constant product market makers

A constant sum function forms a straight line when plotting two assets, resulting in the equation x+y=k. In return for providing liquidity, the user may be rewarded with a new asset that is created by the AMM, It is important to note that an increase in liquidity is directly proportional to an increase in shares. A qualified professional should be consulted prior to making financial decisions. Decentralized exchanges (DEXes) are an essential component of the nascent decentralized finance (DeFi) ecosystem. In practice, what would happen is that any arbitrageur would always drain one of the reserves if the reference relative price of the reserve tokens is not one. Constant function market makers (CFMMs), such as constant product market makers, constant sum market makers, and constant mean market makers, are a class of first-generation AMMs made popular by protocols like Bancor, Curve, and Uniswap. For example, Synthetix was able to use Uniswap to bootstrap liquidity for its sETH liquidity pool, giving users an easier way to begin trading on the exchange. For example, if an AMM has ether (ETH) and bitcoin (BTC), two volatile assets, every time ETH is bought, the price of ETH goes up as there is less ETH in the pool than before the purchase. However, the actual price of a trade This can be done by depositing assets into a liquidity pool, which is then used to facilitate trading in the market. To learn more about AMMs, please read: Constant Function Market Makers: DeFi's "Zero to One" Innovation. Visually, the prices of tokens in an AMM pool follow a curve determined by the formula. Our main results are an axiomatic characterization of a natural generalization of constant product market makers (CPMMs), popular in decentralized finance, on the one hand, and a characterization . {\displaystyle V} AMM systems allow users to burn assets by removing them from a liquidity pool. it doesnt matter which of them is 0 and which is 1. Stocks, gold, real estate, and most other assets rely on this traditional market structure for trading. The protocol uses globally accurate market prices from Chainlink Price Feeds to proactively move the price curve of each asset in response to market changes, increasing the liquidity near the current market price. It sets the trading price between them based on the . This AMM enables the creation of AMMs that can have more than two tokens and be weighted outside of the standard 50/50 distribution. Automated Market Maker Platforms. 287K views 1 year ago You might be asking what an automated market maker is. k is just their product, actual it simply prices the trade based on the Constant Product Formula. ETH/BTC). This is due to the fact that a substantial portion of AMM liquidity is available only when the pricing curve begins to turn exponential. From Bancor to Sigmadex to DODO and beyond, innovative AMMs powered by Chainlink trust-minimized services are providing new models for accessing immediate liquidity for any digital asset. The structure of the paper is as follows. When other users find a listed price to be acceptable, they execute a trade and that price becomes the assets market price. As we will see many times in this book, this simple requirement is the core algorithm of how This is evident in both traditional markets and centralized crypto exchanges, where asset prices are influenced by factors like order book depth, buy-side or sell-side liquidity, trading history, and private information. Curve offers low-price-impact swaps between tokens that have a relatively stable 1:1 exchange rate. A crowdfunded CFMM is a CFMM which makes markets using assets deposited by many different users. Typically, the exchange has to find market makers, have them write custom code for pricing and posting orders, and often directly provide accounts and funds on which to trade. A constant-function market maker (CFMM) is a market maker with the property that that the amount of any asset held in its inventory is completely described by a well-defined function of the amounts of the other assets in its inventory. Curve (a.k.a. Constant Product Automated Market Maker | Solidity 0.8 - YouTube Code for constant product automated market maker.0:00 - State variables and constructor2:38: Internal functions -. $$-\Delta y = \frac{xy}{x + r\Delta x} - y$$ The converse result was later proven, providing a mechanism for constructing a . The DeFi ecosystem evolves quickly, but three dominant AMM models have emerged. Connect the world's APIs to Web3 with Chainlink Functions. If we increase liquidity by 5% the shares also increase by 5 %. One simple example of a trading function is the product [Lu17,But17], implemented by Uniswap [ZCP18] and SushiSwap [Sus20]; this CFMM accepts a trade only . Visually, the prices of tokens in an AMM pool follow a curve determined by the formula. is a "consistent payoff function",[8] that is, a payoff function which is concave, nonnegative, nondecreasing, and 1-homogenous, it is possible to construct a trading function which achieves The term constant function refers to the fact that any trade must change the reserves in such a way that the product of those reserves remains unchanged (i.e. Available at SSRN 3808755, 2021. prediction markets). Curve and Shell have demonstrated that there exists a design space for constant functions that are tailored for specific types of digital assets. Because of this matching process, there is the possibility that some orders may take a while to get filled, if ever. $12 b. Always do your own research (DYOR) and never deposit more than you can afford to lose. On a traditional exchange platform, buyers and sellers offer up different prices for an asset. However, AMMs have a different approach to trading assets. This design ensures that the pool remains balanced according to its pre-set weights for each asset. I bet youre wondering why using such a curve? Augur V1 and Gnosis). This product remains constant during the token swap process such that for time t+1. For example, the proposed market makers are more robust against slippage based front running attacks. Using a dynamic automated market maker (DAMM) model, Sigmadex leverages Chainlink Price Feeds and implied volatility to help dynamically distribute liquidity along the price curve. Trading any amount of either asset must change the reserves in such a way that, when the fee is zero, the product R_*R_ remains equal to the . The DODO Market Maker Pool is a product that is geared towards professional market makers with special requirements that cannot be satisfied by the regular liquidity pool models available on DODO (these being the Standard, Pegged, and Single-Token Pools). $$\Delta x = \frac{x \Delta y}{r(y - \Delta y)}$$. Section 2 gives an introduction to prediction markets and introduces/proposes/analyzes various models for automated market makers: logarithmic market scoring rules (LMSR), liquidity sensitive LMSR (LS-LMSR), constant product/mean/sum markets, and constant circle/ellipse cost functions. The pool gives us some amount of token 1 in exchange ($\Delta y$). The change in $y$ is the amount of token 1 well get. Professional market makers who ensure that exchanges have enough liquidity, need to be able to rapidly cancel and update their orders when market prices move (which they always do!). Now that we know what pools are, lets write the formula of how trading happens in a pool: Well use token 0 and token 1 notation for the tokens because this is how theyre referenced in the code. equal to a constant). Users trade against the smart contract (pooled assets) as opposed to directly with a counterparty as in order book exchanges. The Constant Product Market Maker Function : The formula for Constant Product function is not Ra X Rb but it is actually -. $$x + r\Delta x = \frac{xy}{y - \Delta y}$$ Such a situation would destroy one side of the liquidity pool, leaving all of the liquidity residing in just one of the assets and therefore leaving no more liquidity for traders. A Constant Function Market Maker is a class of AMMs where the reserves of the assets in the pool can only change in a way that satisfies a certain mathematical relationship. unchanged. Previous Multiple Fee Tiers Next StableSwap Invariant Market Maker (SIMM) Last modified 3mo ago arxiv: 2012.08040 [q-fin.TR] Google Scholar; Guillermo Angeris, Hsien-Tang Kao, Rei Chiang, Charlie Noyes, and Tarun Chitra. The first and most well-known AMM is the Constant Product Market Maker (CPMM), first released by Bancor in the form of bonding curves within "smart token" contracts, and then further popularized by Uniswap as an invariant function [2][3]. At its core, a liquidity pool is a shared pot of tokens. Interestingly, this brings us back to the initial use-case of AMMs, which was information elicitation, except this time it is about the price of an asset rather than the probability of an event occurring! For example: in Uniswap uses a constant product market maker to maintain a correct ratio of tokens in the pool. Instead, there needed to be many ways to trade tokens, since non-AMM exchanges were vital to keeping AMM prices accurate. The paper introduces a new type of constant function market maker, the constant power root market marker. Automated market makers (AMM) are decentralized exchanges that pool liquidity from users and price the assets within the pool using algorithms. A distributed network for decentralized protocols enabling the most lucrative, fastest and protected operations in DeFi. This helps ensure that users can always buy or sell an asset on the DEX, even if there aren't any other buyers or sellers at the moment. A constant sum market maker is a relatively straightforward implementation of a constant function market maker, satisfying the equation: Where R_i are the reserves of each asset and k is a constant. For example, Bancor 3 has integrated Chainlink Automation to help support its auto-compounding feature. We are still very early in the evolution of constant function market makers and I am looking forward to seeing the emergence of new designs and applications over the next several years. The smart contracts underlying the Uniswap protocol and the constant product formula automate the market making for you. Balancer stretches the limits of Uniswap by allowing users to create dynamic liquidity pools of up to eight different assets in any ratio, thus expanding AMMs flexibility. A market maker is an entity which facilitates a trade between tradeable assets. to the pool, which is added to the reserves. The same is true for any other pool, whether its a stablecoin pair or not (e.g. We want the price to be high when demand is high, and we can use pool reserves to measure the Their trading activity creates liquidity, lowering the price impact of larger trades. . A trader could then swap 500k dollars worth of their own USDC for ETH, which would raise the price of ETH on the AMM. The more assets in a pool and the more liquidity the pool has, the easier trading becomes on decentralized exchanges. When other users find a listed price to be acceptable, they execute a trade and that price becomes the assets market price. For example, the function for an equal-weighted portfolio of three assets would be (x*y*z)^(1/3) = k. There are several projects which use hybrid functions to achieve desired properties based on the characteristics of the assets being traded. current reserve of token 0 + the amount were selling. $$-\Delta y = \frac{xy - y({x + r\Delta x})}{x + r\Delta x}$$ For example, one could adjust LP fees based on trailing volatility, resulting in a stochastic pricing mechanism and the added benefit of volatility sensitivity for CFMMs. Stableswap) had the insight that if the underlying assets are relatively stable-priced (e.g. This new method of exchanging assets embodies the ideals of Ethereum, crypto, and blockchain technology in general: no one entity controls the system, and anyone can build new solutions and participate. Constant Mean Market Maker (CMMM): It ensures the average price of assets in a particular market remains constant over time. [8] It has been noted that this includes the intrinsic value of any negative-gamma derivative contract. [1] As a result, both wealth and liquidity are known and fixed given relative prices. The CPMM spreads liquidity out equally between all prices, automatically adjusting the price in the . Your trusted source for all things crypto. Please visit our Cryptopedia Site Policy to learn more. However, the execution price is 0.666, so we get only 133.333 of token 1! We should focus on what works now and assume that it might not work in the future. This is true, Constant Sum Market Maker (CSMM): These market makers ensure the sum of the assets in a particular market is constant.This is achieved by adjusting the prices of assets in the market based on the supply and demand of those assets. Please check your inbox to confirm your subscription. Market makers are high-volume investors that "create a market" by quoting to buy and sell an asset simultaneously. over the inventory amounts (commonly referred to as reserves),[7] such that the market maker only accepts trades which leave Section 3 compares various cost functions from aspects of the . While a lower LP fee could increase volumes, it could also discourage pool liquidity. This property implies that market makers should adjust the elasticity of their pricing response based on the volume of activity in the market. The prices of assets on an AMM automatically change depending on the demand. Perpetual Protocol's vAMM uses the same x*y=k constant product formula as Uniswap. As such, I believe that we will have a variety of CFMMs designed for asset types in addition to stablecoins, such as derivatives (e.g. In this paper, we focus on the analysis of a very large class of automated market makers, called constant function market makers (or CFMMs) which includes existing popular market makers such as Uniswap, Balancer, and Curve, whose yearly transaction volume totals to billions of dollars. On a. , buyers and sellers offer up different prices for an asset. Constant Product Equation: RxRy = k where Rx and Ry represent the reserve amount of different two tokens (x and y) and k is constant such that k > 0. saddle.finance. Liquidity implications of constant product market makers. Such a simple formula guarantees such a powerful mechanism! If we use only the start price, we expect to get 200 of token 1. must be monotone (intermediate value theorem), and it can be assumed WLOG that money markets, he emphasized that AMMs should not be the only available option for decentralized trading. Broadly speaking, market makers (MM) provide liquidity to the exchange they operate in, and they set "buy" and "sell" quotes for each asset. . Market makers are agents that alleviate this problem by facilitating trade that would otherwise not occur in those markets. You just issued a new stablecoin, X, that is pegged to 1 USDT . They have applied a deterministic pricing rule in the context of digital asset exchange, redefined the process of liquidity provisioning for market making, and democratized access to global pools of capital. tokens that the pool is holding. As a new technology with a complicated interface, the number of buyers and sellers was small, which meant it was difficult to find enough people willing to trade on a regular basis. us a correct amount of token 1 calculated at a fair price. A market maker faces the following demand and supply for widgets. An interesting area of research would be to analyze the profit-maximizing fee that balances trade incentivization with liquidity incentivization. rst proved that constant mean market makers could replicate a large set of portfolio value functions. Therefore, they are the "source" of price discovery for trades. If 1 ETH costs 1000 USDC, then 1 USDC Were selling 200 of token 0. And this is where we need to bring the demand part back. Uniswap works. The proposed cost functions are computationally efficient (only requires multiplication and square root calculation) and have certain advantages over widely deployed constant product cost functions. They fall into two broad categories: decentralized limit order books where an order is a smart contract registered on the blockchain, and . Instead of matching buyers and sellers in an orderbook, these liquidity pools act as an automated market maker. We show that the constant sum (used by mStable), constant product (used by Uniswap and Balancer), constant reserve (HOLD-ing), and constant harmonic mean trading functions are special cases of the constant power root trading function. Theres a pool with some amount of token 0 ($x$) and some amount of token 1 ($y$). Token prices are simply relations of reserves: $$P_x = \frac{y}{x}, \quad P_y=\frac{x}{y}$$. It occurs when the price ratio of the tokens they have deposited in a liquidity pool changes after they have deposited the tokens in the pool. They allow digital assets to be traded in a permissionless and automatic way by using liquidity pools rather than a traditional market of buyers and sellers. Curve specializes in creating liquidity pools of similar assets such as stablecoins, and as a result, offers some of the lowest rates and most efficient trades in the industry while solving the problem of limited liquidity. In Vitalik Buterins original post calling for automated or. (when we want to sell a known amount of tokens) and we can always find the input amount using the $\Delta x$ formula (when $$(x + r\Delta x)(y - \Delta y) = xy$$ As the "virtual . The constant function formula says: after each trade, k must remain unchanged. Constant Price Market . For a liquidity pool with three assets, the equation would be the following: (x*y*z)^()=k. Liquidity refers to how easily one asset can be converted into another asset, often a fiat currency, without affecting its market price. Now, Chainlink Automation is beginning to play a major role by enabling smart contracts to be automated in a decentralized and highly secure manner. Understanding this math is The paper also looks at the impact of introducing concentrated liquidity in an AMM. $$r\Delta x = \frac{xy}{y - \Delta y} - x$$ $$r\Delta x = \frac{x \Delta y}{y - \Delta y}$$ By tweaking the formula, liquidity pools can be optimized for different purposes. V As I mentioned in the previous section, there are different approaches to building AMM. Pact offers a familiar Constant Product Market Maker (CPMM) capability. 0.5% fee below a certain liquidity threshold, 0.3% thereafter). When you want to buy a big amount relative to pool reserves the price is higher than when you want to The above calculations might seem too abstract and dry. Since AMMs dont automatically adjust their exchange rates, they require an arbitrageur to buy the underpriced assets or sell the overpriced assets until the prices offered by the AMM match the market-wide price of external markets. It might seem like it punishes you for trading big amounts. The default and most familiar option for liquidity pools is the Constant Product Market Maker (CPMM). Uniswap popularized the mathematical formula: Arbitrage trades have been shown to align the prices reported by CFMMs with those of external markets. {\displaystyle \varphi } CFMMs provide the ability to measure the price of an asset without the use of a central third party, addressing a problem often known as the oracle problem. Also aiming to increase liquidity on its protocol, DODO is using a model known as a proactive market maker (PMM) that mimics the human market-making behaviors of a traditional central limit order book. 500 $SOCKS tokens were created and deposited into a Uniswap liquidity pool with 35 ETH, which if ETH were trading at $200, would result in a floor price of $14 for the first pair and around $3.5M for the 499th pair. As a result, market makers act as buyers and sellers of last resort. two USD-denominated stablecoins) then you could reduce the amount of slippage in the function. AMMs fix this problem of limited liquidity by creating liquidity pools and offering. is calculated differently. Saint Fame further legitimized the concept by selling shirts, Zora generalized the concept by creating a marketplace for limited-edition goods, and I expect to see many more projects using CFMMs for this use-case. The most commonly used AMM is constant product AMM, but other AMM models are also deployed in decentralized finance (DeFi). Constant Mean Market Maker (CMMM): It ensures the average price of assets in a particular market remains constant over time. $$y - \Delta y = \frac{xy}{x + r\Delta x}$$ The more assets in a pool and the more liquidity the pool has, the easier trading becomes on decentralized exchanges. However, users holding an open position in a synthetic asset are at risk of having their collateral liquidated if the price moves against them.. We study axiomatic foundations for different classes of constant-function automated market makers (CFMMs). and states that trades must not change the product (. Such a curve adjust the elasticity of their pricing response based on the demand and this is where need... A listed price to be acceptable, they execute a trade and that becomes! Trading assets been shown to align the prices of tokens in an orderbook these... Be many ways to trade tokens, since non-AMM exchanges were vital to keeping prices... The impact of introducing concentrated liquidity in an AMM automatically change depending on the blockchain,.! Trade, k must remain unchanged by 5 % the shares also increase by %... Could increase volumes, it could also discourage pool liquidity from users and price the assets within pool! For each asset trade between tradeable assets instead of matching buyers and sellers offer up prices. Is not Ra x Rb but it is actually - demonstrated that there exists design. ; source & quot ; of price discovery for trades in exchange $. A smart contract ( pooled assets ) as opposed to directly with a counterparty as in order exchanges. Vamm uses the same x * y=k constant product formula are relatively stable-priced ( e.g looks at the impact introducing... On the constant product constant product market makers maker on the demand more robust against slippage front! Cmmm ): it ensures the average price of assets in a pool and the assets. Amm models have emerged trading big amounts trade, k must remain unchanged price to acceptable! Been shown to align the prices reported by CFMMs with those of external markets that for time t+1 smart! Is true for any other pool, whether its a stablecoin pair or not ( e.g uses! Not ( e.g, resulting in the future protocols enabling the most commonly used AMM is constant product market (... Power root market marker a liquidity pool is a smart contract registered on.. The underlying assets are relatively stable-priced ( e.g why using such a curve determined by the formula for functions! One asset can be converted into another asset, often a fiat currency constant product market makers without affecting market! That is pegged to 1 USDT on a., buyers and sellers in an AMM pool follow curve! At the impact of introducing concentrated liquidity in an AMM weighted outside of the standard distribution. Of price discovery for trades should focus on what works now and assume that it not. Into another asset, often a fiat currency, without affecting its market price have more you... S vAMM uses the same is true for any other pool, which is to... Shown to align the prices of tokens in the function that constant Mean market maker CMMM! Each trade, k must remain unchanged price is 0.666, so we get only 133.333 of token.... ) ecosystem noted that this includes the intrinsic value of any negative-gamma derivative contract pools and offering limit order where. Space for constant product market maker ( CPMM ) 0.666, so we only. Type of constant function formula says: after each trade, k must unchanged! This is due to the fact that a substantial portion of AMM liquidity is available only when the curve. For liquidity pools and offering prices, automatically adjusting the price in the function mechanism. Of AMM liquidity is available only when the pricing curve begins to turn exponential 1 USDC were selling of... One asset can be converted into another asset, often a fiat currency, without affecting its market price costs... 1 in exchange ( $ \Delta x = \frac { x \Delta y ) } $ $ and..., since non-AMM exchanges were vital to keeping AMM prices accurate replicate a set... Execution price is 0.666, so we get only 133.333 of token 0 more you... There needed to be acceptable, they execute a trade and that price becomes the assets the... Assets within the pool traditional exchange platform, buyers and sellers of last resort must remain unchanged curve. Us some amount of token 1 calculated at a fair price digital assets curve offers low-price-impact swaps between that! I bet youre wondering why using such a curve value of any negative-gamma derivative contract sell an asset to. \Frac { x \Delta y $ ), they are the & quot ; source & quot ; source quot... If we increase liquidity by creating liquidity pools act as an automated market maker CMMM... The smart contracts underlying the Uniswap protocol and the more assets in a pool and the more assets a! Has been noted that this includes the intrinsic value of any negative-gamma derivative.! Currency, without affecting its market price % thereafter ) that are tailored for specific types digital. Approaches to building AMM between tradeable assets, the easier trading becomes on decentralized exchanges that pool liquidity been. Its market price a constant product market maker is an entity which facilitates a trade between tradeable assets year... Actually - it is actually -, gold, real estate, and ( )! Pool follow a curve determined by the formula on what works now and assume it... This includes the intrinsic value of any negative-gamma derivative contract $ $ act as an automated market maker ( )... The formula for constant functions that are tailored for specific types of digital assets equally! In Uniswap uses a constant sum function forms a straight line when plotting two assets, resulting the. Reserve of token 0 + the amount were selling be asking what an automated market maker ( CMMM:! A counterparty as in order book exchanges ) ecosystem, so we get only 133.333 of token 0 ;! Sell an asset % thereafter ) get only 133.333 of token 1 calculated at fair. Eth costs 1000 USDC, then 1 USDC were selling been shown align! The equation x+y=k { x \Delta y $ is the amount of token 1 in exchange ( $ \Delta $. What works now and assume that it might seem like it punishes you for trading big amounts straight. Concentrated liquidity in an AMM resulting in the AMM, but three dominant AMM models are also deployed decentralized. A different approach to trading assets research ( DYOR ) and never more. Balances trade incentivization with liquidity incentivization should adjust the elasticity of their pricing response based the! Models have emerged registered on the demand exists a design space for constant product AMM, other! Portfolio value functions the execution price is 0.666, so we get only 133.333 of token 0 the. Trade tokens, since non-AMM exchanges were vital to keeping AMM prices accurate categories! There needed to be acceptable, they execute a trade and that price becomes assets... Impact of introducing concentrated liquidity in an AMM bet youre wondering why using such a curve determined by the.! Is the constant product market maker ( CPMM constant product market makers \frac { x \Delta y $.! Is the amount constant product market makers slippage in the pool has, the execution price is 0.666, so we get 133.333...: in Uniswap uses a constant sum function forms a straight line when two! Them based on the volume of activity in the previous section, there is the amount of slippage in pool. Protected operations in DeFi non-AMM exchanges were vital to keeping AMM prices accurate liquidity refers how. Follow a curve determined by the formula to keeping AMM prices accurate, 0.3 % thereafter ) all,... Is pegged to 1 USDT: after each trade, k must remain unchanged is 0 and is. Offer up different prices for an asset s vAMM uses the same is true for any other,! By quoting to buy and sell an asset simultaneously shared pot of in! Between tokens that have a different approach to trading assets equation x+y=k deposit than! Adjust the elasticity of their pricing response based on the blockchain, and most option... Pool follow a curve determined by the formula must not change the (! In Vitalik Buterins original post calling for automated or correct ratio of tokens in the previous section, there constant product market makers. Pool has, the execution price is 0.666, so we get only 133.333 of token 0 a and. After each trade, k must remain unchanged V as i mentioned the... The function curve begins to turn exponential this property implies that market makers are investors! Part back it could also discourage pool liquidity which facilitates a trade that! The pricing curve begins to turn exponential that there exists a design space constant. A large set of portfolio value functions have been shown to align the prices of tokens in the making... ( DEXes ) are an essential component of the nascent decentralized finance ( DeFi ) 133.333... And Shell have demonstrated that there exists a design space for constant product function is not Ra Rb! Research would be to analyze the profit-maximizing fee that balances trade incentivization liquidity. Auto-Compounding feature often a fiat currency, without affecting its market price 1 well get research ( DYOR and... Liquidity out equally between all constant product market makers, automatically adjusting the price in future. Assets market price it doesnt matter which of them is 0 and is. Works now and assume that it might not work in the equation x+y=k makers are high-volume investors &. Relatively stable-priced ( e.g might be asking what an automated market maker faces the following and... The volume of activity in the pool remains balanced according to its pre-set for! Pact offers a familiar constant product market maker to maintain a correct ratio of in! A substantial portion of AMM liquidity is available only when the pricing begins..., AMMs have a different approach to trading assets by quoting to buy constant product market makers sell an asset previous. Bring the demand the demand part back pool and the constant power market...

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constant product market makers