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Lilypad @ Labweek, Istanbul, 2023.pdf

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Ally339821

Lilypad is a permissionless, distributed compute network (based on optimistic reproducibility) that enables internet-scale data processing, AI & ML and other arbitrary computation from blockchains, while unleashing idle processing power and unlocking an efficient, open compute marketplace that distributes value fairly. The rapid advancement of AI is the Zeitgeist of our modern day, reshaping industries, transforming the way we work, and revolutionising our daily lives in ways we couldn’t have imagined just a few decades ago - and still can’t. Computation is not just one of the core components of the web today - along with networking and storage, it is also one of the core components needed for training AI models, but has so far been a bottleneck to progress. Distributed compute networks provide both practical and ethical solutions to the web and to AI. Practically, trustless networks are cheaper, more efficient and more accessible to consumers due to their p2p nature. Ethically, these networks enable business models that better distribute value to contributors, including those providing compute power, data, or machine learning models and that ensure more open & collaborative AI. X: @Lilypad_Tech web: lilypad.tech slack: bit.ly/bacalhau-project-slack

1 of 45
Powerful Distributed Compute
Designed for AI
Breakthrough Scaling with IPC - Labweek 2023
Connect!
X / Telegram: @developerAlly
Lens/bluesky: @alisonwonderland
LinkedIn: ally-haire
Slack: bit.ly/bacalhau-project-slack
Hello!
I’m Ally 👋
Ally Haire
Background
A Story about Data and Infrastructure
Components of current web stack:
-Networking
-Storage
-Compute -> so far a missing piece of the
decentralised infrastructure story
Compute
A Core Infrastructure Need
Components of the AI & ML pipeline:
-Data
-Models
-Compute -> for both training and running models
Compute
A Core Component for AI & ML
Overview
Distributed Compute: The Now Frontier of Open Infrastructure

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Lilypad @ Labweek, Istanbul, 2023.pdf

  • 1. Powerful Distributed Compute Designed for AI Breakthrough Scaling with IPC - Labweek 2023
  • 2. Connect! X / Telegram: @developerAlly Lens/bluesky: @alisonwonderland LinkedIn: ally-haire Slack: bit.ly/bacalhau-project-slack Hello! I’m Ally 👋 Ally Haire
  • 3. Background A Story about Data and Infrastructure
  • 4. Components of current web stack: -Networking -Storage -Compute -> so far a missing piece of the decentralised infrastructure story Compute A Core Infrastructure Need
  • 5. Components of the AI & ML pipeline: -Data -Models -Compute -> for both training and running models Compute A Core Component for AI & ML
  • 6. Overview Distributed Compute: The Now Frontier of Open Infrastructure
  • 7. Build a global, permissionless, distributed compute network (dePIN) Lilypad Vision Accessible, Efficient, Open Compute Enable internet-scale data processing, AI & ML and other arbitrary computation Unleash idle processing power and unlock an efficient, open compute marketplace
  • 8. Lilypad Peer To Peer Compute Marketplace Seamlessly Connecting Demand with Hardware Supply Compute Demand Hardware Supply
  • 9. Why distributed compute Current Compute & AI Landscape
  • 10. Almost 70% of cloud is provided by just 3 companies - AWS, Microsoft & Google Today, a handful of corporations control 90% of the world’s data and IT infrastructure State of Compute An Anti-Competitive, Inefficient Oligopoly
  • 11. State of AI Dominated & Controlled by the same players “The dangers associated with closed AI are considerably greater than the open approach”
  • 12. Why distributed compute A Practical & Philosophical Guide
  • 13. AI has immense potential to provide benefit to humanity …provided it’s accessible Lilypad for… Open AI - the Real, Collectively Owned Kind This is a really good talk - recommend!
  • 14. “ Open-source models are faster, more customizable & pound-for-pound more capable” Lilypad for… Open Innovation
  • 15. - Elon Musk, May 2023 “GPUs are at this point considerably harder to get than drugs”
  • 16. Lilypad for … Accessible hardware via an efficient marketplace Access to GPUs is the key problem for open source AI/ML to be competitive DePIN can help solve this with open, cooperative, efficient compute networks (leveraging filecoin network with lilypad coordination unlocks this access)
  • 17. Inefficient marketplaces mean ●Many powerful GPUs left idle in large data centres ●Lots of hobbyists / gamers open to or looking for new revenue streams. ●Personal devices becoming more and more powerful while AI models become more performant. Lilypad aligns supply and demand by providing GPUs for AI & ML & new revenue streams to compute providers Lilypad for … Accessible hardware via an open p2p marketplace
  • 18. Oligopolies do not make for efficient use of hardware, nor do they provide good pricing models for users. Lilypad enables coordination layers for matching CPU/GPU with supply (jobs) bringing better market dynamics and cheaper prices. Lilypad for… Efficiency of Pricing & Distribution
  • 19. Lilypad Offers... Efficient Resource Use & Open Access Practical Solutions -Efficient Marketplace -Accessible Hardware -Competitive Pricing -Speeds Innovation Gives OSS AI & new market entrants a viable platform to compete from Open Tech as Public Good Open Compute -Distributes value more fairly -Reduces bias -encourages community consensus on security, ethics -Increases breadth of solutions through access
  • 20. How does it work? The Tech Stuff - AURORA TESTNET IS LIVE ON IPC!!!
  • 21. Lilypad Aurora uses IPC Fendermint to build a dedicated subchain that underpins Lilypad's computational network and enables Lilypad's own ERC20 token (LP) for service and gas payments. Built in GO & Solidity, Lilypad is fully EVM-Compatible. Technical Details Lilypad Aurora Testnet is Live!
  • 22. v2 🎉 v2 🎉 Code Libraries Smart Contracts (on-chain) Lilypad Network (off-chain) A mix of Solidity and golang SDK code that could easily be rearranged into a custom compute over data project. The smart contracts we deploy to IPC that run Lilypad. These contracts handle deal agreements, escrow payments, dispute resolution and job payments. The various services that hang off the smart contracts which schedule and run jobs on the Lilypad network. The services are solver, resource provider, job creator, mediator and directory services. Tech Stack Lilypad Modular Layers
  • 23. Backed by academic research, Lilypad opts for a game theory approach to job/compute verification using optimistic reproducibility to incentivise good actors & discourage cheating & collusion in the network. Lilypad Job Verification With Optimistic Reproducibility
  • 24. • A Module is a github repo that defines a compute job in docker (or arbitrary wasm) • Module author can create and test new modules on a local dev stack • Compute Providers are then able to add verified modules to their allowlist (automatic tests in future) • In future, module authors will be able to charge a fee to run their models - bootstrapping the ecosystem & rewarding AI developer contributions Module System & Deterministic Modules
  • 25. • Some stuff here Compute Modules LoRA, SDXL, LLMs
  • 26. v2 🎉 v2 🎉 Announced! 🎉 Code Libraries Smart Contracts (on-chain) Lilypad Network (off-chain) Lilypad AI Studio (value layer) A mix of Solidity and golang SDK code that could easily be rearranged into a custom compute over data project. The smart contracts we deploy to IPC that run Lilypad. These contracts handle deal agreements, escrow payments, dispute resolution and job payments. The various services that hang off the smart contracts which schedule and run jobs on the Lilypad network. The services are solver, resource provider, job creator, mediator and directory services. A SaaS layer that enables users to pay with Stripe to run jobs on the Lilypad network. This acts as an abstraction layer and users who pay with Stripe won’t have to deal with private keys and tokens. Tech Stack The Lilypad Value Layers
  • 27. Show me the code What can I do with it?
  • 28. Users & Developers have access to easy Stable Diffusion XL and cutting edge open source LLMs & AI via -the Lilypad CLI, -Aurora Net smart contracts, (web3 native flow) You shouldn’t need to pay a fortune to keep a cloud GPU running, so that you don’t lose access to it for the training job you need to run once a week. User Details Where’s my AI please?
  • 29. Network name: Lilypad Aurora testnet New RPC URL: http://testnet.lilypad.tech:8545 Chain ID: 1337 Currency symbol: lilETH Block explorer URL: (leave blank) Getting Started Add the Lilypad Aurora Network to your Wallet
  • 30. Get some funds from the faucet: http://faucet.lilypad.tech The faucet will give you both ETH (to pay for gas) and LP (to stake and pay for jobs). Getting Started Get some testnet LP tokens!
  • 31. CLI Install Via -Go Toolchain -Binaries Then setup your wallet key to interact with Lilypad
  • 32. > lilypad run cowsay:v0.0.1 -i Message="Never gonna give you up" Cow do you do? Hello, World!
  • 33. > lilypad run sdxl:v0.9-lilypad1 -i PromptEnv="PROMPT=An astronaut riding on a unicorn" SDXL An astronaut on a unicorn?
  • 34. Smart Contract Usage Call AI from your smart contracts!
  • 35. SDXL An astronaut on a unicorn?
  • 36. I’m not a developer though :( Where’s my AI please? You shouldn’t need a degree in AI to access state of the art open source models for your next App idea - in fact, it should be as easy as any web UI out there makes it.
  • 37. Lilypad AI Studio app.lilypad.tech Web Interface - no wallet needed! Social Signin Pay with Stripe (free in beta test) API keys for Dev’s
  • 38. Lilypad AI Studio www.lilypad.tech Web Interface - no wallet needed! Social Signin Pay with Stripe (currently free!)
  • 39. Tweet us your creations! @Lilypad_Tech Prompt: Depict yourself as a giant cosmic entity, The Font of Knowledge, with infinite cosmic knowledge and awareness
  • 40. How do I contribute to the network? I’m in!! What can I do?
  • 41. A personal invitation to compute providers to join early adopters like Holon, LabDAO, Piknik and others to help us calibrate the decentralised compute cloud! Join us in shaping the future of compute & building open infra with DePIN bit.ly/join-lilypad-calib-net Got a GPU? We need you! Announcing Baklava Calibration Phase!
  • 42. Join the future of Compute! Get in touch with us Slack: #lilypad-general bit.ly/bacalhau-project-slack Twitter: @Lilypad_Tech Blog: blog.lilypadnetwork.org Docs: docs.lilypadnetwork.org Github: github.com/bacalhau-project/lilypad YouTube: youtube.com/@lilypadnetwork
  • 43. Powerful Distributed Compute Designed for AI & the Open Data Economy Open Data & Open Infrastructure Summit 2023 Thank you!
  • 44. Run a Node? Make a Module? Check out the docs for more! docs.lilypad.tech