:
+            context["model_types"]["EnviFormer"] = {
                 "type": "enviformer",
                 "requires_rule_packages": False,
                 "requires_data_packages": True,
-            },
-        }
+            }
 
         if s.FLAGS.get("PLUGINS", False):
             for k, v in s.CLASSIFIER_PLUGINS.items():
@@ -1087,6 +1095,11 @@ def package_model(request, package_uuid, model_uuid):
                             }
                         )
 
+                        # Sort data by prob desc
+                        res["pred"] = sorted(
+                            res["pred"], key=lambda x: x["probability"], reverse=True
+                        )
+
                 return JsonResponse(res, safe=False)
 
             elif half_life:
@@ -1190,9 +1203,7 @@ def package(request, package_uuid):
     if request.method == "GET":
         if request.GET.get("export", False) == "true":
             filename = f"{current_package.get_name().replace(' ', '_')}_{current_package.uuid}.json"
-            pack_json = PackageManager.export_package(
-                current_package, include_models=False, include_external_identifiers=False
-            )
+            pack_json = PackageManager.export_package(current_package)
             response = JsonResponse(pack_json, content_type="application/json")
             response["Content-Disposition"] = f'attachment; filename="{filename}"'
 
@@ -2328,7 +2339,13 @@ def package_pathway_nodes(request, package_uuid, pathway_uuid):
         node_description = request.POST.get("node-description")
 
         node_smiles = request.POST.get("node-smiles").strip()
-        current_pathway.add_node(node_smiles, name=node_name, description=node_description)
+
+        try:
+            current_pathway.add_node(node_smiles, name=node_name, description=node_description)
+        except InvalidSMILESException:
+            return error(
+                request, "Node creation failed!", f"Given SMILES ({node_smiles}) is invalid"
+            )
 
         return redirect(current_pathway.url)
 
@@ -2506,6 +2523,9 @@ def package_pathway_edges(request, package_uuid, pathway_uuid):
             substrate_nodes, product_nodes, name=edge_name, description=edge_description
         )
 
+        # Update depths as sideeffect of above operation
+        current_pathway.update_depths()
+
         return redirect(current_pathway.url)
 
     else:
@@ -3077,12 +3097,21 @@ def jobs(request):
             {"Home": s.SERVER_URL},
             {"Jobs": s.SERVER_URL + "/jobs"},
         ]
-        if current_user.is_superuser:
-            context["jobs"] = JobLog.objects.all().order_by("-created")
-        else:
-            context["jobs"] = JobLog.objects.filter(user=current_user).order_by("-created")
+        # if current_user.is_superuser:
+        #     context["jobs"] = JobLog.objects.all().order_by("-created")
+        # else:
+        #     context["jobs"] = JobLog.objects.filter(user=current_user).order_by("-created")
 
-        return render(request, "collections/joblog.html", context)
+        # Context for paginated template
+        context["entity_type"] = "joblog"
+        context["api_endpoint"] = f"{s.SERVER_PATH}/api/v1/joblog/"
+        context["per_page"] = s.API_PAGINATION_DEFAULT_PAGE_SIZE
+        context["list_title"] = "joblog"
+        context["list_mode"] = "combined"
+
+        return render(request, "collections/joblog_paginated.html", context)
+
+        # return render(request, "collections/joblog.html", context)
 
     elif request.method == "POST":
         job_name = request.POST.get("job-name")

migration/views.py

@@ -65,6 +65,25 @@ def run_both_engines(SMILES, SMIRKS):
 
 
 def migration(request):
+    accepted_diffs = [
+        "bt0055-3469.1",
+        "bt0056-2685",
+        "bt0193-4263",
+        "bt0231-1871.1",
+        "bt0242-3803",
+        "bt0254-4224.1",
+        "bt0254-4224.2",
+        "bt0291-1129",
+        "bt0337-3543",
+        "bt0391-4285",
+        "bt0402-3576",
+        "bt0404-3928",
+        "bt0416-4269",
+        "bt0432-4254",
+        "bt0337-4117",
+        "bt0322-3393",
+    ]
+
     if request.method == "GET":
         context = get_base_context(request)
 
@@ -109,11 +128,11 @@ def migration(request):
                         ),
                         "id": str(r.uuid),
                         "url": r.url,
-                        "status": res,
+                        "status": res or r.name in accepted_diffs,
                     }
                 )
 
-                if res:
+                if res or r.name in accepted_diffs:
                     success += 1
                 else:
                     error += 1
@@ -135,7 +154,16 @@ def migration(request):
 
         for r in migration_status["results"]:
             r["detail_url"] = r["detail_url"].replace("http://localhost:8000", s.SERVER_URL)
+            if r["name"] in accepted_diffs:
+                r["status"] = True
 
+        migration_status["results"] = sorted(
+            migration_status["results"], key=lambda x: (x["status"], x["name"])
+        )
+
+        num_success = sum([int(x["status"]) for x in migration_status["results"]])
+        migration_status["success"] = num_success
+        migration_status["error"] = migration_status["total"] - num_success
         context.update(**migration_status)
 
         return render(request, "migration.html", context)

package.json

@@ -21,5 +21,11 @@
     "django",
     "tailwindcss",
     "daisyui"
-  ]
+  ],
+  "pnpm": {
+    "onlyBuiltDependencies": [
+      "@parcel/watcher",
+      "@tailwindcss/oxide"
+    ]
+  }
 }

pepper/__init__.py

@@ -46,7 +46,7 @@ class PepperPrediction(PropertyPrediction):
 
         import matplotlib.patches as mpatches
         import numpy as np
-        from matplotlib import pyplot as plt
+        from matplotlib.figure import Figure
         from scipy import stats
 
         """
@@ -101,7 +101,8 @@ class PepperPrediction(PropertyPrediction):
         mask_red = x > vp
 
         # Plot
-        fig, ax = plt.subplots(figsize=(9, 5.5))
+        fig = Figure(figsize=(9, 5.5))
+        ax = fig.subplots()
         ax.plot(x, y, color="#1f4e79", lw=2, label="Lognormal PDF")
 
         if np.any(mask_green):
@@ -146,13 +147,12 @@ class PepperPrediction(PropertyPrediction):
         ]
         ax.legend(handles=patches, frameon=True)
 
-        plt.tight_layout()
+        fig.tight_layout()
 
         # --- Export to SVG string ---
         buf = io.StringIO()
         fig.savefig(buf, format="svg", bbox_inches="tight")
         svg = buf.getvalue()
-        plt.close(fig)
         buf.close()
 
         return svg

pepper/impl/pepper.py

@@ -187,8 +187,9 @@ class Pepper:
         groups = [group for group in dataset.group_by("structure_id")]
 
         # Unless explicitly set compute everything serial
-        if os.environ.get("N_PEPPER_THREADS", 1) > 1:
-            results = Parallel(n_jobs=os.environ["N_PEPPER_THREADS"])(
+        n_threads = int(os.environ.get("N_PEPPER_THREADS", 1))
+        if n_threads > 1:
+            results = Parallel(n_jobs=n_threads)(
                 delayed(compute_bayes_per_group)(group[1])
                 for group in dataset.group_by("structure_id")
             )

pnpm-workspace.yaml

@@ -1,3 +1,5 @@
+allowBuilds:
+  '@parcel/watcher': true
 onlyBuiltDependencies:
   - '@parcel/watcher'
   - '@tailwindcss/oxide'

static/css/input.css

@@ -34,3 +34,8 @@
 }
 
 @import "./daisyui-theme.css";
+
+select.select[multiple] {
+  display: block;
+  white-space: normal;
+}

static/js/alpine/components/widgets.js

@@ -59,6 +59,9 @@ document.addEventListener("alpine:init", () => {
     get isEditMode() {
       return this.mode === "edit";
     },
+    get isRequired() {
+      return (this.schema.required || []).indexOf(this.fieldName) > -1
+    }
   });
 
   // Text widget
@@ -293,6 +296,34 @@ document.addEventListener("alpine:init", () => {
     }),
   );
 
+    // PubMed link widget
+  Alpine.data(
+    "doiWidget",
+    (fieldName, data, schema, uiSchema, mode, debugErrors, context = null) => ({
+      ...baseWidget(
+        fieldName,
+        data,
+        schema,
+        uiSchema,
+        mode,
+        debugErrors,
+        context,
+      ),
+
+      get value() {
+        return this.data[this.fieldName] || "";
+      },
+      set value(v) {
+        this.data[this.fieldName] = v;
+      },
+      get doiUrl() {
+        return this.value
+          ? `https://dx.doi.org/${this.value}`
+          : null;
+      },
+    }),
+  );
+
   // Compound link widget
   Alpine.data(
     "compoundWidget",

static/js/pw.js

@@ -1,5 +1,37 @@
 console.log("loaded pw.js")
 
+function findPaths(source_idx, links) {
+    const resultLinks = new Set();
+    const visited = new Set();
+    // Helper function for depth-first search
+    function dfs(current) {
+
+        if (visited.has(current)) {
+            return;
+        }
+
+        if (links.filter(link => link.target.id === current).length === 0) {
+            return;
+        }
+
+        visited.add(current);
+        links.forEach(link => {
+            if (
+                link.target.id === current &&
+                !visited.has(link.source.id) &&
+                link.source.id !== link.target.id // Avoid self-loops
+            ) {
+                resultLinks.add(link); // Add link to result
+                dfs(link.source.id);
+            }
+        });
+        visited.delete(current);
+    }
+    // Start DFS
+    dfs(source_idx);
+    return Array.from(resultLinks);
+}
+
 function predictFromNode(url) {
     fetch("", {
         method: "POST",
@@ -23,6 +55,7 @@ function predictFromNode(url) {
 // elem = 'vizdiv'
 function draw(pathway, elem) {
 
+    const initialzoom = 2.5
     const nodeRadius = 20;
     const linkDistance = 100;
     const chargeStrength = -200;
@@ -63,7 +96,7 @@ function draw(pathway, elem) {
                 node.fx = width / 2 + depthMap.get(node.depth) * horizontalSpacing - ((nodesInLevel - 1) * horizontalSpacing) / 2;
             }
 
-            node.fy = node.depth * levelSpacing + 50;
+            node.fy = (node.depth + initialzoom + 0.5) * levelSpacing + 50;
             depthMap.set(node.depth, depthMap.get(node.depth) + 1);
         });
     }
@@ -101,10 +134,24 @@ function draw(pathway, elem) {
         // Update pseudo node positions first
         updatePseudoNodePositions();
 
-        link.attr("x1", d => d.source.x)
-            .attr("y1", d => d.source.y)
-            .attr("x2", d => d.target.x)
-            .attr("y2", d => d.target.y);
+        link.attr("d", d => {
+            // Check if it's a self-loop (source equals target)
+            if (d.source.id === d.target.id) {
+                // Create a bezier curve for self-loops
+                const x = d.source.x;
+                const y = d.source.y;
+                const loopRadius = nodeRadius * 2; // Adjust size of the loop
+
+                // Create a circular path to the left of the node
+                return `M ${x},${y - nodeRadius}
+                        C ${x - loopRadius},${y - nodeRadius - loopRadius}
+                          ${x - loopRadius},${y + nodeRadius + loopRadius}
+                          ${x},${y + nodeRadius}`;
+            } else {
+                // Regular straight line for normal edges
+                return `M ${d.source.x},${d.source.y} L ${d.target.x},${d.target.y}`;
+            }
+        });
 
         node.attr("transform", d => `translate(${d.x},${d.y})`);
     }
@@ -463,7 +510,7 @@ function draw(pathway, elem) {
                     // TODO needs to be generic once we store it as AddInf
                     for (var s of n.predicted_properties["PepperPrediction"]) {
                         if (s["mean"] != null) {
-                            tempContent += "<b>DT50 predicted via Pepper:</b> " + s["mean"].toFixed(2) + "<br>"
+                            tempContent += "<b>DT50 predicted via Pepper:</b> " + s["mean"].toFixed(2) + " days<br>"
                         }
                     }
                 }
@@ -563,6 +610,8 @@ function draw(pathway, elem) {
     // Apply zoom to the SVG element - this enables wheel zoom
     svg.call(zoom);
 
+    svg.call(zoom.scaleBy, initialzoom);
+
     // Also apply zoom to container to catch events that might not reach SVG
     // This ensures drag-to-pan works even when clicking on empty space
     container.call(zoom);
@@ -581,11 +630,11 @@ function draw(pathway, elem) {
         for (idx in parents) {
             p = nodes[parents[idx]]
             // console.log(p.depth)
-            if (p.depth >= n.depth) {
-                // keep the .5 steps for pseudo nodes
-                n.depth = n.pseudo ? p.depth + 1 : Math.floor(p.depth + 1);
-                // console.log("Adjusting", orig_depth, Math.floor(p.depth + 1));
-            }
+            // if (p.depth >= n.depth) {
+            //     // keep the .5 steps for pseudo nodes
+            //     n.depth = n.pseudo ? p.depth + 1 : Math.floor(p.depth + 1);
+            //     // console.log("Adjusting", orig_depth, Math.floor(p.depth + 1));
+            // }
         }
     });
 
@@ -599,13 +648,45 @@ function draw(pathway, elem) {
 
     // Kanten zeichnen
     const link = zoomable.append("g")
-        .selectAll("line")
+        .selectAll("path")
         .data(links)
-        .enter().append("line")
+        .enter().append("path")
         // Check if target is pseudo and draw marker only if not pseudo
         .attr("class", d => d.target.pseudo ? "link_no_arrow" : "link")
-        .attr("marker-end", d => d.target.pseudo ? '' : d.multi_step ? 'url(#doublearrow)' : 'url(#arrow)')
+        .attr("marker-end", d => {
+            if (d.target.pseudo) return '';
+            if (d.source.id === d.target.id) return 'url(#curve-arrow)'; // Use curve arrow for self-loops
+            return d.multi_step ? 'url(#doublearrow)' : 'url(#arrow)';
+        })
+        .attr("fill", "none")
+        .on("click", function(event, d) {
+          const wasHighlighted = d3.select(this).classed("highlighted");
+	      d3.selectAll("path").classed("highlighted", false);
+          if (!wasHighlighted) {
+            const toHighlight = [];
+            toHighlight.push(d.el);
 
+            if (d.source.pseudo || d.target.pseudo) {
+              if (d.target.pseudo) {
+                d3.selectAll("path").each(e => {
+                  if (e !== undefined && e.source.id === d.target.id) {
+                    toHighlight.push(e.el);
+                  }
+                });
+              } else {
+                d3.selectAll("path").each(e => {
+                  if (e !== undefined && (e.target.id === d.source.id || e.source.id === d.source.id)) {
+                    toHighlight.push(e.el);
+                  }
+                });
+              }
+            }
+
+            for (const e of toHighlight) {
+              d3.select(e).classed("highlighted", true);
+            }
+          }
+        });
 
     // add element to links array
     link.each(function (d) {
@@ -622,10 +703,41 @@ function draw(pathway, elem) {
         .call(d3.drag()
             .on("start", dragstarted)
             .on("drag", dragged)
-            .on("end", dragended))
+            .on("end", dragended)
+        )
         .on("click", function (event, d) {
+          const wasHighlighted = d3.select(this).select("circle").classed("highlighted");
+          d3.selectAll('circle.highlighted').classed('highlighted', false);
+          d3.selectAll("path").classed("inedge", false);
+          d3.selectAll("path").classed("outedge", false);
+
+          if (!wasHighlighted) {
             d3.select(this).select("circle").classed("highlighted", !d3.select(this).select("circle").classed("highlighted"));
-        })
+            const inEdges = findPaths(d.id, links);
+            const outEdges = []
+            // Colorize out edges green
+            for (const l of links) {
+              if (l.source.id === d.id) {
+                outEdges.push(l);
+                if (l.target.pseudo) {
+                  for (const l2 of links) {
+                    if (l.target.id === l2.source.id) {
+                      outEdges.push(l2);
+                    }
+                  }
+                }
+              }
+            }
+
+            for (const e of inEdges) {
+              d3.select(e.el).classed("inedge", true);
+            }
+
+            for (const e of outEdges) {
+              d3.select(e.el).classed("outedge", true);
+            }
+          }
+        });
 
     // Kreise für die Knoten hinzufügen
     node.append("circle")
@@ -699,14 +811,14 @@ function draw(pathway, elem) {
 
 function serializeSVG(svgElement) {
 
-    svgElement.querySelectorAll("line.link").forEach(line => {
+    svgElement.querySelectorAll("path.link").forEach(line => {
         const style = getComputedStyle(line);
         line.setAttribute("stroke", style.stroke);
         line.setAttribute("stroke-width", style.strokeWidth);
         line.setAttribute("fill", style.fill);
     });
 
-    svgElement.querySelectorAll("line.link_no_arrow").forEach(line => {
+    svgElement.querySelectorAll("path.link_no_arrow").forEach(line => {
         const style = getComputedStyle(line);
         line.setAttribute("stroke", style.stroke);
         line.setAttribute("stroke-width", style.strokeWidth);

templates/actions/objects/pathway.html

@@ -22,7 +22,7 @@
   {% for tpl in action_button_templates %}
     {% include tpl %}
   {% endfor %}
-  <li role="separator" class="divider"></li>
+  <li role="separator" class="divider h-px"></li>
 {% endif %}
 <li>
   <a
@@ -74,7 +74,7 @@
       Rules</a
     >
   </li>
-  <li role="separator" class="divider"></li>
+  <li role="separator" class="divider h-px"></li>
   <li>
     <a
       class="button"
@@ -99,11 +99,16 @@
       <i class="glyphicon glyphicon-plus"></i> Set Aliases</a
     >
   </li>
-  <li role="separator" class="divider"></li>
+  <li role="separator" class="divider h-px"></li>
   <li>
     <a
       class="button"
-      onclick="document.getElementById('delete_pathway_node_modal').showModal(); return false;"
+      onclick="
+      const modal = document.getElementById('delete_pathway_node_modal');
+      modal.showModal();
+      window.dispatchEvent(new Event('modal-opened'));
+      return false;
+      "
     >
       <i class="glyphicon glyphicon-trash"></i> Delete Compound</a
     >
@@ -111,7 +116,12 @@
   <li>
     <a
       class="button"
-      onclick="document.getElementById('delete_pathway_edge_modal').showModal(); return false;"
+      onclick="
+      const modal = document.getElementById('delete_pathway_edge_modal');
+      modal.showModal();
+      window.dispatchEvent(new Event('modal-opened'));
+      return false;
+      "
     >
       <i class="glyphicon glyphicon-trash"></i> Delete Reaction</a
     >

templates/collections/_joblog_paginated_list_partial.html

@@ -0,0 +1,102 @@
+{# Partial for paginated list content - expects to be inside a remotePaginatedList Alpine.js context #}
+{# Variables: empty_text (string), show_review_badge (bool), always_show_badge (bool) #}
+{% load envipytags %}
+{# Loading state #}
+<div
+  x-show="isLoading"
+  class="mx-auto flex h-32 w-32 items-center justify-center"
+>
+  {% include "components/loading-spinner.html" %}
+</div>
+
+{# Error state #}
+<div
+  x-show="!isLoading && error"
+  class="alert alert-error/50 text-sm"
+  x-text="error"
+></div>
+
+{# Content #}
+<template x-if="!isLoading && !error">
+  <div>
+    {# Empty state #}
+    <div
+      x-show="totalItems === 0"
+      class="text-base-content/70 py-8 text-center"
+    >
+      <p>No {{ empty_text|default:"items" }} found.</p>
+    </div>
+
+    {# Items list #}
+    <ul class="menu bg-base-100 rounded-box w-full" x-show="totalItems > 0">
+      <table class="table-zebra table">
+        <thead>
+          <tr>
+            <th>User</th>
+
+            <th>ID</th>
+            <th>Name</th>
+            <th>Status</th>
+            <th>Queued At</th>
+            <th>Done At</th>
+          </tr>
+        </thead>
+        <tbody>
+          <template x-for="obj in paginatedItems" :key="obj.url">
+            <tr>
+              <td>
+                <a :href="obj.user.url"><span x-text="obj.user.name"></span></a>
+              </td>
+
+              <td>
+                <a :href="obj.url"><span x-text="obj.id"></span></a>
+              </td>
+              <td><span x-text="obj.name"></span></td>
+              <td><span x-text="obj.status"></span></td>
+              <td><span x-text="obj.created"></span></td>
+              <td><span x-text="obj.done"></span></td>
+            </tr>
+          </template>
+        </tbody>
+      </table>
+    </ul>
+
+    {# Pagination controls #}
+    <div
+      x-show="totalPages > 1"
+      class="mt-4 flex items-center justify-between px-2"
+    >
+      <span class="text-base-content/70 text-sm">
+        Showing <span x-text="showingStart"></span>-<span
+          x-text="showingEnd"
+        ></span>
+        of <span x-text="totalItems"></span>
+      </span>
+      <div class="join">
+        <button
+          class="join-item btn btn-sm"
+          :disabled="currentPage === 1"
+          @click="prevPage()"
+        >
+          «
+        </button>
+        <template x-for="item in pageNumbers" :key="item.key">
+          <button
+            class="join-item btn btn-sm"
+            :class="{ 'btn-active': item.page === currentPage }"
+            :disabled="item.isEllipsis"
+            @click="!item.isEllipsis && goToPage(item.page)"
+            x-text="item.page"
+          ></button>
+        </template>
+        <button
+          class="join-item btn btn-sm"
+          :disabled="currentPage === totalPages"
+          @click="nextPage()"
+        >
+          »
+        </button>
+      </div>
+    </div>
+  </div>
+</template>

templates/collections/compounds_paginated.html

@@ -5,7 +5,7 @@
 
 {% block action_button %}
   <div class="flex items-center gap-2">
-    {% if meta.can_edit %}
+    {% if meta.can_edit or not meta.url_contains_package %}
       <button
         type="button"
         class="btn btn-primary btn-sm"

templates/collections/joblog_paginated.html

@@ -0,0 +1,13 @@
+{% extends "collections/paginated_base.html" %}
+
+{% block page_title %}Jobs{% endblock %}
+
+{% block action_button %}
+{% endblock action_button %}
+
+{% block action_modals %}
+{% endblock action_modals %}
+
+{% block description %}
+  <p>List of Jobs submitted.</p>
+{% endblock description %}

templates/collections/models_paginated.html

@@ -3,14 +3,16 @@
 {% block page_title %}Models{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit and meta.enabled_features.MODEL_BUILDING %}
-    <button
-      type="button"
-      class="btn btn-primary btn-sm"
-      onclick="document.getElementById('new_model_modal').showModal(); return false;"
-    >
-      New Model
-    </button>
+  {% if meta.can_edit or not meta.url_contains_package %}
+    {% if meta.enabled_features.MODEL_BUILDING %}
+      <button
+        type="button"
+        class="btn btn-primary btn-sm"
+        onclick="document.getElementById('new_model_modal').showModal(); return false;"
+      >
+        New Model
+      </button>
+    {% endif %}
   {% endif %}
 {% endblock action_button %}
 

templates/collections/packages_paginated.html

@@ -3,75 +3,73 @@
 {% block page_title %}Packages{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
-    <div class="flex items-center gap-2">
-      <button
-        type="button"
-        class="btn btn-primary btn-sm"
-        id="new-package-button"
-        onclick="document.getElementById('new_package_modal').showModal(); return false;"
+  <div class="flex items-center gap-2">
+    <button
+      type="button"
+      class="btn btn-primary btn-sm"
+      id="new-package-button"
+      onclick="document.getElementById('new_package_modal').showModal(); return false;"
+    >
+      <svg
+        xmlns="http://www.w3.org/2000/svg"
+        width="24"
+        height="24"
+        viewBox="0 0 24 24"
+        fill="none"
+        stroke="currentColor"
+        stroke-width="2"
+        stroke-linecap="round"
+        stroke-linejoin="round"
+        class="lucide lucide-folder-plus-icon lucide-folder-plus"
       >
+        <path d="M12 10v6" />
+        <path d="M9 13h6" />
+        <path
+          d="M20 20a2 2 0 0 0 2-2V8a2 2 0 0 0-2-2h-7.9a2 2 0 0 1-1.69-.9L9.6 3.9A2 2 0 0 0 7.93 3H4a2 2 0 0 0-2 2v13a2 2 0 0 0 2 2Z"
+        />
+      </svg>
+    </button>
+    <div class="dropdown dropdown-end">
+      <div tabindex="0" role="button" class="btn btn-sm">
+        Import
         <svg
           xmlns="http://www.w3.org/2000/svg"
-          width="24"
-          height="24"
+          width="16"
+          height="16"
           viewBox="0 0 24 24"
           fill="none"
           stroke="currentColor"
           stroke-width="2"
           stroke-linecap="round"
           stroke-linejoin="round"
-          class="lucide lucide-folder-plus-icon lucide-folder-plus"
+          class="lucide lucide-chevron-down ml-1"
         >
-          <path d="M12 10v6" />
-          <path d="M9 13h6" />
-          <path
-            d="M20 20a2 2 0 0 0 2-2V8a2 2 0 0 0-2-2h-7.9a2 2 0 0 1-1.69-.9L9.6 3.9A2 2 0 0 0 7.93 3H4a2 2 0 0 0-2 2v13a2 2 0 0 0 2 2Z"
-          />
+          <path d="m6 9 6 6 6-6" />
         </svg>
-      </button>
-      <div class="dropdown dropdown-end">
-        <div tabindex="0" role="button" class="btn btn-sm">
-          Import
-          <svg
-            xmlns="http://www.w3.org/2000/svg"
-            width="16"
-            height="16"
-            viewBox="0 0 24 24"
-            fill="none"
-            stroke="currentColor"
-            stroke-width="2"
-            stroke-linecap="round"
-            stroke-linejoin="round"
-            class="lucide lucide-chevron-down ml-1"
-          >
-            <path d="m6 9 6 6 6-6" />
-          </svg>
-        </div>
-        <ul
-          tabindex="-1"
-          class="dropdown-content menu bg-base-100 rounded-box z-50 w-56 p-2"
-        >
-          <li>
-            <a
-              role="button"
-              onclick="document.getElementById('import_package_modal').showModal(); return false;"
-            >
-              Import Package from JSON
-            </a>
-          </li>
-          <li>
-            <a
-              role="button"
-              onclick="document.getElementById('import_legacy_package_modal').showModal(); return false;"
-            >
-              Import Package from legacy JSON
-            </a>
-          </li>
-        </ul>
       </div>
+      <ul
+        tabindex="-1"
+        class="dropdown-content menu bg-base-100 rounded-box z-50 w-56 p-2"
+      >
+        <li>
+          <a
+            role="button"
+            onclick="document.getElementById('import_package_modal').showModal(); return false;"
+          >
+            Import Package from JSON
+          </a>
+        </li>
+        <li>
+          <a
+            role="button"
+            onclick="document.getElementById('import_legacy_package_modal').showModal(); return false;"
+          >
+            Import Package from legacy JSON
+          </a>
+        </li>
+      </ul>
     </div>
-  {% endif %}
+  </div>
 {% endblock action_button %}
 
 {% block action_modals %}

templates/collections/paginated_base.html

@@ -37,7 +37,11 @@
             perPage: {{ per_page|default:50 }}
           })"
       >
-        {% include "collections/_paginated_list_partial.html" with empty_text=list_title|default:"items" show_review_badge=True %}
+        {% if entity_type == 'joblog' %}
+          {% include "collections/_joblog_paginated_list_partial.html" with empty_text=list_title|default:"items" show_review_badge=True %}
+        {% else %}
+          {% include "collections/_paginated_list_partial.html" with empty_text=list_title|default:"items" show_review_badge=True %}
+        {% endif %}
       </div>
     {% else %}
       {# ===== TABBED MODE: Reviewed/Unreviewed tabs (default) ===== #}

templates/collections/pathways_paginated.html

@@ -3,7 +3,7 @@
 {% block page_title %}Pathways{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
+  {% if meta.can_edit or not meta.url_contains_package %}
     <div class="flex items-center gap-2">
       <a
         class="btn btn-primary btn-sm"

templates/collections/reactions_paginated.html

@@ -3,7 +3,7 @@
 {% block page_title %}Reactions{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
+  {% if meta.can_edit or not meta.url_contains_package %}
     <button
       type="button"
       class="btn btn-primary btn-sm"

templates/collections/rules_paginated.html

@@ -3,7 +3,7 @@
 {% block page_title %}Rules{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
+  {% if meta.can_edit or not meta.url_contains_package %}
     <button
       type="button"
       class="btn btn-primary btn-sm"

templates/collections/scenarios_paginated.html

@@ -11,7 +11,7 @@
 {% endblock action_modals %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
+  {% if meta.can_edit or not meta.url_contains_package %}
     <button
       type="button"
       class="btn btn-primary btn-sm"

templates/collections/structures_paginated.html

@@ -3,7 +3,7 @@
 {% block page_title %}{{ page_title|default:"Structures" }}{% endblock %}
 
 {% block action_button %}
-  {% if meta.can_edit %}
+  {% if meta.can_edit or not meta.url_contains_package %}
     <button
       type="button"
       class="btn btn-primary btn-sm"

templates/components/schema_form.html

@@ -123,6 +123,17 @@
             </div>
           </template>
 
+          <!-- DOI link widget -->
+          <template
+            x-if="getWidget(fieldName, schema.properties[fieldName]) === 'doi-link'"
+          >
+            <div
+              x-data="doiWidget(fieldName, data, schema, uiSchema, mode, debugErrors, context)"
+            >
+              {% include "components/widgets/doi_link_widget.html" %}
+            </div>
+          </template>
+
           <!-- Compound link widget -->
           <template
             x-if="getWidget(fieldName, schema.properties[fieldName]) === 'compound-link'"

templates/components/widgets/doi_link_widget.html

@@ -0,0 +1,69 @@
+{# DOI link widget - pure HTML template #}
+<div class="form-control">
+  <div class="flex flex-col gap-2 sm:flex-row sm:items-baseline">
+    <!-- Label -->
+    <label class="label sm:w-48 sm:shrink-0">
+      <span
+        class="label-text"
+        :class="{
+              'text-error': $store.validationErrors.hasError(fieldName, context),
+              'text-sm text-base-content/60': isViewMode
+            }"
+        x-text="label"
+      ></span>
+    </label>
+
+    <!-- Input column -->
+    <div class="flex-1">
+      <!-- Help text -->
+      <template x-if="helpText">
+        <div class="label">
+          <span
+            class="label-text-alt text-base-content/60"
+            x-text="helpText"
+          ></span>
+        </div>
+      </template>
+
+      <!-- View mode: display as link -->
+      <template x-if="isViewMode">
+        <div class="mt-1">
+          <template x-if="value && doiUrl">
+            <a
+              :href="doiUrl"
+              class="link link-primary"
+              target="_blank"
+              x-text="value"
+            ></a>
+          </template>
+          <template x-if="!value">
+            <span class="text-base-content/50">—</span>
+          </template>
+        </div>
+      </template>
+
+      <!-- Edit mode -->
+      <template x-if="isEditMode">
+        <input
+          type="text"
+          class="input input-bordered w-full"
+          :class="{ 'input-error': $store.validationErrors.hasError(fieldName, context) }"
+          placeholder="DOI e.g. 10.1016/j.jhazmat.2016.08.036"
+          x-model="value"
+        />
+      </template>
+
+      <!-- Errors -->
+      <template x-if="$store.validationErrors.hasError(fieldName, context)">
+        <div class="label">
+          <template
+            x-for="errMsg in $store.validationErrors.getErrors(fieldName, context)"
+            :key="errMsg"
+          >
+            <span class="label-text-alt text-error" x-text="errMsg"></span>
+          </template>
+        </div>
+      </template>
+    </div>
+  </div>
+</div>

templates/components/widgets/select_widget.html

@@ -44,6 +44,7 @@
           :class="{ 'select-error': $store.validationErrors.hasError(fieldName, context) }"
           x-model="value"
           :multiple="multiple"
+          :required="isRequired"
         >
           <option value="" :selected="!value">Select...</option>
 

templates/modals/collections/new_model_modal.html

@@ -65,11 +65,11 @@
     },
 
     get showMlrr() {
-      return this.selectedType === 'mlrr';
+      return this.selectedType === 'ml-relative-reasoning';
     },
 
     get showRbrr() {
-      return this.selectedType === 'rbrr';
+      return this.selectedType === 'rule-based-relative-reasoning';
     },
 
     get showEnviformer() {

templates/modals/collections/new_prediction_setting_modal.html

@@ -203,11 +203,11 @@
               id="model-based-prediction-setting-threshold"
               name="model-based-prediction-setting-threshold"
               class="input input-bordered w-full"
-              placeholder="0.25"
+              value="0.25"
               type="number"
               min="0"
               max="1"
-              step="0.05"
+              step="any"
             />
           </div>
 

templates/modals/objects/delete_pathway_edge_modal.html

@@ -4,6 +4,22 @@
   id="delete_pathway_edge_modal"
   class="modal"
   x-data="modalForm({ state: { selectedEdge: '', imageUrl: '' } })"
+  @modal-opened.window="
+   const links = d3.selectAll('path.highlighted');
+   if (!links.empty()) {
+        const el = links.node();
+        const selectElement = document.getElementById('delete_pathway_edge_edges');
+        console.log(el);
+        console.log(el.__data__);
+        for (let option of selectElement.options) {
+            if (option.value === el.__data__.url) {
+                option.selected = true;
+                break;
+            }
+        }
+        selectElement.dispatchEvent(new Event('change'));
+   }
+  "
   @close="reset()"
 >
   <div class="modal-box">

templates/modals/objects/delete_pathway_node_modal.html

@@ -4,6 +4,19 @@
   id="delete_pathway_node_modal"
   class="modal"
   x-data="modalForm({ state: { selectedNode: '', imageUrl: '' } })"
+  @modal-opened.window="
+   const el = d3.select('circle.highlighted').node();
+   if (el !== null) {
+    const selectElement = document.getElementById('delete_pathway_node_nodes');
+    for (let option of selectElement.options) {
+        if (option.value === el.__data__.url) {
+            option.selected = true;
+            break;
+        }
+    }
+    selectElement.dispatchEvent(new Event('change'));
+   }
+  "
   @close="reset()"
 >
   <div class="modal-box">

templates/objects/edge.html

@@ -92,7 +92,7 @@
         <div class="flex flex-wrap items-center justify-center gap-4">
           {% for educt in edge.start_nodes.all %}
             <a href="{{ educt.url }}" class="btn btn-outline btn-sm"
-              >{{ educt.name }}</a
+              >{{ educt.get_name }}</a
             >
           {% endfor %}
           <svg
@@ -112,7 +112,7 @@
           </svg>
           {% for product in edge.end_nodes.all %}
             <a href="{{ product.url }}" class="btn btn-outline btn-sm"
-              >{{ product.name }}</a
+              >{{ product.get_name }}</a
             >
           {% endfor %}
         </div>

templates/objects/group.html

@@ -56,7 +56,9 @@
         <ul class="menu bg-base-200 rounded-box">
           {% for um in group.user_member.all %}
             <li>
-              <a href="{{ um.url }}" class="hover:bg-base-300"
+              <a
+                href="{% if user.is_superuser %}{{ um.url }}{% else %}{{ "#" }}{% endif %}"
+                class="hover:bg-base-300"
                 >{{ um.username }}
                 {% if not um.is_active %}<i>(inactive)</i>{% endif %}</a
               >

templates/objects/node.html

@@ -1,4 +1,5 @@
 {% extends "framework_modern.html" %}
+{% load envipytags %}
 
 {% block content %}
 
@@ -54,6 +55,12 @@
       </div>
     </div>
 
+    {% epdb_slot_templates "epdb.objects.node.viz" as viz_templates %}
+
+    {% for tpl in viz_templates %}
+      {% include tpl %}
+    {% endfor %}
+
     <!-- Image Representation -->
     <div class="collapse-arrow bg-base-200 collapse">
       <input type="checkbox" checked />

templates/objects/pathway.html

@@ -72,6 +72,15 @@
       stroke: red;
       stroke-width: 3px;
     }
+
+    .inedge {
+      stroke: red;
+      stroke-width: 3px;
+    }
+    .outedge {
+      stroke: green;
+      stroke-width: 3px;
+    }
   </style>
   <script src="{% static 'js/pw.js' %}"></script>
 
@@ -106,7 +115,7 @@
     </div>
 
     <!-- Graphical Representation -->
-    <div class="collapse-arrow bg-base-200 collapse">
+    <div class="collapse-arrow bg-base-200 collapse overflow-y-auto">
       <input type="checkbox" checked />
       <div class="collapse-title text-xl font-medium">
         Graphical Representation
@@ -140,7 +149,7 @@
                 </div>
                 <ul
                   tabindex="0"
-                  class="dropdown-content menu bg-base-100 rounded-box z-50 w-52 p-2"
+                  class="dropdown-content menu bg-base-100 rounded-box z-50 w-96 p-2"
                 >
                   {% include "actions/objects/pathway.html" %}
                 </ul>
@@ -367,6 +376,18 @@
               >
                 <path d="M 0 0 L 10 5 L 0 10 z" fill="#999" />
               </marker>
+              <marker
+                id="curve-arrow"
+                viewBox="0 0 10 10"
+                refX="10"
+                refY="5"
+                markerWidth="6"
+                markerHeight="6"
+                orient="auto"
+                markerUnits="strokeWidth"
+              >
+                <path d="M 0 0 L 10 5 L 0 10 z" fill="#999" />
+              </marker>
               <marker
                 id="doublearrow"
                 viewBox="0 0 20 30"

templates/predict_pathway.html

@@ -105,7 +105,7 @@
         ></iframe>
       </div>
 
-      <label class="select mb-8 w-full">
+      <label class="select mb-8 w-full" id="prediction-setting-label">
         <span class="label">Predictor</span>
         <select id="prediction-setting" name="prediction-setting">
           <option disabled>Select a Setting</option>
@@ -148,6 +148,21 @@
   </div>
   {# prettier-ignore-start #}
   <script>
+    // Hide predictor selection and update button text if mode is "build"
+    function radioChange(event) {
+      if (event.target.value === "build") {
+        document.getElementById("prediction-setting-label").hidden = true;
+        document.getElementById("predict-submit-button").innerText = "Build";
+      } else {
+        document.getElementById("prediction-setting-label").hidden = false;
+        document.getElementById("predict-submit-button").innerText = "Predict";
+      }
+    }
+    const radioButtons = document.querySelectorAll('input[name="predict"]');
+    radioButtons.forEach(radio => {
+      radio.addEventListener('change', radioChange);
+    });
+
     // Helper function to safely get Ketcher instance from iframe
     function getKetcherInstance(iframeId) {
       const ketcherFrame = document.getElementById(iframeId);
@@ -197,7 +212,13 @@
         e.preventDefault();
         const button = this;
         button.disabled = true;
-        button.textContent = "Predicting...";
+
+        // Set text depending on mode
+        if (document.getElementById("predict-submit-button").innerText === "Build") {
+          button.textContent = "Building...";
+        } else {
+          button.textContent = "Predicting...";
+        }
 
         // Get SMILES from either input or Ketcher
         const smilesInput = document.getElementById("predict-smiles");

tests/test_compound_model.py

@@ -1,5 +1,7 @@
 from django.conf import settings as s
 from django.test import TestCase, override_settings
+
+from epdb.exceptions import InvalidSMILESException
 from epdb.logic import PackageManager
 from epdb.models import Compound, User, CompoundStructure
 
@@ -33,13 +35,13 @@ class CompoundTest(TestCase):
         self.assertEqual(c.description, "No Desc")
 
     def test_missing_smiles(self):
-        with self.assertRaises(ValueError):
+        with self.assertRaises(InvalidSMILESException):
             _ = Compound.create(self.package, smiles=None, name="Afoxolaner", description="No Desc")
 
-        with self.assertRaises(ValueError):
+        with self.assertRaises(InvalidSMILESException):
             _ = Compound.create(self.package, smiles="", name="Afoxolaner", description="No Desc")
 
-        with self.assertRaises(ValueError):
+        with self.assertRaises(InvalidSMILESException):
             _ = Compound.create(self.package, smiles="  ", name="Afoxolaner", description="No Desc")
 
     def test_smiles_are_trimmed(self):
@@ -96,7 +98,7 @@ class CompoundTest(TestCase):
         self.assertEqual(len(self.package.compounds), 1)
 
     def test_wrong_smiles(self):
-        with self.assertRaises(ValueError):
+        with self.assertRaises(InvalidSMILESException):
             _ = Compound.create(
                 self.package,
                 smiles="C1C(=NOC1(C2=CC(=CC(=C2)Cl)C(F)(F)F)C(F)(F)F)C3=CC=C(C=CC=CC=C43)C(=O)NCC(=O)NCC(F)(F)F",

tests/test_reaction_model.py

@@ -1,6 +1,7 @@
 from django.conf import settings as s
 from django.test import TestCase, override_settings
 
+from epdb.exceptions import InvalidSMILESException
 from epdb.logic import PackageManager
 from epdb.models import Compound, User, Reaction, Rule
 
@@ -163,7 +164,7 @@ class ReactionTest(TestCase):
         self.assertEqual(len(self.package.reactions), 1)
 
     def test_wrong_smiles(self):
-        with self.assertRaises(ValueError):
+        with self.assertRaises(InvalidSMILESException):
             _ = Reaction.create(
                 package=self.package,
                 name="Eawag BBD reaction r0001",

tests/views/test_model_views.py

@@ -46,6 +46,14 @@ class ModelViewTest(TestCase):
         )
 
         expected = [
+            {
+                "products": [["CCN(CC)C(=O)C1=CC(C=O)=CC=C1"]],
+                "probability": 0.75,
+                "btrule": {
+                    "url": "http://localhost:8000/package/1869d3f0-60bb-41fd-b6f8-afa75ffb09d3/simple-ambit-rule/2f2e0c39-e109-4836-959f-2bda2524f022",
+                    "name": "bt0001-3568",
+                },
+            },
             {
                 "products": [["O=C(O)C1=CC(CO)=CC=C1", "CCNCC"]],
                 "probability": 0.25,
@@ -62,14 +70,6 @@ class ModelViewTest(TestCase):
                     "name": "bt0243-4301",
                 },
             },
-            {
-                "products": [["CCN(CC)C(=O)C1=CC(C=O)=CC=C1"]],
-                "probability": 0.75,
-                "btrule": {
-                    "url": "http://localhost:8000/package/1869d3f0-60bb-41fd-b6f8-afa75ffb09d3/simple-ambit-rule/2f2e0c39-e109-4836-959f-2bda2524f022",
-                    "name": "bt0001-3568",
-                },
-            },
         ]
 
         actual = response.json()["pred"]

utilities/legacy.py

@@ -64,7 +64,7 @@
 
 import logging
 
-from envipy_additional_information import HalfLife, HalfLifeWS
+from envipy_additional_information import HalfLife, HalfLifeWS, HalfLifeModel
 from envipy_additional_information.information import Interval
 from envipy_additional_information.parsers import (
     AcidityParser,
@@ -125,6 +125,7 @@ from envipy_additional_information.parsers import (
     LiquidMatrixSourceParser,
     OxygenUptakeRateParser,
     InitiatingOrganismParser,
+    PFASConfidenceParser,
 )
 
 logger = logging.getLogger(__name__)
@@ -141,7 +142,7 @@ def get_parameter(request, paramname):
     res = request.POST.get(paramname)
     if res is not None and res.strip() != "":
         return res
-    return ValueError("Not all parameters are set!")
+    raise ValueError("Not all parameters are set!")
 
 
 def get_parameter_or_empty_string(request, paramname):
@@ -473,17 +474,12 @@ def build_additional_information_from_request(request, type_):
 
             comment = get_parameter_or_empty_string(request, "comment")
             source = get_parameter_or_empty_string(request, "source")
-            first_order = get_parameter_or_empty_string(request, "firstOrder")
+            # first_order = get_parameter_or_empty_string(request, "firstOrder")
             model = get_parameter_or_empty_string(request, "model")
             fit = get_parameter_or_empty_string(request, "fit")
 
-            if first_order != "":
-                if model != "":
-                    raise ValueError("not both, model and firstOrder can be set!")
-                if first_order == "true":
-                    model = "SFO"
-                else:
-                    logger.info("firstOrder is set to false which is not meaningful")
+            if model:
+                model = HalfLifeModel(model.upper())
 
             return HalfLife(model=model, fit=fit, comment=comment, dt50=i, source=source)
 
@@ -508,6 +504,10 @@ def build_additional_information_from_request(request, type_):
             comment_ws = get_parameter_or_empty_string(request, "comment_ws")
             source_ws = get_parameter_or_empty_string(request, "source_ws")
             model_ws = get_parameter_or_empty_string(request, "model_ws")
+
+            if model_ws:
+                model_ws = HalfLifeModel(model_ws.upper())
+
             fit_ws = get_parameter_or_empty_string(request, "fit_ws")
 
             dt50_total = IntervalParser.from_string(hl_ws_total)
@@ -674,7 +674,8 @@ def build_additional_information_from_request(request, type_):
         elif type_ == "studywst":
             # study_wst_cond = get_parameter(request, "studywstcond")
             raise ValueError("studywstcond is not yet implemented")
-
+        elif type_ == "pfasconfidence":
+            return PFASConfidenceParser.from_string(get_parameter(request, "level"))
         else:
             raise ValueError(f"No corresponding AdditionalInformation for {type_} found!")
 

utilities/misc.py

@@ -6,12 +6,15 @@ import logging
 import uuid
 from collections import defaultdict
 from datetime import datetime
-from typing import Any, Dict, List, TYPE_CHECKING
+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 epdb.models import (
+    AdditionalInformation,
     Compound,
     CompoundStructure,
     Edge,
@@ -28,7 +31,6 @@ from epdb.models import (
     Rule,
     RuleBasedRelativeReasoning,
     Scenario,
-    SequentialRule,
     Setting,
     SimpleAmbitRule,
     SimpleRDKitRule,
@@ -43,408 +45,235 @@ if TYPE_CHECKING:
     from epdb.logic import SPathway
 
 
-class PackageExporter:
-    def __init__(
-        self,
-        package: Package,
-        include_models: bool = False,
-        include_external_identifiers: bool = True,
-    ):
-        self._raw_package = package
-        self.include_modes = include_models
-        self.include_external_identifiers = include_external_identifiers
+class LicenseExportSchema(Schema):
+    cc_string: str
+    link: HttpUrl
+    image_link: HttpUrl
 
-    def do_export(self):
-        return PackageExporter._export_package_as_json(
-            self._raw_package, self.include_modes, self.include_external_identifiers
-        )
+
+##############
+# RefSchemas #
+##############
+class RefExportSchema(Schema):
+    uuid: str
+    url: str
 
     @staticmethod
-    def _export_package_as_json(
-        package: Package, include_models: bool = False, include_external_identifiers: bool = True
-    ) -> Dict[str, Any]:
+    def resolve_uuid(obj):
+        value = obj.get("uuid") if isinstance(obj, dict) else obj.uuid
+        return str(value)
+
+
+class RefCompoundExportSchema(RefExportSchema): ...
+
+
+class RefCompoundStructureExportSchema(RefExportSchema): ...
+
+
+class RefReactionExportSchema(RefExportSchema): ...
+
+
+class RefRuleExportSchema(RefExportSchema): ...
+
+
+class RefNodeExportSchema(RefExportSchema): ...
+
+
+class RefEdgeExportSchema(RefExportSchema): ...
+
+
+class RefPathwayExportSchema(RefExportSchema): ...
+
+
+class RefScenarioExportSchema(RefExportSchema): ...
+
+
+############
+# Compound #
+############
+class CompoundExportSchema(RefCompoundExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    default_structure: RefCompoundStructureExportSchema
+    structures: List["CompoundStructureExportSchema"]
+    scenarios: List[RefScenarioExportSchema]
+
+
+class CompoundStructureExportSchema(RefCompoundStructureExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    smiles: str
+    molfile: Optional[str]
+    normalized_structure: bool
+    scenarios: List[RefScenarioExportSchema]
+
+
+############
+# Reaction #
+############
+class ReactionExportSchema(RefReactionExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    educts: List[RefCompoundStructureExportSchema]
+    products: List[RefCompoundStructureExportSchema]
+    rules: List[RefRuleExportSchema]
+    multi_step: bool
+    medline_references: List[str] | None
+    scenarios: List[RefScenarioExportSchema]
+
+
+#########
+# Rules #
+#########
+class RuleExportSchema(RefRuleExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    smirks: str
+    reactant_filter_smarts: Optional[str]
+    product_filter_smarts: Optional[str]
+    scenarios: List[RefScenarioExportSchema]
+
+
+class ParallelRuleExportSchema(RefRuleExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    simple_rules: List[RefRuleExportSchema]
+    scenarios: List[RefScenarioExportSchema]
+
+
+###########################
+# Pathway / Nodes / Edges #
+###########################
+class NodeExportSchema(RefNodeExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    default_node_label: RefCompoundStructureExportSchema
+    node_labels: List[RefCompoundStructureExportSchema]
+    depth: int
+    stereo_removed: bool
+    scenarios: List[RefScenarioExportSchema]
+
+
+class EdgeExportSchema(RefEdgeExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    edge_label: RefReactionExportSchema
+    start_nodes: List[RefNodeExportSchema]
+    end_nodes: List[RefNodeExportSchema]
+    scenarios: List[RefScenarioExportSchema]
+
+
+class PathwayExportSchema(RefPathwayExportSchema):
+    name: str
+    description: str
+    aliases: List[str]
+    predicted: bool
+    nodes: List[NodeExportSchema]
+    edges: List[EdgeExportSchema]
+    scenarios: List[RefScenarioExportSchema]
+
+
+class ScenarioExportSchema(RefScenarioExportSchema):
+    name: str
+    description: str
+    scenario_date: str
+    scenario_type: str
+
+
+class AdditionalInformationExportSchema(RefExportSchema):
+    type: str
+    data: dict
+    scenario: RefScenarioExportSchema | None = None
+    attach_object: RefExportSchema | None = None
+
+    @staticmethod
+    def resolve_attach_object(obj):
+        if isinstance(obj, dict):
+            if obj.get("attach_object") is None:
+                return None
+            return RefExportSchema.model_validate(obj["attach_object"])
+        return obj.content_object
+
+
+###########
+# Package #
+###########
+class PackageExportSchema(Schema):
+    name: str
+    description: str
+    uuid: str
+    reviewed: bool
+    license: LicenseExportSchema | None
+    compounds: List[CompoundExportSchema]
+    reactions: List[ReactionExportSchema]
+    simple_rules: List[RuleExportSchema]
+    composite_rules: List[ParallelRuleExportSchema]
+    pathways: List[PathwayExportSchema]
+    scenarios: List[ScenarioExportSchema]
+    additional_information: List[AdditionalInformationExportSchema]
+
+    @staticmethod
+    def resolve_uuid(obj):
+        value = obj.get("uuid") if isinstance(obj, dict) else obj.uuid
+        return str(value)
+
+    @staticmethod
+    def resolve_simple_rules(obj):
+        if isinstance(obj, dict):
+            result = []
+            for r in obj.get("simple_rules", []):
+                result.append(RuleExportSchema.model_validate(r))
+            return result
+        return SimpleAmbitRule.objects.filter(package=obj)
+
+    @staticmethod
+    def resolve_composite_rules(obj):
+        if isinstance(obj, dict):
+            result = []
+            for r in obj.get("composite_rules", []):
+                result.append(ParallelRuleExportSchema.model_validate(r))
+            return result
+        return ParallelRule.objects.filter(package=obj)
+
+    @staticmethod
+    def resolve_additional_information(obj):
+        if isinstance(obj, dict):
+            result = []
+            for ai in obj.get("additional_information", []):
+                result.append(AdditionalInformationExportSchema.model_validate(ai))
+            return result
+        return AdditionalInformation.objects.filter(package=obj)
+
+
+class PackageExporter:
+    def __init__(self, package: Package):
+        self._raw_package = package
+
+    def do_export(self):
+        return PackageExporter._export_package_as_json(self._raw_package)
+
+    @staticmethod
+    def _export_package_as_json(package: Package) -> Dict[str, Any]:
         """
         Dumps a Package and all its related objects as JSON.
 
         Args:
             package: The Package instance to dump
-            include_models: Whether to include EPModel objects
-            include_external_identifiers: Whether to include external identifiers
 
         Returns:
             Dict containing the complete package data as JSON-serializable structure
         """
 
-        def serialize_base_object(
-            obj, include_aliases: bool = True, include_scenarios: bool = True
-        ) -> Dict[str, Any]:
-            """Serialize common EnviPathModel fields"""
-            base_dict = {
-                "uuid": str(obj.uuid),
-                "name": obj.name,
-                "description": obj.description,
-                "url": obj.url,
-                "kv": obj.kv,
-            }
+        data = PackageExportSchema.from_orm(package)
 
-            # Add aliases if the object has them
-            if include_aliases and hasattr(obj, "aliases"):
-                base_dict["aliases"] = obj.aliases
-
-            # Add scenarios if the object has them
-            if include_scenarios and hasattr(obj, "scenarios"):
-                base_dict["scenarios"] = [
-                    {"uuid": str(s.uuid), "url": s.url} for s in obj.scenarios.all()
-                ]
-
-            return base_dict
-
-        def serialize_external_identifiers(obj) -> List[Dict[str, Any]]:
-            """Serialize external identifiers for an object"""
-            if not include_external_identifiers or not hasattr(obj, "external_identifiers"):
-                return []
-
-            identifiers = []
-            for ext_id in obj.external_identifiers.all():
-                identifier_dict = {
-                    "uuid": str(ext_id.uuid),
-                    "database": {
-                        "uuid": str(ext_id.database.uuid),
-                        "name": ext_id.database.name,
-                        "base_url": ext_id.database.base_url,
-                    },
-                    "identifier_value": ext_id.identifier_value,
-                    "url": ext_id.url,
-                    "is_primary": ext_id.is_primary,
-                }
-                identifiers.append(identifier_dict)
-            return identifiers
-
-        # Start with the package itself
-        result = serialize_base_object(package, include_aliases=True, include_scenarios=True)
-        result["reviewed"] = package.reviewed
-
-        # # Add license information
-        # if package.license:
-        #     result['license'] = {
-        #         'uuid': str(package.license.uuid),
-        #         'name': package.license.name,
-        #         'link': package.license.link,
-        #         'image_link': package.license.image_link
-        #     }
-        # else:
-        #     result['license'] = None
-
-        # Initialize collections
-        result.update(
-            {
-                "compounds": [],
-                "structures": [],
-                "rules": {"simple_rules": [], "parallel_rules": [], "sequential_rules": []},
-                "reactions": [],
-                "pathways": [],
-                "nodes": [],
-                "edges": [],
-                "scenarios": [],
-                "models": [],
-            }
-        )
-
-        print(f"Exporting package: {package.name}")
-
-        # Export compounds
-        print("Exporting compounds...")
-        for compound in package.compounds.prefetch_related("default_structure").order_by("url"):
-            compound_dict = serialize_base_object(
-                compound, include_aliases=True, include_scenarios=True
-            )
-
-            if compound.default_structure:
-                compound_dict["default_structure"] = {
-                    "uuid": str(compound.default_structure.uuid),
-                    "url": compound.default_structure.url,
-                }
-            else:
-                compound_dict["default_structure"] = None
-
-            compound_dict["external_identifiers"] = serialize_external_identifiers(compound)
-            result["compounds"].append(compound_dict)
-
-        # Export compound structures
-        print("Exporting compound structures...")
-        compound_structures = (
-            CompoundStructure.objects.filter(compound__package=package)
-            .select_related("compound")
-            .order_by("url")
-        )
-
-        for structure in compound_structures:
-            structure_dict = serialize_base_object(
-                structure, include_aliases=True, include_scenarios=True
-            )
-            structure_dict.update(
-                {
-                    "compound": {
-                        "uuid": str(structure.compound.uuid),
-                        "url": structure.compound.url,
-                    },
-                    "smiles": structure.smiles,
-                    "canonical_smiles": structure.canonical_smiles,
-                    "inchikey": structure.inchikey,
-                    "normalized_structure": structure.normalized_structure,
-                    "external_identifiers": serialize_external_identifiers(structure),
-                }
-            )
-            result["structures"].append(structure_dict)
-
-        # Export rules
-        print("Exporting rules...")
-
-        # Simple rules (including SimpleAmbitRule and SimpleRDKitRule)
-        for rule in SimpleRule.objects.filter(package=package).order_by("url"):
-            rule_dict = serialize_base_object(rule, include_aliases=True, include_scenarios=True)
-
-            # Add specific fields for SimpleAmbitRule
-            if isinstance(rule, SimpleAmbitRule):
-                rule_dict.update(
-                    {
-                        "rule_type": "SimpleAmbitRule",
-                        "smirks": rule.smirks,
-                        "reactant_filter_smarts": rule.reactant_filter_smarts or "",
-                        "product_filter_smarts": rule.product_filter_smarts or "",
-                    }
-                )
-            elif isinstance(rule, SimpleRDKitRule):
-                rule_dict.update(
-                    {"rule_type": "SimpleRDKitRule", "reaction_smarts": rule.reaction_smarts}
-                )
-            else:
-                rule_dict["rule_type"] = "SimpleRule"
-
-            result["rules"]["simple_rules"].append(rule_dict)
-
-        # Parallel rules
-        for rule in (
-            ParallelRule.objects.filter(package=package)
-            .prefetch_related("simple_rules")
-            .order_by("url")
-        ):
-            rule_dict = serialize_base_object(rule, include_aliases=True, include_scenarios=True)
-            rule_dict["rule_type"] = "ParallelRule"
-            rule_dict["simple_rules"] = [
-                {"uuid": str(sr.uuid), "url": sr.url} for sr in rule.simple_rules.all()
-            ]
-            result["rules"]["parallel_rules"].append(rule_dict)
-
-        # Sequential rules
-        for rule in (
-            SequentialRule.objects.filter(package=package)
-            .prefetch_related("simple_rules")
-            .order_by("url")
-        ):
-            rule_dict = serialize_base_object(rule, include_aliases=True, include_scenarios=True)
-            rule_dict["rule_type"] = "SequentialRule"
-            rule_dict["simple_rules"] = [
-                {
-                    "uuid": str(sr.uuid),
-                    "url": sr.url,
-                    "order_index": sr.sequentialruleordering_set.get(
-                        sequential_rule=rule
-                    ).order_index,
-                }
-                for sr in rule.simple_rules.all()
-            ]
-            result["rules"]["sequential_rules"].append(rule_dict)
-
-        # Export reactions
-        print("Exporting reactions...")
-        for reaction in package.reactions.prefetch_related("educts", "products", "rules").order_by(
-            "url"
-        ):
-            reaction_dict = serialize_base_object(
-                reaction, include_aliases=True, include_scenarios=True
-            )
-            reaction_dict.update(
-                {
-                    "educts": [{"uuid": str(e.uuid), "url": e.url} for e in reaction.educts.all()],
-                    "products": [
-                        {"uuid": str(p.uuid), "url": p.url} for p in reaction.products.all()
-                    ],
-                    "rules": [{"uuid": str(r.uuid), "url": r.url} for r in reaction.rules.all()],
-                    "multi_step": reaction.multi_step,
-                    "medline_references": reaction.medline_references,
-                    "external_identifiers": serialize_external_identifiers(reaction),
-                }
-            )
-            result["reactions"].append(reaction_dict)
-
-        # Export pathways
-        print("Exporting pathways...")
-        for pathway in package.pathways.order_by("url"):
-            pathway_dict = serialize_base_object(
-                pathway, include_aliases=True, include_scenarios=True
-            )
-
-            # Add setting reference if exists
-            if hasattr(pathway, "setting") and pathway.setting:
-                pathway_dict["setting"] = {
-                    "uuid": str(pathway.setting.uuid),
-                    "url": pathway.setting.url,
-                }
-            else:
-                pathway_dict["setting"] = None
-
-            result["pathways"].append(pathway_dict)
-
-        # Export nodes
-        print("Exporting nodes...")
-        pathway_nodes = (
-            Node.objects.filter(pathway__package=package)
-            .select_related("pathway", "default_node_label")
-            .prefetch_related("node_labels", "out_edges")
-            .order_by("url")
-        )
-
-        for node in pathway_nodes:
-            node_dict = serialize_base_object(node, include_aliases=True, include_scenarios=True)
-            node_dict.update(
-                {
-                    "pathway": {"uuid": str(node.pathway.uuid), "url": node.pathway.url},
-                    "default_node_label": {
-                        "uuid": str(node.default_node_label.uuid),
-                        "url": node.default_node_label.url,
-                    },
-                    "node_labels": [
-                        {"uuid": str(label.uuid), "url": label.url}
-                        for label in node.node_labels.all()
-                    ],
-                    "out_edges": [
-                        {"uuid": str(edge.uuid), "url": edge.url} for edge in node.out_edges.all()
-                    ],
-                    "depth": node.depth,
-                }
-            )
-            result["nodes"].append(node_dict)
-
-        # Export edges
-        print("Exporting edges...")
-        pathway_edges = (
-            Edge.objects.filter(pathway__package=package)
-            .select_related("pathway", "edge_label")
-            .prefetch_related("start_nodes", "end_nodes")
-            .order_by("url")
-        )
-
-        for edge in pathway_edges:
-            edge_dict = serialize_base_object(edge, include_aliases=True, include_scenarios=True)
-            edge_dict.update(
-                {
-                    "pathway": {"uuid": str(edge.pathway.uuid), "url": edge.pathway.url},
-                    "edge_label": {"uuid": str(edge.edge_label.uuid), "url": edge.edge_label.url},
-                    "start_nodes": [
-                        {"uuid": str(node.uuid), "url": node.url} for node in edge.start_nodes.all()
-                    ],
-                    "end_nodes": [
-                        {"uuid": str(node.uuid), "url": node.url} for node in edge.end_nodes.all()
-                    ],
-                }
-            )
-            result["edges"].append(edge_dict)
-
-        # Export scenarios
-        print("Exporting scenarios...")
-        for scenario in package.scenarios.order_by("url"):
-            scenario_dict = serialize_base_object(
-                scenario, include_aliases=False, include_scenarios=False
-            )
-            scenario_dict.update(
-                {
-                    "scenario_date": scenario.scenario_date,
-                    "scenario_type": scenario.scenario_type,
-                    "parent": {"uuid": str(scenario.parent.uuid), "url": scenario.parent.url}
-                    if scenario.parent
-                    else None,
-                    "additional_information": scenario.additional_information,
-                }
-            )
-            result["scenarios"].append(scenario_dict)
-
-        # Export models
-        if include_models:
-            print("Exporting models...")
-            package_models = (
-                package.models.select_related("app_domain")
-                .prefetch_related("rule_packages", "data_packages", "eval_packages")
-                .order_by("url")
-            )
-
-            for model in package_models:
-                model_dict = serialize_base_object(
-                    model, include_aliases=True, include_scenarios=False
-                )
-
-                # Common fields for PackageBasedModel
-                if hasattr(model, "rule_packages"):
-                    model_dict.update(
-                        {
-                            "rule_packages": [
-                                {"uuid": str(p.uuid), "url": p.url}
-                                for p in model.rule_packages.all()
-                            ],
-                            "data_packages": [
-                                {"uuid": str(p.uuid), "url": p.url}
-                                for p in model.data_packages.all()
-                            ],
-                            "eval_packages": [
-                                {"uuid": str(p.uuid), "url": p.url}
-                                for p in model.eval_packages.all()
-                            ],
-                            "threshold": model.threshold,
-                            "eval_results": model.eval_results,
-                            "model_status": model.model_status,
-                        }
-                    )
-
-                    if model.app_domain:
-                        model_dict["app_domain"] = {
-                            "uuid": str(model.app_domain.uuid),
-                            "url": model.app_domain.url,
-                        }
-                    else:
-                        model_dict["app_domain"] = None
-
-                # Specific fields for different model types
-                if isinstance(model, RuleBasedRelativeReasoning):
-                    model_dict.update(
-                        {
-                            "model_type": "RuleBasedRelativeReasoning",
-                            "min_count": model.min_count,
-                            "max_count": model.max_count,
-                        }
-                    )
-                elif isinstance(model, MLRelativeReasoning):
-                    model_dict["model_type"] = "MLRelativeReasoning"
-                elif isinstance(model, EnviFormer):
-                    model_dict["model_type"] = "EnviFormer"
-                else:
-                    model_dict["model_type"] = "EPModel"
-
-                result["models"].append(model_dict)
-
-        print(f"Export completed for package: {package.name}")
-        print(f"- Compounds: {len(result['compounds'])}")
-        print(f"- Structures: {len(result['structures'])}")
-        print(f"- Simple rules: {len(result['rules']['simple_rules'])}")
-        print(f"- Parallel rules: {len(result['rules']['parallel_rules'])}")
-        print(f"- Sequential rules: {len(result['rules']['sequential_rules'])}")
-        print(f"- Reactions: {len(result['reactions'])}")
-        print(f"- Pathways: {len(result['pathways'])}")
-        print(f"- Nodes: {len(result['nodes'])}")
-        print(f"- Edges: {len(result['edges'])}")
-        print(f"- Scenarios: {len(result['scenarios'])}")
-        print(f"- Models: {len(result['models'])}")
-
-        return result
+        return data.model_dump(mode="json")
 
 
 class PackageImporter:

uv.lock

@@ -894,7 +894,7 @@ provides-extras = ["ms-login", "dev", "pepper-plugin"]
 [[package]]
 name = "envipy-additional-information"
 version = "0.4.2"
-source = { git = "ssh://git@git.envipath.com/enviPath/enviPy-additional-information.git?branch=develop#0a608c85c73a6ef5c38afea87d2b57fb43f01a70" }
+source = { git = "ssh://git@git.envipath.com/enviPath/enviPy-additional-information.git?branch=develop#f2f251e0214f016760348730c45e56183d961201" }
 dependencies = [
     { name = "pydantic" },
 ]
@@ -2763,9 +2763,9 @@ dependencies = [
     { name = "typing-extensions", marker = "sys_platform != 'linux' and sys_platform != 'win32'" },
 ]
 wheels = [
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:a47b7986bee3f61ad217d8a8ce24605809ab425baf349f97de758815edd2ef54" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:fbe2e149c5174ef90d29a5f84a554dfaf28e003cb4f61fa2c8c024c17ec7ca58" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:057efd30a6778d2ee5e2374cd63a63f63311aa6f33321e627c655df60abdd390" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:a47b7986bee3f61ad217d8a8ce24605809ab425baf349f97de758815edd2ef54", upload-time = "2025-10-01T23:35:50Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:fbe2e149c5174ef90d29a5f84a554dfaf28e003cb4f61fa2c8c024c17ec7ca58", upload-time = "2025-10-01T23:35:52Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:057efd30a6778d2ee5e2374cd63a63f63311aa6f33321e627c655df60abdd390", upload-time = "2025-10-01T23:35:55Z" },
 ]
 
 [[package]]
@@ -2785,19 +2785,19 @@ dependencies = [
     { name = "typing-extensions", marker = "sys_platform == 'linux' or sys_platform == 'win32'" },
 ]
 wheels = [
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-linux_s390x.whl", hash = "sha256:0e34e276722ab7dd0dffa9e12fe2135a9b34a0e300c456ed7ad6430229404eb5" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:610f600c102386e581327d5efc18c0d6edecb9820b4140d26163354a99cd800d" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:cb9a8ba8137ab24e36bf1742cb79a1294bd374db570f09fc15a5e1318160db4e" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-win_amd64.whl", hash = "sha256:2be20b2c05a0cce10430cc25f32b689259640d273232b2de357c35729132256d" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-win_arm64.whl", hash = "sha256:99fc421a5d234580e45957a7b02effbf3e1c884a5dd077afc85352c77bf41434" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-linux_s390x.whl", hash = "sha256:8b5882276633cf91fe3d2d7246c743b94d44a7e660b27f1308007fdb1bb89f7d" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:a5064b5e23772c8d164068cc7c12e01a75faf7b948ecd95a0d4007d7487e5f25" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:8f81dedb4c6076ec325acc3b47525f9c550e5284a18eae1d9061c543f7b6e7de" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-win_amd64.whl", hash = "sha256:e1ee1b2346ade3ea90306dfbec7e8ff17bc220d344109d189ae09078333b0856" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-win_arm64.whl", hash = "sha256:64c187345509f2b1bb334feed4666e2c781ca381874bde589182f81247e61f88" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:af81283ac671f434b1b25c95ba295f270e72db1fad48831eb5e4748ff9840041" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:a9dbb6f64f63258bc811e2c0c99640a81e5af93c531ad96e95c5ec777ea46dab" },
-    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-win_amd64.whl", hash = "sha256:6d93a7165419bc4b2b907e859ccab0dea5deeab261448ae9a5ec5431f14c0e64" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-linux_s390x.whl", hash = "sha256:0e34e276722ab7dd0dffa9e12fe2135a9b34a0e300c456ed7ad6430229404eb5", upload-time = "2025-10-01T23:33:41Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:610f600c102386e581327d5efc18c0d6edecb9820b4140d26163354a99cd800d", upload-time = "2025-10-01T23:33:45Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:cb9a8ba8137ab24e36bf1742cb79a1294bd374db570f09fc15a5e1318160db4e", upload-time = "2025-10-01T23:33:48Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-win_amd64.whl", hash = "sha256:2be20b2c05a0cce10430cc25f32b689259640d273232b2de357c35729132256d", upload-time = "2025-10-01T23:33:52Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp312-cp312-win_arm64.whl", hash = "sha256:99fc421a5d234580e45957a7b02effbf3e1c884a5dd077afc85352c77bf41434", upload-time = "2025-10-01T23:34:10Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-linux_s390x.whl", hash = "sha256:8b5882276633cf91fe3d2d7246c743b94d44a7e660b27f1308007fdb1bb89f7d", upload-time = "2025-10-01T23:34:15Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:a5064b5e23772c8d164068cc7c12e01a75faf7b948ecd95a0d4007d7487e5f25", upload-time = "2025-10-01T23:34:19Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:8f81dedb4c6076ec325acc3b47525f9c550e5284a18eae1d9061c543f7b6e7de", upload-time = "2025-10-01T23:34:23Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-win_amd64.whl", hash = "sha256:e1ee1b2346ade3ea90306dfbec7e8ff17bc220d344109d189ae09078333b0856", upload-time = "2025-10-01T23:34:28Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313-win_arm64.whl", hash = "sha256:64c187345509f2b1bb334feed4666e2c781ca381874bde589182f81247e61f88", upload-time = "2025-10-01T23:34:45Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:af81283ac671f434b1b25c95ba295f270e72db1fad48831eb5e4748ff9840041", upload-time = "2025-10-01T23:34:50Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:a9dbb6f64f63258bc811e2c0c99640a81e5af93c531ad96e95c5ec777ea46dab", upload-time = "2025-10-01T23:34:53Z" },
+    { url = "https://download-r2.pytorch.org/whl/cpu/torch-2.8.0%2Bcpu-cp313-cp313t-win_amd64.whl", hash = "sha256:6d93a7165419bc4b2b907e859ccab0dea5deeab261448ae9a5ec5431f14c0e64", upload-time = "2025-10-01T23:34:58Z" },
 ]
 
 [[package]]