With the amount of new subnets being added it can be hard to get up to date information across all subnets, so data may be slightly out of date from time to time

Subnet 43

Graphite

Emissions
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Recycled (24h)
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ABOUT

What exactly does it do?

Graphite is a specialized subnet focused on efficiently solving graphical problems, with a particular emphasis on the Traveling Salesman Problem (TSP) which has been haunting computer scientists for decades. TSP is a classic optimization challenge that seeks the shortest route through a set of cities, returning to the starting point, and grows exponentially more complex with additional cities.

Bittensor enhances Graphite’s capabilities by providing a decentralized machine learning network. This integration connects miners to manage the computational demands of TSP and similar problems, allowing Graphite to offer a powerful and scalable solution for tackling complex optimization issues.

Graphite is a specialized subnet focused on efficiently solving graphical problems, with a particular emphasis on the Traveling Salesman Problem (TSP) which has been haunting computer scientists for decades. TSP is a classic optimization challenge that seeks the shortest route through a set of cities, returning to the starting point, and grows exponentially more complex with additional cities.

Bittensor enhances Graphite’s capabilities by providing a decentralized machine learning network. This integration connects miners to manage the computational demands of TSP and similar problems, allowing Graphite to offer a powerful and scalable solution for tackling complex optimization issues.

PURPOSE

What exactly is the 'product/build'?

At Graphite AI, they are committed to making their solutions accessible, innovative, and responsive to user feedback.

Accessibility: They focus on ensuring their tools are easy to use for everyone, with intuitive interfaces, comprehensive documentation, and step-by-step guides. Their support team is dedicated to helping users of all technical backgrounds, offering assistance in various formats.

Innovation: They are dedicated to advancing technology with cutting-edge solutions for graphical problems. Their R&D team explores new possibilities and integrates the latest advancements, fostering collaboration with the user community to drive progress. User ideas and feedback play a crucial role in their development process.

Communication: They actively listen to their users and miners, gathering insights through surveys, polls, community forums, and customer support. This feedback helps them enhance features, resolve issues, and improve the overall user experience, making their tools accessible to both developers and non-developers.

These values guide Graphite AI in delivering exceptional solutions and building an inclusive and innovative community.

Graphite operates as a decentralized network connecting miners and validators to tackle graph optimization problems. Validators generate synthetic requests and send them to miners, who then use their algorithms to solve the Traveling Salesman Problem (TSP) and return their solutions for evaluation.

Features 

Versatile Input Methods 
They support both coordinate inputs for undirected graphs and edge inputs for directed graphs, giving users flexibility in representing their graphical problems.

Algorithm Support 
To assist miners, they offer four pre-implemented algorithms for solving the TSP, reducing the complexity of starting out on Graphite:

  • Nearest Neighbour: A heuristic that builds a tour by visiting the nearest unvisited city.
  • Dynamic Programming: An exact method that breaks the problem into smaller subproblems for an optimal solution.
  • Beam Search: A heuristic search algorithm expanding the most promising nodes.
  • Hybrid Pointer Network: A deep learning approach combining neural networks with traditional optimization techniques.

Experienced developers and miners are encouraged to contribute their own algorithms and solvers, with rewards for those that outperform existing solutions.

Reward Mechanism

Miners are rewarded for effectively solving graph optimization problems. Rewards are based on solution quality, with evaluations comparing performance to benchmarks. Validators assess and penalize solutions that do not meet performance standards.

Installation

Graphite ensures a seamless installation process for all users, with detailed guides and tutorials:

Basic Installation Guide: [Installation Guide]
For Miners: [Miner Installation Guide]
For Validators: [Validator Installation Guide]

At Graphite AI, they are committed to making their solutions accessible, innovative, and responsive to user feedback.

Accessibility: They focus on ensuring their tools are easy to use for everyone, with intuitive interfaces, comprehensive documentation, and step-by-step guides. Their support team is dedicated to helping users of all technical backgrounds, offering assistance in various formats.

Innovation: They are dedicated to advancing technology with cutting-edge solutions for graphical problems. Their R&D team explores new possibilities and integrates the latest advancements, fostering collaboration with the user community to drive progress. User ideas and feedback play a crucial role in their development process.

Communication: They actively listen to their users and miners, gathering insights through surveys, polls, community forums, and customer support. This feedback helps them enhance features, resolve issues, and improve the overall user experience, making their tools accessible to both developers and non-developers.

These values guide Graphite AI in delivering exceptional solutions and building an inclusive and innovative community.

Graphite operates as a decentralized network connecting miners and validators to tackle graph optimization problems. Validators generate synthetic requests and send them to miners, who then use their algorithms to solve the Traveling Salesman Problem (TSP) and return their solutions for evaluation.

Features 

Versatile Input Methods 
They support both coordinate inputs for undirected graphs and edge inputs for directed graphs, giving users flexibility in representing their graphical problems.

Algorithm Support 
To assist miners, they offer four pre-implemented algorithms for solving the TSP, reducing the complexity of starting out on Graphite:

  • Nearest Neighbour: A heuristic that builds a tour by visiting the nearest unvisited city.
  • Dynamic Programming: An exact method that breaks the problem into smaller subproblems for an optimal solution.
  • Beam Search: A heuristic search algorithm expanding the most promising nodes.
  • Hybrid Pointer Network: A deep learning approach combining neural networks with traditional optimization techniques.

Experienced developers and miners are encouraged to contribute their own algorithms and solvers, with rewards for those that outperform existing solutions.

Reward Mechanism

Miners are rewarded for effectively solving graph optimization problems. Rewards are based on solution quality, with evaluations comparing performance to benchmarks. Validators assess and penalize solutions that do not meet performance standards.

Installation

Graphite ensures a seamless installation process for all users, with detailed guides and tutorials:

Basic Installation Guide: [Installation Guide]
For Miners: [Miner Installation Guide]
For Validators: [Validator Installation Guide]

WHO

Team Info

Awaiting Details

Awaiting Details

FUTURE

Roadmap

PHASE 1: Carbon

They are undertaking comprehensive infrastructure upgrades to establish a robust and scalable foundation for their ecosystem. The team is refining the rewards mechanism to ensure incentives are both fair and motivating for all participants. On the frontend, they are enhancing user support to deliver a seamless and intuitive experience. Transparency is a core principle — they plan to implement public, transparent performance logging and ranking systems. This phase lays the groundwork for a resilient, user-centric platform that supports future innovations.

PHASE 2A: Graphene

They are focused on developing an advanced incentive mechanism along with a dynamic bounty system aimed at solving complex graph problems. By fostering a collaborative environment, they hope to attract top-tier talent and drive continuous innovation within their community. Documentation and educational resources are also being prioritized to support subnet improvements and empower developers. This phase is centered on building a strong foundation for technical progress, emphasizing knowledge sharing and collective growth. Their vision is to nurture a vibrant ecosystem where education and problem-solving fuel technological advancement.

PHASE 2B: Graphyne

They plan to launch a commercial subnet API, enabling validators to monetize their bandwidth and contribute more actively to the network. This will create new revenue opportunities and further incentivize validator engagement. Intra-subnet competition will also be introduced to test and refine product-market fit, ensuring their solutions meet real-world demands. By encouraging healthy competition, they aim to foster innovation and drive the quality of their offerings. This phase is key to scaling operations and validating their go-to-market strategy.

PHASE 3: Graphite

In this final phase, they aim to deliver an interconnected, user-friendly network by integrating additional subnets and reducing entry barriers for a wider audience. Collaborating with commercial partners, they will launch innovative products and offer end-to-end solutions tailored to diverse market needs. To support growing demand, they will scale network performance using advanced sharding techniques to enhance throughput, efficiency, and resilience. This phase marks the realization of their long-term vision — a high-performance, scalable, and accessible platform poised for widespread adoption and industry leadership.

 

PHASE 1: Carbon

They are undertaking comprehensive infrastructure upgrades to establish a robust and scalable foundation for their ecosystem. The team is refining the rewards mechanism to ensure incentives are both fair and motivating for all participants. On the frontend, they are enhancing user support to deliver a seamless and intuitive experience. Transparency is a core principle — they plan to implement public, transparent performance logging and ranking systems. This phase lays the groundwork for a resilient, user-centric platform that supports future innovations.

PHASE 2A: Graphene

They are focused on developing an advanced incentive mechanism along with a dynamic bounty system aimed at solving complex graph problems. By fostering a collaborative environment, they hope to attract top-tier talent and drive continuous innovation within their community. Documentation and educational resources are also being prioritized to support subnet improvements and empower developers. This phase is centered on building a strong foundation for technical progress, emphasizing knowledge sharing and collective growth. Their vision is to nurture a vibrant ecosystem where education and problem-solving fuel technological advancement.

PHASE 2B: Graphyne

They plan to launch a commercial subnet API, enabling validators to monetize their bandwidth and contribute more actively to the network. This will create new revenue opportunities and further incentivize validator engagement. Intra-subnet competition will also be introduced to test and refine product-market fit, ensuring their solutions meet real-world demands. By encouraging healthy competition, they aim to foster innovation and drive the quality of their offerings. This phase is key to scaling operations and validating their go-to-market strategy.

PHASE 3: Graphite

In this final phase, they aim to deliver an interconnected, user-friendly network by integrating additional subnets and reducing entry barriers for a wider audience. Collaborating with commercial partners, they will launch innovative products and offer end-to-end solutions tailored to diverse market needs. To support growing demand, they will scale network performance using advanced sharding techniques to enhance throughput, efficiency, and resilience. This phase marks the realization of their long-term vision — a high-performance, scalable, and accessible platform poised for widespread adoption and industry leadership.

 

NEWS

Announcements

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