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Database Seed Script β Populates initial roles, permissions, and the super admin user.
Run after migrations:
python -m app.database.seed
Or from the project root:
python backend/app/database/seed.py
"""
import asyncio
import os
import sys
import uuid
import logging
# Ensure backend is on path
sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))))
from sqlalchemy import select
from sqlalchemy.ext.asyncio import AsyncSession
from app.database.session import get_session_factory, dispose_engine
from app.models.rbac import Role, Permission, RolePermission
from app.models.user import User, UserPreferences
from app.models.rbac import UserRole
from app.core.security import hash_password
logger = logging.getLogger(__name__)
# ββ Role Definitions ββββββββββββββββββββββββββββββββββββββββββββββββ
ROLES = [
{
"name": "super_admin",
"display_name": "Super Admin",
"description": "Full system access. Can manage all users, roles, and settings.",
"hierarchy_level": 100,
"is_system": True,
},
{
"name": "admin",
"display_name": "Admin",
"description": "Administrative access. Can manage users and platform settings.",
"hierarchy_level": 80,
"is_system": True,
},
{
"name": "manager",
"display_name": "Manager",
"description": "Team management. Can manage projects, models, and datasets.",
"hierarchy_level": 60,
"is_system": True,
},
{
"name": "ml_engineer",
"display_name": "ML Engineer",
"description": "Build, train, and deploy ML models.",
"hierarchy_level": 40,
"is_system": True,
},
{
"name": "data_scientist",
"display_name": "Data Scientist",
"description": "Explore data, create experiments, and build models.",
"hierarchy_level": 30,
"is_system": True,
},
{
"name": "viewer",
"display_name": "Viewer",
"description": "Read-only access to projects, models, and datasets.",
"hierarchy_level": 10,
"is_system": True,
},
]
# ββ Permission Definitions ββββββββββββββββββββββββββββββββββββββββββ
PERMISSIONS = [
# Users
("users:read", "View Users", "View user profiles", "users", "read"),
("users:write", "Edit Users", "Edit user profiles", "users", "write"),
("users:delete", "Delete Users", "Soft-delete user accounts", "users", "delete"),
# Projects
("projects:read", "View Projects", "View project details", "projects", "read"),
("projects:write", "Edit Projects", "Create and edit projects", "projects", "write"),
("projects:delete", "Delete Projects", "Delete projects", "projects", "delete"),
# Models
("models:read", "View Models", "View ML models", "models", "read"),
("models:write", "Edit Models", "Create and edit ML models", "models", "write"),
("models:deploy", "Deploy Models", "Deploy ML models to production", "models", "deploy"),
# Datasets
("datasets:read", "View Datasets", "View datasets", "datasets", "read"),
("datasets:write", "Edit Datasets", "Upload and edit datasets", "datasets", "write"),
("datasets:delete", "Delete Datasets", "Delete datasets", "datasets", "delete"),
# Experiments
("experiments:read", "View Experiments", "View experiments", "experiments", "read"),
("experiments:write", "Edit Experiments", "Create and run experiments", "experiments", "write"),
# Admin
("admin:dashboard", "Admin Dashboard", "Access admin dashboard", "admin", "dashboard"),
("admin:audit_logs", "Audit Logs", "View audit logs", "admin", "audit_logs"),
# System
("system:settings", "System Settings", "Manage system settings", "system", "settings"),
]
# ββ Role β Permission Mapping ββββββββββββββββββββββββββββββββββββββ
ROLE_PERMISSIONS = {
"super_admin": ["*"], # Gets all permissions
"admin": [
"users:read", "users:write", "users:delete",
"projects:read", "projects:write", "projects:delete",
"models:read", "models:write", "models:deploy",
"datasets:read", "datasets:write", "datasets:delete",
"experiments:read", "experiments:write",
"admin:dashboard", "admin:audit_logs",
"system:settings",
],
"manager": [
"users:read",
"projects:read", "projects:write",
"models:read", "models:write", "models:deploy",
"datasets:read", "datasets:write",
"experiments:read", "experiments:write",
],
"ml_engineer": [
"projects:read",
"models:read", "models:write", "models:deploy",
"datasets:read", "datasets:write",
"experiments:read", "experiments:write",
],
"data_scientist": [
"projects:read",
"models:read", "models:write",
"datasets:read", "datasets:write",
"experiments:read", "experiments:write",
],
"viewer": [
"projects:read",
"models:read",
"datasets:read",
"experiments:read",
],
}
async def seed_roles(db: AsyncSession) -> dict[str, uuid.UUID]:
"""Seed system roles. Returns {role_name: role_id}."""
role_map = {}
for role_data in ROLES:
result = await db.execute(
select(Role).where(Role.name == role_data["name"])
)
existing = result.scalar_one_or_none()
if existing:
role_map[existing.name] = existing.id
print(f" Role '{existing.name}' already exists")
else:
role = Role(**role_data)
db.add(role)
await db.flush()
role_map[role.name] = role.id
print(f" Created role '{role.name}' (level={role.hierarchy_level})")
return role_map
async def seed_permissions(db: AsyncSession) -> dict[str, uuid.UUID]:
"""Seed permissions. Returns {codename: permission_id}."""
perm_map = {}
for codename, display_name, description, resource, action in PERMISSIONS:
result = await db.execute(
select(Permission).where(Permission.codename == codename)
)
existing = result.scalar_one_or_none()
if existing:
perm_map[existing.codename] = existing.id
else:
perm = Permission(
codename=codename,
display_name=display_name,
description=description,
resource=resource,
action=action,
)
db.add(perm)
await db.flush()
perm_map[perm.codename] = perm.id
print(f" Created permission '{codename}'")
return perm_map
async def seed_role_permissions(
db: AsyncSession,
role_map: dict[str, uuid.UUID],
perm_map: dict[str, uuid.UUID],
):
"""Assign permissions to roles."""
all_perm_codenames = list(perm_map.keys())
for role_name, permission_codenames in ROLE_PERMISSIONS.items():
role_id = role_map.get(role_name)
if not role_id:
continue
# super_admin gets everything
codenames = all_perm_codenames if "*" in permission_codenames else permission_codenames
for codename in codenames:
perm_id = perm_map.get(codename)
if not perm_id:
continue
# Check if already assigned
result = await db.execute(
select(RolePermission).where(
RolePermission.role_id == role_id,
RolePermission.permission_id == perm_id,
)
)
if result.scalar_one_or_none():
continue
db.add(RolePermission(role_id=role_id, permission_id=perm_id))
await db.flush()
print(" Role-permission assignments complete")
async def seed_super_admin(db: AsyncSession, role_map: dict[str, uuid.UUID]):
"""Create the initial super admin user if none exists."""
# Check if any super admin exists
result = await db.execute(
select(User)
.join(UserRole, UserRole.user_id == User.id)
.join(Role, Role.id == UserRole.role_id)
.where(Role.name == "super_admin")
)
if result.scalar_one_or_none():
print(" Super admin already exists, skipping")
return
admin_email = os.environ.get("ADMIN_EMAIL", "admin@datavision.ai")
admin_password = os.environ.get("ADMIN_PASSWORD", "Admin@DataVision2024!")
hashed, algorithm = hash_password(admin_password)
user = User(
email=admin_email,
hashed_password=hashed,
password_hash_algorithm=algorithm,
full_name="System Administrator",
is_active=True,
is_verified=True,
)
db.add(user)
await db.flush()
# Assign super_admin role
super_admin_role_id = role_map.get("super_admin")
if super_admin_role_id:
db.add(UserRole(user_id=user.id, role_id=super_admin_role_id, is_active=True))
# Create default preferences
db.add(UserPreferences(user_id=user.id))
await db.flush()
print(f" Created super admin: {admin_email}")
print(f" DEFAULT PASSWORD: {admin_password}")
print(f" >>> CHANGE THIS IN PRODUCTION! <<<")
async def run_seed():
"""Run all seed operations."""
print("\n=== DataVision Database Seed ===\n")
factory = get_session_factory()
async with factory() as db:
try:
print("[1/4] Seeding roles...")
role_map = await seed_roles(db)
print("[2/4] Seeding permissions...")
perm_map = await seed_permissions(db)
print("[3/4] Assigning permissions to roles...")
await seed_role_permissions(db, role_map, perm_map)
print("[4/4] Creating super admin user...")
await seed_super_admin(db, role_map)
await db.commit()
print("\n=== Seed complete ===\n")
except Exception as e:
await db.rollback()
print(f"\nSeed failed: {e}")
raise
finally:
await dispose_engine()
if __name__ == "__main__":
# Import Permission model (needed for forward reference)
from app.models.rbac import Permission # noqa: F811
asyncio.run(run_seed())
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