> For the complete documentation index, see [llms.txt](https://auva.gitbook.io/auva/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://auva.gitbook.io/auva/utility/economic-model/system-architecture.md).

# System Architecture

1. **Blockchain Platform**: Solana is chosen for its high throughput, low latency, and low transaction costs.
2. **Nodes**: Participants in the network (providers and consumers) act as nodes offering or consuming computing power.
3. **Smart Contracts**: Automated agreements to manage task allocation, verification, and payments.
4. **Task Scheduler**: Distributes tasks to nodes based on availability and capability.
5. **Resource Manager**: Monitors and allocates GPU and CPU resources.

## Technical Principles

* **Task Segmentation**: Large tasks are divided into smaller sub-tasks.
* **Auction Mechanism**: Nodes bid for tasks based on their resource availability and cost.
* **Encryption**: Ensures data privacy and security.
* **Verification**: Confirms the correctness of computational results using cryptographic proofs or redundancy.
* **Payment System**: Utilizes Solana’s native cryptocurrency for secure and quick transactions.

## Mathematical Formulas

1. **Task Allocation**: \
   o Let T be the total task. \
   o Split T into T1​ and T2 for Node 1 and Node 2 respectively. \
   o Assume equal distribution: T1=T2 = T/2
2. **Resource Allocation**: \
   o Let C be the computing power (CPU or GPU). \
   o Allocate resources C1​ and C2 for Node 1 and Node 2. \
   o Ensure C1+C2≤C.
3. **Verification and Redundancy**: \
   o Use verification mechanism V to check results. \
   o Redundancy check: V(T1​) and V(T2​) should match the expected results.
4. **Payment Calculation**: \
   o Let P be the total payment for the task. \
   o Payment to each node P1​ and P2 based on contribution: \
   ▪ P1=P\*C1/C\
   ▪ P2=P\*C2/C

## Implementation Details

1. Node Setup: \
   o Install Solana CLI and configure nodes to interact with the Solana blockchain.

```
Solana-install-init
Solana-keygen new
Solana config set --url https://api.mainnet-beta.solana.com 
```

1. **Smart Contract Development**: \
   o Write and deploy smart contracts on Solana to manage task allocation, verification, and payments.
2. **Task Scheduler and Resource Manager**: \
   Develop a scheduler to distribute tasks and a resource manager to monitor and allocate resources <br>

Example Scenario:

1. **Task Submission**: \
   o A user submits a computational task T requiring 100 units of computing power. \
   o The task is split into T1=T2=T/2
2. **Resource Allocation**: \
   o Your node provides 60 units of computing power C. \
   o Allocate 30 units each to Node 1 and Node 2: C1=C2=30.
3. **Verification**: \
   o Nodes perform computations and submit results. \
   o Verify results using V: \
   ▪ V(T1) and V(T2) should match expected results.
4. **Payment**:\
   o Total payment P=100P = 100P=100 units. \
   o Payments to nodes: \
   ▪ P1=100×30/60=50 \
   ▪ P2=100×30/60=50

Creating a fully incentivized ecosystem, that reward users for contributing to the platform, its resources and overall development. \
\
Below are the features, the whole importance of the system is to create a simple interface, so simple that users who have never been into blockchain will be able to explore its features. \
\
This interface will have a combination of cloud resources and decentralized finances that allow users to enjoy a complete ecosystem that keeps them on our platform for all they need to make trade, buy, develop, stake and make ownership to cloud resources. \
\
Below are the initial features for the first phase of product design.

**Features**: \
● Connect your wallet option \
● User dashboard \
● GPU/CPU Performance KPI \
● Orderflow/ Bid system \
● Create Tokens/NFT using cloud resources.\
● Demand/Supply chart interface for other users without resources to earn from the demand and supply curve of other data providers. \
● Buyer’s hub. \
● Staking pool for native token \
● Peer to Peer space for direct trading between GPU providers, data centers and buyers. \
● Price and indicators bar \
● API integration that allows for real-time device readings AND INTEGRATIONS WITH OTHER CLOUD NETWORKS.

## Conclusion

This framework provides a decentralized and efficient solution for trading GPU and CPU computing power using the Solana blockchain. It ensures secure task distribution, verification, and payment mechanisms, leveraging the strengths of Solana’s high- performance blockchain infrastructure.