📚 Resources
Architecture¶
Dedomena is a multi-component enterprise software that enables seamless integration with data sources networks and security requirements, supporting extremely flexible deployments and multiple use cases.
Instead of transmitting data, DEDOMENA.AI´s synthetic backbone deals entirely with synthetic data generators, called synthesizers. This maintains data and network security because production data never leaves the trusted environment and our client-hub infrastructure allows for the generation of any amount of safe, synthetic data.
All the pieces of our technological machinery are deployed and run from European soil in low carbon footprint servers.
Dedomena platform is secure by design and integrates as many security focussed features and practices as possible to ensure the secure, safe and reliable operation of DEDOMENA.AI´s software within its customers infrastructure.
Dedomena products may be provided as a service or as software, although Dedomena aims to provide the most secure software possible, the actual security of a local installation depends on the customer's environment and infrastructure security.
Hardware requirements¶
The hardware requirements depend on the volume of data to synthesize. Dedomena propose to execute Nucleus Edge in hardware where a GPU is available for better performance, however it can be run in almost all data infrastructures, VM and clouds.
For on-premises deployments, these tiers refer to the requirements for Nucleus Edge component to be executed efficiently:
| Tier 1 | Tier 2 | Tier 3 | |
|---|---|---|---|
| Data size | Up to 500K subjects and 10 columns | Up to 10M subjects and 20 columns | Up to 100M subjects and 50 columns per table |
| CPU | 6 cores | 12 cores | 24 cores |
| Memory | 16 | 32-64 | 64-128 |
| Disk | 25GB | 50GB | 75-100 GB |
For cloud deployment, some examples of VMs are provided below; however, any VM with similar memory, CPU and storage capacities would be sufficient:
| Tier 1 | Tier 2 | Tier 3 | |
|---|---|---|---|
| n2-standard-8 | n2-standard-16 | n2-standard-32 | |
| AWS | m6a.2xlarge | m6a.4xlarge | m6a.8xlarge |
| Azure | D16s v5 | D16s v5 | D32s v5 |
Software requirements¶
Supported and tested Operating Systems including minimum version:
- Debian 10 or 11
- Ubuntu 18.04, 20.04 or 22.04
Python Environment
- 3.9
- 3.10
- 3.11
CUDA
- 12.1.x
- 11.8.0
Neurons Resources¶
Transactions Enricher Taxonomy¶
| Category ID | Parent Category ID | Category Description |
|---|---|---|
| 1 | Food, Dining | |
| 2 | 1 | Restaurants and Bars |
| 3 | 1 | Supermarket and Grocery |
| 4 | 1 | Food Delivery |
| 5 | 1 | Coffee Shop, Bakery, Ice Cream, Yogurt and Candy Stores |
| 6 | 1 | Beer, Wine and Liquor Store |
| 7 | 1 | Catering, Vending Machine |
| 8 | 1 | Other Food and Beverages |
| 21 | Transportation | |
| 22 | 21 | Fuel, Charge |
| 23 | 21 | Parking |
| 24 | 21 | Tolls |
| 25 | 21 | Vehicle Maintenance and Repairs, ITV |
| 26 | 21 | Public Transportation |
| 27 | 21 | Taxi, VTC and Shared Mobility |
| 28 | 21 | Vehicle Insurance |
| 29 | 21 | Vehicle Purchase or Leasing |
| 30 | 21 | Other Transportation |
| 41 | Home and Office | |
| 42 | 41 | Mortgage and Rent |
| 43 | 41 | Furniture, Utensils and Decoration |
| 44 | 41 | Home or Office Insurance |
| 45 | 41 | Office and Home Supplies |
| 46 | 41 | Maintenance, Repair and Improvement |
| 47 | 41 | Housekeeping |
| 48 | 41 | Protection and Security |
| 49 | 41 | Neighbor Community Fees |
| 50 | 41 | Mail and Courier |
| 51 | 41 | Gardening Supplies |
| 52 | 41 | Other Home or Office |
| 61 | Health and Personal Care | |
| 62 | 61 | Doctor |
| 63 | 61 | Dentist |
| 64 | 61 | Eye Care |
| 65 | 61 | Pharmacy |
| 66 | 61 | Health Insurance |
| 67 | 61 | Fitness and Gym |
| 68 | 61 | Hair and Nails |
| 69 | 61 | Spa and Massage |
| 70 | 61 | Other Health and Personal Care |
| 81 | Leisure and Travelling | |
| 82 | 81 | Lodging |
| 83 | 81 | Flight, Ferry, Bus and Train Tickets |
| 84 | 81 | Shows, Clubs, Cinema, Theatre, Concerts and Museums |
| 85 | 81 | Vending, Souvenir and Dutty Free |
| 86 | 81 | Car Rental, Boat Rental |
| 87 | 81 | Lottery and Gambling |
| 88 | 81 | Cruises |
| 89 | 81 | Other Leisure and Travelling |
| 101 | Shopping | |
| 102 | 101 | Clothing and Accessories |
| 103 | 101 | Multimedia, Bookshop, Stationery |
| 104 | 101 | Electronics |
| 105 | 101 | eCommerce |
| 106 | 101 | Tobacco and Cigarettes |
| 107 | 101 | Sports Clothing, Equipment and Accessories |
| 108 | 101 | Hypermarket, Department Store, Retail Store |
| 109 | 101 | Wholesaling |
| 110 | 101 | Other Purchases |
| 121 | Family | |
| 122 | 121 | School and Daycare |
| 123 | 121 | Toys |
| 124 | 121 | Pets Care |
| 125 | 121 | Gifts, Donations and Charity |
| 126 | 121 | End of Life |
| 127 | 121 | Other Family |
| 141 | Utilities | |
| 142 | 141 | Energy (Gas and Electricity) |
| 143 | 141 | Water and Waste |
| 144 | 141 | Telecommunication |
| 145 | 141 | Other Utilities |
| 161 | Miscelaneous Expenses | |
| 162 | 161 | Insurances |
| 163 | 161 | Taxes and Fines |
| 164 | 161 | ATM Cash Withdraw |
| 165 | 161 | Commisions and Bank Fees |
| 166 | 161 | Outgoing Transfers |
| 167 | 161 | Loan Payment |
| 168 | 161 | Memberships |
| 169 | 161 | Stock Market and Crytocurrencies |
| 170 | 161 | Credit Card Payments |
| 171 | 161 | Bizum |
| 172 | 161 | Other Miscelaneous Expenses |
| 181 | Employees | |
| 182 | 181 | Employee Salaries |
| 183 | 181 | Social Security for Employees |
| 184 | 181 | Training for Employees |
| 185 | 181 | Other Employee |
| 221 | Business | |
| 222 | 221 | Industrial Materials |
| 223 | 221 | Equipment Purchase and Renting |
| 224 | 221 | Financial Investments |
| 225 | 221 | Financial Services |
| 226 | 221 | Accounting Services |
| 227 | 221 | Legal Services |
| 228 | 221 | Logistic Services |
| 229 | 221 | Software and IT Infrastructure |
| 230 | 221 | Research, Development & Innovation |
| 231 | 221 | Reimbursement |
| 232 | 221 | Marketing Services |
| 233 | 221 | Lending |
| 234 | 221 | PMS, OTA Services |
| 235 | 221 | Other Business |
| 241 | Income | |
| 242 | 241 | Salary and Retirement |
| 243 | 241 | Interest and Dividends |
| 244 | 241 | Sales |
| 245 | 241 | Grants and Subsidies |
| 246 | 241 | Incoming Transfers |
| 247 | 241 | Refunds |
| 248 | 241 | Heritage |
| 249 | 241 | Cashback |
| 250 | 241 | Loans |
| 251 | 241 | ATM Cash Deposit |
| 252 | 241 | Equity Capital |
| 253 | 241 | Income Bizum |
| 254 | 241 | Rent |
| 255 | 241 | Other Income |