manifold/common/calculate-cpmm.ts
mantikoros 0ec15ff2f8
Make liquidity great again (#1020)
* add subsidy

* drizzle liquidity

* update liquidity panel

* remove addliquidity

* update cloud functions index

* remove json endpoints

* imports

* drizzle liquidity: add velocity; dev script; run every minute

* adjust speed

* logging

* liquidity button, dialog

* modal size

* modal

* info table

* pay back excess liquidity

* remove client withdrawal

* house liquidity subsidy

* disable liquidity button if market resolved or closed

* format tip amount
2022-10-10 21:56:16 -05:00

289 lines
7.5 KiB
TypeScript

import { groupBy, mapValues, sumBy } from 'lodash'
import { LimitBet } from './bet'
import { CREATOR_FEE, Fees, LIQUIDITY_FEE, PLATFORM_FEE } from './fees'
import { LiquidityProvision } from './liquidity-provision'
import { computeFills } from './new-bet'
import { binarySearch } from './util/algos'
export type CpmmState = {
pool: { [outcome: string]: number }
p: number
}
export function getCpmmProbability(
pool: { [outcome: string]: number },
p: number
) {
const { YES, NO } = pool
return (p * NO) / ((1 - p) * YES + p * NO)
}
export function getCpmmProbabilityAfterBetBeforeFees(
state: CpmmState,
outcome: string,
bet: number
) {
const { pool, p } = state
const shares = calculateCpmmShares(pool, p, bet, outcome)
const { YES: y, NO: n } = pool
const [newY, newN] =
outcome === 'YES'
? [y - shares + bet, n + bet]
: [y + bet, n - shares + bet]
return getCpmmProbability({ YES: newY, NO: newN }, p)
}
export function getCpmmOutcomeProbabilityAfterBet(
state: CpmmState,
outcome: string,
bet: number
) {
const { newPool } = calculateCpmmPurchase(state, bet, outcome)
const p = getCpmmProbability(newPool, state.p)
return outcome === 'NO' ? 1 - p : p
}
// before liquidity fee
function calculateCpmmShares(
pool: {
[outcome: string]: number
},
p: number,
bet: number,
betChoice: string
) {
const { YES: y, NO: n } = pool
const k = y ** p * n ** (1 - p)
return betChoice === 'YES'
? // https://www.wolframalpha.com/input?i=%28y%2Bb-s%29%5E%28p%29*%28n%2Bb%29%5E%281-p%29+%3D+k%2C+solve+s
y + bet - (k * (bet + n) ** (p - 1)) ** (1 / p)
: n + bet - (k * (bet + y) ** -p) ** (1 / (1 - p))
}
export function getCpmmFees(state: CpmmState, bet: number, outcome: string) {
const prob = getCpmmProbabilityAfterBetBeforeFees(state, outcome, bet)
const betP = outcome === 'YES' ? 1 - prob : prob
const liquidityFee = LIQUIDITY_FEE * betP * bet
const platformFee = PLATFORM_FEE * betP * bet
const creatorFee = CREATOR_FEE * betP * bet
const fees: Fees = { liquidityFee, platformFee, creatorFee }
const totalFees = liquidityFee + platformFee + creatorFee
const remainingBet = bet - totalFees
return { remainingBet, totalFees, fees }
}
export function calculateCpmmSharesAfterFee(
state: CpmmState,
bet: number,
outcome: string
) {
const { pool, p } = state
const { remainingBet } = getCpmmFees(state, bet, outcome)
return calculateCpmmShares(pool, p, remainingBet, outcome)
}
export function calculateCpmmPurchase(
state: CpmmState,
bet: number,
outcome: string
) {
const { pool, p } = state
const { remainingBet, fees } = getCpmmFees(state, bet, outcome)
const shares = calculateCpmmShares(pool, p, remainingBet, outcome)
const { YES: y, NO: n } = pool
const { liquidityFee: fee } = fees
const [newY, newN] =
outcome === 'YES'
? [y - shares + remainingBet + fee, n + remainingBet + fee]
: [y + remainingBet + fee, n - shares + remainingBet + fee]
const postBetPool = { YES: newY, NO: newN }
const { newPool, newP } = addCpmmLiquidity(postBetPool, p, fee)
return { shares, newPool, newP, fees }
}
// Note: there might be a closed form solution for this.
// If so, feel free to switch out this implementation.
export function calculateCpmmAmountToProb(
state: CpmmState,
prob: number,
outcome: 'YES' | 'NO'
) {
if (prob <= 0 || prob >= 1 || isNaN(prob)) return Infinity
if (outcome === 'NO') prob = 1 - prob
// First, find an upper bound that leads to a more extreme probability than prob.
let maxGuess = 10
let newProb = 0
do {
maxGuess *= 10
newProb = getCpmmOutcomeProbabilityAfterBet(state, outcome, maxGuess)
} while (newProb < prob)
// Then, binary search for the amount that gets closest to prob.
const amount = binarySearch(0, maxGuess, (amount) => {
const newProb = getCpmmOutcomeProbabilityAfterBet(state, outcome, amount)
return newProb - prob
})
return amount
}
function calculateAmountToBuyShares(
state: CpmmState,
shares: number,
outcome: 'YES' | 'NO',
unfilledBets: LimitBet[],
balanceByUserId: { [userId: string]: number }
) {
// Search for amount between bounds (0, shares).
// Min share price is M$0, and max is M$1 each.
return binarySearch(0, shares, (amount) => {
const { takers } = computeFills(
outcome,
amount,
state,
undefined,
unfilledBets,
balanceByUserId
)
const totalShares = sumBy(takers, (taker) => taker.shares)
return totalShares - shares
})
}
export function calculateCpmmSale(
state: CpmmState,
shares: number,
outcome: 'YES' | 'NO',
unfilledBets: LimitBet[],
balanceByUserId: { [userId: string]: number }
) {
if (Math.round(shares) < 0) {
throw new Error('Cannot sell non-positive shares')
}
const oppositeOutcome = outcome === 'YES' ? 'NO' : 'YES'
const buyAmount = calculateAmountToBuyShares(
state,
shares,
oppositeOutcome,
unfilledBets,
balanceByUserId
)
const { cpmmState, makers, takers, totalFees, ordersToCancel } = computeFills(
oppositeOutcome,
buyAmount,
state,
undefined,
unfilledBets,
balanceByUserId
)
// Transform buys of opposite outcome into sells.
const saleTakers = takers.map((taker) => ({
...taker,
// You bought opposite shares, which combine with existing shares, removing them.
shares: -taker.shares,
// Opposite shares combine with shares you are selling for M$ of shares.
// You paid taker.amount for the opposite shares.
// Take the negative because this is money you gain.
amount: -(taker.shares - taker.amount),
isSale: true,
}))
const saleValue = -sumBy(saleTakers, (taker) => taker.amount)
return {
saleValue,
cpmmState,
fees: totalFees,
makers,
takers: saleTakers,
ordersToCancel,
}
}
export function getCpmmProbabilityAfterSale(
state: CpmmState,
shares: number,
outcome: 'YES' | 'NO',
unfilledBets: LimitBet[],
balanceByUserId: { [userId: string]: number }
) {
const { cpmmState } = calculateCpmmSale(
state,
shares,
outcome,
unfilledBets,
balanceByUserId
)
return getCpmmProbability(cpmmState.pool, cpmmState.p)
}
export function getCpmmLiquidity(
pool: { [outcome: string]: number },
p: number
) {
const { YES, NO } = pool
return YES ** p * NO ** (1 - p)
}
export function addCpmmLiquidity(
pool: { [outcome: string]: number },
p: number,
amount: number
) {
const prob = getCpmmProbability(pool, p)
//https://www.wolframalpha.com/input?i=p%28n%2Bb%29%2F%28%281-p%29%28y%2Bb%29%2Bp%28n%2Bb%29%29%3Dq%2C+solve+p
const { YES: y, NO: n } = pool
const numerator = prob * (amount + y)
const denominator = amount - n * (prob - 1) + prob * y
const newP = numerator / denominator
const newPool = { YES: y + amount, NO: n + amount }
const oldLiquidity = getCpmmLiquidity(pool, newP)
const newLiquidity = getCpmmLiquidity(newPool, newP)
const liquidity = newLiquidity - oldLiquidity
return { newPool, liquidity, newP }
}
export function getCpmmLiquidityPoolWeights(liquidities: LiquidityProvision[]) {
const userAmounts = groupBy(liquidities, (w) => w.userId)
const totalAmount = sumBy(liquidities, (w) => w.amount)
return mapValues(
userAmounts,
(amounts) => sumBy(amounts, (w) => w.amount) / totalAmount
)
}
export function getUserLiquidityShares(
userId: string,
state: CpmmState,
liquidities: LiquidityProvision[]
) {
const weights = getCpmmLiquidityPoolWeights(liquidities)
const userWeight = weights[userId] ?? 0
return mapValues(state.pool, (shares) => userWeight * shares)
}