Meteora
  • Meteora: The most dynamic and sustainable liquidity layer on Solana
  • PRODUCT OVERVIEW
    • Meteora Liquidity Pools
      • DLMM Overview
        • What is DLMM?
        • DLMM Program
        • Dynamic Fees
        • Strategies & Use Cases
        • DLMM Farming Rewards
      • DLMM Launch Pool Overview
      • Dynamic AMM Overview
        • What is a Dynamic AMM Pool?
        • Dynamic AMM LP Fee and APY Calculation
        • Creating a Dynamic AMM Pool via the UI
        • Claiming Fees from Permanently Locked Liquidity
        • Dynamic AMM Stable Pools
        • Dynamic LST Pools
        • Additional yield from Dynamic Vaults
        • Dynamic AMM Farm Overview
      • DAMM v2 Overview
      • Memecoin Pool Overview
        • Memecoin Pool v2
          • What is Memecoin Pool v2?
        • Memecoin Pool v1
          • What is Memecoin Pool v1?
          • Permanently Locking Liquidity
      • Stake2Earn Pool Overview
        • What is a Stake2Earn Pool?
        • Stake2Earn for Launchpads
      • Multi-Token Stable Pool Overview
    • Alpha Vault Overview
    • Dynamic Vault Overview
      • What is a Dynamic Vault?
      • Dynamic Vault Program
      • Hermes - Meteora's Keeper
        • Algorithm to find optimal yield allocations
        • Rebalance crank
        • Operation fee calculation
      • Design Goals
      • Security
      • Dynamic Vaults Whitepaper
      • Dynamic Vaults Community Explainers
      • Affiliate Program for Dynamic Vault
        • Become an Affiliate Partner (Dynamic Vaults)
    • Dynamic Bonding Curve (DBC) Overview
      • What is the Dynamic Bonding Curve?
      • Customizable Pool Configuration
      • Bonding Curve Formula
      • DBC Migrator Keeper
  • Meteora's Anti-Sniper Suite (A.S.S.)
    • Meteora’s Anti-Sniper Suite
      • Dynamic Fees
      • Fee Scheduler
      • Alpha Vault
  • INTEGRATION
    • DLMM Integration
      • DLMM SDK
        • DLMM TypeScript SDK
        • CPI Examples
      • DLMM API
      • Fetching information on locked liquidity in a DLMM
    • Dynamic AMM Pool Integration
      • Dynamic AMM SDK
        • Dynamic AMM TypeScript SDK
        • CPI Examples
      • Dynamic AMM API
        • Pool Info
        • Pool State
      • Setting Pool and Fee Config for Dynamic AMM Pools
      • Create Dynamic Pool with Timestamp/Slot Activation
      • Dynamic AMM - Farm Integration
    • DAMM v2 Integration
      • DAMM v2 SDK
        • DAMM v2 TypeScript SDK
        • DAMM v2 Rust SDK
      • Setting Pool and Fee Config for DAMM v2
      • Technical FAQ
    • Memecoin Pool Integration
      • Memecoin Pool v2 Integration
        • Setting Pool and Fee Config for Memecoin Pool v2
      • Memecoin Pool v1 Integration
        • TypeScript Code Examples
        • CPI Examples
        • Setting Pool and Fee Config for Memecoin Pool v1
        • Track permanently-locked liquidity in Memecoin Pool v1
        • Track Protocol Fee from swaps in Memecoin Pool v1
    • Stake2Earn Pool Integration
    • Dynamic Vault Integration
      • Using TypeScript-Client
      • Using Rust-Client
      • Using CPI
      • Vault API
        • Vault Info
        • Vault State
      • Vault Developer Resources
    • Alpha Vault Integration
      • Alpha Vault TypeScript SDK
      • Alpha Vault without Whitelist Setup
      • Alpha Vault with Whitelist Setup
    • Dynamic Bonding Curve (DBC) Integration
      • DBC SDK
        • DBC TypeScript SDK
        • DBC Rust SDK
      • DBC Fee Scheduler Formula
      • DBC Scripts
      • Program Repo
      • Launchpad Template
      • Technical FAQ
  • TOKEN LAUNCH POOLS
    • Steps to Create a Pool for a Token Launch
      • Create: DLMM Launch Pool
      • Create: Dynamic AMM Pool
      • Create: Memecoin Pool v1
      • Create: Stake2Earn Pool
      • Create: Pools with Alpha Vault
        • Create: DLMM Launch Pool with Alpha Vault
        • Create: Dynamic AMM Pool with Alpha Vault
        • Create: Memecoin Pool with Alpha Vault
        • Create: Stake2Earn Pool with Alpha Vault
    • Anti-Sniper Fee Suite for a Token Launch
  • Resources
    • Audits
    • Meteora Program IDs
    • Meteora APIs
    • Devnet Testing
    • Community Data Dashboards & Tools
    • Meteora Brand Assets
    • THE MASSIVE METEORA STIMULUS PACKAGE
      • Overview
      • 1. Dynamic Liquidity Market Maker (DLMM)
      • 2. Formation Of An LP Army DAO
      • 3. The 10% Stimulus Proposal
  • USER FAQ
    • Getting Started LPing
      • Supported Wallets
      • Prepare SOL
      • SOL required for Rent
      • What is Wrapped SOL?
      • What is an AMM?
      • What does it mean to provide liquidity?
      • How to swap to the tokens required for adding liquidity to a pool
      • How to quickly check if a token has any risks
      • Viewing your transaction history
      • My wallet has been compromised. What should I do?
    • Differences between DLMM and Dynamic Pools
    • DLMM FAQ
    • Dynamic AMM FAQ
      • How is the pool price of the token calculated in a Dynamic AMM?
      • What is a Meteora LP token?
      • How do I see fees earned on a Dynamic AMM Pool?
      • How to track your earnings for a Dynamic Pool?
      • What is Virtual Price in a Dynamic Pool?
      • How do LP tokens, fees, and virtual price work for Dynamic Pools?
      • Why must I add liquidity in non-stable Dynamic Pools using a 50:50 value ratio?
      • What is AMP in a Dynamic Pool with stable coins?
      • Why is the USDT-USDC pool not 1:1 in ratio of assets?
      • Can I create an LST, FX, or Multi-token pool using the Dynamic Pool creation tool?
    • Alpha Vault FAQ
    • Why is the token sometimes not picked up and tradable on Jupiter?
    • How do I create a new farm?
    • Video Tutorials to Get Started
      • LP Army Boot Camp
      • DLMM Strategy Sessions / Jam Sessions
  • Security and Risks
    • Risk of Impermanent Loss (IL)
    • Risk of depositing into an imbalanced pool / pool with price out of sync
    • Smart contract risk
    • Risk of a stablecoin depeg
    • Operational risk for dynamic vaults and pools
    • Lending risk for dynamic vaults and pools
  • legal
    • Terms of Service
    • Stake2Earn Terms of Service
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On this page
  1. PRODUCT OVERVIEW
  2. Dynamic Vault Overview
  3. Hermes - Meteora's Keeper

Algorithm to find optimal yield allocations

In this section, we describe Hermes - our off-chain yield optimizer keeper program, diving into its algorithmic design for finding optimal yield allocations and the risk factors it helps to mitigate. Hermes contains the necessary program logic (monitoring and tracking of the lending pools) of the operator.

Annual Percentage Rate (APR) of lendings depends on a few factors: amount borrowed, amount deposited, interest rate model. The higher the amount borrowed, the higher the APR. When funds are deposited into a lending pool, borrowing interest will be shared amongst depositors, resulting in the decrease of deposit APR.

The algorithm to search for optimal yield allocations begins by breaking liquidity to small portions (lines1-2). For each portion, we simulate deposits in all lending platforms and compare the APR after the simulated deposit (lines 4-8). We will then pick the platform with the highest APR for this portion and update the deposit amount on the platform in the simulation (lines 10-12). We repeat this until 100% of total liquidity is deposited in the simulation to find the optimum allocation (lines 5-12). By doing so, we are able to find the most optimized yield allocations amongst the changing APR values with each deposit and withdrawal.

If the latest allocation differs from the last allocation by more than 0.1%, a rebalance crank is sent to withdraw or deposit into the lending protocols according to the latest allocation (lines 14-16).

#Off chain simulation
1: portion ← x #x is minimally 100, set by admin
2: deposit_amount ← vault.total_amount / portion
3: last_allocation[] ← current allocation of vault.total_amount in each lending platform
4: allocation[] ← track allocation after simulation to each lending platform
5: FOR each portion
6:     FOR each platform
7:         Simulate deposit_amount to platform
8:         APR[platform] ← APR of platform after simulated deposit
9:     ENDFOR
10:     highest_APR_platform ← Select platform with the highest APR in APR[platform]
11:     allocation[highest_APR_platform] ← deposit_amount + allocation[highest_APR_platform]
12:     Update deposit_amount to platform
13: 

#On Chain Rebalance crank
14: IF diff(allocation[], last_allocation[]) > 0.1% THEN
15:     Send rebalance crank to allocate funds according to allocation[]
16: ENDIF

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Last updated 1 year ago