[Fix] Simplify Depth adjustment (#386)

Co-authored-by: Tim Lorsbach <tim@lorsba.ch>
Reviewed-on: enviPath/enviPy#386

Dockerfile

@@ -36,11 +36,13 @@ RUN --mount=type=ssh \
 
 # Now copy source and do a final sync to install the project itself
 # Ensure .dockerignore is reasonable
+COPY biotransformer biotransformer
 COPY bridge bridge
 COPY envipath envipath
 COPY epapi epapi
 COPY epauth epauth
 COPY epdb epdb
+COPY epiuclid epiuclid
 COPY fixtures fixtures
 COPY migration migration
 COPY pepper pepper

envipath/urls.py

@@ -40,6 +40,9 @@ if "migration" in s.INSTALLED_APPS:
 if s.MS_ENTRA_ENABLED:
     urlpatterns.append(path(f"{PATH_PREFIX}", include("epauth.urls")))
 
+if s.TENANT != "public":
+    urlpatterns.append(path(f"{PATH_PREFIX}", include(f"{s.TENANT}.urls")))
+
 # Custom error handlers
 handler400 = "epdb.views.handler400"
 handler403 = "epdb.views.handler403"

epauth/views.py

@@ -1,12 +1,32 @@
 import msal
 from django.conf import settings as s
+from django.contrib.auth import get_user_model
 from django.contrib.auth import login
 from django.shortcuts import redirect
-from django.contrib.auth import get_user_model
 
 from epdb.logic import UserManager
 
 
+def get_msal_app_with_cache(request):
+    """
+    Create MSAL app with session-based token cache.
+    """
+    cache = msal.SerializableTokenCache()
+
+    # Load cache from session if it exists
+    if request.session.get("msal_token_cache"):
+        cache.deserialize(request.session["msal_token_cache"])
+
+    msal_app = msal.ConfidentialClientApplication(
+        client_id=s.MS_ENTRA_CLIENT_ID,
+        client_credential=s.MS_ENTRA_CLIENT_SECRET,
+        authority=s.MS_ENTRA_AUTHORITY,
+        token_cache=cache,
+    )
+
+    return msal_app, cache
+
+
 def entra_login(request):
     msal_app = msal.ConfidentialClientApplication(
         client_id=s.MS_ENTRA_CLIENT_ID,
@@ -23,11 +43,7 @@ def entra_login(request):
 
 
 def entra_callback(request):
-    msal_app = msal.ConfidentialClientApplication(
+    msal_app, cache = get_msal_app_with_cache(request)
-        client_id=s.MS_ENTRA_CLIENT_ID,
-        client_credential=s.MS_ENTRA_CLIENT_SECRET,
-        authority=s.MS_ENTRA_AUTHORITY,
-    )
 
     flow = request.session.pop("msal_auth_flow", None)
     if not flow:
@@ -36,11 +52,18 @@ def entra_callback(request):
     # Acquire token using the flow and callback request
     result = msal_app.acquire_token_by_auth_code_flow(flow, request.GET)
 
+    # Save the token cache to session
+    if cache.has_state_changed:
+        request.session["msal_token_cache"] = cache.serialize()
+
     claims = result["id_token_claims"]
 
-    user_name = claims["name"]
+    user_name = claims.get("name")
-    user_email = claims["emailaddress"]
+    user_email = claims.get("emailaddress", claims.get("email"))
-    user_oid = claims["oid"]
+    user_oid = claims.get("oid")
+
+    if not all([user_name, user_email, user_oid]):
+        raise ValueError("Missing required claims in ID token")
 
     # Get implementing class
     User = get_user_model()
@@ -57,4 +80,51 @@ def entra_callback(request):
 
     login(request, u)
 
-    return redirect("/")  # Handle errors
+    return redirect(s.SERVER_URL)  # Handle errors
+
+
+def get_access_token_from_request(request, scopes=None):
+    """
+    Get an access token from the request using MSAL token cache.
+    """
+    if scopes is None:
+        scopes = s.MS_ENTRA_SCOPES
+
+    # Get user from request (must be authenticated)
+    if not request.user.is_authenticated:
+        return None
+
+    # Create MSAL app with persistent cache
+    msal_app, cache = get_msal_app_with_cache(request)
+
+    # Try to get accounts from cache
+    accounts = msal_app.get_accounts()
+
+    if not accounts:
+        return None
+
+    # Find the account that matches the current user
+    user_account = None
+    for account in accounts:
+        if account.get("local_account_id") == str(request.user.uuid):
+            user_account = account
+            break
+
+    # If no matching account found, use the first available account
+    if not user_account and accounts:
+        user_account = accounts[0]
+
+    if not user_account:
+        return None
+
+    # Try to acquire token silently from cache
+    result = msal_app.acquire_token_silent(scopes=scopes, account=user_account)
+
+    # Save cache changes back to session
+    if cache.has_state_changed:
+        request.session["msal_token_cache"] = cache.serialize()
+
+    if result and "access_token" in result:
+        return result
+
+    return None

epdb/admin.py

@@ -1,5 +1,8 @@
+import logging
+
 from django.conf import settings as s
 from django.contrib import admin
+from django.contrib import messages
 
 from .models import (
     AdditionalInformation,
@@ -29,6 +32,8 @@ from .models import (
 
 Package = s.GET_PACKAGE_MODEL()
 
+logger = logging.getLogger(__name__)
+
 
 class AdditionalInformationAdmin(admin.ModelAdmin):
     pass
@@ -45,6 +50,113 @@ class UserAdmin(admin.ModelAdmin):
         "date_joined",
     ]
 
+    actions = ["send_welcome_mail", "send_affiliation_mail"]
+
+    @admin.action(description="Send welcome mail")
+    def send_welcome_mail(self, request, queryset):
+        from django.core.mail import EmailMultiAlternatives
+
+        tpl = """Hello {username},
+
+Your account has been successfully activated.
+
+To log in, please visit
+https://envipath.org/password_reset/
+and request a new password.
+
+If you have any questions or feedback, feel free to visit our community forum at
+https://community.envipath.org/.
+You do not need to register again for the forum - you can log in using your enviPath account by clicking "Log In" and then "Log in with enviPath."
+
+Best regards,
+
+The enviPath Team"""
+
+        users = []
+
+        for user in queryset:
+            if user.is_active:
+                logger.info(f"{user.username} already active - not sending mail again")
+                continue
+            try:
+                msg = EmailMultiAlternatives(
+                    "Your enviPath Account Is Now Active",
+                    tpl.format(username=user.username),
+                    "admin@envipath.org",
+                    [user.email],
+                    bcc=["admin@envipath.org"],
+                )
+
+                msg.send(fail_silently=False)
+
+                user.is_active = True
+                user.password = "ASDF"
+                user.save()
+
+                users.append(user)
+                logger.info(f"{user.username} -> {user.email} mail sent")
+            except Exception as e:
+                logger.info(f"Error sending mail to {user.username}: {e}")
+
+        self.message_user(
+            request, f"Sent welcome mail to {[u.email for u in users]}", messages.SUCCESS
+        )
+
+    @admin.action(description="Send affiliation mail")
+    def send_affiliation_mail(self, request, queryset):
+        from django.core.mail import EmailMultiAlternatives
+
+        tpl = """Dear {username},
+
+Thank you for your interest in enviPath!
+
+Please note that the public enviPath system is intended for non-commercial use only.
+We see that you registered using the email address {email}.
+If possible, we kindly ask you to register using an official email address that reflects your affiliation (e.g., a university, NGO, or research organization).
+
+If you would like us to update your account, simply reply to this email and let us know which address we should use.
+We will then change it in our system, and you will receive a password reset email at the new address.
+
+If you are registering with a company email address and are interested in commercial use, you are very welcome to book a meeting with us so we can discuss how we can best support you.
+To book a meeting, please visit https://envipath.com/book
+
+If changing to an affiliation email address is not possible, please contact us at registration@envipath.org
+
+Best regards,
+
+enviPath team"""
+
+        users = []
+
+        for user in queryset:
+            if user.is_active or user.contacted:
+                logger.info(
+                    f"{user.username} already active or already contacted - not sending mail again"
+                )
+                continue
+            try:
+                msg = EmailMultiAlternatives(
+                    "Regarding your enviPath registration",
+                    tpl.format(username=user.username, email=user.email),
+                    "admin@envipath.org",
+                    [user.email],
+                    bcc=["admin@envipath.org"],
+                )
+
+                msg.send(fail_silently=False)
+
+                user.contacted = True
+                user.save()
+
+                users.append(user)
+                logger.info(f"{user.username} -> {user.email} affiliation mail sent")
+            except Exception as e:
+                logger.info(f"Error sending mail to {user.username}: {e}")
+
+        self.message_user(
+            request, f"Sent affiliation mail to {[u.email for u in users]}", messages.SUCCESS
+        )
+
 
 class UserPackagePermissionAdmin(admin.ModelAdmin):
     pass

epdb/legacy_api.py

@@ -1967,9 +1967,12 @@ def add_pathway_edge(request, package_uuid, pathway_uuid, e: Form[CreateEdge]):
             description=e.edgeReason,
         )
 
+        # Update depths as sideeffect of above operation
+        pw.update_depths()
+
         return redirect(new_e.url)
     except ValueError:
-        return 403, {"message": "Adding node failed!"}
+        return 403, {"message": "Adding Edge failed!"}
 
 
 @router.delete("/package/{uuid:package_uuid}/pathway/{uuid:pathway_uuid}/edge/{uuid:edge_uuid}")

epdb/logic.py

@@ -264,8 +264,12 @@ class GroupManager(object):
         return bool(re.findall(GroupManager.group_pattern, url))
 
     @staticmethod
-    def create_group(current_user, name, description):
+    def create_group(current_user, name, description, *args, **kwargs):
         g = Group()
+
+        if "uuid" in kwargs:
+            g.uuid = kwargs["uuid"]
+
         # Clean for potential XSS
         g.name = nh3.clean(name, tags=s.ALLOWED_HTML_TAGS).strip()
         g.description = nh3.clean(description, tags=s.ALLOWED_HTML_TAGS).strip()
@@ -341,52 +345,17 @@ class PackageManager(object):
 
     @staticmethod
     def readable(user, package):
-        if (
+        return (
-            UserPackagePermission.objects.filter(package=package, user=user).exists()
+            PackageManager.has_package_permission(user, package, "read") | package.reviewed is True
-            or GroupPackagePermission.objects.filter(
+        )
-                package=package, group__in=GroupManager.get_groups(user)
-            )
-            or package.reviewed is True
-            or user.is_superuser
-        ):
-            return True
-
-        return False
 
     @staticmethod
     def writable(user, package):
-        if (
+        return PackageManager.has_package_permission(user, package, "write")
-            UserPackagePermission.objects.filter(
-                package=package, user=user, permission=Permission.WRITE[0]
-            ).exists()
-            or GroupPackagePermission.objects.filter(
-                package=package,
-                group__in=GroupManager.get_groups(user),
-                permission=Permission.WRITE[0],
-            ).exists()
-            or UserPackagePermission.objects.filter(
-                package=package, user=user, permission=Permission.ALL[0]
-            ).exists()
-            or user.is_superuser
-        ):
-            return True
-        return False
 
     @staticmethod
     def administrable(user, package):
-        if (
+        return PackageManager.has_package_permission(user, package, "all")
-            UserPackagePermission.objects.filter(
-                package=package, user=user, permission=Permission.ALL[0]
-            ).exists()
-            or GroupPackagePermission.objects.filter(
-                package=package,
-                group__in=GroupManager.get_groups(user),
-                permission=Permission.ALL[0],
-            ).exists()
-            or user.is_superuser
-        ):
-            return True
-        return False
 
     @staticmethod
     def has_package_permission(user: "User", package: Union[str, UUID, "Package"], permission: str):
@@ -470,7 +439,9 @@ class PackageManager(object):
             # remove package if user is owner and package is reviewed e.g. admin
             qs = qs.filter(reviewed=False)
 
-        return qs.distinct()
+        qs = qs.distinct()
+
+        return qs
 
     @staticmethod
     def get_all_writeable_packages(user):
@@ -514,7 +485,9 @@ class PackageManager(object):
 
         qs = qs.filter(reviewed=False)
 
-        return qs.distinct()
+        qs = qs.distinct()
+
+        return qs
 
     @staticmethod
     def get_packages():
@@ -716,6 +689,10 @@ class PackageManager(object):
                 struc.description = structure["description"]
                 struc.aliases = structure.get("aliases", [])
                 struc.smiles = structure["smiles"]
+
+                if structure.get("molfile"):
+                    struc.molfile = structure["molfile"]
+
                 struc.save()
 
                 for scen in structure["scenarios"]:
@@ -1018,52 +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

epdb/migrations/0023_alter_compoundstructure_options_and_more.py

@@ -0,0 +1,49 @@
+# Generated by Django 6.0.3 on 2026-04-21 11:43
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0022_alter_classifierpluginmodel_data_packages_and_more"),
+    ]
+
+    operations = [
+        migrations.AlterModelOptions(
+            name="compoundstructure",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="epmodel",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="parallelrule",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="rule",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="sequentialrule",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="simpleambitrule",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="simplerdkitrule",
+            options={},
+        ),
+        migrations.AlterModelOptions(
+            name="simplerule",
+            options={},
+        ),
+        migrations.AddField(
+            model_name="compoundstructure",
+            name="molfile",
+            field=models.TextField(blank=True, null=True, verbose_name="Molfile"),
+        ),
+    ]

epdb/migrations/0024_user_contacted.py

@@ -0,0 +1,17 @@
+# Generated by Django 6.0.3 on 2026-04-21 19:56
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("epdb", "0023_alter_compoundstructure_options_and_more"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="user",
+            name="contacted",
+            field=models.BooleanField(blank=True, null=True),
+        ),
+    ]

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/models.py

@@ -75,6 +75,7 @@ class User(AbstractUser):
         blank=False,
     )
     is_reviewer = models.BooleanField(default=False)
+    contacted = models.BooleanField(null=True, blank=True)
 
     USERNAME_FIELD = "email"
     REQUIRED_FIELDS = ["username"]
@@ -1112,6 +1113,7 @@ class CompoundStructure(
     canonical_smiles = models.TextField(blank=False, null=False, verbose_name="Canonical SMILES")
     inchikey = models.TextField(max_length=27, blank=False, null=False, verbose_name="InChIKey")
     normalized_structure = models.BooleanField(null=False, blank=False, default=False)
+    molfile = models.TextField(blank=True, null=True, verbose_name="Molfile")
 
     external_identifiers = GenericRelation("ExternalIdentifier")
 
@@ -1208,6 +1210,9 @@ class CompoundStructure(
 
         return dict(hls)
 
+    def d3_json(self):
+        return {}
+
 
 class EnzymeLink(EnviPathModel, KEGGIdentifierMixin):
     rule = models.ForeignKey("Rule", on_delete=models.CASCADE, db_index=True)
@@ -2173,6 +2178,56 @@ 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()
+
+        for n in self.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:
+                    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:
+                for e in self.edges:
+                    if n in e.start_nodes.all():
+                        for p in e.end_nodes.all():
+                            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:
+                    n.depth = depth
+                    n.save()
+
 
 class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin):
     pathway = models.ForeignKey(
@@ -2214,7 +2269,11 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             if isinstance(ai.get(), PropertyPrediction):
                 predicted_properties[ai.get().__class__.__name__].append(ai.data)
 
-        return {
+        # If we have Subclasses of a CompoundStructure we can overwrite keys (e.g. images)
+        # by overwriting keys
+        structure_data = self.default_node_label.d3_json()
+
+        res = {
             "depth": self.depth,
             "stereo_removed": self.stereo_removed,
             "url": self.url,
@@ -2223,6 +2282,7 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             "image_svg": IndigoUtils.mol_to_svg(
                 self.default_node_label.smiles, width=40, height=40
             ),
+            "image_type": "svg",
             "name": self.get_name(),
             "smiles": self.default_node_label.smiles,
             "scenarios": [{"name": s.get_name(), "url": s.url} for s in self.scenarios.all()],
@@ -2235,8 +2295,11 @@ class Node(EnviPathModel, AliasMixin, ScenarioMixin, AdditionalInformationMixin)
             "predicted_properties": predicted_properties,
             "is_engineered_intermediate": self.kv.get("is_engineered_intermediate", False),
             "timeseries": self.get_timeseries_data(),
+            **structure_data,
         }
 
+        return res
+
     @staticmethod
     @transaction.atomic
     def create(

epdb/views.py

@@ -2506,6 +2506,9 @@ 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:

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")
             )

static/js/pw.js

@@ -637,44 +637,56 @@ function draw(pathway, elem) {
     node.filter(d => !d.pseudo).each(function (d, i) {
         const g = d3.select(this);
 
-        // Parse the SVG string
+        if (d.image_type === "svg") {
-        const parser = new DOMParser();
+            // Parse the SVG string
-        const svgDoc = parser.parseFromString(d.image_svg, "image/svg+xml");
+            const parser = new DOMParser();
-        const svgElem = svgDoc.documentElement;
+            const svgDoc = parser.parseFromString(d.image_svg, "image/svg+xml");
+            const svgElem = svgDoc.documentElement;
 
-        // Create a unique prefix per node
+            // Create a unique prefix per node
-        const prefix = `node-${i}-`;
+            const prefix = `node-${i}-`;
 
-        // Rename all IDs and fix <use> references
+            // Rename all IDs and fix <use> references
-        svgElem.querySelectorAll('[id]').forEach(el => {
+            svgElem.querySelectorAll("[id]").forEach(el => {
-            const oldId = el.id;
+                const oldId = el.id;
-            const newId = prefix + oldId;
+                const newId = prefix + oldId;
-            el.id = newId;
+                el.id = newId;
 
-            const XLINK_NS = "http://www.w3.org/1999/xlink";
+                const XLINK_NS = "http://www.w3.org/1999/xlink";
-            // Update <use> elements that reference this old ID
+                // Update <use> elements that reference this old ID
-            const uses = Array.from(svgElem.querySelectorAll('use')).filter(
+                const uses = Array.from(svgElem.querySelectorAll("use")).filter(
-                u => u.getAttributeNS(XLINK_NS, 'href') === `#${oldId}`
+                    u => u.getAttributeNS(XLINK_NS, "href") === `#${oldId}`
-            );
+                );
 
-            uses.forEach(u => {
+                uses.forEach(u => {
-                u.setAttributeNS(XLINK_NS, 'href', `#${newId}`);
+                    u.setAttributeNS(XLINK_NS, "href", `#${newId}`);
+                });
             });
-        });
 
-        g.node().appendChild(svgElem);
+            g.node().appendChild(svgElem);
 
-        const vb = svgElem.viewBox.baseVal;
+            const vb = svgElem.viewBox.baseVal;
-        const svgWidth = vb.width || 40;
+            const svgWidth = vb.width || 40;
-        const svgHeight = vb.height || 40;
+            const svgHeight = vb.height || 40;
 
-        const scale = (nodeRadius * 2) / Math.max(svgWidth, svgHeight);
+            const scale = (nodeRadius * 2) / Math.max(svgWidth, svgHeight);
+
+            g.select("svg")
+                .attr("width", svgWidth * scale)
+                .attr("height", svgHeight * scale)
+                .attr("x", -svgWidth * scale / 2)
+                .attr("y", -svgHeight * scale / 2);
+        } else {
+            // We have a image type different than svg
+            // include it via img url
+            g.append("svg:image")
+                .attr("xlink:href", d.image)
+                .attr("width", 40)
+                .attr("height", 40)
+                .attr("x", -20)
+                .attr("y", -20);
+        }
 
-        g.select("svg")
-            .attr("width", svgWidth * scale)
-            .attr("height", svgHeight * scale)
-            .attr("x", -svgWidth * scale / 2)
-            .attr("y", -svgHeight * scale / 2);
     });
 
     // add element to nodes array

templates/actions/objects/pathway.html

@@ -1,3 +1,5 @@
+{% load envipytags %}
+
 {% if meta.can_edit %}
   <li>
     <a
@@ -15,6 +17,11 @@
       <i class="glyphicon glyphicon-plus"></i> Add Reaction</a
     >
   </li>
+  {% epdb_slot_templates "epdb.actions.objects.pathway.add" as action_button_templates %}
+
+  {% for tpl in action_button_templates %}
+    {% include tpl %}
+  {% endfor %}
   <li role="separator" class="divider"></li>
 {% endif %}
 <li>

templates/objects/compound.html

@@ -1,4 +1,5 @@
 {% extends "framework_modern.html" %}
+{% load envipytags %}
 
 {% block content %}
 
@@ -82,6 +83,12 @@
       <div class="collapse-content">{{ compound.description }}</div>
     </div>
 
+    <!-- Extension Slot for Viz -->
+    {% epdb_slot_templates "epdb.objects.compound.viz" as viz_templates %}
+    {% for tpl in viz_templates %}
+      {% include tpl %}
+    {% endfor %}
+
     <!-- Image Representation -->
     <div class="collapse-arrow bg-base-200 collapse">
       <input type="checkbox" checked />

templates/objects/compound_structure.html

@@ -1,4 +1,5 @@
 {% extends "framework_modern.html" %}
+{% load envipytags %}
 
 {% block content %}
 
@@ -50,6 +51,12 @@
       </div>
     </div>
 
+    <!-- Extension Slot for Viz -->
+    {% epdb_slot_templates "epdb.objects.compound_structure.viz" as viz_templates %}
+    {% for tpl in viz_templates %}
+      {% include tpl %}
+    {% endfor %}
+
     <!-- Image Representation -->
     <div class="collapse-arrow bg-base-200 collapse">
       <input type="checkbox" checked />

templates/objects/pathway.html

@@ -1,5 +1,7 @@
 {% extends "framework_modern.html" %}
 {% load static %}
+{% load envipytags %}
+
 {% block content %}
   <script src="https://d3js.org/d3.v7.min.js"></script>
   <style>
@@ -76,6 +78,10 @@
   {% block action_modals %}
     {% include "modals/objects/add_pathway_node_modal.html" %}
     {% include "modals/objects/add_pathway_edge_modal.html" %}
+    {% epdb_slot_templates "epdb.modals.objects.pathway.add" as add_templates %}
+    {% for tpl in add_templates %}
+      {% include tpl %}
+    {% endfor %}
     {% include "modals/objects/download_pathway_csv_modal.html" %}
     {% include "modals/objects/download_pathway_image_modal.html" %}
     {% include "modals/objects/identify_missing_rules_modal.html" %}

utilities/chem.py

@@ -88,6 +88,10 @@ class FormatConverter(object):
     def from_smiles(smiles):
         return Chem.MolFromSmiles(smiles)
 
+    @staticmethod
+    def from_molfile(molfile: str):
+        return Chem.MolFromMolBlock(molfile)
+
     @staticmethod
     def to_smiles(mol, canonical=False):
         return Chem.MolToSmiles(mol, canonical=canonical)
@@ -171,12 +175,17 @@ class FormatConverter(object):
             try:
                 Chem.Kekulize(mol)
             except Exception:
-                mc = Chem.Mol(mol.ToBinary())
+                mol = Chem.Mol(mol.ToBinary())
 
-        if not mc.GetNumConformers():
+        if not mol.GetNumConformers():
-            Chem.rdDepictor.Compute2DCoords(mc)
+            Chem.rdDepictor.Compute2DCoords(mol)
 
-        pass
+        drawer = rdMolDraw2D.MolDraw2DCairo(*mol_size)
+        opts = drawer.drawOptions()
+        opts.clearBackground = False
+        drawer.DrawMolecule(mol)
+        drawer.FinishDrawing()
+        return drawer.GetDrawingText()
 
     @staticmethod
     def normalize(smiles):

utilities/legacy.py

@@ -64,7 +64,7 @@
 
 import logging
 
-from envipy_additional_information import HalfLife, HalfLifeWS
+from envipy_additional_information import HalfLife, HalfLifeWS, HalfLifeModel
 from envipy_additional_information.information import Interval
 from envipy_additional_information.parsers import (
     AcidityParser,
@@ -473,17 +473,12 @@ def build_additional_information_from_request(request, type_):
 
             comment = get_parameter_or_empty_string(request, "comment")
             source = get_parameter_or_empty_string(request, "source")
-            first_order = get_parameter_or_empty_string(request, "firstOrder")
+            # first_order = get_parameter_or_empty_string(request, "firstOrder")
             model = get_parameter_or_empty_string(request, "model")
             fit = get_parameter_or_empty_string(request, "fit")
 
-            if first_order != "":
+            if model:
-                if model != "":
+                model = HalfLifeModel(model.upper())
-                    raise ValueError("not both, model and firstOrder can be set!")
-                if first_order == "true":
-                    model = "SFO"
-                else:
-                    logger.info("firstOrder is set to false which is not meaningful")
 
             return HalfLife(model=model, fit=fit, comment=comment, dt50=i, source=source)
 
@@ -508,6 +503,10 @@ def build_additional_information_from_request(request, type_):
             comment_ws = get_parameter_or_empty_string(request, "comment_ws")
             source_ws = get_parameter_or_empty_string(request, "source_ws")
             model_ws = get_parameter_or_empty_string(request, "model_ws")
+
+            if model_ws:
+                model_ws = HalfLifeModel(model_ws.upper())
+
             fit_ws = get_parameter_or_empty_string(request, "fit_ws")
 
             dt50_total = IntervalParser.from_string(hl_ws_total)

uv.lock

@@ -17,7 +17,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.3"
+version = "3.13.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -28,76 +28,76 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/77/9a/152096d4808df8e4268befa55fba462f440f14beab85e8ad9bf990516918/aiohttp-3.13.5.tar.gz", hash = "sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1", size = 7858271, upload-time = "2026-03-31T22:01:03.343Z" }
 wheels = [
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 ]
 
 [[package]]