Files
gocryptotrader/exchanges/kline/kline.go
Scott 48434dfd46 Feature: Candle conversion & Candle validation (#716)
* Remove old concept. Introduce new job types and candle scaling

* Adds extra processing, commands

* new concept for queued jobs. Jobs can pause. New commands to manage status

* =End of day commit designing tables and implementing prerequisites further.

* Adds postgres data history relations

* Fixes table design for sqlite. Fixes all issues from merge

* Fixes craziness of database design. Adds some functions to get related jobs

* Fixes errors

* Updates some documentation, manages prerequisite jobs a little better, adds rpc funcs

* Fixes database design and adjust repo functions

* Tests database relationship

* Test coverage of new job functions

* Finishes coverage of new functions

* Commands and RPC coverage

* New database modifications for new job types

* Adds db support of new columns. Adds conversion validation. lint

* command blurb changes

* Allows websocket test to pass consistently

* Fixes merge issue preventing datahistorymanager from starting via config

* Minor fixes for different job type processing

* Fixes rangeholder issue, fixes validation, does not address jobs not starting or wrong status

* Fixes database tests, but at what cost. Fixes dhm tests

* Fixes dhj completion issue. Adds prerequisite by nickname

* Fixes validation processing. Adds db tests and validation

* Fixes validation job processing range

* Fixes trade sql. Reduces defaults. Validation processing and errors

* Updates cli job commands. adds validation decimal. fix job validation

* Expands run job handling and tests

* Validation work

* Fixes validation processing

* candle relations. new job type. updating database design

* Adds secondary exchange support. Sets stage for candle override

* Re adds accidentally deleted relationship

* Updates loading and saving candles to have relationship data when relevant

* Now validates and replaces candle data appropriately

* Fixes getting and setting datahistory data. Neatens DHM

* Test coverage

* Updates proto for new db types. New test coverage. Secondary exchange work

* Investigation into never-ending validation jobs. Now that intervals are ruled out, now need to complete the job....

* Fixes issues with validation job completion. Fixes validation volume issue for secondary exchange

* Adds candle warning support to the backtester

* Fixes warnings

* lint and begin docs

* Documentation updates. Final testing changes

* Minor fixes

* docs, prerequisite checks, more testing

* Fixes binance trade test. Rename err

* Documentation fixes. Figure fixes

* documentation update

* Fixes remote PSQL tests

* Fix binance mock test

* Remove unnecessary JSON

* regen proto

* Some minor nit fixes

* Var usage, query sorting, log improving, sql mirroring

* Extra coverage

* Experimental removal of m.jobs and mutex. Fix messaging

* Fixes error

* Lint fixes, command description improvements. More isRunning gates

* description improvements

* Lint

* BUFF regenerate

* Rough concept to fix insertions taking up long periods of time

* New calculation for trade data. Adds batch saving

This also adds an experimental request feature to shut down lingering requests. However, its uncertain whether or not this is having any impact. Initially thought it was the trades that was taking time and not SQL. Will investigate further

* Removes experimental requester. Adds documentation. Fixes typo

* rm unused error

* re-adds more forgotten contributors

* Now with proper commit count
2021-08-05 10:27:27 +10:00

557 lines
15 KiB
Go

package kline
import (
"errors"
"fmt"
"sort"
"strings"
"time"
"github.com/thrasher-corp/gocryptotrader/common"
"github.com/thrasher-corp/gocryptotrader/currency"
"github.com/thrasher-corp/gocryptotrader/exchanges/asset"
"github.com/thrasher-corp/gocryptotrader/exchanges/order"
)
// CreateKline creates candles out of trade history data for a set time interval
func CreateKline(trades []order.TradeHistory, interval Interval, p currency.Pair, a asset.Item, exchange string) (Item, error) {
if interval.Duration() < time.Minute {
return Item{}, fmt.Errorf("invalid time interval: [%s]", interval)
}
err := validateData(trades)
if err != nil {
return Item{}, err
}
timeIntervalStart := trades[0].Timestamp.Truncate(interval.Duration())
timeIntervalEnd := trades[len(trades)-1].Timestamp
// Adds time interval buffer zones
var timeIntervalCache [][]order.TradeHistory
var candleStart []time.Time
for t := timeIntervalStart; t.Before(timeIntervalEnd); t = t.Add(interval.Duration()) {
timeBufferEnd := t.Add(interval.Duration())
insertionCount := 0
var zonedTradeHistory []order.TradeHistory
for i := 0; i < len(trades); i++ {
if (trades[i].Timestamp.After(t) ||
trades[i].Timestamp.Equal(t)) &&
(trades[i].Timestamp.Before(timeBufferEnd) ||
trades[i].Timestamp.Equal(timeBufferEnd)) {
zonedTradeHistory = append(zonedTradeHistory, trades[i])
insertionCount++
continue
}
trades = trades[i:]
break
}
candleStart = append(candleStart, t)
// Insert dummy in time period when there is no price action
if insertionCount == 0 {
timeIntervalCache = append(timeIntervalCache, []order.TradeHistory{})
continue
}
timeIntervalCache = append(timeIntervalCache, zonedTradeHistory)
}
if candleStart == nil {
return Item{}, errors.New("candle start cannot be nil")
}
var candles = Item{
Exchange: exchange,
Pair: p,
Asset: a,
Interval: interval,
}
var closePriceOfLast float64
for x := range timeIntervalCache {
if len(timeIntervalCache[x]) == 0 {
candles.Candles = append(candles.Candles, Candle{
Time: candleStart[x],
High: closePriceOfLast,
Low: closePriceOfLast,
Close: closePriceOfLast,
Open: closePriceOfLast})
continue
}
var newCandle = Candle{
Open: timeIntervalCache[x][0].Price,
Time: candleStart[x],
}
for y := range timeIntervalCache[x] {
if y == len(timeIntervalCache[x])-1 {
newCandle.Close = timeIntervalCache[x][y].Price
closePriceOfLast = timeIntervalCache[x][y].Price
}
if newCandle.High < timeIntervalCache[x][y].Price {
newCandle.High = timeIntervalCache[x][y].Price
}
if newCandle.Low > timeIntervalCache[x][y].Price || newCandle.Low == 0 {
newCandle.Low = timeIntervalCache[x][y].Price
}
newCandle.Volume += timeIntervalCache[x][y].Amount
}
candles.Candles = append(candles.Candles, newCandle)
}
return candles, nil
}
// validateData checks for zero values on data and sorts before turning
// converting into OHLC
func validateData(trades []order.TradeHistory) error {
if len(trades) < 2 {
return errors.New("insufficient data")
}
for i := range trades {
if trades[i].Timestamp.IsZero() ||
trades[i].Timestamp.Unix() == 0 {
return fmt.Errorf("timestamp not set for element %d", i)
}
if trades[i].Amount == 0 {
return fmt.Errorf("amount not set for element %d", i)
}
if trades[i].Price == 0 {
return fmt.Errorf("price not set for element %d", i)
}
}
sort.Slice(trades, func(i, j int) bool {
return trades[i].Timestamp.Before(trades[j].Timestamp)
})
return nil
}
// String returns numeric string
func (i Interval) String() string {
return i.Duration().String()
}
// Word returns text version of Interval
func (i Interval) Word() string {
return durationToWord(i)
}
// Duration returns interval casted as time.Duration for compatibility
func (i Interval) Duration() time.Duration {
return time.Duration(i)
}
// Short returns short string version of interval
func (i Interval) Short() string {
s := i.String()
if strings.HasSuffix(s, "m0s") {
s = s[:len(s)-2]
}
if strings.HasSuffix(s, "h0m") {
s = s[:len(s)-2]
}
return s
}
// FillMissingDataWithEmptyEntries amends a kline item to have candle entries
// for every interval between its start and end dates derived from ranges
func (k *Item) FillMissingDataWithEmptyEntries(i *IntervalRangeHolder) {
var anyChanges bool
for x := range i.Ranges {
for y := range i.Ranges[x].Intervals {
if !i.Ranges[x].Intervals[y].HasData {
for z := range k.Candles {
if i.Ranges[x].Intervals[y].Start.Equal(k.Candles[z].Time) {
break
}
}
anyChanges = true
k.Candles = append(k.Candles, Candle{
Time: i.Ranges[x].Intervals[y].Start.Time,
})
}
}
}
if anyChanges {
k.SortCandlesByTimestamp(false)
}
}
// RemoveDuplicates removes any duplicate candles
func (k *Item) RemoveDuplicates() {
var newCandles []Candle
for x := range k.Candles {
if x == 0 {
newCandles = append(newCandles, k.Candles[x])
continue
}
if !k.Candles[x].Time.Equal(k.Candles[x-1].Time) {
// don't add duplicate
newCandles = append(newCandles, k.Candles[x])
}
}
k.Candles = newCandles
}
// RemoveOutsideRange removes any candles outside the start and end date
func (k *Item) RemoveOutsideRange(start, end time.Time) {
var newCandles []Candle
for i := range k.Candles {
if k.Candles[i].Time.Equal(start) ||
(k.Candles[i].Time.After(start) && k.Candles[i].Time.Before(end)) {
newCandles = append(newCandles, k.Candles[i])
}
}
k.Candles = newCandles
}
// SortCandlesByTimestamp sorts candles by timestamp
func (k *Item) SortCandlesByTimestamp(desc bool) {
sort.Slice(k.Candles, func(i, j int) bool {
if desc {
return k.Candles[i].Time.After(k.Candles[j].Time)
}
return k.Candles[i].Time.Before(k.Candles[j].Time)
})
}
// FormatDates converts all date to UTC time
func (k *Item) FormatDates() {
for x := range k.Candles {
k.Candles[x].Time = k.Candles[x].Time.UTC()
}
}
// durationToWord returns english version of interval
func durationToWord(in Interval) string {
switch in {
case FifteenSecond:
return "fifteensecond"
case OneMin:
return "onemin"
case ThreeMin:
return "threemin"
case FiveMin:
return "fivemin"
case TenMin:
return "tenmin"
case FifteenMin:
return "fifteenmin"
case ThirtyMin:
return "thirtymin"
case OneHour:
return "onehour"
case TwoHour:
return "twohour"
case FourHour:
return "fourhour"
case SixHour:
return "sixhour"
case EightHour:
return "eighthour"
case TwelveHour:
return "twelvehour"
case OneDay:
return "oneday"
case ThreeDay:
return "threeday"
case FifteenDay:
return "fifteenday"
case OneWeek:
return "oneweek"
case TwoWeek:
return "twoweek"
case OneMonth:
return "onemonth"
case OneYear:
return "oneyear"
default:
return "notfound"
}
}
// TotalCandlesPerInterval turns total candles per period for interval
func TotalCandlesPerInterval(start, end time.Time, interval Interval) (out float64) {
switch interval {
case FifteenSecond:
return end.Sub(start).Seconds() / 15
case OneMin:
return end.Sub(start).Minutes()
case ThreeMin:
return end.Sub(start).Minutes() / 3
case FiveMin:
return end.Sub(start).Minutes() / 5
case TenMin:
return end.Sub(start).Minutes() / 10
case FifteenMin:
return end.Sub(start).Minutes() / 15
case ThirtyMin:
return end.Sub(start).Minutes() / 30
case OneHour:
return end.Sub(start).Hours()
case TwoHour:
return end.Sub(start).Hours() / 2
case FourHour:
return end.Sub(start).Hours() / 4
case SixHour:
return end.Sub(start).Hours() / 6
case EightHour:
return end.Sub(start).Hours() / 8
case TwelveHour:
return end.Sub(start).Hours() / 12
case OneDay:
return end.Sub(start).Hours() / 24
case ThreeDay:
return end.Sub(start).Hours() / 72
case FifteenDay:
return end.Sub(start).Hours() / (24 * 15)
case OneWeek:
return end.Sub(start).Hours() / (24 * 7)
case TwoWeek:
return end.Sub(start).Hours() / (24 * 14)
case OneMonth:
return end.Sub(start).Hours() / (24 * 30)
case OneYear:
return end.Sub(start).Hours() / 8760
}
return -1
}
// IntervalsPerYear helps determine the number of intervals in a year
// used in CAGR calculation to know the amount of time of an interval in a year
func (i *Interval) IntervalsPerYear() float64 {
return float64(OneYear.Duration().Nanoseconds()) / float64(i.Duration().Nanoseconds())
}
// ConvertToNewInterval allows the scaling of candles to larger candles
// eg convert OneDay candles to ThreeDay candles, if there are adequate candles
// incomplete candles are NOT converted
// eg an 4 OneDay candles will convert to one ThreeDay candle, skipping the fourth
func ConvertToNewInterval(item *Item, newInterval Interval) (*Item, error) {
if item == nil {
return nil, errNilKline
}
if newInterval <= 0 {
return nil, ErrUnsetInterval
}
if newInterval.Duration() <= item.Interval.Duration() {
return nil, ErrCanOnlyDownscaleCandles
}
if newInterval.Duration()%item.Interval.Duration() != 0 {
return nil, ErrWholeNumberScaling
}
oldIntervalsPerNewCandle := int64(newInterval / item.Interval)
var candleBundles [][]Candle
var candles []Candle
for i := range item.Candles {
candles = append(candles, item.Candles[i])
intervalCount := int64(i + 1)
if oldIntervalsPerNewCandle == intervalCount {
candleBundles = append(candleBundles, candles)
candles = []Candle{}
}
}
responseCandle := &Item{
Exchange: item.Exchange,
Pair: item.Pair,
Asset: item.Asset,
Interval: newInterval,
}
for i := range candleBundles {
var lowest, highest, volume float64
lowest = candleBundles[i][0].Low
highest = candleBundles[i][0].High
for j := range candleBundles[i] {
volume += candleBundles[i][j].Volume
if candleBundles[i][j].Low < lowest {
lowest = candleBundles[i][j].Low
}
if candleBundles[i][j].High > highest {
lowest = candleBundles[i][j].High
}
volume += candleBundles[i][j].Volume
}
responseCandle.Candles = append(responseCandle.Candles, Candle{
Time: candleBundles[i][0].Time,
Open: candleBundles[i][0].Open,
High: highest,
Low: lowest,
Close: candleBundles[i][len(candleBundles[i])-1].Close,
Volume: volume,
})
}
return responseCandle, nil
}
// CalculateCandleDateRanges will calculate the expected candle data in intervals in a date range
// If an API is limited in the amount of candles it can make in a request, it will automatically separate
// ranges into the limit
func CalculateCandleDateRanges(start, end time.Time, interval Interval, limit uint32) (*IntervalRangeHolder, error) {
if err := common.StartEndTimeCheck(start, end); err != nil && !errors.Is(err, common.ErrStartAfterTimeNow) {
return nil, err
}
if interval <= 0 {
return nil, ErrUnsetInterval
}
start = start.Round(interval.Duration())
end = end.Round(interval.Duration())
resp := &IntervalRangeHolder{
Start: CreateIntervalTime(start),
End: CreateIntervalTime(end),
}
var intervalsInWholePeriod []IntervalData
for i := start; !i.After(end) && !i.Equal(end); i = i.Add(interval.Duration()) {
intervalsInWholePeriod = append(intervalsInWholePeriod, IntervalData{
Start: CreateIntervalTime(i.Round(interval.Duration())),
End: CreateIntervalTime(i.Round(interval.Duration()).Add(interval.Duration())),
})
}
if len(intervalsInWholePeriod) < int(limit) || limit == 0 {
resp.Ranges = []IntervalRange{{
Start: CreateIntervalTime(start),
End: CreateIntervalTime(end),
Intervals: intervalsInWholePeriod,
}}
return resp, nil
}
var intervals []IntervalData
splitIntervalsByLimit := make([][]IntervalData, 0, len(intervalsInWholePeriod)/int(limit)+1)
for len(intervalsInWholePeriod) >= int(limit) {
intervals, intervalsInWholePeriod = intervalsInWholePeriod[:limit], intervalsInWholePeriod[limit:]
splitIntervalsByLimit = append(splitIntervalsByLimit, intervals)
}
if len(intervalsInWholePeriod) > 0 {
splitIntervalsByLimit = append(splitIntervalsByLimit, intervalsInWholePeriod)
}
for x := range splitIntervalsByLimit {
resp.Ranges = append(resp.Ranges, IntervalRange{
Start: splitIntervalsByLimit[x][0].Start,
End: splitIntervalsByLimit[x][len(splitIntervalsByLimit[x])-1].End,
Intervals: splitIntervalsByLimit[x],
})
}
return resp, nil
}
// HasDataAtDate determines whether a there is any data at a set
// date inside the existing limits
func (h *IntervalRangeHolder) HasDataAtDate(t time.Time) bool {
tu := t.Unix()
if tu < h.Start.Ticks || tu > h.End.Ticks {
return false
}
for i := range h.Ranges {
if tu >= h.Ranges[i].Start.Ticks && tu <= h.Ranges[i].End.Ticks {
for j := range h.Ranges[i].Intervals {
if tu >= h.Ranges[i].Intervals[j].Start.Ticks && tu < h.Ranges[i].Intervals[j].End.Ticks {
return h.Ranges[i].Intervals[j].HasData
}
if j == len(h.Ranges[i].Intervals)-1 {
if tu == h.Ranges[i].Start.Ticks {
return h.Ranges[i].Intervals[j].HasData
}
}
}
}
}
return false
}
// SetHasDataFromCandles will calculate whether there is data in each candle
// allowing any missing data from an API request to be highlighted
func (h *IntervalRangeHolder) SetHasDataFromCandles(c []Candle) {
for x := range h.Ranges {
intervals:
for y := range h.Ranges[x].Intervals {
for z := range c {
cu := c[z].Time.Unix()
if cu >= h.Ranges[x].Intervals[y].Start.Ticks && cu < h.Ranges[x].Intervals[y].End.Ticks {
h.Ranges[x].Intervals[y].HasData = true
continue intervals
}
}
h.Ranges[x].Intervals[y].HasData = false
}
}
}
// DataSummary returns a summary of a data range to highlight where data is missing
func (h *IntervalRangeHolder) DataSummary(includeHasData bool) []string {
var (
rangeStart, rangeEnd, prevStart, prevEnd time.Time
rangeHasData bool
rangeTexts []string
)
rangeStart = h.Start.Time
for i := range h.Ranges {
for j := range h.Ranges[i].Intervals {
if h.Ranges[i].Intervals[j].HasData {
if !rangeHasData && !rangeEnd.IsZero() {
rangeTexts = append(rangeTexts, h.createDateSummaryRange(rangeStart, rangeEnd, rangeHasData))
prevStart = rangeStart
prevEnd = rangeEnd
rangeStart = h.Ranges[i].Intervals[j].Start.Time
}
rangeHasData = true
} else {
if rangeHasData && !rangeEnd.IsZero() {
if includeHasData {
rangeTexts = append(rangeTexts, h.createDateSummaryRange(rangeStart, rangeEnd, rangeHasData))
}
prevStart = rangeStart
prevEnd = rangeEnd
rangeStart = h.Ranges[i].Intervals[j].Start.Time
}
rangeHasData = false
}
rangeEnd = h.Ranges[i].Intervals[j].End.Time
}
}
if !rangeStart.Equal(prevStart) || !rangeEnd.Equal(prevEnd) {
if (rangeHasData && includeHasData) || !rangeHasData {
rangeTexts = append(rangeTexts, h.createDateSummaryRange(rangeStart, rangeEnd, rangeHasData))
}
}
return rangeTexts
}
func (h *IntervalRangeHolder) createDateSummaryRange(start, end time.Time, hasData bool) string {
dataString := "missing"
if hasData {
dataString = "has"
}
return fmt.Sprintf("%s data between %s and %s",
dataString,
start.Format(common.SimpleTimeFormat),
end.Format(common.SimpleTimeFormat))
}
// CreateIntervalTime is a simple helper function to set the time twice
func CreateIntervalTime(tt time.Time) IntervalTime {
return IntervalTime{
Time: tt,
Ticks: tt.Unix(),
}
}
// Equal allows for easier unix comparison
func (i *IntervalTime) Equal(tt time.Time) bool {
return tt.Unix() == i.Ticks
}