[Feature] Management Command to Compute and Store Reaction <-> Rule Associations (#453)

Co-authored-by: Tim Lorsbach <tim@lorsba.ch>
Reviewed-on: enviPath/enviPy#453

.gitea/workflows/build-image.yaml

@@ -0,0 +1,62 @@
+name: Build Docker Image
+
+# Trigger when a PR to main/develop is completed.
+on:
+  pull_request:
+    branches:
+      - main
+      - develop
+    types:
+      - closed
+
+jobs:
+  build-and-push:
+    if: ${{ github.event.pull_request.merged == true }}
+    runs-on: ubuntu-latest
+    steps:
+      # Fetch the repository content for the Docker build context.
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      # Enable Buildx for BuildKit features (incl. SSH mount support).
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      # Authenticate against the container registry before pushing images.
+      - name: Log in to container registry
+        uses: docker/login-action@v3
+        with:
+          registry: git.envipath.com
+          username: ${{ secrets.CI_REGISTRY_USER }}
+          password: ${{ secrets.CI_REGISTRY_PASSWORD }}
+
+      # Generate image tags/labels:
+      # - PRs targeting main get "latest" and "main-sha"
+      # - PRs targeting develop get "dev" and "dev-sha"
+      - name: Extract metadata
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: git.envipath.com/envipath/envipy
+          tags: |
+            type=raw,value=latest,enable=${{ github.event.pull_request.base.ref == 'main' }}
+            type=sha,prefix=main-,enable=${{ github.event.pull_request.base.ref == 'main' }}
+            type=raw,value=dev,enable=${{ github.event.pull_request.base.ref == 'develop' }}
+            type=sha,prefix=dev-,enable=${{ github.event.pull_request.base.ref == 'develop' }}
+
+      # Load SSH key so Docker can pull private git+ssh dependencies during build.
+      - name: Setup SSH for private git dependencies
+        uses: webfactory/ssh-agent@v0.9.0
+        with:
+          ssh-private-key: ${{ secrets.ENVIPY_CI_PRIVATE_KEY }}
+
+      # Build and push the production image; forward SSH agent without registry cache reuse.
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          file: Dockerfile
+          push: true
+          ssh: default
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}

.pre-commit-config.yaml

@@ -7,10 +7,10 @@ repos:
       - id: trailing-whitespace
         exclude: epiuclid/schemas/
       - id: end-of-file-fixer
-        exclude: epiuclid/schemas/
+        exclude: ^epiuclid/schemas/|^static/js/ketcher3/
       - id: check-yaml
       - id: check-added-large-files
-        exclude: ^static/images/|^epiuclid/schemas/|^fixtures/
+        exclude: ^static/images/|^epiuclid/schemas/|^fixtures/|^static/js/ketcher3/
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
     rev: v0.13.3

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 \
+    ca-certificates \
-    npm \
     && rm -rf /var/lib/apt/lists/*
 
-# Install pnpm
+# Install Node 22 + pnpm
-RUN npm install -g 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}"
@@ -32,12 +37,11 @@ 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
 COPY biotransformer biotransformer
-COPY bayer bayer
 COPY bridge bridge
 COPY envipath envipath
 COPY epapi epapi
@@ -54,6 +58,10 @@ COPY tests tests
 COPY utilities utilities
 COPY manage.py .
 
+# Used to run migrations etc
+COPY entrypoint.sh entrypoint.sh
+RUN chmod +x entrypoint.sh
+
 # Install frontend deps
 COPY package.json pnpm-lock.yaml pnpm-workspace.yaml ./
 
@@ -96,4 +104,5 @@ USER django
 
 EXPOSE 8000
 
-CMD ["gunicorn", "envipath.wsgi:application", "--bind", "0.0.0.0:8000", "--workers", "3"]
+ENTRYPOINT ["/app/entrypoint.sh"]
+CMD ["gunicorn", "envipath.wsgi:application", "--bind", "0.0.0.0:8000", "--workers", "8"]

bayer/admin.py

@@ -1,19 +0,0 @@
-from django.contrib import admin
-
-# Register your models here.
-from .models import (
-    PESCompound,
-    PESStructure
-)
-
-
-class PESCompoundAdmin(admin.ModelAdmin):
-    pass
-
-
-class PESStructureAdmin(admin.ModelAdmin):
-    pass
-
-
-admin.site.register(PESCompound, PESCompoundAdmin)
-admin.site.register(PESStructure, PESStructureAdmin)

bayer/apps.py

@@ -1,6 +0,0 @@
-from django.apps import AppConfig
-
-
-class BayerConfig(AppConfig):
-    default_auto_field = 'django.db.models.BigAutoField'
-    name = 'bayer'

bayer/epdb_hooks.py

@@ -1,31 +0,0 @@
-import logging
-
-from epdb.template_registry import register_template
-
-logger = logging.getLogger(__name__)
-
-# PES Create
-register_template(
-    "epdb.actions.collections.compound",
-    "actions/collections/new_pes.html",
-)
-register_template(
-    "modals.collections.compound",
-    "modals/collections/new_pes_modal.html",
-)
-
-# PES Viz
-register_template(
-    "epdb.objects.compound.viz",
-    "objects/compound_viz.html",
-)
-
-register_template(
-    "epdb.objects.compound_structure.viz",
-    "objects/compound_structure_viz.html",
-)
-
-register_template(
-    "epdb.objects.node.viz",
-    "objects/node_viz.html",
-)

bayer/migrations/0001_initial.py

@@ -1,35 +0,0 @@
-# Generated by Django 5.2.7 on 2026-03-06 10:51
-
-import django.utils.timezone
-import model_utils.fields
-import uuid
-from django.db import migrations, models
-
-
-class Migration(migrations.Migration):
-
-    initial = True
-
-    dependencies = [
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name='Package',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('reviewed', models.BooleanField(default=False, verbose_name='Reviewstatus')),
-                ('classification_level', models.IntegerField(choices=[(0, 'Internal'), (10, 'Restricted'), (20, 'Secret')], default=10)),
-            ],
-            options={
-                'db_table': 'epdb_package',
-            },
-        ),
-    ]

bayer/migrations/0002_initial.py

@@ -1,22 +0,0 @@
-# Generated by Django 5.2.7 on 2026-03-06 10:51
-
-import django.db.models.deletion
-from django.db import migrations, models
-
-
-class Migration(migrations.Migration):
-
-    initial = True
-
-    dependencies = [
-        ('bayer', '0001_initial'),
-        ('epdb', '0019_remove_scenario_additional_information_and_more'),
-    ]
-
-    operations = [
-        migrations.AddField(
-            model_name='package',
-            name='license',
-            field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.license', verbose_name='License'),
-        ),
-    ]

bayer/migrations/0003_pescompound_pesstructure_package_data_pool.py

@@ -1,41 +0,0 @@
-# Generated by Django 6.0.3 on 2026-04-17 21:22
-
-import django.db.models.deletion
-from django.db import migrations, models
-
-
-class Migration(migrations.Migration):
-
-    dependencies = [
-        ('bayer', '0002_initial'),
-        ('epdb', '0023_alter_compoundstructure_options_and_more'),
-    ]
-
-    operations = [
-        migrations.CreateModel(
-            name='PESCompound',
-            fields=[
-                ('compound_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.compound')),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.compound',),
-        ),
-        migrations.CreateModel(
-            name='PESStructure',
-            fields=[
-                ('compoundstructure_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.compoundstructure')),
-                ('pes_link', models.URLField(verbose_name='PES Link')),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.compoundstructure',),
-        ),
-        migrations.AddField(
-            model_name='package',
-            name='data_pool',
-            field=models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.group', verbose_name='Data pool'),
-        ),
-    ]

bayer/models.py

@@ -1,236 +0,0 @@
-from typing import List
-import urllib.parse
-import nh3
-from django.conf import settings as s
-from django.db import models, transaction
-from django.db.models import QuerySet
-from django.urls import reverse
-
-from epdb.models import (
-    EnviPathModel,
-    Compound,
-    CompoundStructure,
-    ParallelRule,
-    SequentialRule,
-    SimpleAmbitRule,
-    SimpleRDKitRule,
-)
-from utilities.chem import FormatConverter
-
-
-class Package(EnviPathModel):
-    reviewed = models.BooleanField(verbose_name="Reviewstatus", default=False)
-    license = models.ForeignKey(
-        "epdb.License", on_delete=models.SET_NULL, blank=True, null=True, verbose_name="License"
-    )
-
-    class Classification(models.IntegerChoices):
-        INTERNAL = 0, "Internal"
-        RESTRICTED = 10 , "Restricted"
-        SECRET = 20, "Secret"
-
-    classification_level = models.IntegerField(
-        choices=Classification,
-        default=Classification.RESTRICTED,
-    )
-
-    data_pool = models.ForeignKey("epdb.Group", on_delete=models.SET_NULL, blank=True, null=True,
-                                  verbose_name="Data pool", default=None)
-
-    def delete(self, *args, **kwargs):
-        # explicitly handle related Rules
-        for r in self.rules.all():
-            r.delete()
-        super().delete(*args, **kwargs)
-
-    def __str__(self):
-        return f"{self.name} (pk={self.pk})"
-
-    @property
-    def compounds(self) -> QuerySet:
-        return self.compound_set.all()
-
-    @property
-    def rules(self) -> QuerySet:
-        return self.rule_set.all()
-
-    @property
-    def reactions(self) -> QuerySet:
-        return self.reaction_set.all()
-
-    @property
-    def pathways(self) -> QuerySet:
-        return self.pathway_set.all()
-
-    @property
-    def scenarios(self) -> QuerySet:
-        return self.scenario_set.all()
-
-    @property
-    def models(self) -> QuerySet:
-        return self.epmodel_set.all()
-
-    def _url(self):
-        return "{}/package/{}".format(s.SERVER_URL, self.uuid)
-
-    def get_applicable_rules(self) -> List["Rule"]:
-        """
-        Returns a ordered set of rules where the following applies:
-        1. All Composite will be added to result
-        2. All SimpleRules will be added if theres no CompositeRule present using the SimpleRule
-        Ordering is based on "url" field.
-        """
-        rules = []
-        rule_qs = self.rules
-
-        reflected_simple_rules = set()
-
-        for r in rule_qs:
-            if isinstance(r, ParallelRule) or isinstance(r, SequentialRule):
-                rules.append(r)
-                for sr in r.simple_rules.all():
-                    reflected_simple_rules.add(sr)
-
-        for r in rule_qs:
-            if isinstance(r, SimpleAmbitRule) or isinstance(r, SimpleRDKitRule):
-                if r not in reflected_simple_rules:
-                    rules.append(r)
-
-        rules = sorted(rules, key=lambda x: x.url)
-        return rules
-
-    class Meta:
-        db_table = "epdb_package"
-
-
-class PESCompound(Compound):
-
-    @staticmethod
-    @transaction.atomic
-    def create(
-        package: "Package", pes_data: dict, name: str = None, description: str = None, *args, **kwargs
-    ) -> "Compound":
-
-        pes_url = pes_data["pes_url"]
-
-        # Check if we find a direct match for a given pes_link
-        if PESStructure.objects.filter(pes_link=pes_url, compound__package=package).exists():
-            # Due to normalization we might end up in having multiple structures
-            # All of them point to the same compound -> pick any
-            return PESStructure.objects.filter(pes_link=pes_url, compound__package=package).first().compound
-
-        # Generate Compound
-        c = PESCompound()
-        c.package = package
-
-        if name is not None:
-            # Clean for potential XSS
-            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
-
-        if name is None or name == "":
-            name = f"Compound {Compound.objects.filter(package=package).count() + 1}"
-
-        c.name = name
-
-        # We have a default here only set the value if it carries some payload
-        if description is not None and description.strip() != "":
-            c.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
-
-        c.save()
-
-        molfile = pes_data.get("representativeStructures", [{}])[0].get("ctab")
-
-        if molfile is None:
-            raise ValueError("PES data does not contain a valid mol file!")
-
-        smiles = FormatConverter.to_smiles(FormatConverter.from_molfile(molfile))
-
-        standardized_smiles = FormatConverter.standardize(smiles, remove_stereo=True)
-
-        is_standardized = standardized_smiles == smiles
-
-        if not is_standardized:
-            _ = PESStructure.create(
-                c,
-                pes_url,
-                molfile,
-                standardized_smiles,
-                name="Normalized structure of {}".format(name),
-                description="{} (in its normalized form)".format(description),
-                normalized_structure=True,
-            )
-
-
-        cs = PESStructure.create(
-            c,
-            pes_url,
-            molfile,
-            smiles,
-            name=name,
-            description=description,
-            normalized_structure=is_standardized
-        )
-
-        c.default_structure = cs
-        c.save()
-
-        return c
-
-
-class PESStructure(CompoundStructure):
-    pes_link = models.URLField(blank=False, null=False, verbose_name="PES Link")
-
-    @staticmethod
-    @transaction.atomic
-    def create(
-            compound: Compound,
-            pes_link: str,
-            mol_file: str,
-            smiles: str,
-            name: str = None,
-            description: str = None,
-            *args,
-            **kwargs
-    ):
-        if compound.pk is None:
-            raise ValueError("Unpersisted Compound! Persist compound first!")
-
-        cs = PESStructure()
-        # Clean for potential XSS
-        if name is not None:
-            cs.name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
-
-        if description is not None:
-            cs.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
-
-        cs.smiles = smiles
-        cs.mol_file = mol_file
-        cs.pes_link = pes_link
-        cs.compound = compound
-
-        if "normalized_structure" in kwargs:
-            cs.normalized_structure = kwargs["normalized_structure"]
-
-        cs.save()
-
-        return cs
-
-    @transaction.atomic
-    def add_structure(
-        self,
-        smiles: str,
-        name: str = None,
-        description: str = None,
-        default_structure: bool = False,
-        *args,
-        **kwargs,
-    ) -> "CompoundStructure":
-        raise ValueError("Not supported!")
-
-    def d3_json(self):
-        return {
-            "is_pes": True,
-            "pes_link": self.pes_link,
-            # Will overwrite image from Node
-            "image": f"{reverse("depict_pes")}?pesLink={urllib.parse.quote(self.pes_link)}"
-        }

bayer/templates/actions/collections/new_pes.html

@@ -1,9 +0,0 @@
-{% if meta.can_edit %}
-    <button
-      type="button"
-      class="btn btn-primary btn-sm"
-      onclick="document.getElementById('new_pes_modal').showModal(); return false;"
-    >
-      New PES
-    </button>
-{% endif %}

bayer/templates/modals/collections/new_package_modal.html

@@ -1,175 +0,0 @@
-{% load static %}
-
-<dialog
-  id="new_package_modal"
-  class="modal"
-  x-data="{
-    isSubmitting: false,
-    packageClassification: null,
-
-    reset() {
-      this.isSubmitting = false;
-      this.packageClassification = null;
-    },
-
-    setFormData(data) {
-      this.formData = data;
-    },
-
-    get isSecret() {
-      return this.packageClassification === '20';
-    },
-
-    submit(formId) {
-      const form = document.getElementById(formId);
-
-      // Remove previously injected inputs
-      form.querySelectorAll('.dynamic-param').forEach(el => el.remove());
-
-      // Add values from dynamic form into the html form
-      if (this.formData) {
-        Object.entries(this.formData).forEach(([key, value]) => {
-          const input = document.createElement('input');
-          input.type = 'hidden';
-          input.name = key;
-          input.value = value;
-          input.classList.add('dynamic-param');
-
-          form.appendChild(input);
-        });
-      }
-
-      if (form && form.checkValidity()) {
-        this.isSubmitting = true;
-        form.submit();
-      } else if (form) {
-        form.reportValidity();
-      }
-    }
-
-  }"
-  @close="reset()"
->
-  <div class="modal-box max-w-3xl">
-    <!-- Header -->
-    <h3 class="text-lg font-bold">New Package</h3>
-
-    <!-- Close button (X) -->
-    <form method="dialog">
-      <button
-        class="btn btn-sm btn-circle btn-ghost absolute top-2 right-2"
-        :disabled="isSubmitting"
-      >
-        ✕
-      </button>
-    </form>
-
-    <!-- Body -->
-    <div class="py-4">
-     <form
-        id="new_package_form"
-        accept-charset="UTF-8"
-        action=""
-        method="post"
-      >
-       {% csrf_token %}
-
-       <!-- Name -->
-        <div class="form-control mb-3">
-          <label class="label" for="package-name">
-            <span class="label-text">Name</span>
-          </label>
-          <input
-            id="package-name"
-            class="input input-bordered w-full"
-            name="package-name"
-            placeholder="Name"
-            required
-          />
-        </div>
-
-       <!-- Description -->
-        <div class="form-control mb-3">
-          <label class="label" for="package-description">
-            <span class="label-text">Description</span>
-          </label>
-          <input
-            id="package-description"
-            type="text"
-            class="input input-bordered w-full"
-            placeholder="Description..."
-            name="package-description"
-          />
-        </div>
-
-       <!-- Classification Level -->
-        <div class="form-control mb-3">
-          <label class="label" for="package-classification">
-            <span class="label-text">Package Classification</span>
-          </label>
-          <select
-            id="package-classification"
-            name="package-classification"
-            class="select select-bordered w-full"
-            x-model="packageClassification"
-            required
-          >
-            <option value="null" disabled selected>Select Classification</option>
-            <option value="0">Internal</option>
-            <option value="10">Restricted</option>
-            <option value="20">Secret</option>
-          </select>
-        </div>
-
-       <!-- Secret Groups -->
-        <div class="form-control mb-3" x-show="isSecret" x-cloak>
-          <label class="label" for="package-data-pool">
-            <span class="label-text">Data Pool for SECRET Package</span>
-          </label>
-          <p>Only users with this role can be granted access to this package</p>
-          <select
-            id="package-data-pool"
-            name="package-data-pool"
-            class="select select-bordered w-full"
-          >
-            <option value="" disabled selected>Select Data Pool</option>
-              {% for obj in meta.secret_groups %}
-                <option value="{{ obj.url }}">{{ obj.name|safe }}</option>
-              {% endfor %}
-          </select>
-        </div>
-
-     </form>
-    </div>
-
-    <!-- Footer -->
-    <div class="modal-action">
-      <button
-        type="button"
-        class="btn"
-        onclick="this.closest('dialog').close()"
-        :disabled="isSubmitting"
-      >
-        Cancel
-      </button>
-      <button
-        type="button"
-        class="btn btn-primary"
-        @click="submit('new_package_form')"
-        :disabled="isSubmitting || !selectedType || loadingSchemas"
-      >
-        <span x-show="!isSubmitting">Submit</span>
-        <span
-          x-show="isSubmitting"
-          class="loading loading-spinner loading-sm"
-        ></span>
-        <span x-show="isSubmitting">Creating...</span>
-      </button>
-    </div>
-  </div>
-
-  <!-- Backdrop -->
-  <form method="dialog" class="modal-backdrop">
-    <button :disabled="isSubmitting">close</button>
-  </form>
-</dialog>

bayer/templates/modals/collections/new_pes_modal.html

@@ -1,174 +0,0 @@
-{% load static %}
-
-<dialog
-  id="new_pes_modal"
-  class="modal"
-  x-data="{
-    isSubmitting: false,
-    pesLink: null,
-    pesVizHtml: '',
-
-    reset() {
-      this.isSubmitting = false;
-    },
-
-    get isPESSet() {
-      console.log(this.pesLink);
-      return this.pesLink !== null;
-    },
-
-    updatePesViz() {
-      if (!this.isPESSet) {
-        this.pesVizHtml = '';
-        return;
-      }
-
-      const img = new Image();
-      img.src = '{% url 'depict_pes' %}?pesLink=' + encodeURIComponent(this.pesLink);
-      img.style.width = '100%';
-      img.style.height = '100%';
-      img.style.objectFit = 'cover';
-
-      img.onload = () => {
-        this.pesVizHtml = img.outerHTML;
-      };
-
-      img.onerror = () => {
-        this.pesVizHtml = `
-          <div class='alert alert-error' role='alert'>
-            <h4 class='alert-heading'>Could not render PES!</h4>
-            <p>Could not render PES - Do you have access?</p>
-          </div>`;
-      };
-    },
-
-    submit(formId) {
-      const form = document.getElementById(formId);
-
-      // Remove previously injected inputs
-      form.querySelectorAll('.dynamic-param').forEach(el => el.remove());
-
-      // Add values from dynamic form into the html form
-      if (this.formData) {
-        Object.entries(this.formData).forEach(([key, value]) => {
-          const input = document.createElement('input');
-          input.type = 'hidden';
-          input.name = key;
-          input.value = value;
-          input.classList.add('dynamic-param');
-
-          form.appendChild(input);
-        });
-      }
-
-      if (form && form.checkValidity()) {
-        this.isSubmitting = true;
-        form.submit();
-      } else if (form) {
-        form.reportValidity();
-      }
-    }
-  }"
-  @close="reset()"
->
-  <div class="modal-box max-w-3xl">
-  <!-- Header -->
-  <h3 class="text-lg font-bold">New PES</h3>
-
-    <!-- Close button (X) -->
-    <form method="dialog">
-      <button
-        class="btn btn-sm btn-circle btn-ghost absolute top-2 right-2"
-        :disabled="isSubmitting"
-      >
-        ✕
-      </button>
-    </form>
-
-    <!-- Body -->
-    <div class="py-4">
-      <form
-        id="new-pes-modal-form"
-        accept-charset="UTF-8"
-        action="{% url 'create pes' meta.current_package.uuid %}"
-        method="post"
-      >
-        {% csrf_token %}
-
-        <div class="form-control mb-3">
-          <label class="label" for="compound-name">
-            <span class="label-text">Name</span>
-          </label>
-          <input
-            id="compound-name"
-            class="input input-bordered w-full"
-            name="compound-name"
-            placeholder="Name"
-            required
-          />
-        </div>
-
-        <div class="form-control mb-3">
-          <label class="label" for="compound-description">
-            <span class="label-text">Description</span>
-          </label>
-          <input
-            id="compound-description"
-            class="input input-bordered w-full"
-            name="compound-description"
-            placeholder="Description"
-          />
-        </div>
-
-        <div class="form-control mb-3">
-          <label class="label" for="pes-link">
-            <span class="label-text">Link to PES</span>
-          </label>
-          <input
-            id="pes-link"
-            name="pes-link"
-            type="text"
-            class="input input-bordered w-full"
-            placeholder="Link to PES e.g. https://pesregapp-test.cropkey-np.ag/entities/PES-000126"
-            x-model="pesLink"
-            @input="updatePesViz()"
-            required
-          />
-        </div>
-
-        <div id="pes-viz" class="mb-3" x-html="pesVizHtml"></div>
-
-      </form>
-    </div>
-
-    <!-- Footer -->
-    <div class="modal-action">
-      <button
-        type="button"
-        class="btn"
-        onclick="this.closest('dialog').close()"
-        :disabled="isSubmitting"
-      >
-        Close
-      </button>
-      <button
-        type="button"
-        class="btn btn-primary"
-        @click="submit('new-pes-modal-form')"
-        :disabled="isSubmitting"
-      >
-        <span x-show="!isSubmitting">Submit</span>
-        <span
-          x-show="isSubmitting"
-          class="loading loading-spinner loading-sm"
-        ></span>
-        <span x-show="isSubmitting">Creating...</span>
-      </button>
-    </div>
-  </div>
-
-  <!-- Backdrop -->
-  <form method="dialog" class="modal-backdrop">
-    <button :disabled="isSubmitting">close</button>
-  </form>
-</dialog>

bayer/templates/modals/objects/add_pathway_pes_node_modal.html

@@ -1,174 +0,0 @@
-{% load static %}
-
-<dialog
-  id="add_pathway_pes_node_modal"
-  class="modal"
-  x-data="{
-    isSubmitting: false,
-    pesLink: null,
-    pesVizHtml: '',
-
-    reset() {
-      this.isSubmitting = false;
-    },
-
-    get isPESSet() {
-      console.log(this.pesLink);
-      return this.pesLink !== null;
-    },
-
-    updatePesViz() {
-      if (!this.isPESSet) {
-        this.pesVizHtml = '';
-        return;
-      }
-
-      const img = new Image();
-      img.src = '{% url 'depict_pes' %}?pesLink=' + encodeURIComponent(this.pesLink);
-      img.style.width = '100%';
-      img.style.height = '100%';
-      img.style.objectFit = 'cover';
-
-      img.onload = () => {
-        this.pesVizHtml = img.outerHTML;
-      };
-
-      img.onerror = () => {
-        this.pesVizHtml = `
-          <div class='alert alert-error' role='alert'>
-            <h4 class='alert-heading'>Could not render PES!</h4>
-            <p>Could not render PES - Do you have access?</p>
-          </div>`;
-      };
-    },
-
-    submit(formId) {
-      const form = document.getElementById(formId);
-
-      // Remove previously injected inputs
-      form.querySelectorAll('.dynamic-param').forEach(el => el.remove());
-
-      // Add values from dynamic form into the html form
-      if (this.formData) {
-        Object.entries(this.formData).forEach(([key, value]) => {
-          const input = document.createElement('input');
-          input.type = 'hidden';
-          input.name = key;
-          input.value = value;
-          input.classList.add('dynamic-param');
-
-          form.appendChild(input);
-        });
-      }
-
-      if (form && form.checkValidity()) {
-        this.isSubmitting = true;
-        form.submit();
-      } else if (form) {
-        form.reportValidity();
-      }
-    }
-  }"
-  @close="reset()"
->
-  <div class="modal-box max-w-3xl">
-  <!-- Header -->
-  <h3 class="text-lg font-bold">New PES</h3>
-
-    <!-- Close button (X) -->
-    <form method="dialog">
-      <button
-        class="btn btn-sm btn-circle btn-ghost absolute top-2 right-2"
-        :disabled="isSubmitting"
-      >
-        ✕
-      </button>
-    </form>
-
-    <!-- Body -->
-    <div class="py-4">
-      <form
-        id="new-pes-node-modal-form"
-        accept-charset="UTF-8"
-        action="{% url 'create pes node' current_object.package.uuid current_object.uuid  %}"
-        method="post"
-      >
-        {% csrf_token %}
-
-        <div class="form-control mb-3">
-          <label class="label" for="compound-name">
-            <span class="label-text">Name</span>
-          </label>
-          <input
-            id="compound-name"
-            class="input input-bordered w-full"
-            name="compound-name"
-            placeholder="Name"
-            required
-          />
-        </div>
-
-        <div class="form-control mb-3">
-          <label class="label" for="compound-description">
-            <span class="label-text">Description</span>
-          </label>
-          <input
-            id="compound-description"
-            class="input input-bordered w-full"
-            name="compound-description"
-            placeholder="Description"
-          />
-        </div>
-
-        <div class="form-control mb-3">
-          <label class="label" for="pes-link">
-            <span class="label-text">Link to PES</span>
-          </label>
-          <input
-            id="pes-link"
-            name="pes-link"
-            type="text"
-            class="input input-bordered w-full"
-            placeholder="Link to PES e.g. https://pesregapp-test.cropkey-np.ag/entities/PES-000126"
-            x-model="pesLink"
-            @input="updatePesViz()"
-            required
-          />
-        </div>
-
-        <div id="pes-viz" class="mb-3" x-html="pesVizHtml"></div>
-
-      </form>
-    </div>
-
-    <!-- Footer -->
-    <div class="modal-action">
-      <button
-        type="button"
-        class="btn"
-        onclick="this.closest('dialog').close()"
-        :disabled="isSubmitting"
-      >
-        Close
-      </button>
-      <button
-        type="button"
-        class="btn btn-primary"
-        @click="submit('new-pes-node-modal-form')"
-        :disabled="isSubmitting"
-      >
-        <span x-show="!isSubmitting">Submit</span>
-        <span
-          x-show="isSubmitting"
-          class="loading loading-spinner loading-sm"
-        ></span>
-        <span x-show="isSubmitting">Creating...</span>
-      </button>
-    </div>
-  </div>
-
-  <!-- Backdrop -->
-  <form method="dialog" class="modal-backdrop">
-    <button :disabled="isSubmitting">close</button>
-  </form>
-</dialog>

bayer/templates/objects/compound_structure_viz.html

@@ -1,19 +0,0 @@
-{% if compound_structure.pes_link %}
-  <!-- PES -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">Link to PES</div>
-    <div class="collapse-content">{{ compound_structure.pes_link }}</div>
-  </div>
-
-  <!-- Image Representation -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">PES Image Representation</div>
-    <div class="collapse-content">
-      <div class="flex justify-center">
-        <img src='{% url 'depict_pes' %}?pesLink={{ compound_structure.pes_link|urlencode }}'/>
-      </div>
-    </div>
-  </div>
-{% endif %}

bayer/templates/objects/compound_viz.html

@@ -1,19 +0,0 @@
-{% if compound.default_structure.pes_link %}
-  <!-- PES -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">Link to PES</div>
-    <div class="collapse-content">{{ compound.default_structure.pes_link }}</div>
-  </div>
-
-  <!-- Image Representation -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">PES Image Representation</div>
-    <div class="collapse-content">
-      <div class="flex justify-center">
-        <img src='{% url 'depict_pes' %}?pesLink={{ compound.default_structure.pes_link|urlencode }}'/>
-      </div>
-    </div>
-  </div>
-{% endif %}

bayer/templates/objects/node_viz.html

@@ -1,19 +0,0 @@
-{% if node.default_node_label.pes_link %}
-  <!-- PES -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">Link to PES</div>
-    <div class="collapse-content">{{ node.default_node_label.pes_link }}</div>
-  </div>
-
-  <!-- Image Representation -->
-  <div class="collapse-arrow bg-base-200 collapse">
-    <input type="checkbox" checked />
-    <div class="collapse-title text-xl font-medium">PES Image Representation</div>
-    <div class="collapse-content">
-      <div class="flex justify-center">
-        <img src='{% url 'depict_pes' %}?pesLink={{ node.default_node_label.pes_link|urlencode }}'/>
-      </div>
-    </div>
-  </div>
-{% endif %}

bayer/templates/objects/package.html

@@ -1,97 +0,0 @@
-{% extends "framework_modern.html" %}
-{% load static %}
-{% block content %}
-
-  {% block action_modals %}
-    {% include "modals/objects/edit_package_modal.html" %}
-    {% include "modals/objects/edit_package_permissions_modal.html" %}
-    {% include "modals/objects/publish_package_modal.html" %}
-    {% include "modals/objects/set_license_modal.html" %}
-    {% include "modals/objects/export_package_modal.html" %}
-    {% include "modals/objects/generic_delete_modal.html" %}
-  {% endblock action_modals %}
-
-  <div class="space-y-2 p-4">
-    <!-- Header Section -->
-    <div class="card bg-base-100">
-      <div class="card-body">
-        <div class="flex items-center justify-between">
-          <h2 class="card-title text-2xl">{{ package.name }} {% if meta.url_contains_package and meta.current_package.get_classification_level_display == "Restricted" %}<img src="{% static 'images/restricted_mid.png' %}" width="100">{% elif meta.url_contains_package and meta.current_package.get_classification_level_display == "Secret" %}<img src="{% static 'images/secret_mid.png' %}" width="60">{% endif %}</h2>
-          <div id="actionsButton" class="dropdown dropdown-e nd hidden">
-            <div tabindex="0" role="button" class="btn btn-ghost btn-sm">
-              <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-wrench"
-              >
-                <path
-                  d="M14.7 6.3a1 1 0 0 0 0 1.4l1.6 1.6a1 1 0 0 0 1.4 0l3.77-3.77a6 6 0 0 1-7.94 7.94l-6.91 6.91a2.12 2.12 0 0 1-3-3l6.91-6.91a6 6 0 0 1 7.94-7.94l-3.76 3.76z"
-                />
-              </svg>
-              Actions
-            </div>
-            <ul
-              tabindex="-1"
-              class="dropdown-content menu bg-base-100 rounded-box z-50 w-52 p-2"
-            >
-              {% block actions %}
-                {% include "actions/objects/package.html" %}
-              {% endblock %}
-            </ul>
-          </div>
-        </div>
-        <p class="mt-2">{{ package.description|safe }}</p>
-        <ul class="menu bg-base-200 rounded-box mt-4 w-full">
-          <li>
-            <a href="{{ package.url }}/pathway" class="hover:bg-base-300"
-              >Pathways ({{ package.pathways.count }})</a
-            >
-          </li>
-          <li>
-            <a href="{{ package.url }}/rule" class="hover:bg-base-300"
-              >Rules ({{ package.rules.count }})</a
-            >
-          </li>
-          <li>
-            <a href="{{ package.url }}/compound" class="hover:bg-base-300"
-              >Compounds ({{ package.compounds.count }})</a
-            >
-          </li>
-          <li>
-            <a href="{{ package.url }}/reaction" class="hover:bg-base-300"
-              >Reactions ({{ package.reactions.count }})</a
-            >
-          </li>
-          <li>
-            <a href="{{ package.url }}/model" class="hover:bg-base-300"
-              >Models ({{ package.models.count }})</a
-            >
-          </li>
-          <li>
-            <a href="{{ package.url }}/scenario" class="hover:bg-base-300"
-              >Scenarios ({{ package.scenarios.count }})</a
-            >
-          </li>
-        </ul>
-      </div>
-    </div>
-  </div>
-
-  <script>
-    // Show actions button if there are actions
-    document.addEventListener("DOMContentLoaded", function () {
-      const actionsButton = document.getElementById("actionsButton");
-      const actionsList = actionsButton?.querySelector("ul");
-      if (actionsList && actionsList.children.length > 0) {
-        actionsButton?.classList.remove("hidden");
-      }
-    });
-  </script>
-{% endblock content %}

bayer/templates/static/login.html

@@ -1,154 +0,0 @@
-{% extends "static/login_base.html" %}
-{% load static %}
-{% block title %}enviPath - Sign In{% endblock %}
-
-{% block extra_styles %}
-  <style>
-    /* Tab styling */
-    .tab-content {
-      display: none;
-    }
-    .tab-content.active {
-      display: block;
-    }
-    input[type="radio"].tab-radio {
-      display: none;
-    }
-    .tab-label {
-      cursor: pointer;
-      padding: 0.75rem 1.5rem;
-      border-bottom: 2px solid transparent;
-      transition: all 0.3s ease;
-    }
-    .tab-label:hover {
-      background-color: rgba(0, 0, 0, 0.05);
-    }
-    input[type="radio"].tab-radio:checked + .tab-label {
-      border-bottom-color: #3b82f6;
-      font-weight: 600;
-    }
-  </style>
-{% endblock %}
-
-{% block content %}
-  <div>
-  <img src="{% static 'images/bayer-logo.svg' %}">
-
-  </div>
-  <div class="flex flex-col space-y-4 ...">
-    <div><p></p></div>
-  <div><p></p></div>
-
-  </div>
-
-  <!-- Tab Navigation -->
-  <div class="border-base-300 mb-6 border-b" hidden>
-    <div class="flex justify-start">
-      <input
-        type="radio"
-        name="auth-tab"
-        id="tab-sso"
-        class="tab-radio"
-        checked
-      />
-      <label for="tab-sso" class="tab-label">SSO</label>
-
-      <input
-        type="radio"
-        name="auth-tab"
-        id="tab-signin"
-        class="tab-radio"
-      />
-      <label for="tab-signin" class="tab-label">Local User</label>
-    </div>
-  </div>
-
-  <!-- SSO Tab -->
-  <div id="content-sso" class="tab-content active">
-      <button role="link" onclick="window.location.href='/entra/login'" name="sso" class="btn btn-primary w-full">
-        Login with Microsoft
-      </button>
-  </div>
-
-  <!-- Sign In Tab -->
-  <div id="content-signin" class="tab-content">
-    <form method="post" action="{% url 'login' %}" class="space-y-4">
-      {% csrf_token %}
-      <input type="hidden" name="login" value="true" />
-
-      <div class="form-control">
-        <label class="label" for="username">
-          <span class="label-text">Account</span>
-        </label>
-        <input
-          type="text"
-          id="username"
-          name="username"
-          placeholder="Username or Email"
-          class="input input-bordered w-full"
-          required
-          autocomplete="username"
-        />
-      </div>
-
-      <div class="form-control">
-        <label class="label" for="passwordinput">
-          <span class="label-text">Password</span>
-        </label>
-        <input
-          type="password"
-          id="passwordinput"
-          name="password"
-          placeholder="••••••••"
-          class="input input-bordered w-full"
-          required
-          autocomplete="current-password"
-        />
-      </div>
-
-      <div class="text-right">
-        <a href="{% url 'password_reset' %}" class="link link-primary text-sm"
-          >Forgot password?</a
-        >
-      </div>
-
-      <input type="hidden" name="next" value="{{ next }}" />
-
-      <button type="submit" name="signin" class="btn btn-primary w-full">
-        Sign In
-      </button>
-    </form>
-  </div>
-
-{% endblock %}
-
-{% block extra_scripts %}
-  <script>
-    // Tab switching functionality
-    document.querySelectorAll('input[name="auth-tab"]').forEach((radio) => {
-      radio.addEventListener("change", function () {
-        // Hide all content
-        document.querySelectorAll(".tab-content").forEach((content) => {
-          content.classList.remove("active");
-        });
-
-        // Show selected content
-        const contentId = "content-" + this.id.replace("tab-", "");
-        document.getElementById(contentId).classList.add("active");
-      });
-    });
-
-    // Check for hash in URL to auto-select tab
-    window.addEventListener("DOMContentLoaded", function () {
-      const hash = window.location.hash.substring(1); // Remove the # symbol
-      if (hash === "signup" || hash === "signin") {
-        const tabRadio = document.getElementById("tab-" + hash);
-        if (tabRadio) {
-          tabRadio.checked = true;
-          // Trigger change event to show correct content
-          tabRadio.dispatchEvent(new Event("change"));
-        }
-      }
-    });
-  </script>
-{% endblock %}

bayer/tests.py

@@ -1,3 +0,0 @@
-from django.test import TestCase
-
-# Create your tests here.

bayer/urls.py

@@ -1,19 +0,0 @@
-from django.urls import re_path
-
-from . import views as v
-
-UUID = "[a-f0-9]{8}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{4}-[a-f0-9]{12}"
-
-urlpatterns = [
-    re_path(r"^depict_pes$", v.visualize_pes, name="depict_pes"),
-    re_path(
-        rf"^package/(?P<package_uuid>{UUID})/pes$",
-        v.create_pes,
-        name="create pes",
-    ),
-    re_path(
-        rf"^package/(?P<package_uuid>{UUID})/pathway/(?P<pathway_uuid>{UUID})/pes$",
-        v.create_pes_node,
-        name="create pes node",
-    ),
-]

bayer/views.py

@@ -1,160 +0,0 @@
-import base64
-
-import requests
-from django.conf import settings as s
-from django.core.exceptions import BadRequest
-from django.http import HttpResponse
-from django.shortcuts import redirect
-
-from bayer.models import PESCompound
-from epdb.logic import PackageManager
-from epdb.models import Pathway, Node
-from epdb.views import _anonymous_or_real
-from utilities.decorators import package_permission_required
-
-Package = s.GET_PACKAGE_MODEL()
-
-
-@package_permission_required()
-def create_pes(request, package_uuid):
-    current_user = _anonymous_or_real(request)
-    current_package = PackageManager.get_package_by_id(current_user, package_uuid)
-
-    if request.method == "POST":
-
-        if current_package.classification_level == Package.Classification.INTERNAL:
-            raise BadRequest("Cannot create PESs for internal packages.")
-
-        compound_name = request.POST.get('compound-name')
-        compound_description = request.POST.get('compound-description')
-        pes_link = request.POST.get('pes-link')
-
-        if pes_link:
-            try:
-                pes_data = fetch_pes(request, pes_link)
-            except ValueError as e:
-                return BadRequest(f"Could not fetch PES data for {pes_link}")
-
-            classification = pes_data.get("classificationLevel", "")
-            if "secret" == classification.lower():
-                data_pools = pes_data.get("dataPools")
-                if data_pools:
-                    if s.DATA_POOL_MAPPING[current_package.data_pool.name] not in data_pools:
-                        return BadRequest(
-                            f"PES data pool {s.DATA_POOL_MAPPING[current_package.data_pool.name]} not found in PES data")
-
-            pes = PESCompound.create(current_package, pes_data, compound_name, compound_description)
-
-            return redirect(pes.url)
-        else:
-            return BadRequest("Please provide a PES link.")
-    else:
-        pass
-
-
-@package_permission_required()
-def create_pes_node(request, package_uuid, pathway_uuid):
-    current_user = _anonymous_or_real(request)
-    current_package = PackageManager.get_package_by_id(current_user, package_uuid)
-    current_pathway = Pathway.objects.get(package=current_package, uuid=pathway_uuid)
-
-    if request.method == "POST":
-
-        if current_package.classification_level == Package.Classification.INTERNAL:
-            raise BadRequest("Cannot create PESs for internal packages.")
-
-        compound_name = request.POST.get('compound-name')
-        compound_description = request.POST.get('compound-description')
-        pes_link = request.POST.get('pes-link')
-
-        if pes_link:
-            try:
-                pes_data = fetch_pes(request, pes_link)
-            except ValueError as e:
-                return BadRequest(f"Could not fetch PES data for {pes_link}")
-
-            classification = pes_data.get("classificationLevel", "")
-            if "secret" == classification.lower():
-                data_pools = pes_data.get("dataPools")
-                if data_pools:
-                    if s.DATA_POOL_MAPPING[current_package.data_pool.name] not in data_pools:
-                        return BadRequest(
-                            f"PES data pool {s.DATA_POOL_MAPPING[current_package.data_pool.name]} not found in PES data")
-
-            pes = PESCompound.create(current_package, pes_data, compound_name, compound_description)
-
-            n = Node()
-            n.stereo_removed = False
-            n.pathway = current_pathway
-            n.depth = 0
-
-            n.default_node_label = pes.default_structure
-            n.save()
-
-            n.node_labels.add(pes.default_structure)
-            n.save()
-
-            return redirect(current_pathway.url)
-
-        else:
-            return BadRequest("Please provide a PES link.")
-    else:
-        pass
-
-
-def fetch_pes(request, pes_url) -> dict:
-    proxies = {
-        "http": "http://10.185.190.100:8080",
-        "https": "http://10.185.190.100:8080",
-    }
-
-    from epauth.views import get_access_token_from_request
-    token = get_access_token_from_request(request)
-
-    if token or True:
-        for k, v in s.PES_API_MAPPING.items():
-            if pes_url.startswith(k):
-                pes_id = pes_url.split('/')[-1]
-
-                if pes_id == 'dummy' or True:
-                    import json
-                    res_data = json.load(open(s.BASE_DIR / "fixtures/pes.json"))
-                    res_data["pes_url"] = pes_url
-                    return res_data
-                else:
-                    headers = {"Authorization": f"Bearer {token['access_token']}"}
-                    params = {"pes_reg_entity_corporate_id": pes_id}
-
-                    res = requests.get(v, headers=headers, params=params, proxies=proxies)
-
-                    try:
-                        res.raise_for_status()
-                        pes_data = res.json()
-
-                        if len(pes_data) == 0:
-                            raise ValueError(f"PES with id {pes_id} not found")
-
-                        res_data = pes_data[0]
-                        res_data["pes_url"] = pes_url
-                        return res_data
-
-                    except requests.exceptions.HTTPError as e:
-                        raise ValueError(f"Error fetching PES with id {pes_id}: {e}")
-        else:
-            raise ValueError(f"Unknown URL {pes_url}")
-    else:
-        raise ValueError("Could not fetch access token from request.")
-
-
-def visualize_pes(request):
-    pes_link = request.GET.get('pesLink')
-
-    if pes_link:
-        pes_data = fetch_pes(request, pes_link)
-
-        representations = pes_data.get('representations')
-
-        for rep in representations:
-            if rep.get('type') == 'color':
-                image_data = base64.b64decode(rep.get('base64').replace("data:image/png;base64,", ""))
-                return HttpResponse(image_data, content_type="image/png")

bridge/contracts.py

@@ -1,4 +1,5 @@
 import enum
+from typing import Any, Dict
 from abc import ABC, abstractmethod
 
 from envipy_additional_information import EnviPyModel
@@ -69,6 +70,12 @@ class Plugin(ABC):
 
 
 class Property(Plugin):
+    def parameters(self) -> Dict[str, Any]:
+        """
+        Returns the parameters of the PropertyPlugin.
+        """
+        return {}
+
     @classmethod
     @abstractmethod
     def requires_rule_packages(cls) -> bool:
@@ -254,7 +261,14 @@ 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):
@@ -293,6 +307,12 @@ class Classifier(Plugin):
         """
         pass
 
+    def parameters(self) -> Dict[str, Any]:
+        """
+        Returns the parameters of the ClassifierPlugin.
+        """
+        return {}
+
     @abstractmethod
     def build(self, eP: EnviPyDTO, *args, **kwargs) -> BuildResult | None:
         """

docker-compose.dev.yml

@@ -1,54 +1,26 @@
 services:
   db:
     image: postgres:18
-    container_name: eppostgres
+    container_name: envipath-postgres
     environment:
-      POSTGRES_USER: ${POSTGRES_USER}
+      POSTGRES_USER: postgres
-      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
+      POSTGRES_PASSWORD: postgres
-      POSTGRES_DB: ${POSTGRES_DB}
+      POSTGRES_DB: envipath
     ports:
       - "5432:5432"
     volumes:
-      - ep_bayer_postgres_data:/var/lib/postgresql
+      - postgres_data:/var/lib/postgresql
     healthcheck:
-      test: [ "CMD-SHELL", "pg_isready -U postgres" ]
+      test: ["CMD-SHELL", "pg_isready -U postgres"]
       interval: 5s
       timeout: 5s
       retries: 5
 
   redis:
     image: redis:7-alpine
-    container_name: epredis
+    container_name: envipath-redis
     ports:
       - "6379:6379"
-    volumes:
-      - ep_bayer_redis_data:/data
-
-  biotransformer3:
-    image: envipath/biotransformer3:1.0
-    container_name: epbiotransformer3
-
-#  web:
-#    image: envipath/envipy-bayer:1.0
-#    container_name: epdjango
-#    ports:
-#      - "127.0.0.1:8000:8000"
-#    env_file:
-#      - .env
-#    command: gunicorn envipath.wsgi:application --bind 0.0.0.0:8000 --workers 3
-#    volumes:
-#      - ep_bayer_data:/opt/enviPy/
-
-  celery_worker:
-    image: envipath/envipy-bayer:1.0
-    container_name: epcelery
-    env_file:
-      - .env.dev
-    command: celery -A envipath worker --concurrency=6 -Q model,predict,background --pool threads
-    volumes:
-      - ep_bayer_data:/opt/enviPy/
 
 volumes:
-  ep_bayer_postgres_data:
+  postgres_data:
-  ep_bayer_redis_data:
-  ep_bayer_data:

docker-compose.yml

@@ -7,7 +7,7 @@ services:
       POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
       POSTGRES_DB: ${POSTGRES_DB}
     volumes:
-      - ep_bayer_postgres_data:/var/lib/postgresql
+      - ep_postgres_data:/var/lib/postgresql
     healthcheck:
       test: [ "CMD-SHELL", "pg_isready -U postgres" ]
       interval: 5s
@@ -18,14 +18,14 @@ services:
     image: redis:7-alpine
     container_name: epredis
     volumes:
-      - ep_bayer_redis_data:/data
+      - ep_redis_data:/data
 
   biotransformer3:
     image: envipath/biotransformer3:1.0
     container_name: epbiotransformer3
 
   web:
-    image: envipath/envipy-bayer:1.0
+    image: envipath/envipy:1.0
     container_name: epdjango
     ports:
       - "127.0.0.1:8000:8000"
@@ -33,18 +33,18 @@ services:
       - .env
     command: gunicorn envipath.wsgi:application --bind 0.0.0.0:8000 --workers 3
     volumes:
-      - ep_bayer_data:/opt/enviPy/
+      - ep_data:/opt/enviPy/
 
   celery_worker:
-    image: envipath/envipy-bayer:1.0
+    image: envipath/envipy:1.0
     container_name: epcelery
     env_file:
       - .env
     command: celery -A envipath worker --concurrency=6 -Q model,predict,background --pool threads
     volumes:
-      - ep_bayer_data:/opt/enviPy/
+      - ep_data:/opt/enviPy/
 
 volumes:
-  ep_bayer_postgres_data:
+  ep_postgres_data:
-  ep_bayer_redis_data:
+  ep_redis_data:
-  ep_bayer_data:
+  ep_data:

entrypoint.sh

@@ -0,0 +1,9 @@
+#!/bin/bash
+set -e
+
+if [ "${SKIP_DJANGO_SETUP:-false}" != "true" ]; then
+  python manage.py migrate --no-input
+  python manage.py collectstatic --no-input
+fi
+
+exec "$@"

envipath/settings.py

@@ -9,7 +9,7 @@ https://docs.djangoproject.com/en/4.2/topics/settings/
 For the full list of settings and their values, see
 https://docs.djangoproject.com/en/4.2/ref/settings/
 """
-import json
+
 import os
 from pathlib import Path
 
@@ -20,7 +20,7 @@ from sklearn.tree import DecisionTreeClassifier
 # Build paths inside the project like this: BASE_DIR / 'subdir'.
 BASE_DIR = Path(__file__).resolve().parent.parent
 
-ENV_PATH = os.environ.get("ENV_PATH", BASE_DIR / ".env.dev")
+ENV_PATH = os.environ.get("ENV_PATH", BASE_DIR / ".env")
 print(f"Loading env from {ENV_PATH}")
 load_dotenv(ENV_PATH, override=False)
 
@@ -340,6 +340,7 @@ DEFAULT_MODEL_PARAMS = {
 DEFAULT_MAX_NUMBER_OF_NODES = 50
 DEFAULT_MAX_DEPTH = 8
 DEFAULT_MODEL_THRESHOLD = 0.25
+BATCH_PREDICT_MAX_COMPOUNDS = 150
 
 # Loading Plugins
 PLUGINS_ENABLED = os.environ.get("PLUGINS_ENABLED", "False") == "True"
@@ -442,35 +443,3 @@ BIOTRANSFORMER_ENABLED = os.environ.get("BIOTRANSFORMER_ENABLED", "False") == "T
 FLAGS["BIOTRANSFORMER"] = BIOTRANSFORMER_ENABLED
 if BIOTRANSFORMER_ENABLED:
     BIOTRANSFORMER_URL = os.environ.get("BIOTRANSFORMER_URL", None)
-
-# PES
-PES_API_MAPPING = os.environ.get("PES_API_MAPPING", None)
-if PES_API_MAPPING:
-    import json
-    PES_API_MAPPING = json.loads(PES_API_MAPPING)
-else:
-    PES_API_MAPPING = {}
-
-# Entra Groups
-ENTRA_GROUPS = os.environ.get("ENTRA_GROUPS", None)
-if ENTRA_GROUPS:
-    import json
-    ENTRA_GROUPS = json.loads(ENTRA_GROUPS)
-else:
-    ENTRA_GROUPS = {}
-
-ENTRA_SECRET_GROUPS = os.environ.get("ENTRA_SECRET_GROUPS", None)
-if ENTRA_SECRET_GROUPS:
-    import json
-    ENTRA_SECRET_GROUPS = json.loads(ENTRA_SECRET_GROUPS)
-else:
-    ENTRA_SECRET_GROUPS = {}
-
-# PES Data Pools vs Entra Mapping
-DATA_POOL_MAPPING = os.environ.get("DATA_POOL_MAPPING", None)
-if DATA_POOL_MAPPING:
-    import json
-    DATA_POOL_MAPPING = json.loads(DATA_POOL_MAPPING)
-else:
-    DATA_POOL_MAPPING = {}
-

epapi/tests/v1/test_api_permissions.py

@@ -117,25 +117,28 @@ class APIPermissionTestBase(TestCase):
 
         # Create test compounds in each package
         cls.reviewed_compound = Compound.create(
-            cls.reviewed_package, "C", "Reviewed Compound", "Test compound"
+            cls.reviewed_package, "C", name="Reviewed Compound", description="Test compound"
         )
         cls.owned_compound = Compound.create(
-            cls.unreviewed_package_owned, "CC", "Owned Compound", "Test compound"
+            cls.unreviewed_package_owned, "CC", name="Owned Compound", description="Test compound"
         )
         cls.read_compound = Compound.create(
-            cls.unreviewed_package_read, "CCC", "Read Compound", "Test compound"
+            cls.unreviewed_package_read, "CCC", name="Read Compound", description="Test compound"
         )
         cls.write_compound = Compound.create(
-            cls.unreviewed_package_write, "CCCC", "Write Compound", "Test compound"
+            cls.unreviewed_package_write, "CCCC", name="Write Compound", description="Test compound"
         )
         cls.all_compound = Compound.create(
-            cls.unreviewed_package_all, "CCCCC", "All Compound", "Test compound"
+            cls.unreviewed_package_all, "CCCCC", name="All Compound", description="Test compound"
         )
         cls.no_access_compound = Compound.create(
-            cls.unreviewed_package_no_access, "CCCCCC", "No Access Compound", "Test compound"
+            cls.unreviewed_package_no_access,
+            "CCCCCC",
+            name="No Access Compound",
+            description="Test compound",
         )
         cls.group_compound = Compound.create(
-            cls.group_package, "CCCCCCC", "Group Compound", "Test compound"
+            cls.group_package, "CCCCCCC", name="Group Compound", description="Test compound"
         )
 
 

epapi/tests/v1/test_contract_get_entities.py

@@ -294,8 +294,8 @@ class CompoundPaginationAPITest(BaseTestAPIGetPaginated, TestCase):
         return Compound.create(
             package,
             smiles,
-            f"Reviewed Compound {idx:03d}",
+            name=f"Reviewed Compound {idx:03d}",
-            "Compound for pagination tests",
+            description="Compound for pagination tests",
         )
 
     @classmethod
@@ -305,8 +305,8 @@ class CompoundPaginationAPITest(BaseTestAPIGetPaginated, TestCase):
         return Compound.create(
             package,
             smiles,
-            f"Draft Compound {idx:03d}",
+            name=f"Draft Compound {idx:03d}",
-            "Compound for pagination tests",
+            description="Compound for pagination tests",
         )
 
 

epapi/v1/endpoints/additional_information.py

@@ -9,8 +9,8 @@ from envipy_additional_information import registry
 from envipy_additional_information.groups import GroupEnum
 from epapi.utils.schema_transformers import build_rjsf_output
 from epapi.utils.validation_errors import handle_validation_error
-from epdb.models import AdditionalInformation
+from epdb.models import AdditionalInformation, Scenario, Node
-from ..dal import get_scenario_for_read, get_scenario_for_write
+from ..dal import get_scenario_for_read, get_scenario_for_write, get_package_for_write
 
 logger = logging.getLogger(__name__)
 
@@ -58,6 +58,61 @@ def list_scenario_info(request, scenario_uuid: UUID):
     return result
 
 
+@router.post("/information/{model_name}/")
+def add_object_info(request, model_name: str, payload: Dict[str, Any] = Body(...)):
+    from epdb.views import EPDBURLParser
+
+    cls = registry.get_model(model_name.lower())
+    if not cls:
+        raise HttpError(404, f"Unknown model: {model_name}")
+
+    try:
+        instance = cls(**payload)  # Pydantic validates
+    except ValidationError as e:
+        handle_validation_error(e)
+
+    if "attach_obj_url" in payload:
+        url_parser = EPDBURLParser(payload["attach_obj_url"])
+
+        if url_parser.contains_package_url():
+            package = get_package_for_write(request.user, url_parser.get_objects()[0].uuid)
+            attach_obj = url_parser.get_object()
+
+            if "scenario_uuid" in payload:
+                scenario = get_scenario_for_read(request.user, payload["scenario_uuid"])
+            else:
+                scenario = Scenario.create(
+                    package,
+                    name=f"Scenario {Scenario.objects.filter(package=package).count() + 1}",
+                    description="no description",
+                    scenario_date=None,
+                    scenario_type=None,
+                    additional_information=[],
+                )
+
+            if isinstance(attach_obj, Node):
+                ai = add_info_to_node(package, instance, scenario, attach_obj)
+            else:
+                raise HttpError(404, f"Bad request - Not implemented for {type(attach_obj)}!")
+
+            return {"status": "created", "uuid": ai.uuid}
+
+    raise HttpError(404, "Bad request!")
+
+
+def add_info_to_node(package, add_inf, scenario, node):
+    ai = AdditionalInformation.create(
+        package,
+        add_inf,
+        scenario=scenario,
+        content_object=node,
+    )
+
+    node.pathway.scenarios.add(scenario)
+
+    return ai
+
+
 @router.post("/scenario/{uuid:scenario_uuid}/information/{model_name}/")
 def add_scenario_info(
     request, scenario_uuid: UUID, model_name: str, payload: Dict[str, Any] = Body(...)

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/interfaces/iuclid/projections.py

@@ -56,7 +56,7 @@ def get_pathway_for_iuclid_export(user, pathway_uuid: UUID) -> PathwayExportDTO:
 
         ai_for_node = []
         scenario_entries: list[PathwayScenarioDTO] = []
-        for scenario in sorted(node.scenarios.all(), key=lambda item: item.pk):
+        for scenario in sorted(node.get_scenarios(), key=lambda item: item.pk):
             ai_for_scenario = list(scenario.get_additional_information(direct_only=True))
             ai_for_node.extend(ai_for_scenario)
             scenario_entries.append(

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})

epauth/views.py

@@ -80,30 +80,6 @@ def entra_callback(request):
 
     login(request, u)
 
-    # EDIT START
-    # Ensure groups exists in eP
-    for id, name in s.ENTRA_SECRET_GROUPS.items():
-        if not Group.objects.filter(uuid=id).exists():
-            g = GroupManager.create_group(User.objects.get(username="admin"), name, f"Synced Entra Group {name} ", uuid=id)
-        else:
-            g = Group.objects.get(uuid=id)
-        # Ensure its secret
-        g.secret = True
-        g.save()
-
-    for id, name in s.ENTRA_GROUPS.items():
-        if not Group.objects.filter(uuid=id).exists():
-            g = GroupManager.create_group(User.objects.get(username="admin"), name, f"Synced Entra Group {name} ", uuid=id)
-        else:
-            g = Group.objects.get(uuid=id)
-
-    for group_uuid in claims.get("groups", []):
-        if Group.objects.filter(uuid=group_uuid).exists():
-            g = Group.objects.get(uuid=group_uuid)
-            g.user_member.add(u)
-
-    # EDIT END
-
     return redirect(s.SERVER_URL)  # Handle errors
 
 
@@ -111,6 +87,11 @@ def get_access_token_from_request(request, scopes=None):
     """
     Get an access token from the request using MSAL token cache.
     """
+
+    # Check if auth via Access Token
+    if request.headers.get("Authorization"):
+        return {"access_token": request.headers.get("Authorization").split(" ")[1]}
+
     if scopes is None:
         scopes = s.MS_ENTRA_SCOPES
 

epdb/exceptions.py

@@ -0,0 +1,10 @@
+class InvalidSMILESException(Exception):
+    pass
+
+
+class InvalidMolfileException(Exception):
+    pass
+
+
+class PackageImportException(Exception):
+    pass

epdb/legacy_api.py

@@ -1,22 +1,17 @@
-import hashlib
 from collections import defaultdict
 from typing import Any, Dict, List, Optional
 
-import jwt
-import requests
-
 import nh3
 from django.conf import settings as s
 from django.contrib.auth import get_user_model
 from django.http import HttpResponse, JsonResponse
 from django.shortcuts import redirect
 from ninja import Field, Form, Query, Router, Schema
-from ninja.errors import HttpError
-from ninja.security import HttpBearer
 from ninja.security import SessionAuth
 
 from utilities.chem import FormatConverter
 from utilities.misc import PackageExporter
+
 from .logic import (
     EPDBURLParser,
     GroupManager,
@@ -51,6 +46,10 @@ from .models import (
 Package = s.GET_PACKAGE_MODEL()
 
 
+def get_package_for_read(user, package_uuid):
+    return PackageManager.get_package_by_id(user, package_uuid)
+
+
 def get_package_for_write(user, package_uuid):
     p = PackageManager.get_package_by_id(user, package_uuid)
     if not PackageManager.writable(user, p):
@@ -64,46 +63,7 @@ def _anonymous_or_real(request):
     return get_user_model().objects.get(username="anonymous")
 
 
-def validate_token(token: str) -> dict:
+router = Router(auth=SessionAuth(csrf=False))
-    TENANT_ID = s.MS_ENTRA_TENANT_ID
-    CLIENT_ID = s.MS_ENTRA_CLIENT_ID
-
-    # Fetch Microsoft's public keys
-    jwks_uri = f"https://login.microsoftonline.com/{TENANT_ID}/discovery/v2.0/keys"
-    jwks = requests.get(jwks_uri).json()
-
-    header = jwt.get_unverified_header(token)
-
-    public_key = jwt.algorithms.RSAAlgorithm.from_jwk(
-        next(k for k in jwks["keys"] if k["kid"] == header["kid"])
-    )
-
-    claims = jwt.decode(
-        token,
-        public_key,
-        algorithms=["RS256"],
-        audience=[CLIENT_ID, f"api://{CLIENT_ID}"],
-        issuer=f"https://sts.windows.net/{TENANT_ID}/",
-    )
-    return claims
-
-
-class MSBearerTokenAuth(HttpBearer):
-
-    def authenticate(self, request, token):
-        if token is None:
-            return None
-
-        claims = validate_token(token)
-
-        if not User.objects.filter(uuid=claims['oid']).exists():
-            return None
-
-        request.user = User.objects.get(uuid=claims['oid'])
-        return request.user
-
-
-router = Router(auth=MSBearerTokenAuth())
 
 
 class Error(Schema):
@@ -197,6 +157,21 @@ class SimpleModel(SimpleObject):
     identifier: str = "relative-reasoning"
 
 
+################
+# Login/Logout #
+################
+@router.post("/", response={200: SimpleUser, 403: Error}, auth=None)
+def login(request, loginusername: Form[str], loginpassword: Form[str]):
+    from django.contrib.auth import authenticate, login
+
+    email = User.objects.get(username=loginusername).email
+    user = authenticate(username=email, password=loginpassword)
+    if user:
+        login(request, user)
+        return user
+    else:
+        return 403, {"message": "Invalid username and/or password"}
+
 
 ########
 # User #
@@ -415,23 +390,50 @@ class PackageSchema(Schema):
 
     @staticmethod
     def resolve_readers(obj: Package):
-        users = User.objects.filter(
+        readers = []
-            id__in=UserPackagePermission.objects.filter(
-                package=obj, permission=UserPackagePermission.READ[0]
-            ).values_list("user", flat=True)
-        ).distinct()
 
-        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(
+        writers = []
-            id__in=UserPackagePermission.objects.filter(
-                package=obj, permission=UserPackagePermission.WRITE[0]
-            ).values_list("user", flat=True)
-        ).distinct()
 
-        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):
@@ -793,6 +795,7 @@ def get_package_compound_structure(request, package_uuid, compound_uuid, structu
 
 class CreateCompound(Schema):
     compoundSmiles: str
+    compoundMolFile: str | None = None
     compoundName: str | None = None
     compoundDescription: str | None = None
     inchi: str | None = None
@@ -806,9 +809,13 @@ def create_package_compound(
 ):
     try:
         p = get_package_for_write(request.user, package_uuid)
-        # inchi is not used atm
         c = Compound.create(
-            p, c.compoundSmiles, c.compoundName, c.compoundDescription, inchi=c.inchi
+            p,
+            c.compoundSmiles,
+            molfile=c.compoundMolFile,
+            name=c.compoundName,
+            description=c.compoundDescription,
+            inchi=c.inchi,
         )
         return redirect(c.url)
     except ValueError as e:
@@ -828,6 +835,27 @@ 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}"
 )
@@ -1354,6 +1382,7 @@ 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"
@@ -1497,28 +1526,56 @@ 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"))
+        if request.POST.get("adInfoTypes[]"):
-        attach_obj = url_parser.get_object()
+            url_parser = EPDBURLParser(request.POST.get("attach_obj"))
+            attach_obj = url_parser.get_object()
 
-        if not hasattr(attach_obj, "additional_information"):
+            if not hasattr(attach_obj, "additional_information"):
-            raise ValueError("Can't attach additional information to this object!")
+                raise ValueError("Can't attach additional information to this object!")
 
-        if not attach_obj.url.startswith(p.url):
+            if not attach_obj.url.startswith(p.url):
-            raise ValueError(
+                raise ValueError(
-                "Additional Information can only be set to objects stored in the same package!"
+                    "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:
+            for t in types:
-            ai = build_additional_information_from_request(request, t)
+                ai = build_additional_information_from_request(request, t)
 
-            AdditionalInformation.create(
+                AdditionalInformation.create(
-                p,
+                    p,
-                ai,
+                    ai,
-                scenario=scenario,
+                    scenario=scenario,
-                content_object=attach_obj,
+                    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}")
@@ -1562,13 +1619,14 @@ 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")
+    idcomp: str = Field(None, alias="node_label_id")
-    idreact: str = Field(None, alias="default_node_label.url")
+    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")
+    proposed: List[Dict[str, Any]] = []
-    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):
@@ -1581,24 +1639,10 @@ class PathwayNode(Schema):
         # TODO
         return []
 
-    @staticmethod
-    def resolve_engineered_intermediate(obj: Node):
-        # TODO
-        return False
-
-    @staticmethod
-    def resolve_image(obj: Node):
-        return f"{obj.default_node_label.url}?image=svg"
-
     @staticmethod
     def resolve_image_size(obj: Node):
         return 400
 
-    @staticmethod
-    def resolve_proposed_intermediate(obj: Node):
-        # TODO
-        return []
-
 
 class PathwaySchema(Schema):
     aliases: List[str] = Field([], alias="aliases")
@@ -1722,6 +1766,29 @@ 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:
@@ -1827,6 +1894,7 @@ def get_package_pathway_node(request, package_uuid, pathway_uuid, node_uuid):
 
 class CreateNode(Schema):
     nodeAsSmiles: str
+    nodeAsMolFile: str | None = None
     nodeName: str | None = None
     nodeReason: str | None = None
     nodeDepth: str | None = None
@@ -1842,13 +1910,20 @@ 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
 
-        n = Node.create(pw, n.nodeAsSmiles, node_depth, n.nodeName, n.nodeReason)
+        node = Node.create(
+            pw,
+            n.nodeAsSmiles,
+            node_depth,
+            molfile=n.nodeAsMolFile,
+            name=n.nodeName,
+            description=n.nodeReason,
+        )
 
-        return redirect(n.url)
+        return redirect(node.url)
     except ValueError:
         return 403, {"message": "Adding node failed!"}
 
@@ -1958,16 +2033,13 @@ def add_pathway_edge(request, package_uuid, pathway_uuid, e: Form[CreateEdge]):
         educts = []
         products = []
 
-        subclasses = CompoundStructure.__subclasses__()
-
         if e.edgeAsSmirks:
             for ed in e.edgeAsSmirks.split(">>")[0].split("\\."):
                 stand_ed = FormatConverter.standardize(ed, remove_stereo=True)
                 educts.append(
                     Node.objects.get(
                         pathway=pw,
-                        default_node_label=CompoundStructure.objects.not_instance_of(*subclasses).
+                        default_node_label=CompoundStructure.objects.get(
-                        get(
                             compound__package=p, smiles=stand_ed
                         ).compound.default_structure,
                     )
@@ -1978,8 +2050,7 @@ def add_pathway_edge(request, package_uuid, pathway_uuid, e: Form[CreateEdge]):
                 products.append(
                     Node.objects.get(
                         pathway=pw,
-                        default_node_label=CompoundStructure.objects.not_instance_of(*subclasses).
+                        default_node_label=CompoundStructure.objects.get(
-                        get(
                             compound__package=p, smiles=stand_pr
                         ).compound.default_structure,
                     )
@@ -1991,6 +2062,10 @@ 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,
@@ -1998,8 +2073,12 @@ 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!"}
@@ -2193,3 +2272,65 @@ def get_setting(request, setting_uuid):
         return 403, {
             "message": f"Getting Setting with id {setting_uuid} failed due to insufficient rights!"
         }
+
+
+########
+# Util #
+########
+class NonPersistent(Schema):
+    smiles: str
+    setting_url: str = Field(..., alias="settingUri")
+
+
+@router.post("/util", response={200: Any, 403: Error})
+def predict(request, np: Form[NonPersistent]):
+    try:
+        from epdb.logic import SPathway
+
+        setting = SettingManager.get_setting_by_url(request.user, np.setting_url)
+        spw = SPathway(prediction_setting=setting, root_nodes=[np.smiles])
+        spw.predict()
+        return spw.to_json()
+    except ValueError:
+        return 403, {
+            "message": f"Getting Setting with id {np.setting_url} failed due to insufficient rights!"
+        }
+
+
+##########
+# Export #
+##########
+class PackageExportInSchema(Schema):
+    package_uuid: str
+    additional_information_types: List[str] | None = None
+
+
+@router.get("/export", response={200: Any, 403: Error})
+def export(request, q: Query[PackageExportInSchema]):
+    try:
+        p = get_package_for_read(request.user, q.package_uuid)
+
+        from envipy_additional_information import registry
+        from utilities.misc import PathwayExporter
+
+        ai_types = []
+        if q.additional_information_types is not None:
+            for ai_type in q.additional_information_types:
+                if registry.get_model(ai_type) is None:
+                    return 400, {
+                        "message": f"Exporting Package with id {q.package_uuid} failed as {ai_type} is not a valid additional information type!"
+                    }
+                ai_types.append(ai_type)
+
+        exporter = PathwayExporter(p, add_infs_to_export=ai_types)
+        res = exporter.do_export()
+
+        filename = f"{p.get_name().replace(' ', '_')}_{p.uuid}.tsv"
+        response = HttpResponse(res, content_type="text/csv")
+        response["Content-Disposition"] = f'attachment; filename="{filename}"'
+
+        return response
+    except ValueError:
+        return 403, {
+            "message": f"Exporting Package with id {q.package_uuid} failed due to insufficient rights!"
+        }

epdb/logic.py

@@ -7,7 +7,6 @@ import nh3
 from django.conf import settings as s
 from django.contrib.auth import get_user_model
 from django.db import transaction
-from django.db.models import QuerySet
 from pydantic import ValidationError
 
 from epdb.models import (
@@ -45,7 +44,7 @@ class EPDBURLParser:
     MODEL_PATTERNS = {
         "epdb.User": re.compile(rf"^.*/user/{UUID_PATTERN}"),
         "epdb.Group": re.compile(rf"^.*/group/{UUID_PATTERN}"),
-        "epdb.Package": re.compile(rf"^.*/package/{UUID_PATTERN}"),
+        s.EPDB_PACKAGE_MODEL: re.compile(rf"^.*/package/{UUID_PATTERN}"),
         "epdb.Compound": re.compile(rf"^.*/package/{UUID_PATTERN}/compound/{UUID_PATTERN}"),
         "epdb.CompoundStructure": re.compile(
             rf"^.*/package/{UUID_PATTERN}/compound/{UUID_PATTERN}/structure/{UUID_PATTERN}"
@@ -95,7 +94,7 @@ class EPDBURLParser:
 
     def contains_package_url(self):
         return (
-            bool(self.MODEL_PATTERNS["epdb.Package"].findall(self.url))
+            bool(self.MODEL_PATTERNS[s.EPDB_PACKAGE_MODEL].findall(self.url))
             and not self.is_package_url()
         )
 
@@ -123,7 +122,7 @@ class EPDBURLParser:
             "epdb.EPModel",
             "epdb.Pathway",
             # 1st level
-            "epdb.Package",
+            s.EPDB_PACKAGE_MODEL,
             "epdb.Setting",
             "epdb.Group",
             "epdb.User",
@@ -145,7 +144,7 @@ class EPDBURLParser:
 
         hierarchy_order = [
             # 1st level
-            "epdb.Package",
+            s.EPDB_PACKAGE_MODEL,
             "epdb.Setting",
             "epdb.Group",
             "epdb.User",
@@ -365,14 +364,6 @@ class PackageManager(object):
 
         groups = GroupManager.get_groups(user)
 
-        # EDIT START
-
-        if package.classification_level == Package.Classification.SECRET:
-            if package.data_pool not in groups:
-                return False
-
-        # EDIT END
-
         perms = {"all": ["all"], "write": ["all", "write"], "read": ["all", "write", "read"]}
 
         valid_perms = perms.get(permission)
@@ -415,7 +406,6 @@ class PackageManager(object):
         try:
             p = Package.objects.get(uuid=package_id)
             if PackageManager.readable(user, p):
-                p = PackageManager.check_package_classification(user, p)
                 return p
             else:
                 # FIXME: use custom exception to be translatable to 403 in API
@@ -425,37 +415,6 @@ class PackageManager(object):
         except Package.DoesNotExist:
             raise ValueError("Package with ID {} does not exist!".format(package_id))
 
-    # EDIT START
-
-    @staticmethod
-    def check_package_classification(user, pack: Package):
-        if pack.classification_level == Package.Classification.SECRET:
-            if pack.data_pool.user_member.filter(id=user.id).exists():
-                return pack
-
-            raise ValueError("Package is secret and not accessible to user!")
-
-        else:
-            return pack
-
-
-    @staticmethod
-    def check_package_classifications(user, package_qs: QuerySet[Package]):
-        non_secret = package_qs.exclude(classification_level=Package.Classification.SECRET)
-        secret = package_qs.filter(classification_level=Package.Classification.SECRET)
-
-        # TODO we should be able to do via the db
-        accessible_secret = []
-
-        for s_package in secret:
-            if s_package.data_pool.user_member.filter(id=user.id).exists():
-                accessible_secret.append(s_package.pk)
-
-        # Cannot combine a unique query with a non-unique query -> we have to call distinct
-        return Package.objects.filter(pk__in=accessible_secret).distinct() | non_secret.distinct()
-
-    # EDIT END
-
     @staticmethod
     def get_all_readable_packages(user, include_reviewed=False):
         # UserPermission only exists if at least read is granted...
@@ -482,10 +441,6 @@ class PackageManager(object):
 
         qs = qs.distinct()
 
-        # EDIT START
-        qs = PackageManager.check_package_classifications(user, qs)
-        # EDIT END
-
         return qs
 
     @staticmethod
@@ -532,12 +487,12 @@ class PackageManager(object):
 
         qs = qs.distinct()
 
-        # EDIT START
-        qs = PackageManager.check_package_classifications(user, qs)
-        # EDIT END
-
         return qs
 
+    @staticmethod
+    def get_packages():
+        return Package.objects.all()
+
     @staticmethod
     @transaction.atomic
     def create_package(current_user, name: str, description: str = None):
@@ -641,25 +596,6 @@ class PackageManager(object):
         else:
             pack.reviewed = False
 
-        # EDIT START
-        if data.get("classification"):
-            if data["classification"] == "INTERNAL":
-                pack.classification = Package.Classification.RESTRICTED
-            elif data["classification"] == "RESTRICTED":
-                pack.classification = Package.Classification.RESTRICTED
-            elif data["classification"] == "SECRET":
-                pack.classification = Package.Classification.SECRET
-
-                if not "datapool" in data:
-                    raise ValueError("Missing datapool in package")
-
-                g = Group.objects.get(uuid=data["datapool"].split('/')[-1])
-                pack.data_pool = g
-            else:
-                raise ValueError(f"Invalid classification {data['classification']}")
-
-        # EDIT END
-
         pack.description = data["description"]
         pack.save()
 
@@ -745,13 +681,7 @@ class PackageManager(object):
             default_structure = None
 
             for structure in compound["structures"]:
-                if structure.get("pesLink"):
+                struc = CompoundStructure()
-                    from bayer.models import PESStructure
-                    struc = PESStructure()
-                    struc.pes_link = structure["pesLink"]
-                else:
-                    struc = CompoundStructure()
-
                 # struc.object_url = Command.get_id(structure, keep_ids)
                 struc.compound = comp
                 struc.uuid = UUID(structure["id"].split("/")[-1]) if keep_ids else uuid4()
@@ -1065,52 +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)
+            pw.update_depths()
-            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)
-
             print(f"{p + 1}/{total_pws} fixed.", end="\r")
 
         return pack
@@ -1121,10 +1008,8 @@ class PackageManager(object):
         data: Dict[str, Any],
         owner: User,
         preserve_uuids=False,
-        add_import_timestamp=True,
-        trust_reviewed=False,
     ) -> Package:
-        importer = PackageImporter(data, preserve_uuids, add_import_timestamp, trust_reviewed)
+        importer = PackageImporter(data, preserve_uuids)
         imported_package = importer.do_import()
 
         up = UserPackagePermission()
@@ -1920,12 +1805,51 @@ class SPathway(object):
 
         logger.info("Update done!")
 
+    def compute_bayes_probabilities(self) -> Dict[SEdge, float]:
+        """
+        Computes Bayes-adjusted probabilities for all edges in the pathway
+        by iterating level by level from depth 0 upwards, keyed on educt depth.
+
+        Returns:
+            A dict mapping each SEdge to its Bayes-adjusted probability.
+        """
+        bayes_probs: Dict[SEdge, float] = {}
+
+        # Group edges by their educt depth
+        edges_by_depth: Dict[int, List[SEdge]] = {}
+        for edge in self.edges:
+            d = edge.educts[0].depth
+            edges_by_depth.setdefault(d, []).append(edge)
+
+        for depth in sorted(edges_by_depth.keys()):
+            for edge in edges_by_depth[depth]:
+                if depth == 0:
+                    bayes_probs[edge] = edge.probability
+                else:
+                    predecessor_edges = [e for e in self.edges if edge.educts[0] in e.products]
+
+                    if not predecessor_edges or not all(
+                        e in bayes_probs for e in predecessor_edges
+                    ):
+                        # Predecessor not computed yet (e.g. same-depth product),
+                        # fall back to raw probability
+                        bayes_probs[edge] = edge.probability
+                    else:
+                        predecessor_avg = sum(bayes_probs[e] for e in predecessor_edges) / len(
+                            predecessor_edges
+                        )
+                        bayes_probs[edge] = predecessor_avg * edge.probability
+
+        return bayes_probs
+
     def to_json(self):
         nodes = []
         edges = []
 
         idx_lookup = {}
 
+        bayes_probs = self.compute_bayes_probabilities()
+
         for i, smiles in enumerate(self.smiles_to_node):
             n = self.smiles_to_node[smiles]
             idx_lookup[smiles] = i
@@ -1941,6 +1865,13 @@ class SPathway(object):
                 "to": to_indices,
             }
 
+            if edge.rule:
+                e["rule"] = edge.rule.simple_json()
+
+            if edge.probability:
+                e["probability"] = edge.probability
+                e["multiGenProbability"] = bayes_probs[edge]
+
             edges.append(e)
 
         return {

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):
+    def import_package(self, data, owner, all_envipath_user_group):
-        return PackageManager.import_legacy_package(
+        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/management/commands/localize_urls.py

@@ -44,20 +44,25 @@ class Command(BaseCommand):
             "EPModel",
             "ApplicabilityDomain",
             "EnzymeLink",
+            "AdditionalInformation",
         ]
         for model in MODELS:
             obj_cls = apps.get_model("epdb", model)
-            obj_cls.objects.update(
+
-                url=Replace(F("url"), Value(options["old"]), Value(options["new"]))
+            update_fields = {"url": Replace(F("url"), Value(options["old"]), Value(options["new"]))}
-            )
+            if hasattr(obj_cls, "description"):
-            if issubclass(obj_cls, EnviPathModel):
+                update_fields["description"] = Replace(
-                obj_cls.objects.update(
+                    F("description"), Value(options["old"]), Value(options["new"])
-                    kv=Cast(
-                        Replace(
-                            Cast(F("kv"), output_field=TextField()),
-                            Value(options["old"]),
-                            Value(options["new"]),
-                        ),
-                        output_field=JSONField(),
-                    )
                 )
+
+            if issubclass(obj_cls, EnviPathModel):
+                update_fields["kv"] = Cast(
+                    Replace(
+                        Cast(F("kv"), output_field=TextField()),
+                        Value(options["old"]),
+                        Value(options["new"]),
+                    ),
+                    output_field=JSONField(),
+                )
+
+            obj_cls.objects.update(**update_fields)

epdb/management/commands/reaction_rule_mapping.py

@@ -0,0 +1,97 @@
+import logging
+
+from django.core.management.base import BaseCommand
+from django.db import transaction
+from uuid import uuid4
+from epdb.models import Package, ReactionExplanation
+from utilities.chem import FormatConverter
+from django.utils import timezone
+
+
+logger = logging.getLogger(__name__)
+
+
+class Command(BaseCommand):
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--rule-package",
+            action="append",
+            default=["32de3cf4-e3e6-4168-956e-32fa5ddb0ce1"],
+            type=str,
+            help="UUID to process. Can be specified multiple times.",
+        )
+
+        parser.add_argument(
+            "--reaction-package",
+            action="append",
+            default=[
+                "32de3cf4-e3e6-4168-956e-32fa5ddb0ce1",  # BBD
+                "f05e38d8-e9b4-4c3e-b0d8-9ab29966eccf",  # Sediment
+                "521c547a-fd2a-491c-ad5b-7eaa1577fb65",  # Sludge
+                "5882df9c-dae1-4d80-a40e-db4724271456",  # Soil
+                "87a49584-d937-482c-9c33-25928dcb02a8",  # PFAS
+            ],
+            type=str,
+            help="UUID to process. Can be specified multiple times.",
+        )
+
+        parser.add_argument(
+            "--dry-run",
+            default=False,
+            action="store_true",
+            help="Perform dry run",
+        )
+
+    @transaction.atomic
+    def handle(self, *args, **options):
+        RUN_UUID = uuid4()
+        RUN_START = timezone.now()
+
+        rule_packages = Package.objects.filter(uuid__in=options["rule_package"])
+        reaction_packages = Package.objects.filter(uuid__in=options["reaction_package"])
+
+        rules = []
+        for rule_package in rule_packages:
+            rules.extend(rule_package.get_applicable_rules())
+
+        reactions = []
+        for reaction_package in reaction_packages:
+            reactions.extend(reaction_package.reactions)
+
+        logger.debug(f"Collected {len(rules)} rules and {len(reactions)} reactions.")
+
+        for i, reaction in enumerate(reactions):
+            logger.debug(f"Reaction {i} / {len(reactions)}")
+            for j, rule in enumerate(rules):
+                reactants, products = reaction.smirks().split(">>")
+
+                if len(reactants.split(".")) > 1:
+                    logger.debug(f"Skipping reaction {reaction.uuid} as it has multiple reactants.")
+                    break
+
+                products = products.split(".")
+
+                # Run reaction with rule
+                rule_products = rule.apply(reactants)
+
+                # Check if products match (in both directions if extras are not allowed)
+                for product_set in rule_products:
+                    covered, exact = FormatConverter.smiles_covered_by(
+                        products,
+                        product_set.product_set,
+                        standardize=True,
+                        canonicalize_tautomers=True,
+                        return_exact_match=True,
+                    )
+
+                    if covered and not options["dry-run"]:
+                        logger.debug(f"Reaction {reaction.uuid} explained by rule {rule.uuid}")
+                        re = ReactionExplanation()
+                        re.run_uuid = RUN_UUID
+                        re.run_start = RUN_START
+                        re.reaction = reaction
+                        re.rule = rule
+                        re.exact = exact
+                        re.save()
+                        # Its explained, if there are more sets skip them
+                        break

epdb/migrations/0001_initial.py

@@ -0,0 +1,594 @@
+# Generated by Django 5.2.1 on 2025-07-22 20:58
+
+import datetime
+import django.contrib.auth.models
+import django.contrib.auth.validators
+import django.contrib.postgres.fields
+import django.db.models.deletion
+import django.utils.timezone
+import model_utils.fields
+import uuid
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+        ('auth', '0012_alter_user_first_name_max_length'),
+        ('contenttypes', '0002_remove_content_type_name'),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='Compound',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+            ],
+        ),
+        migrations.CreateModel(
+            name='EPModel',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('polymorphic_ctype', models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+        ),
+        migrations.CreateModel(
+            name='Permission',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('permission', models.CharField(choices=[('read', 'Read'), ('write', 'Write'), ('all', 'All')], max_length=32)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='License',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('link', models.URLField(verbose_name='link')),
+                ('image_link', models.URLField(verbose_name='Image link')),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Rule',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+        ),
+        migrations.CreateModel(
+            name='User',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('password', models.CharField(max_length=128, verbose_name='password')),
+                ('last_login', models.DateTimeField(blank=True, null=True, verbose_name='last login')),
+                ('is_superuser', models.BooleanField(default=False, help_text='Designates that this user has all permissions without explicitly assigning them.', verbose_name='superuser status')),
+                ('username', models.CharField(error_messages={'unique': 'A user with that username already exists.'}, help_text='Required. 150 characters or fewer. Letters, digits and @/./+/-/_ only.', max_length=150, unique=True, validators=[django.contrib.auth.validators.UnicodeUsernameValidator()], verbose_name='username')),
+                ('first_name', models.CharField(blank=True, max_length=150, verbose_name='first name')),
+                ('last_name', models.CharField(blank=True, max_length=150, verbose_name='last name')),
+                ('is_staff', models.BooleanField(default=False, help_text='Designates whether the user can log into this admin site.', verbose_name='staff status')),
+                ('is_active', models.BooleanField(default=True, help_text='Designates whether this user should be treated as active. Unselect this instead of deleting accounts.', verbose_name='active')),
+                ('date_joined', models.DateTimeField(default=django.utils.timezone.now, verbose_name='date joined')),
+                ('email', models.EmailField(max_length=254, unique=True)),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('groups', models.ManyToManyField(blank=True, help_text='The groups this user belongs to. A user will get all permissions granted to each of their groups.', related_name='user_set', related_query_name='user', to='auth.group', verbose_name='groups')),
+                ('user_permissions', models.ManyToManyField(blank=True, help_text='Specific permissions for this user.', related_name='user_set', related_query_name='user', to='auth.permission', verbose_name='user permissions')),
+            ],
+            options={
+                'verbose_name': 'user',
+                'verbose_name_plural': 'users',
+                'abstract': False,
+            },
+            managers=[
+                ('objects', django.contrib.auth.models.UserManager()),
+            ],
+        ),
+        migrations.CreateModel(
+            name='APIToken',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('hashed_key', models.CharField(max_length=128, unique=True)),
+                ('created', models.DateTimeField(auto_now_add=True)),
+                ('expires_at', models.DateTimeField(blank=True, default=datetime.datetime(2025, 10, 20, 20, 58, 48, 351675, tzinfo=datetime.timezone.utc), null=True)),
+                ('name', models.CharField(blank=True, help_text='Optional name for the token', max_length=100)),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
+            ],
+        ),
+        migrations.CreateModel(
+            name='CompoundStructure',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+                ('smiles', models.TextField(verbose_name='SMILES')),
+                ('canonical_smiles', models.TextField(verbose_name='Canonical SMILES')),
+                ('inchikey', models.TextField(max_length=27, verbose_name='InChIKey')),
+                ('normalized_structure', models.BooleanField(default=False)),
+                ('compound', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.compound')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='compound',
+            name='default_structure',
+            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='compound_default_structure', to='epdb.compoundstructure', verbose_name='Default Structure'),
+        ),
+        migrations.CreateModel(
+            name='Edge',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+                ('polymorphic_ctype', models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+        ),
+        migrations.CreateModel(
+            name='EnviFormer',
+            fields=[
+                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
+                ('threshold', models.FloatField(default=0.5)),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.epmodel',),
+        ),
+        migrations.CreateModel(
+            name='PluginModel',
+            fields=[
+                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.epmodel',),
+        ),
+        migrations.CreateModel(
+            name='RuleBaseRelativeReasoning',
+            fields=[
+                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.epmodel',),
+        ),
+        migrations.CreateModel(
+            name='Group',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(verbose_name='Group name')),
+                ('public', models.BooleanField(default=False, verbose_name='Public Group')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('group_member', models.ManyToManyField(related_name='groups_in_group', to='epdb.group', verbose_name='Group member')),
+                ('owner', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Group Owner')),
+                ('user_member', models.ManyToManyField(related_name='users_in_group', to=settings.AUTH_USER_MODEL, verbose_name='User members')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='user',
+            name='default_group',
+            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, related_name='default_group', to='epdb.group', verbose_name='Default Group'),
+        ),
+        migrations.CreateModel(
+            name='Node',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+                ('depth', models.IntegerField(verbose_name='Node depth')),
+                ('default_node_label', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='default_node_structure', to='epdb.compoundstructure', verbose_name='Default Node Label')),
+                ('node_labels', models.ManyToManyField(related_name='node_structures', to='epdb.compoundstructure', verbose_name='All Node Labels')),
+                ('out_edges', models.ManyToManyField(to='epdb.edge', verbose_name='Outgoing Edges')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='end_nodes',
+            field=models.ManyToManyField(related_name='edge_products', to='epdb.node', verbose_name='End Nodes'),
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='start_nodes',
+            field=models.ManyToManyField(related_name='edge_educts', to='epdb.node', verbose_name='Start Nodes'),
+        ),
+        migrations.CreateModel(
+            name='Package',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('reviewed', models.BooleanField(default=False, verbose_name='Reviewstatus')),
+                ('license', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.license', verbose_name='License')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='epmodel',
+            name='package',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package'),
+        ),
+        migrations.AddField(
+            model_name='compound',
+            name='package',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package'),
+        ),
+        migrations.AddField(
+            model_name='user',
+            name='default_package',
+            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.package', verbose_name='Default Package'),
+        ),
+        migrations.CreateModel(
+            name='SequentialRule',
+            fields=[
+                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.rule',),
+        ),
+        migrations.CreateModel(
+            name='SimpleRule',
+            fields=[
+                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.rule',),
+        ),
+        migrations.AddField(
+            model_name='rule',
+            name='package',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package'),
+        ),
+        migrations.AddField(
+            model_name='rule',
+            name='polymorphic_ctype',
+            field=models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype'),
+        ),
+        migrations.CreateModel(
+            name='Pathway',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='node',
+            name='pathway',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.pathway', verbose_name='belongs to'),
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='pathway',
+            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.pathway', verbose_name='belongs to'),
+        ),
+        migrations.CreateModel(
+            name='Reaction',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
+                ('multi_step', models.BooleanField(verbose_name='Multistep Reaction')),
+                ('medline_references', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), null=True, size=None, verbose_name='Medline References')),
+                ('educts', models.ManyToManyField(related_name='reaction_educts', to='epdb.compoundstructure', verbose_name='Educts')),
+                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package')),
+                ('products', models.ManyToManyField(related_name='reaction_products', to='epdb.compoundstructure', verbose_name='Products')),
+                ('rules', models.ManyToManyField(related_name='reaction_rule', to='epdb.rule', verbose_name='Rule')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='edge_label',
+            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.reaction', verbose_name='Edge label'),
+        ),
+        migrations.CreateModel(
+            name='Scenario',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('scenario_date', models.CharField(default='No date', max_length=256)),
+                ('scenario_type', models.CharField(default='Not specified', max_length=256)),
+                ('additional_information', models.JSONField(verbose_name='Additional Information')),
+                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Package')),
+                ('parent', models.ForeignKey(default=None, null=True, on_delete=django.db.models.deletion.CASCADE, to='epdb.scenario')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='rule',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='reaction',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='pathway',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='node',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='compoundstructure',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.AddField(
+            model_name='compound',
+            name='scenarios',
+            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
+        ),
+        migrations.CreateModel(
+            name='Setting',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('public', models.BooleanField(default=False)),
+                ('global_default', models.BooleanField(default=False)),
+                ('max_depth', models.IntegerField(default=5, verbose_name='Setting Max Depth')),
+                ('max_nodes', models.IntegerField(default=30, verbose_name='Setting Max Number of Nodes')),
+                ('model_threshold', models.FloatField(blank=True, default=0.25, null=True, verbose_name='Setting Model Threshold')),
+                ('model', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.epmodel', verbose_name='Setting EPModel')),
+                ('rule_packages', models.ManyToManyField(blank=True, related_name='setting_rule_packages', to='epdb.package', verbose_name='Setting Rule Packages')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.AddField(
+            model_name='pathway',
+            name='setting',
+            field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='epdb.setting', verbose_name='Setting'),
+        ),
+        migrations.AddField(
+            model_name='user',
+            name='default_setting',
+            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.setting', verbose_name='The users default settings'),
+        ),
+        migrations.CreateModel(
+            name='MLRelativeReasoning',
+            fields=[
+                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
+                ('threshold', models.FloatField(default=0.5)),
+                ('model_status', models.CharField(choices=[('INITIAL', 'Initial'), ('INITIALIZING', 'Model is initializing.'), ('BUILDING', 'Model is building.'), ('BUILT_NOT_EVALUATED', 'Model is built and can be used for predictions, Model is not evaluated yet.'), ('EVALUATING', 'Model is evaluating'), ('FINISHED', 'Model has finished building and evaluation.'), ('ERROR', 'Model has failed.')], default='INITIAL')),
+                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
+                ('data_packages', models.ManyToManyField(related_name='data_packages', to='epdb.package', verbose_name='Data Packages')),
+                ('eval_packages', models.ManyToManyField(related_name='eval_packages', to='epdb.package', verbose_name='Evaluation Packages')),
+                ('rule_packages', models.ManyToManyField(related_name='rule_packages', to='epdb.package', verbose_name='Rule Packages')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.epmodel',),
+        ),
+        migrations.CreateModel(
+            name='ApplicabilityDomain',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
+                ('name', models.TextField(default='no name', verbose_name='Name')),
+                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
+                ('kv', models.JSONField(blank=True, default=dict, null=True)),
+                ('num_neighbours', models.FloatField(default=5)),
+                ('reliability_threshold', models.FloatField(default=0.5)),
+                ('local_compatibilty_threshold', models.FloatField(default=0.5)),
+                ('model', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.mlrelativereasoning')),
+            ],
+            options={
+                'abstract': False,
+            },
+        ),
+        migrations.CreateModel(
+            name='SimpleAmbitRule',
+            fields=[
+                ('simplerule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.simplerule')),
+                ('smirks', models.TextField(verbose_name='SMIRKS')),
+                ('reactant_filter_smarts', models.TextField(null=True, verbose_name='Reactant Filter SMARTS')),
+                ('product_filter_smarts', models.TextField(null=True, verbose_name='Product Filter SMARTS')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.simplerule',),
+        ),
+        migrations.CreateModel(
+            name='SimpleRDKitRule',
+            fields=[
+                ('simplerule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.simplerule')),
+                ('reaction_smarts', models.TextField(verbose_name='SMIRKS')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.simplerule',),
+        ),
+        migrations.CreateModel(
+            name='SequentialRuleOrdering',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('order_index', models.IntegerField()),
+                ('sequential_rule', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.sequentialrule')),
+                ('simple_rule', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.simplerule')),
+            ],
+        ),
+        migrations.AddField(
+            model_name='sequentialrule',
+            name='simple_rules',
+            field=models.ManyToManyField(through='epdb.SequentialRuleOrdering', to='epdb.simplerule', verbose_name='Simple rules'),
+        ),
+        migrations.CreateModel(
+            name='ParallelRule',
+            fields=[
+                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
+                ('simple_rules', models.ManyToManyField(to='epdb.simplerule', verbose_name='Simple rules')),
+            ],
+            options={
+                'abstract': False,
+                'base_manager_name': 'objects',
+            },
+            bases=('epdb.rule',),
+        ),
+        migrations.AlterUniqueTogether(
+            name='compound',
+            unique_together={('uuid', 'package')},
+        ),
+        migrations.CreateModel(
+            name='GroupPackagePermission',
+            fields=[
+                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
+                ('group', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.group', verbose_name='Permission to')),
+                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Permission on')),
+            ],
+            options={
+                'unique_together': {('package', 'group')},
+            },
+            bases=('epdb.permission',),
+        ),
+        migrations.CreateModel(
+            name='UserPackagePermission',
+            fields=[
+                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
+                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.package', verbose_name='Permission on')),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Permission to')),
+            ],
+            options={
+                'unique_together': {('package', 'user')},
+            },
+            bases=('epdb.permission',),
+        ),
+        migrations.CreateModel(
+            name='UserSettingPermission',
+            fields=[
+                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
+                ('setting', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.setting', verbose_name='Permission on')),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Permission to')),
+            ],
+            options={
+                'unique_together': {('setting', 'user')},
+            },
+            bases=('epdb.permission',),
+        ),
+    ]

epdb/migrations/0002_externaldatabase_alter_apitoken_options_and_more.py

@@ -0,0 +1,128 @@
+# Generated by Django 5.2.1 on 2025-08-25 18:07
+
+import django.db.models.deletion
+import django.utils.timezone
+import model_utils.fields
+import uuid
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('contenttypes', '0002_remove_content_type_name'),
+        ('epdb', '0001_initial'),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='ExternalDatabase',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
+                ('name', models.CharField(max_length=100, unique=True, verbose_name='Database Name')),
+                ('full_name', models.CharField(blank=True, max_length=255, verbose_name='Full Database Name')),
+                ('description', models.TextField(blank=True, verbose_name='Description')),
+                ('base_url', models.URLField(blank=True, null=True, verbose_name='Base URL')),
+                ('url_pattern', models.CharField(blank=True, help_text="URL pattern with {id} placeholder, e.g., 'https://pubchem.ncbi.nlm.nih.gov/compound/{id}'", max_length=500, verbose_name='URL Pattern')),
+                ('is_active', models.BooleanField(default=True, verbose_name='Is Active')),
+            ],
+            options={
+                'verbose_name': 'External Database',
+                'verbose_name_plural': 'External Databases',
+                'db_table': 'epdb_external_database',
+                'ordering': ['name'],
+            },
+        ),
+        migrations.AlterModelOptions(
+            name='apitoken',
+            options={'ordering': ['-created'], 'verbose_name': 'API Token', 'verbose_name_plural': 'API Tokens'},
+        ),
+        migrations.AlterModelOptions(
+            name='edge',
+            options={},
+        ),
+        migrations.RemoveField(
+            model_name='edge',
+            name='polymorphic_ctype',
+        ),
+        migrations.AddField(
+            model_name='apitoken',
+            name='is_active',
+            field=models.BooleanField(default=True, help_text='Whether this token is active'),
+        ),
+        migrations.AddField(
+            model_name='apitoken',
+            name='modified',
+            field=model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified'),
+        ),
+        migrations.AddField(
+            model_name='applicabilitydomain',
+            name='functional_groups',
+            field=models.JSONField(blank=True, default=dict, null=True),
+        ),
+        migrations.AddField(
+            model_name='mlrelativereasoning',
+            name='app_domain',
+            field=models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain'),
+        ),
+        migrations.AlterField(
+            model_name='apitoken',
+            name='created',
+            field=model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created'),
+        ),
+        migrations.AlterField(
+            model_name='apitoken',
+            name='expires_at',
+            field=models.DateTimeField(blank=True, help_text='Token expiration time (null for no expiration)', null=True),
+        ),
+        migrations.AlterField(
+            model_name='apitoken',
+            name='hashed_key',
+            field=models.CharField(help_text='SHA-256 hash of the token key', max_length=128, unique=True),
+        ),
+        migrations.AlterField(
+            model_name='apitoken',
+            name='name',
+            field=models.CharField(help_text='Descriptive name for this token', max_length=100),
+        ),
+        migrations.AlterField(
+            model_name='apitoken',
+            name='user',
+            field=models.ForeignKey(help_text='User who owns this token', on_delete=django.db.models.deletion.CASCADE, related_name='api_tokens', to=settings.AUTH_USER_MODEL),
+        ),
+        migrations.AlterField(
+            model_name='applicabilitydomain',
+            name='num_neighbours',
+            field=models.IntegerField(default=5),
+        ),
+        migrations.AlterModelTable(
+            name='apitoken',
+            table='epdb_api_token',
+        ),
+        migrations.CreateModel(
+            name='ExternalIdentifier',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
+                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
+                ('uuid', models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
+                ('object_id', models.IntegerField()),
+                ('identifier_value', models.CharField(max_length=255, verbose_name='Identifier Value')),
+                ('url', models.URLField(blank=True, null=True, verbose_name='Direct URL')),
+                ('is_primary', models.BooleanField(default=False, help_text='Mark this as the primary identifier for this database', verbose_name='Is Primary')),
+                ('content_type', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='contenttypes.contenttype')),
+                ('database', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.externaldatabase', verbose_name='External Database')),
+            ],
+            options={
+                'verbose_name': 'External Identifier',
+                'verbose_name_plural': 'External Identifiers',
+                'db_table': 'epdb_external_identifier',
+                'indexes': [models.Index(fields=['content_type', 'object_id'], name='epdb_extern_content_b76813_idx'), models.Index(fields=['database', 'identifier_value'], name='epdb_extern_databas_486422_idx')],
+                'unique_together': {('content_type', 'object_id', 'database', 'identifier_value')},
+            },
+        ),
+    ]

epdb/migrations/0003_applicabilitydomain_url_compound_url_and_more.py

@@ -0,0 +1,228 @@
+# Generated by Django 5.2.1 on 2025-08-26 17:05
+
+from django.db import migrations, models
+
+
+def populate_url(apps, schema_editor):
+    MODELS = [
+        'User',
+        'Group',
+        'Package',
+        'Compound',
+        'CompoundStructure',
+        'Pathway',
+        'Edge',
+        'Node',
+        'Reaction',
+        'SimpleAmbitRule',
+        'SimpleRDKitRule',
+        'ParallelRule',
+        'SequentialRule',
+        'Scenario',
+        'Setting',
+        'MLRelativeReasoning',
+        'EnviFormer',
+        'ApplicabilityDomain',
+    ]
+    for model in MODELS:
+        obj_cls = apps.get_model("epdb", model)
+        for obj in obj_cls.objects.all():
+            obj.url = assemble_url(obj)
+            if obj.url is None:
+                raise ValueError(f"Could not assemble url for {obj}")
+            obj.save()
+
+
+def assemble_url(obj):
+    from django.conf import settings as s
+    match obj.__class__.__name__:
+        case 'User':
+            return '{}/user/{}'.format(s.SERVER_URL, obj.uuid)
+        case 'Group':
+            return '{}/group/{}'.format(s.SERVER_URL, obj.uuid)
+        case 'Package':
+            return '{}/package/{}'.format(s.SERVER_URL, obj.uuid)
+        case 'Compound':
+            return '{}/compound/{}'.format(obj.package.url, obj.uuid)
+        case 'CompoundStructure':
+            return '{}/structure/{}'.format(obj.compound.url, obj.uuid)
+        case 'SimpleAmbitRule':
+            return '{}/simple-ambit-rule/{}'.format(obj.package.url, obj.uuid)
+        case 'SimpleRDKitRule':
+            return '{}/simple-rdkit-rule/{}'.format(obj.package.url, obj.uuid)
+        case 'ParallelRule':
+            return '{}/parallel-rule/{}'.format(obj.package.url, obj.uuid)
+        case 'SequentialRule':
+            return '{}/sequential-rule/{}'.format(obj.compound.url, obj.uuid)
+        case 'Reaction':
+            return '{}/reaction/{}'.format(obj.package.url, obj.uuid)
+        case 'Pathway':
+            return '{}/pathway/{}'.format(obj.package.url, obj.uuid)
+        case 'Node':
+            return '{}/node/{}'.format(obj.pathway.url, obj.uuid)
+        case 'Edge':
+            return '{}/edge/{}'.format(obj.pathway.url, obj.uuid)
+        case 'MLRelativeReasoning':
+            return '{}/model/{}'.format(obj.package.url, obj.uuid)
+        case 'EnviFormer':
+            return '{}/model/{}'.format(obj.package.url, obj.uuid)
+        case 'ApplicabilityDomain':
+            return '{}/model/{}/applicability-domain/{}'.format(obj.model.package.url, obj.model.uuid, obj.uuid)
+        case 'Scenario':
+            return '{}/scenario/{}'.format(obj.package.url, obj.uuid)
+        case 'Setting':
+            return '{}/setting/{}'.format(s.SERVER_URL, obj.uuid)
+        case _:
+            raise ValueError(f"Unknown model {obj.__class__.__name__}")
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ('epdb', '0002_externaldatabase_alter_apitoken_options_and_more'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='applicabilitydomain',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='compound',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='compoundstructure',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='edge',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='epmodel',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='group',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='node',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='package',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='pathway',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='reaction',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='rule',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='scenario',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='setting',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+        migrations.AddField(
+            model_name='user',
+            name='url',
+            field=models.TextField(null=True, unique=False, verbose_name='URL'),
+        ),
+
+        migrations.RunPython(populate_url, reverse_code=migrations.RunPython.noop),
+
+        migrations.AlterField(
+            model_name='applicabilitydomain',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='compound',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='compoundstructure',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='edge',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='epmodel',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='group',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='node',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='package',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='pathway',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='reaction',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='rule',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='scenario',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='setting',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+        migrations.AlterField(
+            model_name='user',
+            name='url',
+            field=models.TextField(null=True, unique=True, verbose_name='URL'),
+        ),
+    ]

epdb/migrations/0004_alter_mlrelativereasoning_options_and_more.py

@@ -0,0 +1,55 @@
+# Generated by Django 5.2.1 on 2025-09-09 09:21
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('epdb', '0001_squashed_0003_applicabilitydomain_url_compound_url_and_more'),
+    ]
+
+    operations = [
+        migrations.AlterModelOptions(
+            name='mlrelativereasoning',
+            options={},
+        ),
+        migrations.AlterField(
+            model_name='mlrelativereasoning',
+            name='data_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to='epdb.package', verbose_name='Data Packages'),
+        ),
+        migrations.AlterField(
+            model_name='mlrelativereasoning',
+            name='eval_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_eval_packages', to='epdb.package', verbose_name='Evaluation Packages'),
+        ),
+        migrations.AlterField(
+            model_name='mlrelativereasoning',
+            name='rule_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_rule_packages', to='epdb.package', verbose_name='Rule Packages'),
+        ),
+        migrations.CreateModel(
+            name='RuleBasedRelativeReasoning',
+            fields=[
+                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
+                ('threshold', models.FloatField(default=0.5)),
+                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
+                ('model_status', models.CharField(choices=[('INITIAL', 'Initial'), ('INITIALIZING', 'Model is initializing.'), ('BUILDING', 'Model is building.'), ('BUILT_NOT_EVALUATED', 'Model is built and can be used for predictions, Model is not evaluated yet.'), ('EVALUATING', 'Model is evaluating'), ('FINISHED', 'Model has finished building and evaluation.'), ('ERROR', 'Model has failed.')], default='INITIAL')),
+                ('min_count', models.IntegerField(default=10)),
+                ('max_count', models.IntegerField(default=0)),
+                ('app_domain', models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain')),
+                ('data_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to='epdb.package', verbose_name='Data Packages')),
+                ('eval_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_eval_packages', to='epdb.package', verbose_name='Evaluation Packages')),
+                ('rule_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_rule_packages', to='epdb.package', verbose_name='Rule Packages')),
+            ],
+            options={
+                'abstract': False,
+            },
+            bases=('epdb.epmodel',),
+        ),
+        migrations.DeleteModel(
+            name='RuleBaseRelativeReasoning',
+        ),
+    ]

epdb/migrations/0005_alter_group_group_member.py

@@ -0,0 +1,18 @@
+# Generated by Django 5.2.1 on 2025-09-11 06:21
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('epdb', '0004_alter_mlrelativereasoning_options_and_more'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='group',
+            name='group_member',
+            field=models.ManyToManyField(blank=True, related_name='groups_in_group', to='epdb.group', verbose_name='Group member'),
+        ),
+    ]

epdb/migrations/0006_mlrelativereasoning_multigen_eval_and_more.py

@@ -0,0 +1,23 @@
+# Generated by Django 5.2.1 on 2025-09-18 06:42
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('epdb', '0005_alter_group_group_member'),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name='mlrelativereasoning',
+            name='multigen_eval',
+            field=models.BooleanField(default=False),
+        ),
+        migrations.AddField(
+            model_name='rulebasedrelativereasoning',
+            name='multigen_eval',
+            field=models.BooleanField(default=False),
+        ),
+    ]

epdb/migrations/0007_alter_enviformer_options_enviformer_app_domain_and_more.py

@@ -0,0 +1,53 @@
+# Generated by Django 5.2.1 on 2025-10-07 08:19
+
+import django.db.models.deletion
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('epdb', '0006_mlrelativereasoning_multigen_eval_and_more'),
+    ]
+
+    operations = [
+        migrations.AlterModelOptions(
+            name='enviformer',
+            options={},
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='app_domain',
+            field=models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain'),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='data_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to='epdb.package', verbose_name='Data Packages'),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='eval_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_eval_packages', to='epdb.package', verbose_name='Evaluation Packages'),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='eval_results',
+            field=models.JSONField(blank=True, default=dict, null=True),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='model_status',
+            field=models.CharField(choices=[('INITIAL', 'Initial'), ('INITIALIZING', 'Model is initializing.'), ('BUILDING', 'Model is building.'), ('BUILT_NOT_EVALUATED', 'Model is built and can be used for predictions, Model is not evaluated yet.'), ('EVALUATING', 'Model is evaluating'), ('FINISHED', 'Model has finished building and evaluation.'), ('ERROR', 'Model has failed.')], default='INITIAL'),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='multigen_eval',
+            field=models.BooleanField(default=False),
+        ),
+        migrations.AddField(
+            model_name='enviformer',
+            name='rule_packages',
+            field=models.ManyToManyField(related_name='%(app_label)s_%(class)s_rule_packages', to='epdb.package', verbose_name='Rule Packages'),
+        ),
+    ]

epdb/migrations/0008_enzymelink.py

@@ -0,0 +1,64 @@
+# Generated by Django 5.2.7 on 2025-10-10 06:58
+
+import django.db.models.deletion
+import django.utils.timezone
+import model_utils.fields
+import uuid
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0007_alter_enviformer_options_enviformer_app_domain_and_more"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="EnzymeLink",
+            fields=[
+                (
+                    "id",
+                    models.BigAutoField(
+                        auto_created=True, primary_key=True, serialize=False, verbose_name="ID"
+                    ),
+                ),
+                (
+                    "created",
+                    model_utils.fields.AutoCreatedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="created"
+                    ),
+                ),
+                (
+                    "modified",
+                    model_utils.fields.AutoLastModifiedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="modified"
+                    ),
+                ),
+                (
+                    "uuid",
+                    models.UUIDField(
+                        default=uuid.uuid4, unique=True, verbose_name="UUID of this object"
+                    ),
+                ),
+                ("name", models.TextField(default="no name", verbose_name="Name")),
+                (
+                    "description",
+                    models.TextField(default="no description", verbose_name="Descriptions"),
+                ),
+                ("url", models.TextField(null=True, unique=True, verbose_name="URL")),
+                ("kv", models.JSONField(blank=True, default=dict, null=True)),
+                ("ec_number", models.TextField(verbose_name="EC Number")),
+                ("classification_level", models.IntegerField(verbose_name="Classification Level")),
+                ("linking_method", models.TextField(verbose_name="Linking Method")),
+                ("edge_evidence", models.ManyToManyField(to="epdb.edge")),
+                ("reaction_evidence", models.ManyToManyField(to="epdb.reaction")),
+                (
+                    "rule",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="epdb.rule"),
+                ),
+            ],
+            options={
+                "abstract": False,
+            },
+        ),
+    ]

epdb/migrations/0009_joblog.py

@@ -0,0 +1,66 @@
+# Generated by Django 5.2.7 on 2025-10-27 09:39
+
+import django.db.models.deletion
+import django.utils.timezone
+import model_utils.fields
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0008_enzymelink"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="JobLog",
+            fields=[
+                (
+                    "id",
+                    models.BigAutoField(
+                        auto_created=True, primary_key=True, serialize=False, verbose_name="ID"
+                    ),
+                ),
+                (
+                    "created",
+                    model_utils.fields.AutoCreatedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="created"
+                    ),
+                ),
+                (
+                    "modified",
+                    model_utils.fields.AutoLastModifiedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="modified"
+                    ),
+                ),
+                ("task_id", models.UUIDField(unique=True)),
+                ("job_name", models.TextField()),
+                (
+                    "status",
+                    models.CharField(
+                        choices=[
+                            ("INITIAL", "Initial"),
+                            ("SUCCESS", "Success"),
+                            ("FAILURE", "Failure"),
+                            ("REVOKED", "Revoked"),
+                            ("IGNORED", "Ignored"),
+                        ],
+                        default="INITIAL",
+                        max_length=20,
+                    ),
+                ),
+                ("done_at", models.DateTimeField(blank=True, default=None, null=True)),
+                ("task_result", models.TextField(blank=True, default=None, null=True)),
+                (
+                    "user",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL
+                    ),
+                ),
+            ],
+            options={
+                "abstract": False,
+            },
+        ),
+    ]

epdb/migrations/0010_license_cc_string.py

@@ -0,0 +1,18 @@
+# Generated by Django 5.2.7 on 2025-11-11 14:11
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0009_joblog"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="license",
+            name="cc_string",
+            field=models.TextField(default="by-nc-sa", verbose_name="CC string"),
+            preserve_default=False,
+        ),
+    ]

epdb/migrations/0011_auto_20251111_1413.py

@@ -0,0 +1,59 @@
+# Generated by Django 5.2.7 on 2025-11-11 14:13
+
+import re
+
+from django.contrib.postgres.aggregates import ArrayAgg
+from django.db import migrations
+from django.db.models import Min
+
+
+def set_cc(apps, schema_editor):
+    License = apps.get_model("epdb", "License")
+
+    # For all existing licenses extract cc_string from link
+    for license in License.objects.all():
+        pattern = r"/licenses/([^/]+)/4\.0"
+        match = re.search(pattern, license.link)
+        if match:
+            license.cc_string = match.group(1)
+            license.save()
+        else:
+            raise ValueError(f"Could not find license for {license.link}")
+
+    # Ensure we have all licenses
+    cc_strings = ["by", "by-nc", "by-nc-nd", "by-nc-sa", "by-nd", "by-sa"]
+    for cc_string in cc_strings:
+        if not License.objects.filter(cc_string=cc_string).exists():
+            new_license = License()
+            new_license.cc_string = cc_string
+            new_license.link = f"https://creativecommons.org/licenses/{cc_string}/4.0/"
+            new_license.image_link = f"https://licensebuttons.net/l/{cc_string}/4.0/88x31.png"
+            new_license.save()
+
+    # As we might have existing Licenses representing the same License,
+    # get min pk and all pks as a list
+    license_lookup_qs = License.objects.values("cc_string").annotate(
+        lowest_pk=Min("id"), all_pks=ArrayAgg("id", order_by=("id",))
+    )
+
+    license_lookup = {
+        row["cc_string"]: (row["lowest_pk"], row["all_pks"]) for row in license_lookup_qs
+    }
+
+    Packages = apps.get_model("epdb", "Package")
+
+    for k, v in license_lookup.items():
+        # Set min pk to all packages pointing to any of the duplicates
+        Packages.objects.filter(pk__in=v[1]).update(license_id=v[0])
+        # remove the min pk from "other" pks as we use them for deletion
+        v[1].remove(v[0])
+        # Delete redundant License objects
+        License.objects.filter(pk__in=v[1]).delete()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0010_license_cc_string"),
+    ]
+
+    operations = [migrations.RunPython(set_cc)]

epdb/migrations/0012_node_stereo_removed_pathway_predicted.py

@@ -0,0 +1,22 @@
+# Generated by Django 5.2.7 on 2025-12-02 13:09
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0011_auto_20251111_1413"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="node",
+            name="stereo_removed",
+            field=models.BooleanField(default=False),
+        ),
+        migrations.AddField(
+            model_name="pathway",
+            name="predicted",
+            field=models.BooleanField(default=False),
+        ),
+    ]

epdb/migrations/0013_setting_expansion_schema.py

@@ -0,0 +1,25 @@
+# Generated by Django 5.2.7 on 2025-12-14 11:30
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0012_node_stereo_removed_pathway_predicted"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="setting",
+            name="expansion_schema",
+            field=models.CharField(
+                choices=[
+                    ("BFS", "Breadth First Search"),
+                    ("DFS", "Depth First Search"),
+                    ("GREEDY", "Greedy"),
+                ],
+                default="BFS",
+                max_length=20,
+            ),
+        ),
+    ]

epdb/migrations/0014_rename_expansion_schema_setting_expansion_scheme.py

@@ -0,0 +1,17 @@
+# Generated by Django 5.2.7 on 2025-12-14 16:02
+
+from django.db import migrations
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0013_setting_expansion_schema"),
+    ]
+
+    operations = [
+        migrations.RenameField(
+            model_name="setting",
+            old_name="expansion_schema",
+            new_name="expansion_scheme",
+        ),
+    ]

epdb/migrations/0015_user_is_reviewer.py

@@ -0,0 +1,17 @@
+# Generated by Django 5.2.7 on 2026-01-19 19:26
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0014_rename_expansion_schema_setting_expansion_scheme"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="user",
+            name="is_reviewer",
+            field=models.BooleanField(default=False),
+        ),
+    ]

epdb/migrations/0016_remove_enviformer_model_status_and_more.py

@@ -0,0 +1,179 @@
+# Generated by Django 5.2.7 on 2026-02-12 09:38
+
+import django.db.models.deletion
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0015_user_is_reviewer"),
+    ]
+
+    operations = [
+        migrations.RemoveField(
+            model_name="enviformer",
+            name="model_status",
+        ),
+        migrations.RemoveField(
+            model_name="mlrelativereasoning",
+            name="model_status",
+        ),
+        migrations.RemoveField(
+            model_name="rulebasedrelativereasoning",
+            name="model_status",
+        ),
+        migrations.AddField(
+            model_name="epmodel",
+            name="model_status",
+            field=models.CharField(
+                choices=[
+                    ("INITIAL", "Initial"),
+                    ("INITIALIZING", "Model is initializing."),
+                    ("BUILDING", "Model is building."),
+                    (
+                        "BUILT_NOT_EVALUATED",
+                        "Model is built and can be used for predictions, Model is not evaluated yet.",
+                    ),
+                    ("EVALUATING", "Model is evaluating"),
+                    ("FINISHED", "Model has finished building and evaluation."),
+                    ("ERROR", "Model has failed."),
+                ],
+                default="INITIAL",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="enviformer",
+            name="eval_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_eval_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Evaluation Packages",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="enviformer",
+            name="rule_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_rule_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Rule Packages",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="mlrelativereasoning",
+            name="eval_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_eval_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Evaluation Packages",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="mlrelativereasoning",
+            name="rule_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_rule_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Rule Packages",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="rulebasedrelativereasoning",
+            name="eval_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_eval_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Evaluation Packages",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="rulebasedrelativereasoning",
+            name="rule_packages",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="%(app_label)s_%(class)s_rule_packages",
+                to=settings.EPDB_PACKAGE_MODEL,
+                verbose_name="Rule Packages",
+            ),
+        ),
+        migrations.CreateModel(
+            name="PropertyPluginModel",
+            fields=[
+                (
+                    "epmodel_ptr",
+                    models.OneToOneField(
+                        auto_created=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        parent_link=True,
+                        primary_key=True,
+                        serialize=False,
+                        to="epdb.epmodel",
+                    ),
+                ),
+                ("threshold", models.FloatField(default=0.5)),
+                ("eval_results", models.JSONField(blank=True, default=dict, null=True)),
+                ("multigen_eval", models.BooleanField(default=False)),
+                ("plugin_identifier", models.CharField(max_length=255)),
+                (
+                    "app_domain",
+                    models.ForeignKey(
+                        blank=True,
+                        default=None,
+                        null=True,
+                        on_delete=django.db.models.deletion.SET_NULL,
+                        to="epdb.applicabilitydomain",
+                    ),
+                ),
+                (
+                    "data_packages",
+                    models.ManyToManyField(
+                        blank=True,
+                        related_name="%(app_label)s_%(class)s_data_packages",
+                        to=settings.EPDB_PACKAGE_MODEL,
+                        verbose_name="Data Packages",
+                    ),
+                ),
+                (
+                    "eval_packages",
+                    models.ManyToManyField(
+                        blank=True,
+                        related_name="%(app_label)s_%(class)s_eval_packages",
+                        to=settings.EPDB_PACKAGE_MODEL,
+                        verbose_name="Evaluation Packages",
+                    ),
+                ),
+                (
+                    "rule_packages",
+                    models.ManyToManyField(
+                        blank=True,
+                        related_name="%(app_label)s_%(class)s_rule_packages",
+                        to=settings.EPDB_PACKAGE_MODEL,
+                        verbose_name="Rule Packages",
+                    ),
+                ),
+            ],
+            options={
+                "abstract": False,
+            },
+            bases=("epdb.epmodel",),
+        ),
+        migrations.AddField(
+            model_name="setting",
+            name="property_models",
+            field=models.ManyToManyField(
+                blank=True,
+                related_name="settings",
+                to="epdb.propertypluginmodel",
+                verbose_name="Setting Property Models",
+            ),
+        ),
+        migrations.DeleteModel(
+            name="PluginModel",
+        ),
+    ]

epdb/migrations/0017_additionalinformation.py

@@ -0,0 +1,93 @@
+# Generated by Django 5.2.7 on 2026-02-20 12:02
+
+import django.db.models.deletion
+import uuid
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("contenttypes", "0002_remove_content_type_name"),
+        ("epdb", "0016_remove_enviformer_model_status_and_more"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="AdditionalInformation",
+            fields=[
+                (
+                    "id",
+                    models.BigAutoField(
+                        auto_created=True, primary_key=True, serialize=False, verbose_name="ID"
+                    ),
+                ),
+                ("uuid", models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
+                ("url", models.TextField(null=True, unique=True, verbose_name="URL")),
+                ("kv", models.JSONField(blank=True, default=dict, null=True)),
+                ("type", models.TextField(verbose_name="Additional Information Type")),
+                ("data", models.JSONField(blank=True, default=dict, null=True)),
+                ("object_id", models.PositiveBigIntegerField(blank=True, null=True)),
+                (
+                    "content_type",
+                    models.ForeignKey(
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to="contenttypes.contenttype",
+                    ),
+                ),
+                (
+                    "package",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE,
+                        to=settings.EPDB_PACKAGE_MODEL,
+                        verbose_name="Package",
+                    ),
+                ),
+                (
+                    "scenario",
+                    models.ForeignKey(
+                        blank=True,
+                        null=True,
+                        on_delete=django.db.models.deletion.CASCADE,
+                        related_name="scenario_additional_information",
+                        to="epdb.scenario",
+                    ),
+                ),
+            ],
+            options={
+                "indexes": [
+                    models.Index(fields=["type"], name="epdb_additi_type_394349_idx"),
+                    models.Index(
+                        fields=["scenario", "type"], name="epdb_additi_scenari_a59edf_idx"
+                    ),
+                    models.Index(
+                        fields=["content_type", "object_id"], name="epdb_additi_content_44d4b4_idx"
+                    ),
+                    models.Index(
+                        fields=["scenario", "content_type", "object_id"],
+                        name="epdb_additi_scenari_ef2bf5_idx",
+                    ),
+                ],
+                "constraints": [
+                    models.CheckConstraint(
+                        condition=models.Q(
+                            models.Q(("content_type__isnull", True), ("object_id__isnull", True)),
+                            models.Q(("content_type__isnull", False), ("object_id__isnull", False)),
+                            _connector="OR",
+                        ),
+                        name="ck_addinfo_gfk_pair",
+                    ),
+                    models.CheckConstraint(
+                        condition=models.Q(
+                            ("scenario__isnull", False),
+                            ("content_type__isnull", False),
+                            _connector="OR",
+                        ),
+                        name="ck_addinfo_not_both_null",
+                    ),
+                ],
+            },
+        ),
+    ]

epdb/migrations/0018_auto_20260220_1203.py

@@ -0,0 +1,132 @@
+# Generated by Django 5.2.7 on 2026-02-20 12:03
+
+from django.db import migrations
+
+
+def get_additional_information(scenario):
+    from envipy_additional_information import registry
+    from envipy_additional_information.parsers import TypeOfAerationParser
+
+    for k, vals in scenario.additional_information.items():
+        if k == "enzyme":
+            continue
+
+        if k == "SpikeConentration":
+            k = "SpikeConcentration"
+
+        if k == "AerationType":
+            k = "TypeOfAeration"
+
+        for v in vals:
+            # Per default additional fields are ignored
+            MAPPING = {c.__name__: c for c in registry.list_models().values()}
+            try:
+                inst = MAPPING[k](**v)
+            except Exception:
+                if k == "TypeOfAeration":
+                    toa = TypeOfAerationParser()
+                    inst = toa.from_string(v["type"])
+
+            # Add uuid to uniquely identify objects for manipulation
+            if "uuid" in v:
+                inst.__dict__["uuid"] = v["uuid"]
+
+            yield inst
+
+
+def forward_func(apps, schema_editor):
+    Scenario = apps.get_model("epdb", "Scenario")
+    ContentType = apps.get_model("contenttypes", "ContentType")
+    AdditionalInformation = apps.get_model("epdb", "AdditionalInformation")
+
+    bulk = []
+    related = []
+    ctype = {o.model: o for o in ContentType.objects.all()}
+    parents = Scenario.objects.prefetch_related(
+        "compound_set",
+        "compoundstructure_set",
+        "reaction_set",
+        "rule_set",
+        "pathway_set",
+        "node_set",
+        "edge_set",
+    ).filter(parent__isnull=True)
+
+    for i, scenario in enumerate(parents):
+        print(f"{i + 1}/{len(parents)}", end="\r")
+        if scenario.parent is not None:
+            related.append(scenario.parent)
+            continue
+
+        for ai in get_additional_information(scenario):
+            bulk.append(
+                AdditionalInformation(
+                    package=scenario.package,
+                    scenario=scenario,
+                    type=ai.__class__.__name__,
+                    data=ai.model_dump(mode="json"),
+                )
+            )
+
+    print("\n", len(bulk))
+
+    related = Scenario.objects.prefetch_related(
+        "compound_set",
+        "compoundstructure_set",
+        "reaction_set",
+        "rule_set",
+        "pathway_set",
+        "node_set",
+        "edge_set",
+    ).filter(parent__isnull=False)
+
+    for i, scenario in enumerate(related):
+        print(f"{i + 1}/{len(related)}", end="\r")
+        parent = scenario.parent
+        # Check to which objects this scenario is attached to
+        for ai in get_additional_information(scenario):
+            rel_objs = [
+                "compound",
+                "compoundstructure",
+                "reaction",
+                "rule",
+                "pathway",
+                "node",
+                "edge",
+            ]
+            for rel_obj in rel_objs:
+                for o in getattr(scenario, f"{rel_obj}_set").all():
+                    bulk.append(
+                        AdditionalInformation(
+                            package=scenario.package,
+                            scenario=parent,
+                            type=ai.__class__.__name__,
+                            data=ai.model_dump(mode="json"),
+                            content_type=ctype[rel_obj],
+                            object_id=o.pk,
+                        )
+                    )
+
+    print("Start creating additional information objects...")
+    AdditionalInformation.objects.bulk_create(bulk)
+    print("Done!")
+    print(len(bulk))
+
+    Scenario.objects.filter(parent__isnull=False).delete()
+    # Call ai save to fix urls
+    ais = AdditionalInformation.objects.all()
+    total = ais.count()
+
+    for i, ai in enumerate(ais):
+        print(f"{i + 1}/{total}", end="\r")
+        ai.save()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0017_additionalinformation"),
+    ]
+
+    operations = [
+        migrations.RunPython(forward_func, reverse_code=migrations.RunPython.noop),
+    ]

epdb/migrations/0019_remove_scenario_additional_information_and_more.py

@@ -1,741 +1,20 @@
-# Generated by Django 5.2.7 on 2026-03-06 10:51
+# Generated by Django 5.2.7 on 2026-02-23 08:45
 
-import django.contrib.auth.models
+from django.db import migrations
-import django.contrib.auth.validators
-import django.contrib.postgres.fields
-import django.db.models.deletion
-import django.utils.timezone
-import model_utils.fields
-import uuid
-from django.conf import settings
-from django.db import migrations, models
 
 
 class Migration(migrations.Migration):
-
-    initial = True
-
     dependencies = [
-        ('auth', '0012_alter_user_first_name_max_length'),
+        ("epdb", "0018_auto_20260220_1203"),
-        ('contenttypes', '0002_remove_content_type_name'),
-        migrations.swappable_dependency(settings.EPDB_PACKAGE_MODEL),
     ]
 
     operations = [
-        migrations.CreateModel(
+        migrations.RemoveField(
-            name='ApplicabilityDomain',
+            model_name="scenario",
-            fields=[
+            name="additional_information",
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('num_neighbours', models.IntegerField(default=5)),
-                ('reliability_threshold', models.FloatField(default=0.5)),
-                ('local_compatibilty_threshold', models.FloatField(default=0.5)),
-                ('functional_groups', models.JSONField(blank=True, default=dict, null=True)),
-            ],
-            options={
-                'abstract': False,
-            },
         ),
-        migrations.CreateModel(
+        migrations.RemoveField(
-            name='Edge',
+            model_name="scenario",
-            fields=[
+            name="parent",
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.CreateModel(
-            name='EPModel',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('model_status', models.CharField(choices=[('INITIAL', 'Initial'), ('INITIALIZING', 'Model is initializing.'), ('BUILDING', 'Model is building.'), ('BUILT_NOT_EVALUATED', 'Model is built and can be used for predictions, Model is not evaluated yet.'), ('EVALUATING', 'Model is evaluating'), ('FINISHED', 'Model has finished building and evaluation.'), ('ERROR', 'Model has failed.')], default='INITIAL')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-                ('polymorphic_ctype', models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-        ),
-        migrations.CreateModel(
-            name='ExternalDatabase',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
-                ('name', models.CharField(max_length=100, unique=True, verbose_name='Database Name')),
-                ('full_name', models.CharField(blank=True, max_length=255, verbose_name='Full Database Name')),
-                ('description', models.TextField(blank=True, verbose_name='Description')),
-                ('base_url', models.URLField(blank=True, null=True, verbose_name='Base URL')),
-                ('url_pattern', models.CharField(blank=True, help_text="URL pattern with {id} placeholder, e.g., 'https://pubchem.ncbi.nlm.nih.gov/compound/{id}'", max_length=500, verbose_name='URL Pattern')),
-                ('is_active', models.BooleanField(default=True, verbose_name='Is Active')),
-            ],
-            options={
-                'verbose_name': 'External Database',
-                'verbose_name_plural': 'External Databases',
-                'db_table': 'epdb_external_database',
-                'ordering': ['name'],
-            },
-        ),
-        migrations.CreateModel(
-            name='Permission',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('permission', models.CharField(choices=[('read', 'Read'), ('write', 'Write'), ('all', 'All')], max_length=32)),
-            ],
-        ),
-        migrations.CreateModel(
-            name='License',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('cc_string', models.TextField(verbose_name='CC string')),
-                ('link', models.URLField(verbose_name='link')),
-                ('image_link', models.URLField(verbose_name='Image link')),
-            ],
-        ),
-        migrations.CreateModel(
-            name='Rule',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-                ('polymorphic_ctype', models.ForeignKey(editable=False, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='polymorphic_%(app_label)s.%(class)s_set+', to='contenttypes.contenttype')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-        ),
-        migrations.CreateModel(
-            name='User',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('password', models.CharField(max_length=128, verbose_name='password')),
-                ('last_login', models.DateTimeField(blank=True, null=True, verbose_name='last login')),
-                ('is_superuser', models.BooleanField(default=False, help_text='Designates that this user has all permissions without explicitly assigning them.', verbose_name='superuser status')),
-                ('username', models.CharField(error_messages={'unique': 'A user with that username already exists.'}, help_text='Required. 150 characters or fewer. Letters, digits and @/./+/-/_ only.', max_length=150, unique=True, validators=[django.contrib.auth.validators.UnicodeUsernameValidator()], verbose_name='username')),
-                ('first_name', models.CharField(blank=True, max_length=150, verbose_name='first name')),
-                ('last_name', models.CharField(blank=True, max_length=150, verbose_name='last name')),
-                ('is_staff', models.BooleanField(default=False, help_text='Designates whether the user can log into this admin site.', verbose_name='staff status')),
-                ('is_active', models.BooleanField(default=True, help_text='Designates whether this user should be treated as active. Unselect this instead of deleting accounts.', verbose_name='active')),
-                ('date_joined', models.DateTimeField(default=django.utils.timezone.now, verbose_name='date joined')),
-                ('email', models.EmailField(max_length=254, unique=True)),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('is_reviewer', models.BooleanField(default=False)),
-                ('default_package', models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Default Package')),
-                ('groups', models.ManyToManyField(blank=True, help_text='The groups this user belongs to. A user will get all permissions granted to each of their groups.', related_name='user_set', related_query_name='user', to='auth.group', verbose_name='groups')),
-                ('user_permissions', models.ManyToManyField(blank=True, help_text='Specific permissions for this user.', related_name='user_set', related_query_name='user', to='auth.permission', verbose_name='user permissions')),
-            ],
-            options={
-                'verbose_name': 'user',
-                'verbose_name_plural': 'users',
-                'abstract': False,
-            },
-            managers=[
-                ('objects', django.contrib.auth.models.UserManager()),
-            ],
-        ),
-        migrations.CreateModel(
-            name='APIToken',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('hashed_key', models.CharField(help_text='SHA-256 hash of the token key', max_length=128, unique=True)),
-                ('expires_at', models.DateTimeField(blank=True, help_text='Token expiration time (null for no expiration)', null=True)),
-                ('name', models.CharField(help_text='Descriptive name for this token', max_length=100)),
-                ('is_active', models.BooleanField(default=True, help_text='Whether this token is active')),
-                ('user', models.ForeignKey(help_text='User who owns this token', on_delete=django.db.models.deletion.CASCADE, related_name='api_tokens', to=settings.AUTH_USER_MODEL)),
-            ],
-            options={
-                'verbose_name': 'API Token',
-                'verbose_name_plural': 'API Tokens',
-                'db_table': 'epdb_api_token',
-                'ordering': ['-created'],
-            },
-        ),
-        migrations.CreateModel(
-            name='Compound',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-            ],
-        ),
-        migrations.CreateModel(
-            name='CompoundStructure',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('smiles', models.TextField(verbose_name='SMILES')),
-                ('canonical_smiles', models.TextField(verbose_name='Canonical SMILES')),
-                ('inchikey', models.TextField(max_length=27, verbose_name='InChIKey')),
-                ('normalized_structure', models.BooleanField(default=False)),
-                ('compound', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.compound')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='compound',
-            name='default_structure',
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.CASCADE, related_name='compound_default_structure', to='epdb.compoundstructure', verbose_name='Default Structure'),
-        ),
-        migrations.CreateModel(
-            name='PropertyPluginModel',
-            fields=[
-                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
-                ('threshold', models.FloatField(default=0.5)),
-                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
-                ('multigen_eval', models.BooleanField(default=False)),
-                ('plugin_identifier', models.CharField(max_length=255)),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.epmodel',),
-        ),
-        migrations.CreateModel(
-            name='Group',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('name', models.TextField(verbose_name='Group name')),
-                ('public', models.BooleanField(default=False, verbose_name='Public Group')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('group_member', models.ManyToManyField(blank=True, related_name='groups_in_group', to='epdb.group', verbose_name='Group member')),
-                ('owner', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Group Owner')),
-                ('user_member', models.ManyToManyField(related_name='users_in_group', to=settings.AUTH_USER_MODEL, verbose_name='User members')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='user',
-            name='default_group',
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, related_name='default_group', to='epdb.group', verbose_name='Default Group'),
-        ),
-        migrations.CreateModel(
-            name='JobLog',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('task_id', models.UUIDField(unique=True)),
-                ('job_name', models.TextField()),
-                ('status', models.CharField(choices=[('INITIAL', 'Initial'), ('SUCCESS', 'Success'), ('FAILURE', 'Failure'), ('REVOKED', 'Revoked'), ('IGNORED', 'Ignored')], default='INITIAL', max_length=20)),
-                ('done_at', models.DateTimeField(blank=True, default=None, null=True)),
-                ('task_result', models.TextField(blank=True, default=None, null=True)),
-                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL)),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.CreateModel(
-            name='Package',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('reviewed', models.BooleanField(default=False, verbose_name='Reviewstatus')),
-                ('license', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.license', verbose_name='License')),
-            ],
-            options={
-                'swappable': 'EPDB_PACKAGE_MODEL',
-            },
-        ),
-        migrations.CreateModel(
-            name='Node',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('depth', models.IntegerField(verbose_name='Node depth')),
-                ('stereo_removed', models.BooleanField(default=False)),
-                ('default_node_label', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='default_node_structure', to='epdb.compoundstructure', verbose_name='Default Node Label')),
-                ('node_labels', models.ManyToManyField(related_name='node_structures', to='epdb.compoundstructure', verbose_name='All Node Labels')),
-                ('out_edges', models.ManyToManyField(to='epdb.edge', verbose_name='Outgoing Edges')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='edge',
-            name='end_nodes',
-            field=models.ManyToManyField(related_name='edge_products', to='epdb.node', verbose_name='End Nodes'),
-        ),
-        migrations.AddField(
-            model_name='edge',
-            name='start_nodes',
-            field=models.ManyToManyField(related_name='edge_educts', to='epdb.node', verbose_name='Start Nodes'),
-        ),
-        migrations.CreateModel(
-            name='SequentialRule',
-            fields=[
-                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-            bases=('epdb.rule',),
-        ),
-        migrations.CreateModel(
-            name='SimpleRule',
-            fields=[
-                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-            bases=('epdb.rule',),
-        ),
-        migrations.CreateModel(
-            name='Pathway',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('predicted', models.BooleanField(default=False)),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='node',
-            name='pathway',
-            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.pathway', verbose_name='belongs to'),
-        ),
-        migrations.AddField(
-            model_name='edge',
-            name='pathway',
-            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.pathway', verbose_name='belongs to'),
-        ),
-        migrations.CreateModel(
-            name='Reaction',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('aliases', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), default=list, size=None, verbose_name='Aliases')),
-                ('multi_step', models.BooleanField(verbose_name='Multistep Reaction')),
-                ('medline_references', django.contrib.postgres.fields.ArrayField(base_field=models.TextField(), null=True, size=None, verbose_name='Medline References')),
-                ('educts', models.ManyToManyField(related_name='reaction_educts', to='epdb.compoundstructure', verbose_name='Educts')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-                ('products', models.ManyToManyField(related_name='reaction_products', to='epdb.compoundstructure', verbose_name='Products')),
-                ('rules', models.ManyToManyField(related_name='reaction_rule', to='epdb.rule', verbose_name='Rule')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.CreateModel(
-            name='EnzymeLink',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('ec_number', models.TextField(verbose_name='EC Number')),
-                ('classification_level', models.IntegerField(verbose_name='Classification Level')),
-                ('linking_method', models.TextField(verbose_name='Linking Method')),
-                ('edge_evidence', models.ManyToManyField(to='epdb.edge')),
-                ('rule', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.rule')),
-                ('reaction_evidence', models.ManyToManyField(to='epdb.reaction')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='edge',
-            name='edge_label',
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.reaction', verbose_name='Edge label'),
-        ),
-        migrations.CreateModel(
-            name='Scenario',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('scenario_date', models.CharField(default='No date', max_length=256)),
-                ('scenario_type', models.CharField(default='Not specified', max_length=256)),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='rule',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='reaction',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='pathway',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='node',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='edge',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='compoundstructure',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.AddField(
-            model_name='compound',
-            name='scenarios',
-            field=models.ManyToManyField(to='epdb.scenario', verbose_name='Attached Scenarios'),
-        ),
-        migrations.CreateModel(
-            name='Setting',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, unique=True, verbose_name='UUID of this object')),
-                ('name', models.TextField(default='no name', verbose_name='Name')),
-                ('description', models.TextField(default='no description', verbose_name='Descriptions')),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('public', models.BooleanField(default=False)),
-                ('global_default', models.BooleanField(default=False)),
-                ('max_depth', models.IntegerField(default=5, verbose_name='Setting Max Depth')),
-                ('max_nodes', models.IntegerField(default=30, verbose_name='Setting Max Number of Nodes')),
-                ('model_threshold', models.FloatField(blank=True, default=0.25, null=True, verbose_name='Setting Model Threshold')),
-                ('expansion_scheme', models.CharField(choices=[('BFS', 'Breadth First Search'), ('DFS', 'Depth First Search'), ('GREEDY', 'Greedy')], default='BFS', max_length=20)),
-                ('model', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.epmodel', verbose_name='Setting EPModel')),
-                ('rule_packages', models.ManyToManyField(blank=True, related_name='setting_rule_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Setting Rule Packages')),
-                ('property_models', models.ManyToManyField(blank=True, related_name='settings', to='epdb.propertypluginmodel', verbose_name='Setting Property Models')),
-            ],
-            options={
-                'abstract': False,
-            },
-        ),
-        migrations.AddField(
-            model_name='pathway',
-            name='setting',
-            field=models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='epdb.setting', verbose_name='Setting'),
-        ),
-        migrations.AddField(
-            model_name='user',
-            name='default_setting',
-            field=models.ForeignKey(null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.setting', verbose_name='The users default settings'),
-        ),
-        migrations.CreateModel(
-            name='EnviFormer',
-            fields=[
-                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
-                ('threshold', models.FloatField(default=0.5)),
-                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
-                ('multigen_eval', models.BooleanField(default=False)),
-                ('app_domain', models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain')),
-                ('data_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Data Packages')),
-                ('eval_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_eval_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Evaluation Packages')),
-                ('rule_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_rule_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Rule Packages')),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.epmodel',),
-        ),
-        migrations.CreateModel(
-            name='MLRelativeReasoning',
-            fields=[
-                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
-                ('threshold', models.FloatField(default=0.5)),
-                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
-                ('multigen_eval', models.BooleanField(default=False)),
-                ('app_domain', models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain')),
-                ('data_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Data Packages')),
-                ('eval_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_eval_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Evaluation Packages')),
-                ('rule_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_rule_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Rule Packages')),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.epmodel',),
-        ),
-        migrations.AddField(
-            model_name='applicabilitydomain',
-            name='model',
-            field=models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.mlrelativereasoning'),
-        ),
-        migrations.AddField(
-            model_name='propertypluginmodel',
-            name='app_domain',
-            field=models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain'),
-        ),
-        migrations.AddField(
-            model_name='propertypluginmodel',
-            name='data_packages',
-            field=models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_data_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Data Packages'),
-        ),
-        migrations.AddField(
-            model_name='propertypluginmodel',
-            name='eval_packages',
-            field=models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_eval_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Evaluation Packages'),
-        ),
-        migrations.AddField(
-            model_name='propertypluginmodel',
-            name='rule_packages',
-            field=models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_rule_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Rule Packages'),
-        ),
-        migrations.CreateModel(
-            name='RuleBasedRelativeReasoning',
-            fields=[
-                ('epmodel_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.epmodel')),
-                ('threshold', models.FloatField(default=0.5)),
-                ('eval_results', models.JSONField(blank=True, default=dict, null=True)),
-                ('multigen_eval', models.BooleanField(default=False)),
-                ('min_count', models.IntegerField(default=10)),
-                ('max_count', models.IntegerField(default=0)),
-                ('app_domain', models.ForeignKey(blank=True, default=None, null=True, on_delete=django.db.models.deletion.SET_NULL, to='epdb.applicabilitydomain')),
-                ('data_packages', models.ManyToManyField(related_name='%(app_label)s_%(class)s_data_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Data Packages')),
-                ('eval_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_eval_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Evaluation Packages')),
-                ('rule_packages', models.ManyToManyField(blank=True, related_name='%(app_label)s_%(class)s_rule_packages', to=settings.EPDB_PACKAGE_MODEL, verbose_name='Rule Packages')),
-            ],
-            options={
-                'abstract': False,
-            },
-            bases=('epdb.epmodel',),
-        ),
-        migrations.CreateModel(
-            name='ExternalIdentifier',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('created', model_utils.fields.AutoCreatedField(default=django.utils.timezone.now, editable=False, verbose_name='created')),
-                ('modified', model_utils.fields.AutoLastModifiedField(default=django.utils.timezone.now, editable=False, verbose_name='modified')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
-                ('object_id', models.IntegerField()),
-                ('identifier_value', models.CharField(max_length=255, verbose_name='Identifier Value')),
-                ('url', models.URLField(blank=True, null=True, verbose_name='Direct URL')),
-                ('is_primary', models.BooleanField(default=False, help_text='Mark this as the primary identifier for this database', verbose_name='Is Primary')),
-                ('content_type', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='contenttypes.contenttype')),
-                ('database', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.externaldatabase', verbose_name='External Database')),
-            ],
-            options={
-                'verbose_name': 'External Identifier',
-                'verbose_name_plural': 'External Identifiers',
-                'db_table': 'epdb_external_identifier',
-                'indexes': [models.Index(fields=['content_type', 'object_id'], name='epdb_extern_content_b76813_idx'), models.Index(fields=['database', 'identifier_value'], name='epdb_extern_databas_486422_idx')],
-                'unique_together': {('content_type', 'object_id', 'database', 'identifier_value')},
-            },
-        ),
-        migrations.CreateModel(
-            name='SimpleAmbitRule',
-            fields=[
-                ('simplerule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.simplerule')),
-                ('smirks', models.TextField(verbose_name='SMIRKS')),
-                ('reactant_filter_smarts', models.TextField(null=True, verbose_name='Reactant Filter SMARTS')),
-                ('product_filter_smarts', models.TextField(null=True, verbose_name='Product Filter SMARTS')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-            bases=('epdb.simplerule',),
-        ),
-        migrations.CreateModel(
-            name='SimpleRDKitRule',
-            fields=[
-                ('simplerule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.simplerule')),
-                ('reaction_smarts', models.TextField(verbose_name='SMIRKS')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-            bases=('epdb.simplerule',),
-        ),
-        migrations.CreateModel(
-            name='SequentialRuleOrdering',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('order_index', models.IntegerField()),
-                ('sequential_rule', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.sequentialrule')),
-                ('simple_rule', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.simplerule')),
-            ],
-        ),
-        migrations.AddField(
-            model_name='sequentialrule',
-            name='simple_rules',
-            field=models.ManyToManyField(through='epdb.SequentialRuleOrdering', to='epdb.simplerule', verbose_name='Simple rules'),
-        ),
-        migrations.CreateModel(
-            name='ParallelRule',
-            fields=[
-                ('rule_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, primary_key=True, serialize=False, to='epdb.rule')),
-                ('simple_rules', models.ManyToManyField(to='epdb.simplerule', verbose_name='Simple rules')),
-            ],
-            options={
-                'abstract': False,
-                'base_manager_name': 'objects',
-            },
-            bases=('epdb.rule',),
-        ),
-        migrations.AlterUniqueTogether(
-            name='compound',
-            unique_together={('uuid', 'package')},
-        ),
-        migrations.CreateModel(
-            name='AdditionalInformation',
-            fields=[
-                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, editable=False, unique=True)),
-                ('url', models.TextField(null=True, unique=True, verbose_name='URL')),
-                ('kv', models.JSONField(blank=True, default=dict, null=True)),
-                ('type', models.TextField(verbose_name='Additional Information Type')),
-                ('data', models.JSONField(blank=True, default=dict, null=True)),
-                ('object_id', models.PositiveBigIntegerField(blank=True, null=True)),
-                ('content_type', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='contenttypes.contenttype')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Package')),
-                ('scenario', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, related_name='scenario_additional_information', to='epdb.scenario')),
-            ],
-            options={
-                'indexes': [models.Index(fields=['type'], name='epdb_additi_type_394349_idx'), models.Index(fields=['scenario', 'type'], name='epdb_additi_scenari_a59edf_idx'), models.Index(fields=['content_type', 'object_id'], name='epdb_additi_content_44d4b4_idx'), models.Index(fields=['scenario', 'content_type', 'object_id'], name='epdb_additi_scenari_ef2bf5_idx')],
-                'constraints': [models.CheckConstraint(condition=models.Q(models.Q(('content_type__isnull', True), ('object_id__isnull', True)), models.Q(('content_type__isnull', False), ('object_id__isnull', False)), _connector='OR'), name='ck_addinfo_gfk_pair'), models.CheckConstraint(condition=models.Q(('scenario__isnull', False), ('content_type__isnull', False), _connector='OR'), name='ck_addinfo_not_both_null')],
-            },
-        ),
-        migrations.CreateModel(
-            name='GroupPackagePermission',
-            fields=[
-                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
-                ('group', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.group', verbose_name='Permission to')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Permission on')),
-            ],
-            options={
-                'unique_together': {('package', 'group')},
-            },
-            bases=('epdb.permission',),
-        ),
-        migrations.CreateModel(
-            name='UserPackagePermission',
-            fields=[
-                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
-                ('package', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.EPDB_PACKAGE_MODEL, verbose_name='Permission on')),
-                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Permission to')),
-            ],
-            options={
-                'unique_together': {('package', 'user')},
-            },
-            bases=('epdb.permission',),
-        ),
-        migrations.CreateModel(
-            name='UserSettingPermission',
-            fields=[
-                ('permission_ptr', models.OneToOneField(auto_created=True, on_delete=django.db.models.deletion.CASCADE, parent_link=True, to='epdb.permission')),
-                ('uuid', models.UUIDField(default=uuid.uuid4, primary_key=True, serialize=False, verbose_name='UUID of this object')),
-                ('setting', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to='epdb.setting', verbose_name='Permission on')),
-                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to=settings.AUTH_USER_MODEL, verbose_name='Permission to')),
-            ],
-            options={
-                'unique_together': {('setting', 'user')},
-            },
-            bases=('epdb.permission',),
         ),
     ]

epdb/migrations/0023_alter_compoundstructure_options_and_more.py

@@ -46,9 +46,4 @@ class Migration(migrations.Migration):
             name="molfile",
             field=models.TextField(blank=True, null=True, verbose_name="Molfile"),
         ),
-        migrations.AddField(
-            model_name="group",
-            name="secret",
-            field=models.BooleanField(default=False, verbose_name="Secret Group"),
-        ),
     ]

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/migrations/0028_auto_20260812_0902.py

@@ -0,0 +1,113 @@
+# Generated by Django 6.0.3 on 2026-08-12 09:02
+
+from django.conf import settings as s
+from django.db import migrations
+from envipy_additional_information import Likelihood, RuleLikelihood
+
+NEW_RULE = {
+    "parent": "bt0005",
+    "name": "bt0005-3667",
+    "description": "vic-unsubstituted Aromatic > vic-Dihydroxyaromatic",
+    "smirks": "[#8:7]([H])-[#6:1]([H])-1-[#6:2]=[#6:3]-[#6:4]=[#6:5]-[#6:6]([H])-1-[#8:8]([H])>>[#8:7]([H])-[#6:1]=1-[#6:2]=[#6:3]-[#6:4]=[#6:5]-[#6:6]=1-[#8:8]([H])",
+    "scenario_name": "bt0005-3667 aerobic likelihood",
+    "scenario_aerobic_likelihood": RuleLikelihood(likelihood=Likelihood.LIKELY),
+}
+
+RULE_FIXES = {
+    "bt0005-4282": "[c:1]([H])1:[c:2]([H]):[#6,#7;a:3]:[c:4]:[c:5]:[c:6]1>>[c:1]([#8])1:[c:2]([#8]):[#6,#7;a:3]:[c:4]:[c:5]:[c:6]1",
+    "bt0014-4215": "[c:1]([H])1[c:8][#6,#7;a:7][c:6][c:5][c:4]1[#8;!$([OH]c:[#6,#7;a:7]([OH])):9]([H])>>[#8:9]([H])[c:4]1:[c:5]:[c:6]:[#6,#7;a:7]:[c:8]:[c:1]1[#8]([H])",
+    # "bt0063-3938": "[#1,#6:6][#7;X3;!$(NC1CC1)!$([N][C]=O)!$([!#8]CNC=O):1]([#1,#6:7])[#6;A;X4:2][H:3]>>[#1,#6:6][#7;X3:1]([H:3])(=[#1,#6:7]).[#6;A:2]=O",
+    # CN1C=NC2=C1C(=O)N(C)C(=O)N2 not working anymore with bt0063-3938 if change above is applied
+    "bt0063-3938": "[#1,#6:6][#7;X3;!$(NC1CC1)!$([N][C]=O)!$([!#8]CNC=O):1]([#1,#6:7])[#6;A;X4:2][H:3]>>[#1,#6:6][#7;X3:1]([#1,#6:7])[H:3].[#6;A:2]=O",
+    "bt0068-3564": "[#7:4]!@-[#6:2](!@-[#7:1])=[O:5]>>[#7:4]-[#6:2](-[O+0H1])=[O:5].[#7H1:1]",
+    "bt0180-2844": "[H][C:2]([#6:5]([H])([H])([H]))([#1,#6:4])!@-[#6:1]([H])([H])-[#6:3](-[#8-:8])=[O:6]>>[#6:5]([H])([H])([H])\\[#6:2](-[#1,#6:4])=[#6H:1]\\[#6:3](-[#8-:8])=[O:6]",
+    "bt0181-1278": "[#8-:1]-[#6:2](=[O:11])-[#6:7]=[#6:8]-[#6:3](-[H])=[#6:5](-Cl)-[#6:6](-[#8-:10])=[O:9]>>[O+0H1:10]-[#6:6](=[O:9])-[#6:5]=[#6:3]-1-[O+0:1]-[#6:2](=[O:11])-[#6:7]=[#6:8]-1",
+    "bt0298-3335": "[#6:1][N+:2]#[C:3]>>[#6:1]-[#7H2:2]-[#6:3]=O",
+    "bt0322-3393": "[H:10]\\[#6:6](=[#6:9](/[#6:1]([H])([H])([H]))-[#6:11]-[#6:12]-[#6:13]=[#6:14])-[#6:5](-[#16:7])=[O:8]>>[H:10]\\[#6:6](-[#6:5](-[#16:7])=[O:8])=[#6:9](\\[#6:11]-[#6:12]-[#6:13]=[#6:14])-[#6:1]-[#6](-[#8-])=O",
+    "bt0343-2675": "[#8-]-[#6](=O)-[c:1]1[c:6][cH:7][c:8](-[#7H2,#8H1:9])[cH:10][c:11]1>>[#8H][c:1]1[c:6][c:7][c:8]([*:9])[c:10][c:11]1",
+    "bt0350-3319": "[#6:6][#7:3][#6;!R:2]=[#7;!R:1][#6:5]>>[#6:5][#7:1][#6:2]=O.[#6:6][#7:3]",  # Trig before 5 -> all of them shouldn't
+    "bt0374-4081": "[cH:4]1[c:16][c:15][c:14][c:13][c:3]1[#7,#8:2][c:1]1[c:8][c:9][c:10][c:11][c:12]1>>[#7,#8:2]-[c:1]1[c:12][c:11][c:10][c:9][c:8]1[c:13]1[c:14][c:15][c:16][c:4](-[#8])[c:3]1-[#8]",
+    "bt0378-3188": "[#8-:7][c:1]1[c:6]([#7+]([#8-])=O)[c:5][c:4]([#7+:9]([#8-])=O)[c:3][c:2]1([#7+:8]([#8-])=O)>>[#8+0:7]=[#6:1]1-[#6:6]-[#6:5]-[#6:4]([#7+:9]([#8-])=O)-[#6:3]-[#6:2]1([#7+:8]([#8-])=O)",
+    "bt0379-3190": "[#9,#17,#35,#53]-[#6:1](-[H])-1-[#6:5]-,=[#6:6]-[#6:7]-,=[#6:8]-[#6:2](-[H])-1-[#9,#17,#35,#53]>>[#6:6]~1-[#6:7]~[#6:8]-[#6:2]=[#6:1]-[#6:5]~1",
+    "bt0393-3367": "[#6:5]-[#6:1](-[#7:2](-[H])(-[H]))=[S+:3]-[#8-:6]>>[#6:5]-[#6:1](=[#7H1:2])-[S+0:3](=[O])-[#8+0H1:6]",
+}
+
+
+def forward_func(apps, schema_editor):
+    ContentType = apps.get_model("contenttypes", "ContentType")
+
+    pkg_class = s.EPDB_PACKAGE_MODEL
+
+    if len(pkg_class.split(".")) != 2:
+        raise ValueError(
+            f"EPDB_PACKAGE_MODEL must be of the form 'app_label.model_name', got {pkg_class}"
+        )
+
+    app_label, model_name = pkg_class.split(".")
+    Package = apps.get_model(app_label, model_name)
+    SimpleAmbitRule = apps.get_model("epdb", "SimpleAmbitRule")
+    ParallelRule = apps.get_model("epdb", "ParallelRule")
+    Scenario = apps.get_model("epdb", "Scenario")
+    AdditionalInformation = apps.get_model("epdb", "AdditionalInformation")
+    simple_ambit_rule_ct = ContentType.objects.get_for_model(SimpleAmbitRule)
+
+    if Package.objects.filter(name="EAWAG-BBD").exists():
+        p = Package.objects.get(name="EAWAG-BBD")
+
+        if not SimpleAmbitRule.objects.filter(package=p, name=NEW_RULE["name"]).exists():
+            # Create Missing Rule
+            new_sr = SimpleAmbitRule()
+            new_sr.polymorphic_ctype = simple_ambit_rule_ct
+            new_sr.package = p
+            new_sr.name = NEW_RULE["name"]
+            new_sr.description = NEW_RULE["description"]
+            new_sr.smirks = NEW_RULE["smirks"]
+            new_sr.save()
+
+            new_sr.url = "{}/simple-ambit-rule/{}".format(new_sr.package.url, new_sr.uuid)
+            new_sr.save()
+
+            # Add likelihood
+            new_scen = Scenario()
+            new_scen.package = p
+            new_scen.name = NEW_RULE["scenario_name"]
+            new_scen.save()
+
+            new_scen.url = "{}/scenario/{}".format(new_scen.package.url, new_scen.uuid)
+            new_scen.save()
+
+            ai = NEW_RULE["scenario_aerobic_likelihood"]
+            new_add_inf = AdditionalInformation()
+            new_add_inf.package = p
+            new_add_inf.type = ai.__class__.__name__
+            new_add_inf.data = ai.model_dump(mode="json")
+            new_add_inf.scenario = new_scen
+            new_add_inf.save()
+
+            new_add_inf.url = "{}/additional-information/{}".format(
+                new_add_inf.scenario.url, new_add_inf.uuid
+            )
+            new_add_inf.save()
+
+            # Link Scenario
+            new_sr.scenarios.add(new_scen)
+
+            # Link to bt0005
+            pr = ParallelRule.objects.get(package=p, name="bt0005")
+            pr.simple_rules.add(new_sr)
+
+        # Update others
+        for rule_name, smirks in RULE_FIXES.items():
+            sr = SimpleAmbitRule.objects.get(package=p, name=rule_name)
+            sr.smirks = smirks
+            sr.save()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0027_alter_compound_aliases_and_more"),
+    ]
+
+    operations = [
+        migrations.RunPython(forward_func, reverse_code=migrations.RunPython.noop),
+    ]

epdb/migrations/0029_reactionexplanation_reaction_explained_by.py

@@ -0,0 +1,63 @@
+# Generated by Django 6.0.3 on 2026-08-13 09:58
+
+import django.db.models.deletion
+import django.utils.timezone
+import model_utils.fields
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0028_auto_20260812_0902"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="ReactionExplanation",
+            fields=[
+                (
+                    "id",
+                    models.BigAutoField(
+                        auto_created=True, primary_key=True, serialize=False, verbose_name="ID"
+                    ),
+                ),
+                (
+                    "created",
+                    model_utils.fields.AutoCreatedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="created"
+                    ),
+                ),
+                (
+                    "modified",
+                    model_utils.fields.AutoLastModifiedField(
+                        default=django.utils.timezone.now, editable=False, verbose_name="modified"
+                    ),
+                ),
+                ("run_uuid", models.UUIDField()),
+                ("run_start", models.DateTimeField()),
+                ("exact", models.BooleanField(default=False)),
+                (
+                    "reaction",
+                    models.ForeignKey(
+                        on_delete=django.db.models.deletion.CASCADE, to="epdb.reaction"
+                    ),
+                ),
+                (
+                    "rule",
+                    models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, to="epdb.rule"),
+                ),
+            ],
+            options={
+                "abstract": False,
+            },
+        ),
+        migrations.AddField(
+            model_name="reaction",
+            name="explained_by",
+            field=models.ManyToManyField(
+                related_name="explained_reactions",
+                through="epdb.ReactionExplanation",
+                to="epdb.rule",
+            ),
+        ),
+    ]

epdb/migrations/0030_auto_20260814_0741.py

@@ -0,0 +1,37 @@
+# Generated by Django 6.0.3 on 2026-08-14 07:41
+
+from django.db import migrations
+
+
+def forward_func(apps, schema_editor):
+    ContentType = apps.get_model("contenttypes", "ContentType")
+    AdditionalInformation = apps.get_model("epdb", "AdditionalInformation")
+
+    models = {}
+
+    for c in ContentType.objects.all():
+        try:
+            models[(c.app_label, c.model)] = apps.get_model(c.app_label, c.model)
+        except Exception:
+            pass
+
+    for ai in AdditionalInformation.objects.all():
+        if ai.url is None:
+            if ai.content_type is None:
+                ai.url = "{}/additional-information/{}".format(ai.scenario.url, ai.uuid)
+            else:
+                model = models[(ai.content_type.app_label, ai.content_type.model)]
+                obj = model.objects.get(pk=ai.object_id)
+                ai.url = "{}/additional-information/{}".format(obj.url, ai.uuid)
+
+            ai.save()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0029_reactionexplanation_reaction_explained_by"),
+    ]
+
+    operations = [
+        migrations.RunPython(forward_func, reverse_code=migrations.RunPython.noop),
+    ]

epdb/models.py

@@ -31,6 +31,10 @@ from sklearn.model_selection import ShuffleSplit
 
 from bridge.contracts import Property
 from bridge.dto import RunResult, PropertyPrediction
+from epdb.exceptions import (
+    InvalidMolfileException,
+    InvalidSMILESException,
+)
 from utilities.chem import FormatConverter, IndigoUtils, PredictionResult, ProductSet
 from utilities.ml import (
     ApplicabilityDomainPCA,
@@ -204,7 +208,6 @@ class Group(TimeStampedModel):
     name = models.TextField(blank=False, null=False, verbose_name="Group name")
     owner = models.ForeignKey("User", verbose_name="Group Owner", on_delete=models.CASCADE)
     public = models.BooleanField(verbose_name="Public Group", default=False)
-    secret = models.BooleanField(verbose_name="Secret Group", default=False)
     description = models.TextField(
         blank=False, null=False, verbose_name="Descriptions", default="no description"
     )
@@ -632,7 +635,7 @@ 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
@@ -655,7 +658,9 @@ 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"]):
@@ -781,12 +786,19 @@ class Compound(
         "CompoundStructure",
         verbose_name="Default Structure",
         related_name="compound_default_structure",
-        on_delete=models.CASCADE,
+        on_delete=models.SET_NULL,
         null=True,
     )
 
     external_identifiers = GenericRelation("ExternalIdentifier")
 
+    def get_structure_by_smiles(self, smiles: str) -> "CompoundStructure":
+        for struct in self.structures.all():
+            if struct.smiles == smiles:
+                return struct
+
+        raise ValueError(f"No structure with SMILES {smiles} found for {self.get_name()}")
+
     @property
     def structures(self) -> QuerySet:
         return CompoundStructure.objects.filter(compound=self)
@@ -842,9 +854,15 @@ class Compound(
     @property
     def related_reactions(self):
         return (
-            Reaction.objects.filter(package=self.package, educts__in=[self.default_structure])
+            (
-            | Reaction.objects.filter(package=self.package, products__in=[self.default_structure])
+                Reaction.objects.filter(package=self.package, educts__in=[self.default_structure])
-        ).order_by("name")
+                | Reaction.objects.filter(
+                    package=self.package, products__in=[self.default_structure]
+                )
+            )
+            .distinct()
+            .order_by("name")
+        )
 
     @property
     def related_nodes(self):
@@ -855,47 +873,73 @@ class Compound(
     @staticmethod
     @transaction.atomic
     def create(
-        package: "Package", smiles: str, name: str = None, description: str = None, *args, **kwargs
+        package: "Package",
+        smiles: str,
+        molfile: str | None = None,
+        name: str | None = None,
+        description: str | None = None,
+        *args,
+        **kwargs,
     ) -> "Compound":
+        # Molfile has precendence over SMILES
+        if molfile is not None and molfile.strip() != "":
+            mol = FormatConverter.from_molfile(molfile)
+
+            if mol is None:
+                raise InvalidMolfileException("Given molfile is invalid")
+            else:
+                # Overwrite SMILES from molfile
+                smiles = FormatConverter.to_smiles(mol)
+
         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)
-
-        subclasses = CompoundStructure.__subclasses__()
-
-        qs = CompoundStructure.objects.filter(smiles=smiles, compound__package=package)
-        if subclasses:
-            qs = qs.not_instance_of(*subclasses)
-
-        # Check if we find a direct match for a given SMILES
-        if qs.exists():
-            return qs.first().compound
-
-
-        qs = CompoundStructure.objects.filter(smiles=standardized_smiles, compound__package=package)
-        if subclasses:
-            qs = qs.not_instance_of(*subclasses)
-
-        # Check if we can find the standardized one
-        if qs.exists():
-            # TODO should we add a structure?
-            return qs.first().compound
-
-        # Generate Compound
-        c = Compound()
-        c.package = package
 
         if name is not None:
             # Clean for potential XSS
             name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
 
+        standardized_smiles = FormatConverter.standardize(smiles, remove_stereo=True)
+
+        qs = CompoundStructure.objects.filter(smiles=smiles, compound__package=package)
+
+        # Check if we find a direct match for a given SMILES
+        if qs.exists():
+            found_structure = qs.first()
+            found_compound = found_structure.compound
+
+            if name:
+                found_structure.add_alias(name)
+                found_compound.add_alias(name)
+
+            return found_compound
+
+        qs = CompoundStructure.objects.filter(smiles=standardized_smiles, compound__package=package)
+
+        # Check if we can find the standardized one
+        if qs.exists():
+            found_structure = qs.first()
+            found_compound = found_structure.compound
+
+            # We've only found the standardized one, create the very structure
+            _ = found_compound.add_structure(
+                smiles, molfile=molfile, name=name, description=description
+            )
+
+            if name:
+                found_compound.add_alias(name)
+
+            return found_compound
+
+        # Generate Compound
+        c = Compound()
+        c.package = package
+
         if name is None or name == "":
             name = f"Compound {Compound.objects.filter(package=package).count() + 1}"
 
@@ -919,7 +963,12 @@ class Compound(
             )
 
         cs = CompoundStructure.create(
-            c, smiles, name=name, description=description, normalized_structure=is_standardized
+            c,
+            smiles,
+            molfile=molfile,
+            name=name,
+            description=description,
+            normalized_structure=is_standardized,
         )
 
         c.default_structure = cs
@@ -932,11 +981,22 @@ class Compound(
         self,
         smiles: str,
         name: str = None,
+        molfile: str = None,
         description: str = None,
         default_structure: bool = False,
         *args,
         **kwargs,
     ) -> "CompoundStructure":
+        # Molfile has precendence over SMILES
+        if molfile is not None and molfile.strip() != "":
+            mol = FormatConverter.from_molfile(molfile)
+
+            if mol is None:
+                raise InvalidMolfileException("Given molfile is invalid")
+            else:
+                # Overwrite SMILES from molfile
+                smiles = FormatConverter.to_smiles(mol)
+
         if smiles is None or smiles == "":
             raise ValueError("SMILES is required")
 
@@ -956,16 +1016,28 @@ class Compound(
             )
 
         if is_standardized:
-            CompoundStructure.objects.get(smiles__in=smiles, compound__package=self.package)
+            CompoundStructure.objects.get(smiles=smiles, compound__package=self.package)
 
         # Check if we find a direct match for a given SMILES and/or its standardized SMILES
-        if CompoundStructure.objects.filter(
+        if CompoundStructure.objects.filter(smiles=smiles, compound__package=self.package).exists():
-            smiles__in=smiles, compound__package=self.package
+            found_cs = CompoundStructure.objects.get(smiles=smiles, compound__package=self.package)
-        ).exists():
+
-            return CompoundStructure.objects.get(smiles__in=smiles, compound__package=self.package)
+            if found_cs.molfile is None and (molfile is not None and molfile.strip() != ""):
+                logger.info(
+                    f"Setting molfile for found CompoundStructure(uuid={found_cs.uuid}) as it was empty"
+                )
+                found_cs.molfile = molfile
+                found_cs.save()
+
+            return found_cs
 
         cs = CompoundStructure.create(
-            self, smiles, name=name, description=description, normalized_structure=is_standardized
+            self,
+            smiles,
+            name=name,
+            molfile=molfile,
+            description=description,
+            normalized_structure=is_standardized,
         )
 
         if default_structure:
@@ -1146,10 +1218,42 @@ class CompoundStructure(
     @staticmethod
     @transaction.atomic
     def create(
-        compound: Compound, smiles: str, name: str = None, description: str = None, *args, **kwargs
+        compound: Compound,
+        smiles: str,
+        molfile: str = None,
+        name: str = None,
+        description: str = None,
+        *args,
+        **kwargs,
     ):
+        # Molfile has precendence over SMILES
+        if molfile is not None and molfile.strip() != "":
+            mol = FormatConverter.from_molfile(molfile)
+
+            if mol is None:
+                raise InvalidMolfileException("Given molfile is invalid")
+            else:
+                # Overwrite SMILES from molfile
+                smiles = FormatConverter.to_smiles(mol)
+
+        # Clean for potential XSS
+        if name is not None:
+            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
+
         if CompoundStructure.objects.filter(compound=compound, smiles=smiles).exists():
-            return CompoundStructure.objects.get(compound=compound, smiles=smiles)
+            found_cs = CompoundStructure.objects.get(compound=compound, smiles=smiles)
+
+            if name:
+                found_cs.add_alias(name)
+
+            if found_cs.molfile is None and (molfile is not None and molfile.strip() != ""):
+                logger.info(
+                    f"Setting molfile for found CompoundStructure(uuid={found_cs.uuid}) as it was empty"
+                )
+                found_cs.molfile = molfile
+                found_cs.save()
+
+            return found_cs
 
         if compound.pk is None:
             raise ValueError("Unpersisted Compound! Persist compound first!")
@@ -1157,13 +1261,18 @@ class CompoundStructure(
         cs = CompoundStructure()
         # Clean for potential XSS
         if name is not None:
-            cs.name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
+            cs.name = name
 
-        if description is not None:
+        # We have a default here only set the value if it carries some payload
+        if description is not None and description.strip() != "":
             cs.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
 
-        cs.smiles = smiles
         cs.compound = compound
+        cs.smiles = smiles
+
+        # If molfile is not None, it hase to be a valid Molfile as we've survived the parsing check
+        if molfile is not None:
+            cs.molfile = molfile
 
         if "normalized_structure" in kwargs:
             cs.normalized_structure = kwargs["normalized_structure"]
@@ -1182,6 +1291,8 @@ 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
@@ -1379,6 +1490,9 @@ class SimpleAmbitRule(SimpleRule):
         if not FormatConverter.is_valid_smirks(smirks):
             raise ValueError(f'SMIRKS "{smirks}" is invalid!')
 
+        if name is not None:
+            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
+
         query = SimpleAmbitRule.objects.filter(package=package, smirks=smirks)
 
         if reactant_filter_smarts is not None and reactant_filter_smarts.strip() != "":
@@ -1390,14 +1504,17 @@ class SimpleAmbitRule(SimpleRule):
         if query.exists():
             if query.count() > 1:
                 logger.error(f"More than one rule matched this one! {query}")
-            return query.first()
+
+            found_rule = query.first()
+
+            if name:
+                found_rule.add_alias(name)
+
+            return found_rule
 
         r = SimpleAmbitRule()
         r.package = package
 
-        if name is not None:
-            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
-
         if name is None or name == "":
             name = f"Rule {Rule.objects.filter(package=package).count() + 1}"
 
@@ -1530,6 +1647,9 @@ class ParallelRule(Rule):
                     f"Simple rule {sr.uuid} does not belong to package {package.uuid}!"
                 )
 
+        if name is not None:
+            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
+
         # Deduplication check
         query = ParallelRule.objects.annotate(
             srs_count=Count("simple_rules", filter=Q(simple_rules__in=simple_rules), distinct=True)
@@ -1541,15 +1661,19 @@ class ParallelRule(Rule):
 
         if existing_rule_qs.exists():
             if existing_rule_qs.count() > 1:
-                logger.error(f"Found more than one reaction for given input! {existing_rule_qs}")
+                logger.error(
-            return existing_rule_qs.first()
+                    f"Found more than one ParallelRule for given input! {existing_rule_qs}"
+                )
+
+            found_rule = existing_rule_qs.first()
+            if name:
+                found_rule.add_alias(name)
+
+            return found_rule
 
         r = ParallelRule()
         r.package = package
 
-        if name is not None:
-            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
-
         if name is None or name == "":
             name = f"Rule {Rule.objects.filter(package=package).count() + 1}"
 
@@ -1606,6 +1730,14 @@ class SequentialRuleOrdering(models.Model):
     order_index = models.IntegerField(null=False, blank=False)
 
 
+class ReactionExplanation(TimeStampedModel):
+    run_uuid = models.UUIDField(null=False, blank=False)
+    run_start = models.DateTimeField(null=False, blank=False)
+    reaction = models.ForeignKey("epdb.Reaction", on_delete=models.CASCADE)
+    rule = models.ForeignKey("epdb.Rule", on_delete=models.CASCADE)
+    exact = models.BooleanField(default=False)
+
+
 class Reaction(
     EnviPathModel, AliasMixin, ScenarioMixin, ReactionIdentifierMixin, AdditionalInformationMixin
 ):
@@ -1618,14 +1750,25 @@ 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")
 
+    explained_by = models.ManyToManyField(
+        "epdb.Rule",
+        through="ReactionExplanation",
+        related_name="explained_reactions",
+    )
+
     def _url(self):
         return "{}/reaction/{}".format(self.package.url, self.uuid)
 
@@ -1638,8 +1781,12 @@ 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,
     ):
+        # Clean for potential XSS
+        if name is not None and name.strip() != "":
+            name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
+
         _educts = []
         _products = []
 
@@ -1694,16 +1841,23 @@ class Reaction(
                 logger.error(
                     f"Found more than one reaction for given input! {existing_reaction_qs}"
                 )
-            return existing_reaction_qs.first()
+
+            found_reaction = existing_reaction_qs.first()
+
+            if name:
+                found_reaction.add_alias(name)
+
+            return found_reaction
 
         r = Reaction()
         r.package = package
 
-        # Clean for potential XSS
+        if name is None or name == "":
-        if name is not None and name.strip() != "":
+            name = f"Reaction {Reaction.objects.filter(package=package).count() + 1}"
-            r.name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
 
-        if description is not None and name.strip() != "":
+        r.name = name
+
+        if description is not None and description.strip() != "":
             r.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
 
         r.multi_step = multi_step
@@ -1781,7 +1935,7 @@ 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):
@@ -1894,6 +2048,9 @@ 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)
@@ -1934,6 +2091,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
                 # add links start -> pseudo
                 new_link = {
                     "name": link["name"],
+                    "plain_name": link["plain_name"],
                     "id": link["id"],
                     "url": link["url"],
                     "image": link["image"],
@@ -1943,6 +2101,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
                     "source": node_url_to_idx[link["start_node_urls"][0]],
                     "target": pseudo_idx,
                     "app_domain": link.get("app_domain", None),
+                    "to_pseudo": True,
                 }
                 adjusted_links.append(new_link)
 
@@ -1950,6 +2109,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
                 for target in link["end_node_urls"]:
                     new_link = {
                         "name": link["name"],
+                        "plain_name": link["plain_name"],
                         "id": link["id"],
                         "url": link["url"],
                         "image": link["image"],
@@ -1960,6 +2120,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
                         "target": node_url_to_idx[target],
                         "app_domain": link.get("app_domain", None),
                         "multi_step": link["multi_step"],
+                        "from_pseudo": True,
                     }
                     adjusted_links.append(new_link)
 
@@ -2021,7 +2182,7 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
 
             row += [cs.smiles, cs.get_name(), n.depth]
 
-            edges = self.edges.filter(end_nodes__in=[n])
+            edges = self.edges.filter(end_nodes=n)
             if len(edges):
                 for e in edges:
                     _row = row.copy()
@@ -2169,11 +2330,12 @@ class Pathway(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMix
     def add_node(
         self,
         smiles: str,
-        name: Optional[str] = None,
+        molfile: str | None = None,
-        description: Optional[str] = None,
+        name: str | None = None,
-        depth: Optional[int] = 0,
+        description: str | None = None,
+        depth: int = -1,
     ):
-        return Node.create(self, smiles, depth, name=name, description=description)
+        return Node.create(self, smiles, depth, molfile=molfile, name=name, description=description)
 
     @transaction.atomic
     def add_edge(
@@ -2186,6 +2348,68 @@ 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(
@@ -2207,17 +2431,19 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
     def _url(self):
         return "{}/node/{}".format(self.pathway.url, self.uuid)
 
-    def get_name(self):
+    def get_name(self, include_suffix=True):
         non_generic_name = True
 
-        if self.name == "no name":
+        if self.name is None or self.name == "no name":
             non_generic_name = False
 
-        return (
+        if non_generic_name:
-            self.name
+            return self.name
-            if non_generic_name
+        else:
-            else f"{self.default_node_label.name} (taken from underlying structure)"
+            if include_suffix:
-        )
+                return f"{self.default_node_label.name} (taken from underlying structure)"
+            else:
+                return self.default_node_label.name
 
     def d3_json(self):
         app_domain_data = self.get_app_domain_assessment_data()
@@ -2238,12 +2464,18 @@ 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(),
+            "plain_name": self.get_name(include_suffix=False),
             "smiles": self.default_node_label.smiles,
-            "scenarios": [{"name": s.get_name(), "url": s.url} for s in self.scenarios.all()],
+            "scenarios": [{"name": s.get_name(), "url": s.url} for s in self.get_scenarios()],
             "app_domain": {
                 "inside_app_domain": app_domain_data["assessment"]["inside_app_domain"]
                 if app_domain_data
@@ -2252,6 +2484,7 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             },
             "predicted_properties": predicted_properties,
             "is_engineered_intermediate": self.kv.get("is_engineered_intermediate", False),
+            "proposed": self.get_proposed_info(),
             "timeseries": self.get_timeseries_data(),
             **structure_data,
         }
@@ -2264,40 +2497,60 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
         pathway: "Pathway",
         smiles: str,
         depth: int,
-        name: Optional[str] = None,
+        molfile: str | None = None,
-        description: Optional[str] = None,
+        name: str | None = None,
+        description: str | None = None,
     ):
+        # Molfile has precendence over SMILES
+        if molfile is not None and molfile.strip() != "":
+            mol = FormatConverter.from_molfile(molfile)
+
+            if mol is None:
+                raise InvalidMolfileException("Given molfile is invalid")
+            else:
+                # Overwrite SMILES from molfile
+                smiles = FormatConverter.to_smiles(mol)
+
         stereo_removed = False
         if pathway.predicted and FormatConverter.has_stereo(smiles):
             smiles = FormatConverter.standardize(smiles, remove_stereo=True)
             stereo_removed = True
 
-        c = Compound.create(pathway.package, smiles, name=name, description=description)
+        c = Compound.create(
+            pathway.package, smiles, molfile=molfile, name=name, description=description
+        )
 
-        if Node.objects.filter(pathway=pathway, default_node_label=c.default_structure).exists():
+        structure = c.get_structure_by_smiles(smiles)
-            return Node.objects.get(pathway=pathway, default_node_label=c.default_structure)
+
+        if Node.objects.filter(pathway=pathway, default_node_label=structure).exists():
+            return Node.objects.get(pathway=pathway, default_node_label=structure)
 
         n = Node()
         n.stereo_removed = stereo_removed
         n.pathway = pathway
         n.depth = depth
 
-        n.default_node_label = c.default_structure
+        n.default_node_label = structure
         n.save()
 
-        n.node_labels.add(c.default_structure)
+        n.node_labels.add(structure)
         n.save()
 
         return n
 
     @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":
+            if ai.type == "OECD301FTimeSeries":
-                return ai.model_dump(mode="json")
+                return ai.get().model_dump(mode="json")
 
         return None
 
@@ -2328,13 +2581,44 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
 
         return res
 
+    def get_proposed_info(self):
+        collected = defaultdict(dict)
+        for ai in self.additional_information.filter(
+            type__in=["ProposedIntermediate", "TransformationProductImportance", "Confidence"],
+            scenario__isnull=False,
+        ):
+            collected[str(ai.scenario.uuid)]["scenarioId"] = ai.scenario.url
+            collected[str(ai.scenario.uuid)]["scenarioName"] = ai.scenario.name
+
+            if ai.type == "ProposedIntermediate":
+                collected[str(ai.scenario.uuid)]["proposed"] = True
+
+            if ai.type == "Confidence":
+                collected[str(ai.scenario.uuid)]["Confidence"] = ai.get().level.value
+
+            if ai.type == "TransformationProductImportance":
+                collected[str(ai.scenario.uuid)]["Transformation product importance"] = (
+                    ai.get().importance.value
+                )
+
+        return list(collected.values())
+
+    def get_scenarios(self):
+        qs = self.scenarios.all()
+        qs |= Scenario.objects.filter(
+            id__in=self.additional_information.filter(scenario__isnull=False)
+            .values_list("scenario", flat=True)
+            .distinct()
+        )
+        return qs.distinct()
+
 
 class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin):
     pathway = models.ForeignKey(
         "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"
@@ -2349,6 +2633,7 @@ class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
     def d3_json(self):
         edge_json = {
             "name": self.get_name(),
+            "plain_name": self.get_name(include_suffix=False),
             "id": self.url,
             "url": self.url,
             "image": self.url + "?image=svg",
@@ -2413,6 +2698,8 @@ 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
@@ -2442,7 +2729,7 @@ 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
@@ -2461,17 +2748,19 @@ class Edge(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
 
         return res
 
-    def get_name(self):
+    def get_name(self, include_suffix=True):
         non_generic_name = True
 
         if self.name == "no name":
             non_generic_name = False
 
-        return (
+        if non_generic_name:
-            self.name
+            return self.name
-            if non_generic_name
+        else:
-            else f"{self.edge_label.name} (taken from underlying reaction)"
+            if include_suffix:
-        )
+                return f"{self.edge_label.name} (taken from underlying reaction)"
+            else:
+                return self.edge_label.name
 
 
 class EPModel(PolymorphicModel, EnviPathModel, AdditionalInformationMixin):
@@ -2578,6 +2867,58 @@ class PackageBasedModel(EPModel):
 
         return res
 
+    def parameters(self):
+        params = {
+            "Model Evaluation Threshold": f"{self.threshold:.2f}",
+            "Multi Gen Evaluation": "Yes" if self.multigen_eval else "No",
+        }
+
+        if self.app_domain:
+            params["Applicability Domain Num Neighbors"] = f"{self.app_domain.num_neighbours:.2f}"
+            params["Applicability Domain Reliability Threshold"] = (
+                f"{self.app_domain.reliability_threshold:.2f}"
+            )
+            params["Applicability Domain Local Compatibility Threshold"] = (
+                f"{self.app_domain.local_compatibilty_threshold:.2f}"
+            )
+
+        return params
+
+    def statistics(self):
+        from sklearn.metrics import auc
+
+        recall = list(self.eval_results["average_recall_per_threshold"].values())
+        precision = list(self.eval_results["average_precision_per_threshold"].values())
+        mg_recall = list(
+            self.eval_results.get("multigen_average_recall_per_threshold", {}).values()
+        )
+        mg_precision = list(
+            self.eval_results.get("multigen_average_precision_per_threshold", {}).values()
+        )
+
+        return {
+            "accuracy": [
+                self.eval_results["average_accuracy"],
+                self.eval_results.get("multigen_average_accuracy"),
+            ],
+            "precision": [
+                self.eval_results["average_precision_per_threshold"][f"{self.threshold:.2f}"],
+                self.eval_results.get("multigen_average_precision_per_threshold", {}).get(
+                    f"{self.threshold:.2f}"
+                ),
+            ],
+            "recall": [
+                self.eval_results["average_recall_per_threshold"][f"{self.threshold:.2f}"],
+                self.eval_results.get("multigen_average_recall_per_threshold", {}).get(
+                    f"{self.threshold:.2f}"
+                ),
+            ],
+            "Area under PR Curve": [
+                auc(recall, precision),
+                auc(mg_recall, mg_precision) if self.multigen_eval else None,
+            ],
+        }
+
     @cached_property
     def applicable_rules(self) -> List["Rule"]:
         """
@@ -2734,7 +3075,14 @@ class PackageBasedModel(EPModel):
 
             prec, rec = dict(), dict()
 
-            for t in np.arange(0, 1.05, 0.05):
+            thresholds = list(np.arange(0, 1.05, 0.05))
+
+            # Add specific threshold set during object creation if not already present
+            if np.float64(threshold) not in thresholds:
+                thresholds.append(np.float64(threshold))
+                thresholds.sort()
+
+            for t in thresholds:
                 temp_thresholded = (y_pred_filtered >= t).astype(int)
                 prec[f"{t:.2f}"] = precision_score(
                     y_test_filtered, temp_thresholded, zero_division=0
@@ -2744,7 +3092,12 @@ class PackageBasedModel(EPModel):
             return acc, prec, rec
 
         def evaluate_mg(model, pathways: Union[QuerySet["Pathway"] | List["Pathway"]], threshold):
-            thresholds = np.arange(0.1, 1.1, 0.1)
+            thresholds = list(np.arange(0, 1.05, 0.05))
+
+            # Add specific threshold set during object creation if not already present
+            if np.float64(threshold) not in thresholds:
+                thresholds.append(np.float64(threshold))
+                thresholds.sort()
 
             precision = {f"{t:.2f}": [] for t in thresholds}
             recall = {f"{t:.2f}": [] for t in thresholds}
@@ -2770,7 +3123,7 @@ class PackageBasedModel(EPModel):
 
             s = Setting()
             s.model = mod
-            s.model_threshold = thresholds.min()
+            s.model_threshold = 0.0
             s.max_depth = 10
             s.max_nodes = 50
 
@@ -2794,14 +3147,17 @@ class PackageBasedModel(EPModel):
             for t in thresholds:
                 for true, pred in zip(pathways, pred_pathways):
                     acc, pre, rec = multigen_eval(true, pred, t)
-                    if abs(t - threshold) < 0.01:
+
-                        mg_acc = acc
+                    if f"{t:.2f}" == f"{threshold:.2f}":
+                        mg_acc += acc
+
                     precision[f"{t:.2f}"].append(pre)
                     recall[f"{t:.2f}"].append(rec)
 
+            avg_mg_acc = mg_acc / len(root_compounds)
             precision = {k: sum(v) / len(v) if len(v) > 0 else 0 for k, v in precision.items()}
             recall = {k: sum(v) / len(v) if len(v) > 0 else 0 for k, v in recall.items()}
-            return mg_acc, precision, recall
+            return avg_mg_acc, precision, recall
 
         # If there are eval packages perform single generation evaluation on them instead of random splits
         if self.eval_packages.count() > 0:
@@ -3933,6 +4289,9 @@ class ClassifierPluginModel(PackageBasedModel):
         instance = impl(conf)
         return instance
 
+    def parameters(self):
+        return self.instance().parameters()
+
     def build_dataset(self):
         """
         Required by general model contract but actual implementation resides in plugin.
@@ -4153,6 +4512,9 @@ class PropertyPluginModel(PackageBasedModel):
         instance = impl()
         return instance
 
+    def parameters(self):
+        return self.instance().parameters()
+
     def build_dataset(self):
         """
         Required by general model contract but actual implementation resides in plugin.
@@ -4450,18 +4812,22 @@ 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/tasks.py

@@ -477,8 +477,7 @@ def batch_predict(
             limit=None,
             setting_overrides={
                 "max_nodes": num_tps,
-                "max_depth": num_tps,
+                "model_threshold": 0.0,
-                "model_threshold": 0.001,
             },
         )
 

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 InvalidMolfileException, InvalidSMILESException
 
 from .logic import (
     EPDBURLParser,
@@ -388,9 +389,6 @@ def get_base_context(request, for_user=None) -> Dict[str, Any]:
             "debug": s.DEBUG,
             "external_databases": ExternalDatabase.get_databases(),
             "site_id": s.MATOMO_SITE_ID,
-            # EDIT START
-            "secret_groups": Group.objects.filter(secret=True),
-            # EDIT END
         },
     }
 
@@ -525,6 +523,7 @@ def batch_predict_pathway(request):
     context = get_base_context(request)
     context["title"] = "enviPath - Batch Predict Pathway"
     context["meta"]["current_package"] = context["meta"]["user"].default_package
+    context["batch_predict_max_compounds"] = s.BATCH_PREDICT_MAX_COMPOUNDS
 
     return render(request, "batch_predict_pathway.html", context)
 
@@ -590,38 +589,10 @@ def packages(request):
                 "package-description", s.DEFAULT_VALUES["description"]
             )
 
-            # EDIT START
-            data_pool = None
-            package_classification = request.POST.get("package-classification")
-            classification = Package.Classification(int(package_classification))
-            # For SECRET we'll need a data pool which will be an additional perm check later
-            if classification == Package.Classification.SECRET:
-                package_data_pool = request.POST.get("package-data-pool")
-
-                if package_data_pool is None:
-                    return error(request, "Invalid data pool.", "Data Pool is required!")
-
-                data_pool = GroupManager.get_group_by_url(current_user, package_data_pool)
-
-                if data_pool is None:
-                    return error(request, "Invalid data pool.", "Data Pool does not exist or no access!")
-
-                if not data_pool.secret:
-                    return error(request, "Invalid data pool.", "Data Pool is not a secret group!")
-
             created_package = PackageManager.create_package(
                 current_user, package_name, package_description
             )
 
-            created_package.classification_level = classification
-
-            # Set previously determined data pool
-            if classification == Package.Classification.SECRET:
-                created_package.data_pool = data_pool
-
-            created_package.save()
-            # EDIT END
-
             return redirect(created_package.url)
 
     elif request.method == "OPTIONS":
@@ -785,6 +756,11 @@ 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": {
@@ -797,12 +773,14 @@ def models(request):
                 "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():
@@ -810,6 +788,9 @@ def models(request):
                     "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()] = {
@@ -818,12 +799,6 @@ 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":
@@ -937,12 +912,13 @@ 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():
@@ -1104,18 +1080,27 @@ def package_model(request, package_uuid, model_uuid):
                 for pr in pred_res:
                     if len(pr) > 0:
                         products = []
+
                         for prod_set in pr.product_sets:
                             logger.debug(f"Checking {prod_set}")
                             products.append(tuple([x for x in prod_set]))
 
-                        res["pred"].append(
+                        products = list(set(products))
-                            {
+
-                                "products": list(set(products)),
+                        for prod in products:
-                                "probability": pr.probability,
+                            res["pred"].append(
-                                "btrule": {k: getattr(pr.rule, k) for k in ["url", "name"]}
+                                {
-                                if pr.rule is not None
+                                    "products": list(prod),
-                                else None,
+                                    "probability": pr.probability,
-                            }
+                                    "btrule": {k: getattr(pr.rule, k) for k in ["url", "name"]}
+                                    if pr.rule is not None
+                                    else None,
+                                }
+                            )
+
+                        # Sort data by prob desc
+                        res["pred"] = sorted(
+                            res["pred"], key=lambda x: x["probability"], reverse=True
                         )
 
                 return JsonResponse(res, safe=False)
@@ -1221,9 +1206,7 @@ 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(
+            pack_json = PackageManager.export_package(current_package)
-                current_package, include_models=False, include_external_identifiers=False
-            )
             response = JsonResponse(pack_json, content_type="application/json")
             response["Content-Disposition"] = f'attachment; filename="{filename}"'
 
@@ -1406,12 +1389,18 @@ def package_compounds(request, package_uuid):
     elif request.method == "POST":
         compound_name = request.POST.get("compound-name")
         compound_smiles = request.POST.get("compound-smiles")
+        compound_molfile = request.POST.get("compound-molfile")
         compound_description = request.POST.get("compound-description")
+
         try:
             c = Compound.create(
-                current_package, compound_smiles, compound_name, compound_description
+                current_package,
+                compound_smiles,
+                molfile=compound_molfile,
+                name=compound_name,
+                description=compound_description,
             )
-        except ValueError as e:
+        except (InvalidSMILESException, InvalidMolfileException) as e:
             raise BadRequest(str(e))
 
         return redirect(c.url)
@@ -1537,11 +1526,15 @@ def package_compound_structures(request, package_uuid, compound_uuid):
     elif request.method == "POST":
         structure_name = request.POST.get("structure-name")
         structure_smiles = request.POST.get("structure-smiles")
+        structure_molfile = request.POST.get("structure-molfile")
         structure_description = request.POST.get("structure-description")
 
         try:
             cs = current_compound.add_structure(
-                structure_smiles, structure_name, structure_description
+                structure_smiles,
+                molfile=structure_molfile,
+                name=structure_name,
+                description=structure_description,
             )
         except ValueError:
             return error(
@@ -1929,9 +1922,24 @@ def package_reactions(request, package_uuid):
     elif request.method == "POST":
         reaction_name = request.POST.get("reaction-name")
         reaction_description = request.POST.get("reaction-description")
-        reactions_smirks = request.POST.get("reaction-smirks")
+        reaction_smiles = request.POST.get("reaction-smiles")
-        educts = reactions_smirks.split(">>")[0].split(".")
+
-        products = reactions_smirks.split(">>")[1].split(".")
+        if reaction_smiles is None or reaction_smiles.strip() == "":
+            return error(
+                request,
+                "Reaction SMILES is empty / missing",
+                "No reaction SMILES provided. Please provide a SMILES for the reaction.",
+            )
+
+        if not FormatConverter.is_valid_smirks(reaction_smiles):
+            return error(
+                request,
+                "Reaction SMILES is invalid",
+                f"The provided reactions SMILES {reaction_smiles} is invalid",
+            )
+
+        educts = reaction_smiles.split(">>")[0].split(".")
+        products = reaction_smiles.split(">>")[1].split(".")
 
         r = Reaction.create(
             current_package,
@@ -2112,12 +2120,14 @@ def package_pathways(request, package_uuid):
         else:
             prediction_setting = current_user.prediction_settings()
 
+        is_predict_mode = pw_mode in {"predict", "incremental"}
+
         pw = Pathway.create(
             current_package,
-            stand_smiles,
+            stand_smiles if is_predict_mode else smiles,
             name=name,
             description=description,
-            predicted=pw_mode in {"predict", "incremental"},
+            predicted=is_predict_mode,
         )
 
         # set mode
@@ -2358,8 +2368,17 @@ def package_pathway_nodes(request, package_uuid, pathway_uuid):
         node_name = request.POST.get("node-name")
         node_description = request.POST.get("node-description")
 
-        node_smiles = request.POST.get("node-smiles").strip()
+        node_smiles = request.POST.get("node-smiles")
-        current_pathway.add_node(node_smiles, name=node_name, description=node_description)
+        node_molfile = request.POST.get("node-molfile")
+
+        try:
+            current_pathway.add_node(
+                node_smiles, molfile=node_molfile, 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)
 
@@ -2467,7 +2486,26 @@ def package_pathway_node(request, package_uuid, pathway_uuid, node_uuid):
 
             return JsonResponse({"success": current_node.url})
 
-        return HttpResponseBadRequest()
+        new_node_name = request.POST.get("node-name")
+        new_node_description = request.POST.get("node-description")
+
+        if any([new_node_name, new_node_description]):
+            if new_node_name is not None and new_node_name.strip() != "":
+                new_node_name = nh3.clean(new_node_name.strip(), tags=s.ALLOWED_HTML_TAGS).strip()
+                current_node.name = new_node_name
+
+            if new_node_description is not None and new_node_description.strip() != "":
+                new_node_description = nh3.clean(
+                    new_node_description.strip(), tags=s.ALLOWED_HTML_TAGS
+                ).strip()
+                current_node.description = new_node_description
+
+            current_node.save()
+
+            return redirect(current_node.url)
+
+        return error(request, "Node update failed!", "No changes were made to the node")
+
     else:
         return HttpResponseNotAllowed(["GET", "POST"])
 
@@ -2537,6 +2575,9 @@ 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:
@@ -3108,12 +3149,21 @@ def jobs(request):
             {"Home": s.SERVER_URL},
             {"Jobs": s.SERVER_URL + "/jobs"},
         ]
-        if current_user.is_superuser:
+        # if current_user.is_superuser:
-            context["jobs"] = JobLog.objects.all().order_by("-created")
+        #     context["jobs"] = JobLog.objects.all().order_by("-created")
-        else:
+        # else:
-            context["jobs"] = JobLog.objects.filter(user=current_user).order_by("-created")
+        #     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")

epiuclid/serializers/pathway_mapper.py

@@ -120,13 +120,6 @@ class PathwayMapper:
             )
             bundle.reference_substances.append(ref_sub)
 
-            sub = IUCLIDSubstanceData(
-                uuid=sub_uuid,
-                name=compound.name,
-                reference_substance_uuid=ref_sub_uuid,
-            )
-            bundle.substances.append(sub)
-
         if not export.compounds:
             return bundle
 
@@ -145,6 +138,16 @@ class PathwayMapper:
         if not root_compound_pks:
             return bundle
 
+        for root_pk in root_compound_pks:
+            root_sub_uuid, root_ref_uuid = seen_compounds[root_pk]
+            bundle.substances.append(
+                IUCLIDSubstanceData(
+                    uuid=root_sub_uuid,
+                    name=compound_names[root_pk],
+                    reference_substance_uuid=root_ref_uuid,
+                )
+            )
+
         edge_templates: list[tuple[UUID, frozenset[int], tuple[int, ...], tuple[UUID, ...]]] = []
         for edge in sorted(export.edges, key=lambda item: str(item.edge_uuid)):
             parent_compound_pks = sorted(
@@ -348,7 +351,8 @@ class PathwayMapper:
 
         props = SoilPropertiesData()
 
-        for ai in ai_list:
+        for ai_obj in ai_list:
+            ai = ai_obj.get()
             if isinstance(ai, SoilTexture1) and props.soil_type is None:
                 props.soil_type = ai.type.value
             elif isinstance(ai, SoilTexture2):

epiuclid/tests/test_api.py

@@ -70,8 +70,7 @@ class IUCLIDExportAPITest(TestCase):
             names = zf.namelist()
             self.assertIn("manifest.xml", names)
             i6d_files = [n for n in names if n.endswith(".i6d")]
-            # 2 substances + 2 ref substances + 1 ESR = 5 i6d files
+            self.assertEqual(len(i6d_files), 4)
-            self.assertEqual(len(i6d_files), 5)
 
     def test_anonymous_returns_401(self):
         self.client.logout()

epiuclid/tests/test_i6z.py

@@ -7,6 +7,11 @@ from uuid import uuid4
 
 from django.test import SimpleTestCase, tag
 
+from epapi.v1.interfaces.iuclid.dto import (
+    PathwayCompoundDTO,
+    PathwayEdgeDTO,
+    PathwayExportDTO,
+)
 from epiuclid.serializers.i6z import I6ZSerializer
 from epiuclid.serializers.pathway_mapper import (
     IUCLIDDocumentBundle,
@@ -14,9 +19,24 @@ from epiuclid.serializers.pathway_mapper import (
     IUCLIDReferenceSubstanceData,
     IUCLIDSubstanceData,
     IUCLIDTransformationProductEntry,
+    PathwayMapper,
 )
 
 
+def _unlinked_documents(manifest_xml: str) -> list[tuple[str | None, str]]:
+    ns = "http://iuclid6.echa.europa.eu/namespaces/manifest/v1"
+    root = ET.fromstring(manifest_xml)
+    base = root.findtext(f"{{{ns}}}base-document-uuid")
+    linked_targets: set[str | None] = {base}
+    docs: dict[str, str | None] = {}
+    for doc in root.findall(f".//{{{ns}}}document"):
+        uuid = doc.findtext(f"{{{ns}}}uuid")
+        docs[uuid] = doc.findtext(f"{{{ns}}}type")
+        for link in doc.findall(f"{{{ns}}}links/{{{ns}}}link"):
+            linked_targets.add(link.findtext(f"{{{ns}}}ref-uuid"))
+    return [(doc_type, uuid) for uuid, doc_type in docs.items() if uuid not in linked_targets]
+
+
 def _make_bundle() -> IUCLIDDocumentBundle:
     ref_uuid = uuid4()
     sub_uuid = uuid4()
@@ -197,3 +217,29 @@ class I6ZSerializerTest(SimpleTestCase):
             }
             self.assertIn(parent_ref_key, reference_links)
             self.assertIn(product_ref_key, reference_links)
+
+    def test_multi_compound_pathway_has_no_unlinked_documents(self):
+        compounds = [
+            PathwayCompoundDTO(pk=1, name="Root", smiles="c1ccccc1"),
+            PathwayCompoundDTO(pk=2, name="P1", smiles="CCO"),
+            PathwayCompoundDTO(pk=3, name="P2", smiles="CCN"),
+            PathwayCompoundDTO(pk=4, name="P3", smiles="CCC"),
+        ]
+        export = PathwayExportDTO(
+            pathway_uuid=uuid4(),
+            pathway_name="Regression Pathway",
+            compounds=compounds,
+            edges=[
+                PathwayEdgeDTO(edge_uuid=uuid4(), start_compound_pks=[1], end_compound_pks=[2]),
+                PathwayEdgeDTO(edge_uuid=uuid4(), start_compound_pks=[1], end_compound_pks=[3]),
+                PathwayEdgeDTO(edge_uuid=uuid4(), start_compound_pks=[2], end_compound_pks=[4]),
+            ],
+            root_compound_pks=[1],
+        )
+        bundle = PathwayMapper().map(export)
+        data = I6ZSerializer().serialize(bundle)
+
+        with zipfile.ZipFile(io.BytesIO(data)) as zf:
+            manifest_xml = zf.read("manifest.xml").decode("utf-8")
+
+        self.assertEqual(_unlinked_documents(manifest_xml), [])

epiuclid/tests/test_pathway_mapper.py

@@ -31,7 +31,7 @@ class PathwayMapperTest(SimpleTestCase):
         )
         bundle = PathwayMapper().map(export)
 
-        self.assertEqual(len(bundle.substances), 2)
+        self.assertEqual(len(bundle.substances), 1)
         self.assertEqual(len(bundle.reference_substances), 2)
         self.assertEqual(len(bundle.endpoint_study_records), 1)
 
@@ -49,8 +49,7 @@ class PathwayMapperTest(SimpleTestCase):
         )
         bundle = PathwayMapper().map(export)
 
-        # 2 unique compounds -> 2 substances, 2 ref substances
+        self.assertEqual(len(bundle.substances), 1)
-        self.assertEqual(len(bundle.substances), 2)
         self.assertEqual(len(bundle.reference_substances), 2)
         # One endpoint study record per pathway
         self.assertEqual(len(bundle.endpoint_study_records), 1)

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:
+        n_threads = int(os.environ.get("N_PEPPER_THREADS", 1))
-            results = Parallel(n_jobs=os.environ["N_PEPPER_THREADS"])(
+        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 +34,12 @@
 }
 
 @import "./daisyui-theme.css";
+
+select.select[multiple] {
+  display: block;
+  white-space: normal;
+}
+
+p a {
+  @apply underline;
+}

static/images/bayer-logo.svg

@@ -1,30 +0,0 @@
-<?xml version="1.0" encoding="utf-8"?>
-<svg version="1.1" id="Layer_2" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
-	 viewBox="0 0 76 76" style="enable-background:new 0 0 76 76;" xml:space="preserve">
-<style type="text/css">
-	.st0{fill:#10384F;}
-	.st1{fill:#89D329;}
-	.st2{fill:#00BCFF;}
-</style>
-<g id="Bayer_Cross_1_">
-	<path class="st0" d="M35.9,11.3h4.4c0.5,0,0.9-0.4,0.9-0.9c0-0.5-0.4-0.9-0.9-0.9h-4.4V11.3z M35.9,15.5h4.5c0.6,0,1-0.4,1-1
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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/alpine/pagination.js

@@ -5,6 +5,126 @@
  */
 
 document.addEventListener('alpine:init', () => {
+
+  const basePagination = (
+    items,
+    currentPage,
+    totalPages,
+    totalItems,
+    perPage,
+    isReviewed,
+    instanceId
+  ) => ({
+    items,
+    currentPage,
+    totalPages,
+    totalItems,
+    perPage,
+    isReviewed,
+    instanceId,
+
+    get paginatedItems() {
+      return this.items;
+    },
+
+    get showingStart() {
+      if (this.totalItems === 0) return 0;
+      return (this.currentPage - 1) * this.perPage + 1;
+    },
+
+    get showingEnd() {
+      if (this.totalItems === 0) return 0;
+      return Math.min((this.currentPage - 1) * this.perPage + this.items.length, this.totalItems);
+    },
+
+    nextPage() {
+      if (this.currentPage < this.totalPages) {
+        this.fetchPage(this.currentPage + 1);
+      }
+    },
+
+    prevPage() {
+      if (this.currentPage > 1) {
+        this.fetchPage(this.currentPage - 1);
+      }
+    },
+
+    goToPage(page) {
+      if (page >= 1 && page <= this.totalPages) {
+        this.fetchPage(page);
+      }
+    },
+
+    get pageNumbers() {
+      const pages = [];
+      const total = this.totalPages;
+      const current = this.currentPage;
+
+      if (total === 0) {
+        return pages;
+      }
+
+      if (total <= 7) {
+        for (let i = 1; i <= total; i++) {
+          pages.push({ page: i, isEllipsis: false, key: `${this.instanceId}-page-${i}` });
+        }
+      } else {
+        pages.push({ page: 1, isEllipsis: false, key: `${this.instanceId}-page-1` });
+
+        let rangeStart;
+        let rangeEnd;
+
+        if (current <= 4) {
+          rangeStart = 2;
+          rangeEnd = 5;
+        } else if (current >= total - 3) {
+          rangeStart = total - 4;
+          rangeEnd = total - 1;
+        } else {
+          rangeStart = current - 1;
+          rangeEnd = current + 1;
+        }
+
+        if (rangeStart > 2) {
+          pages.push({ page: '...', isEllipsis: true, key: `${this.instanceId}-ellipsis-start` });
+        }
+
+        for (let i = rangeStart; i <= rangeEnd; i++) {
+          pages.push({ page: i, isEllipsis: false, key: `${this.instanceId}-page-${i}` });
+        }
+
+        if (rangeEnd < total - 1) {
+          pages.push({ page: '...', isEllipsis: true, key: `${this.instanceId}-ellipsis-end` });
+        }
+
+        pages.push({ page: total, isEllipsis: false, key: `${this.instanceId}-page-${total}` });
+      }
+
+      return pages;
+    }
+  });
+
+  Alpine.data('paginatedList',
+    (items, options = {}) => ({
+      ...basePagination(items,1, 0, 0, options.perPage || 50, options.isReviewed || false, options.instanceId || Math.random().toString(36).substring(2, 9),),
+
+      init() {
+        this.fetchPage(1);
+      },
+
+      async fetchPage(page) {
+        this.totalItems = this.items.length;
+        this.totalPages = Math.ceil(this.items.length / this.perPage);
+        this.currentPage = page
+
+        const start = page * this.perPage - this.perPage;
+        const end = page * this.perPage;
+        return this.items.slice(start, end);
+      }
+
+    })
+  );
+
   Alpine.data('remotePaginatedList', (options = {}) => ({
     items: [],
     currentPage: 1,

static/js/api/additional-information.js

@@ -186,6 +186,40 @@ window.AdditionalInformationApi = {
     return this._handleResponse(response, "createItem");
   },
 
+    /**
+   * Create new additional information and attach it to an object.
+
+   * @param {string} modelName - Name/type of the additional information model
+   * @param {Object} data - Data for the new item
+   * @param {string} attachObjectUrl - UUID of the object this data should be attached to
+   * @param {string} scenarioUuid - UUID of the scenario
+   * @returns {Promise<{status: string, uuid: string}>}
+   */
+  async createItemOnNonScenarioObject(modelName, data, attachObjectUrl, scenarioUuid) {
+    const sanitizedData = this.sanitizePayload(data);
+    this._log("createItemOnNonScenarioObject", { modelName, data: sanitizedData, attachObjectUrl, scenarioUuid });
+
+    sanitizedData.attach_obj_url = attachObjectUrl;
+    if (scenarioUuid) {
+      sanitizedData.scenario_uuid = scenarioUuid;
+    }
+
+
+    // Normalize model name to lowercase
+    const normalizedName = modelName.toLowerCase();
+
+    const response = await fetch(
+      `/api/v1/information/${normalizedName}/`,
+      {
+        method: "POST",
+        headers: this._buildHeaders(),
+        body: JSON.stringify(sanitizedData),
+      },
+    );
+
+    return this._handleResponse(response, "createItemOnNonScenarioObject");
+  },
+
   /**
    * Delete additional information from a scenario
    * @param {string} scenarioUuid - UUID of the scenario

static/js/ketcher2/DEVNOTES.md

@@ -1,57 +0,0 @@
-## Prerequisites
-
-   Stable [Node.js](https://nodejs.org) version
-
-## Build instructions
-
-    npm install
-    npm start
-
-For production build:
-
-    npm run build
-   
-You could also build only the style with command
-
-    npm run style
-
-## Indigo Service
-
-Ketcher uses Indigo Service for server operations.
-You can use `--api-path` parameter to start with it:
-
-    npm start -- --api-path=<server-url>
-For production build:
-
-    npm run build -- --api-path=<server-url>
-
-You can find the instruction for service installation
-[here](http://lifescience.opensource.epam.com/indigo/service/index.html).
-
-## Tests instructions
-
-You can start tests for input/output `.mol`-files and render.
-
-    npm test
-
-Tests are started for all structures in `test/fixtures` directory.
-
-To start the tests separately:
-
-    npm run test-io
-    npm run test-render
-
-#### Parameters
-
-You can use following parameters to start the tests:
- - `--fixtures` - for the choice of a specific directory with molecules
- - `--headless` - for start of the browser in headless mode
-
-```
-npm run test-render -- --fixtures=fixtures/super --headless
-```
-
-If you have added new structures for testing to the `test/fixtures` directory 
-you have to generate `svg` from them for correct render-test with:
-
-    npm run generate-svg    

static/js/ketcher2/LICENSE

@@ -1,184 +0,0 @@
-                               Apache License
-                         Version 2.0, January 2004
-                      http://www.apache.org/licenses/
-
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-
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static/js/ketcher2/LICENSE-history

@@ -1,5 +0,0 @@
- Ketcher version 1 was released under GNU Affero General Public License v3.0
- Ketcher version 2 was re-licensed under Apache License, Version 2.
-
- Current version is distributed by the terms of the Apache License, Version 2.
- which is included in the file LICENSE, found at the root of the Ketcher source tree.