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tatanka/trade: add order compatibility and matching functions #3165
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# Trading Sequence | ||
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1. User initiates an order by specifying a desired quantity that they want to | ||
buy or sell and an acceptable rate limit. This is the `DesiredTrade`. | ||
2. The backend receives the `DesiredTrade` and checks whether there are any | ||
orders on the order book to satisfy the trade using `MatchBook`. This generates | ||
a set of potential matches (`[]*MatchProposal`), but there might be some | ||
remaining quantity that we couldn't fulfill with the existing standing orders, | ||
the `remain`. | ||
3. Any `[]*MatchProposal` from `MatchBook` will generate match requests to | ||
the owners of the matched standing orders. | ||
4. If there is `remain`, we will generate our own standing order and broadcast | ||
it to all market subscribers. |
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// This code is available on the terms of the project LICENSE.md file, | ||
// also available online at https://blueoakcouncil.org/license/1.0.0. | ||
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package trade | ||
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import ( | ||
"math" | ||
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"decred.org/dcrdex/dex/calc" | ||
"decred.org/dcrdex/tatanka/tanka" | ||
) | ||
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// FeeParameters combines the user's fee exposure settings with the fees per | ||
// lot, which are based on current on-chain fee rates and other asset-specific | ||
// parameters e.g. swap tx size for utxo-based assets. | ||
type FeeParameters struct { | ||
// MaxFeeExposure is the maximum fee losses we are willing to incur from a | ||
// trade, as a ratio of the trade size. | ||
MaxFeeExposure float64 | ||
BaseFeesPerMatch uint64 | ||
QuoteFeesPerMatch uint64 | ||
} | ||
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const ( | ||
ReasonOurQtyTooSmall = "our order size is less than their lot size" | ||
ReasonTheirQtyTooSmall = "their order size is less than our lot size" | ||
) | ||
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// OrderIsMatchable determines whether a given standing limit order is | ||
// matchable for our desired quantity and fee parameters. | ||
func OrderIsMatchable(desiredQty uint64, theirOrd *tanka.Order, p *FeeParameters) (_ bool, reason string) { | ||
// Can we satisfy their lot size? | ||
if desiredQty < theirOrd.LotSize { | ||
return false, ReasonOurQtyTooSmall | ||
} | ||
// Can they satisfy our lot size? | ||
minLotSize := MinimumLotSize(theirOrd.Rate, p) | ||
if theirOrd.Qty < minLotSize { | ||
return false, ReasonTheirQtyTooSmall | ||
} | ||
return true, "" | ||
} | ||
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// MinimumLotSize calculates the smallest lot size that satisfies the our | ||
// desired maximum fee exposure. | ||
func MinimumLotSize(msgRate uint64, p *FeeParameters) uint64 { | ||
// fee_exposure = (lots * base_fees_per_lot / qty) + (lots * quote_fees_per_lot / quote_qty) | ||
// quote_qty = qty * rate | ||
// ## We want fee_exposure < max_fee_exposure | ||
// (lots * base_fees_per_lot / qty) + (lots * quote_fees_per_lot / (qty * rate)) < max_fee_exposure | ||
// ## multiplying both sides by qty | ||
// (lots * base_fees_per_lot) + (lots * quote_fees_per_lot / rate) < max_fee_exposure * qty | ||
// ## Factoring out lots | ||
// lots * (base_fees_per_lot + (quote_fees_per_lot / rate)) < max_fee_exposure * qty | ||
// ## isolating lots | ||
// lots < (max_fee_exposure * qty) / (base_fees_per_lot + (quote_fees_per_lot / rate)) | ||
// ## Noting that lots = qty / lot_size | ||
// qty / lot_size < (max_fee_exposure * qty) / (base_fees_per_lot + (quote_fees_per_lot / rate)) | ||
// ## Dividing both size by qty | ||
// 1 / lot_size < max_fee_exposure / (base_fees_per_lot + (quote_fees_per_lot / rate)) | ||
// ## Fliparoo | ||
// lot_size > (base_fees_per_lot + (quote_fees_per_lot / rate)) / max_fee_exposure | ||
atomicRate := float64(msgRate) / calc.RateEncodingFactor | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I remember we were discussing changing There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I'm still open to that. I've always tried to avoid |
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perfectLotSize := math.Ceil((float64(p.BaseFeesPerMatch) + float64(p.QuoteFeesPerMatch)/atomicRate) / float64(p.MaxFeeExposure)) | ||
// How many powers of 2? | ||
n := math.Ceil(math.Log2(perfectLotSize)) | ||
return uint64(math.Round(math.Pow(2, n))) | ||
} |
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// This code is available on the terms of the project LICENSE.md file, | ||
// also available online at https://blueoakcouncil.org/license/1.0.0. | ||
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package trade | ||
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import ( | ||
"testing" | ||
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"decred.org/dcrdex/dex/calc" | ||
"decred.org/dcrdex/tatanka/tanka" | ||
) | ||
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func TestMinimumLotSize(t *testing.T) { | ||
// Exchange rate of 1. 10 atoms lost to fees in the match. To stay under 1%, | ||
// the lot size needs to be >= 1000, so 1024 is the closest power of 2. | ||
p := &FeeParameters{ | ||
MaxFeeExposure: 0.01, | ||
BaseFeesPerMatch: 5, | ||
QuoteFeesPerMatch: 5, | ||
} | ||
var atomicRate uint64 = 1 | ||
msgRate := atomicRate * calc.RateEncodingFactor | ||
if l := MinimumLotSize(msgRate, p); l != 1024 { | ||
t.Fatal(p, l) | ||
} | ||
// Doubling the fees should double the lot size. | ||
p.QuoteFeesPerMatch *= 2 | ||
p.BaseFeesPerMatch *= 2 | ||
if l := MinimumLotSize(msgRate, p); l != 2048 { | ||
t.Fatal(p, l) | ||
} | ||
// Double the quote fees, but also double the rate (to halve the quote qty). | ||
// The effects should offset. | ||
p.QuoteFeesPerMatch *= 2 | ||
msgRate *= 2 | ||
if l := MinimumLotSize(msgRate, p); l != 2048 { | ||
t.Fatal(p, l) | ||
} | ||
} | ||
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func TestOrderIsMatchable(t *testing.T) { | ||
// Set up fee parameters with a min lot size of 1024. | ||
p := &FeeParameters{ | ||
MaxFeeExposure: 0.01, | ||
BaseFeesPerMatch: 5, | ||
QuoteFeesPerMatch: 5, | ||
} | ||
var desiredQty uint64 = 1024 | ||
// Create a standing order that matches our lot size and has 2 lots | ||
// available. | ||
var atomicRate uint64 = 1 | ||
msgRate := atomicRate * calc.RateEncodingFactor | ||
var lotSize uint64 = 1024 | ||
theirOrd := &tanka.Order{ | ||
LotSize: lotSize, | ||
Rate: msgRate, | ||
Qty: lotSize * 2, | ||
} | ||
// Should be matchable. | ||
if matchable, reason := OrderIsMatchable(desiredQty, theirOrd, p); !matchable { | ||
t.Fatal(reason) | ||
} | ||
// Quadrupling our min lot size should cause unmatchability. | ||
p.MaxFeeExposure /= 4 | ||
matchable, reason := OrderIsMatchable(desiredQty, theirOrd, p) | ||
if matchable { | ||
t.Fatal("Their remaining qty should be too small") | ||
} | ||
if reason != ReasonTheirQtyTooSmall { | ||
t.Fatal(reason) | ||
} | ||
p.MaxFeeExposure *= 4 // undoing | ||
// Make our desired qty too small. | ||
desiredQty /= 2 | ||
matchable, reason = OrderIsMatchable(desiredQty, theirOrd, p) | ||
if matchable { | ||
t.Fatal("Our desired qty should be too small") | ||
} | ||
if reason != ReasonOurQtyTooSmall { | ||
t.Fatal(reason) | ||
} | ||
} |
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// This code is available on the terms of the project LICENSE.md file, | ||
// also available online at https://blueoakcouncil.org/license/1.0.0. | ||
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package trade | ||
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import ( | ||
"decred.org/dcrdex/tatanka/tanka" | ||
) | ||
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// DesiredTrade is the parameters of a trade that the user wants to make. | ||
type DesiredTrade struct { | ||
Qty uint64 | ||
Rate uint64 | ||
Sell bool | ||
} | ||
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// MatchProposal is a potential match based on our desired trade and the | ||
// current standing orders. | ||
type MatchProposal struct { | ||
Order *tanka.Order | ||
Qty uint64 | ||
} | ||
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// MatchBook matches our desired trade with the order book side. It is assumed | ||
// that the order book side is correct for our choice of buy/sell, and that | ||
// the orders are ordered by rate, with low-to-high for sell orders, and | ||
// high-to-low for buy orders. | ||
func MatchBook(desire *DesiredTrade, p *FeeParameters, ords []*tanka.Order) (matches []*MatchProposal, remain uint64) { | ||
remain = desire.Qty | ||
for _, ord := range ords { | ||
// Check rate compatibility. | ||
if desire.Sell { | ||
if ord.Rate < desire.Rate { | ||
break | ||
} | ||
} else if ord.Rate > desire.Rate { | ||
break | ||
} | ||
// Check lot size compatibility. | ||
if compat, _ := OrderIsMatchable(desire.Qty, ord, p); !compat { | ||
continue | ||
} | ||
// How much can we match? | ||
maxQty := ord.Qty | ||
if ord.Qty > remain { | ||
maxQty = remain | ||
} | ||
lots := maxQty / ord.LotSize | ||
qty := lots * ord.LotSize | ||
matches = append(matches, &MatchProposal{Order: ord, Qty: qty}) | ||
remain -= qty | ||
if remain == 0 { | ||
break | ||
} | ||
} | ||
return matches, remain | ||
} |
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// This code is available on the terms of the project LICENSE.md file, | ||
// also available online at https://blueoakcouncil.org/license/1.0.0. | ||
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package trade | ||
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import ( | ||
"testing" | ||
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"decred.org/dcrdex/dex/calc" | ||
"decred.org/dcrdex/tatanka/tanka" | ||
) | ||
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func TestMatchBook(t *testing.T) { | ||
// These can be varied before resetting. | ||
weSell := false | ||
var weWantLots uint64 = 1 | ||
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// These will be initialized by reset. | ||
var lotSize, atomicRate, msgRate, baseQty uint64 | ||
var desire *DesiredTrade | ||
var ords []*tanka.Order | ||
var p *FeeParameters | ||
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// A function to reset everything | ||
reset := func() { | ||
atomicRate = 1 | ||
lotSize = 1024 | ||
msgRate = atomicRate * calc.RateEncodingFactor | ||
baseQty = weWantLots * lotSize | ||
p = &FeeParameters{ | ||
MaxFeeExposure: 0.01, | ||
BaseFeesPerMatch: 5, | ||
QuoteFeesPerMatch: 5, | ||
} | ||
desire = &DesiredTrade{ | ||
Qty: baseQty, | ||
Rate: msgRate, | ||
Sell: weSell, | ||
} | ||
ords = []*tanka.Order{ | ||
{ | ||
Rate: msgRate, | ||
Qty: baseQty, | ||
LotSize: lotSize, | ||
}, | ||
} | ||
} | ||
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// Our testing function | ||
testMatches := func(expRemain uint64, expQtys []uint64) { | ||
t.Helper() | ||
matches, remain := MatchBook(desire, p, ords) | ||
if remain != expRemain { | ||
t.Fatal("wrong remain", remain, expRemain) | ||
} | ||
if len(matches) != len(expQtys) { | ||
t.Fatal("wrong number of matches", matches, len(expQtys)) | ||
} | ||
for i, m := range matches { | ||
if m.Qty != expQtys[i] { | ||
t.Fatal("wrong qty", i, m.Qty, expQtys[i]) | ||
} | ||
} | ||
} | ||
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// Basic 1-lot buy order that perfectly matches the 1 order on the book, | ||
// leaving no remainder. | ||
reset() | ||
testMatches(0, []uint64{baseQty}) | ||
// Double the first order's qty. Shouldn't change anything. | ||
ords[0].Qty *= 2 | ||
testMatches(0, []uint64{baseQty}) | ||
// Triple our ask. We'll get the whole (now-doubled) order, with some | ||
// remainder. | ||
desire.Qty *= 3 | ||
testMatches(baseQty, []uint64{2 * baseQty}) | ||
// Add another order to satisfy our needs. | ||
ords = append(ords, &tanka.Order{ | ||
Rate: msgRate, | ||
Qty: baseQty, | ||
LotSize: lotSize, | ||
}) | ||
testMatches(0, []uint64{2 * baseQty, baseQty}) | ||
// Double the rate of the new order though, and we're back to only getting | ||
// the first order. | ||
ords[1].Rate *= 2 | ||
testMatches(baseQty, []uint64{2 * baseQty}) | ||
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// Make sure it works with multiple lots too. | ||
weWantLots = 4 | ||
reset() | ||
testMatches(0, []uint64{baseQty}) | ||
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// Basic 1-lot sell order now. | ||
weSell = true | ||
reset() | ||
testMatches(0, []uint64{baseQty}) | ||
// Doubling our ask should leave a remainder. | ||
desire.Qty *= 2 | ||
testMatches(baseQty, []uint64{baseQty}) | ||
// Add another order to satisfy our needs. | ||
ords = append(ords, &tanka.Order{ | ||
Rate: msgRate, | ||
Qty: baseQty, | ||
LotSize: lotSize, | ||
}) | ||
testMatches(0, []uint64{baseQty, baseQty}) | ||
// But if the second order isn't offering enough, we can't match it. | ||
ords[1].Rate -= 1 | ||
testMatches(baseQty, []uint64{baseQty}) | ||
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// Back to buying 1 lot | ||
weSell, weWantLots = false, 1 | ||
reset() | ||
testMatches(0, []uint64{baseQty}) | ||
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// Make the order incompatible because our maximum fee exposure is too low. | ||
p.MaxFeeExposure /= 2 | ||
testMatches(baseQty, nil) | ||
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// Sanity check | ||
reset() | ||
testMatches(0, []uint64{baseQty}) | ||
} |
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The conclusion is already pretty intuitive.