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series_time.go
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series_time.go
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// Copyright 2018-20 PJ Engineering and Business Solutions Pty. Ltd. All rights reserved.
package dataframe
import (
"bytes"
"context"
"fmt"
"golang.org/x/exp/rand"
"sort"
"strconv"
"sync"
"time"
"github.com/olekukonko/tablewriter"
)
// SeriesTime is used for series containing time.Time data.
type SeriesTime struct {
valFormatter ValueToStringFormatter
// Layout is for internal use only at the moment. Do not use.
//
// See: https://golang.org/pkg/time/#Parse
Layout string
lock sync.RWMutex
name string
// Values is exported to better improve interoperability with various sub-packages.
//
// WARNING: Do not modify directly.
Values []*time.Time
nilCount int
}
// NewSeriesTime creates a new series with the underlying type as time.Time.
func NewSeriesTime(name string, init *SeriesInit, vals ...interface{}) *SeriesTime {
s := &SeriesTime{
name: name,
Values: []*time.Time{},
nilCount: 0,
}
var (
size int
capacity int
)
if init != nil {
size = init.Size
capacity = init.Capacity
if size > capacity {
capacity = size
}
}
s.Values = make([]*time.Time, size, capacity)
s.valFormatter = DefaultValueFormatter
for idx, v := range vals {
// Special case
if idx == 0 {
if ts, ok := vals[0].([]time.Time); ok {
for idx, v := range ts {
val := s.valToPointer(v)
if idx < size {
s.Values[idx] = val
} else {
s.Values = append(s.Values, val)
}
}
break
}
}
val := s.valToPointer(v)
if val == nil {
s.nilCount++
}
if idx < size {
s.Values[idx] = val
} else {
s.Values = append(s.Values, val)
}
}
var lVals int
if len(vals) > 0 {
if ts, ok := vals[0].([]time.Time); ok {
lVals = len(ts)
} else {
lVals = len(vals)
}
}
if lVals < size {
s.nilCount = s.nilCount + size - lVals
}
return s
}
// NewSeries creates a new initialized SeriesTime.
func (s *SeriesTime) NewSeries(name string, init *SeriesInit) Series {
return NewSeriesTime(name, init)
}
// Name returns the series name.
func (s *SeriesTime) Name(opts ...Options) string {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
return s.name
}
// Rename renames the series.
func (s *SeriesTime) Rename(n string, opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
s.name = n
}
// Type returns the type of data the series holds.
func (s *SeriesTime) Type() string {
return "time"
}
// NRows returns how many rows the series contains.
func (s *SeriesTime) NRows(opts ...Options) int {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
return len(s.Values)
}
// Value returns the value of a particular row.
// The return value could be nil or the concrete type
// the data type held by the series.
// Pointers are never returned.
func (s *SeriesTime) Value(row int, opts ...Options) interface{} {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
val := s.Values[row]
if val == nil {
return nil
}
return *val
}
// ValueString returns a string representation of a
// particular row. The string representation is defined
// by the function set in SetValueToStringFormatter.
// By default, a nil value is returned as "NaN".
func (s *SeriesTime) ValueString(row int, opts ...Options) string {
return s.valFormatter(s.Value(row, opts...))
}
// Prepend is used to set a value to the beginning of the
// series. val can be a concrete data type or nil. Nil
// represents the absence of a value.
func (s *SeriesTime) Prepend(val interface{}, opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
// See: https://stackoverflow.com/questions/41914386/what-is-the-mechanism-of-using-append-to-prepend-in-go
if cap(s.Values) > len(s.Values) {
// There is already extra capacity so copy current values by 1 spot
s.Values = s.Values[:len(s.Values)+1]
copy(s.Values[1:], s.Values)
s.Values[0] = s.valToPointer(val)
return
}
// No room, new slice needs to be allocated:
s.insert(0, val)
}
// Append is used to set a value to the end of the series.
// val can be a concrete data type or nil. Nil represents
// the absence of a value.
func (s *SeriesTime) Append(val interface{}, opts ...Options) int {
var locked bool
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
locked = true
}
row := s.NRows(Options{DontLock: locked})
s.insert(row, val)
return row
}
// Insert is used to set a value at an arbitrary row in
// the series. All existing values from that row onwards
// are shifted by 1. val can be a concrete data type or nil.
// Nil represents the absence of a value.
func (s *SeriesTime) Insert(row int, val interface{}, opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
s.insert(row, val)
}
func (s *SeriesTime) insert(row int, val interface{}) {
switch V := val.(type) {
case []time.Time:
var vals []*time.Time
for _, v := range V {
v := v
vals = append(vals, &v)
}
s.Values = append(s.Values[:row], append(vals, s.Values[row:]...)...)
return
case []*time.Time:
for _, v := range V {
if v == nil {
s.nilCount++
}
}
s.Values = append(s.Values[:row], append(V, s.Values[row:]...)...)
return
}
s.Values = append(s.Values, nil)
copy(s.Values[row+1:], s.Values[row:])
v := s.valToPointer(val)
if v == nil {
s.nilCount++
}
s.Values[row] = s.valToPointer(v)
}
// Remove is used to delete the value of a particular row.
func (s *SeriesTime) Remove(row int, opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
if s.Values[row] == nil {
s.nilCount--
}
s.Values = append(s.Values[:row], s.Values[row+1:]...)
}
// Reset is used clear all data contained in the Series.
func (s *SeriesTime) Reset(opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
s.Values = []*time.Time{}
s.nilCount = 0
}
// Update is used to update the value of a particular row.
// val can be a concrete data type or nil. Nil represents
// the absence of a value.
func (s *SeriesTime) Update(row int, val interface{}, opts ...Options) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
newVal := s.valToPointer(val)
if s.Values[row] == nil && newVal != nil {
s.nilCount--
} else if s.Values[row] != nil && newVal == nil {
s.nilCount++
}
s.Values[row] = newVal
}
// ValuesIterator will return a function that can be used to iterate through all the values.
func (s *SeriesTime) ValuesIterator(opts ...ValuesOptions) func() (*int, interface{}, int) {
var (
row int
step int = 1
)
var dontReadLock bool
if len(opts) > 0 {
dontReadLock = opts[0].DontReadLock
row = opts[0].InitialRow
if row < 0 {
row = len(s.Values) + row
}
if opts[0].Step != 0 {
step = opts[0].Step
}
}
initial := row
return func() (*int, interface{}, int) {
if !dontReadLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
var t int
if step > 0 {
t = (len(s.Values)-initial-1)/step + 1
} else {
t = -initial/step + 1
}
if row > len(s.Values)-1 || row < 0 {
// Don't iterate further
return nil, nil, t
}
val := s.Values[row]
var out interface{}
if val == nil {
out = nil
} else {
out = *val
}
row = row + step
return &[]int{row - step}[0], out, t
}
}
func (s *SeriesTime) valToPointer(v interface{}) *time.Time {
switch val := v.(type) {
case nil:
return nil
case *time.Time:
if val == nil {
return nil
}
return &[]time.Time{*val}[0]
case time.Time:
return &val
case *int:
if val == nil {
return nil
}
// Assume seconds
t := time.Unix(int64(*val), 0).In(time.UTC)
return &t
case int:
// Assume seconds
t := time.Unix(int64(val), 0).In(time.UTC)
return &t
case *int64:
if val == nil {
return nil
}
// Assume seconds
t := time.Unix(*val, 0).In(time.UTC)
return &t
case int64:
// Assume seconds
t := time.Unix(val, 0).In(time.UTC)
return &t
case *string:
if val == nil {
return nil
}
sec, err := strconv.ParseInt(*val, 10, 64)
if err != nil {
_ = v.(time.Time) // Intentionally panic
}
return &[]time.Time{time.Unix(sec, 0)}[0]
case string:
sec, err := strconv.ParseInt(val, 10, 64)
if err != nil {
_ = v.(time.Time) // Intentionally panic
}
return &[]time.Time{time.Unix(sec, 0)}[0]
default:
_ = v.(time.Time) // Intentionally panic
return nil
}
}
// SetValueToStringFormatter is used to set a function
// to convert the value of a particular row to a string
// representation.
func (s *SeriesTime) SetValueToStringFormatter(f ValueToStringFormatter) {
if f == nil {
s.valFormatter = DefaultValueFormatter
return
}
s.valFormatter = f
}
// Swap is used to swap 2 values based on their row position.
func (s *SeriesTime) Swap(row1, row2 int, opts ...Options) {
if row1 == row2 {
return
}
if len(opts) == 0 || !opts[0].DontLock {
s.lock.Lock()
defer s.lock.Unlock()
}
s.Values[row1], s.Values[row2] = s.Values[row2], s.Values[row1]
}
// IsEqualFunc returns true if a is equal to b.
func (s *SeriesTime) IsEqualFunc(a, b interface{}) bool {
if a == nil {
if b == nil {
return true
}
return false
}
if b == nil {
return false
}
t1 := a.(time.Time)
t2 := b.(time.Time)
return t1.Equal(t2)
}
// IsLessThanFunc returns true if a is less than b.
func (s *SeriesTime) IsLessThanFunc(a, b interface{}) bool {
if a == nil {
if b == nil {
return true
}
return true
}
if b == nil {
return false
}
t1 := a.(time.Time)
t2 := b.(time.Time)
return t1.Before(t2)
}
// Sort will sort the series.
// It will return true if sorting was completed or false when the context is canceled.
func (s *SeriesTime) Sort(ctx context.Context, opts ...SortOptions) (completed bool) {
defer func() {
if x := recover(); x != nil {
completed = false
}
}()
if len(opts) == 0 {
opts = append(opts, SortOptions{})
}
if !opts[0].DontLock {
s.Lock()
defer s.Unlock()
}
sortFunc := func(i, j int) (ret bool) {
if err := ctx.Err(); err != nil {
panic(err)
}
defer func() {
if opts[0].Desc {
ret = !ret
}
}()
if s.Values[i] == nil {
if s.Values[j] == nil {
// both are nil
return true
}
return true
}
if s.Values[j] == nil {
// i has value and j is nil
return false
}
// Both are not nil
ti := *s.Values[i]
tj := *s.Values[j]
return ti.Before(tj)
}
if opts[0].Stable {
sort.SliceStable(s.Values, sortFunc)
} else {
sort.Slice(s.Values, sortFunc)
}
return true
}
// Lock will lock the Series allowing you to directly manipulate
// the underlying slice with confidence.
func (s *SeriesTime) Lock() {
s.lock.Lock()
}
// Unlock will unlock the Series that was previously locked.
func (s *SeriesTime) Unlock() {
s.lock.Unlock()
}
// Copy will create a new copy of the series.
// It is recommended that you lock the Series before attempting
// to Copy.
func (s *SeriesTime) Copy(r ...Range) Series {
if len(s.Values) == 0 {
return &SeriesTime{
valFormatter: s.valFormatter,
name: s.name,
Values: []*time.Time{},
nilCount: s.nilCount,
}
}
if len(r) == 0 {
r = append(r, Range{})
}
start, end, err := r[0].Limits(len(s.Values))
if err != nil {
panic(err)
}
// Copy slice
x := s.Values[start : end+1]
newSlice := append(x[:0:0], x...)
return &SeriesTime{
valFormatter: s.valFormatter,
name: s.name,
Values: newSlice,
nilCount: s.nilCount,
}
}
// Table will produce the Series in a table.
func (s *SeriesTime) Table(opts ...TableOptions) string {
if len(opts) == 0 {
opts = append(opts, TableOptions{R: &Range{}})
}
if !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
data := [][]string{}
headers := []string{"", s.name} // row header is blank
footers := []string{fmt.Sprintf("%dx%d", len(s.Values), 1), s.Type()}
if len(s.Values) > 0 {
start, end, err := opts[0].R.Limits(len(s.Values))
if err != nil {
panic(err)
}
for row := start; row <= end; row++ {
sVals := []string{fmt.Sprintf("%d:", row), s.ValueString(row, dontLock)}
data = append(data, sVals)
}
}
var buf bytes.Buffer
table := tablewriter.NewWriter(&buf)
table.SetHeader(headers)
for _, v := range data {
table.Append(v)
}
table.SetFooter(footers)
table.SetAlignment(tablewriter.ALIGN_CENTER)
table.Render()
return buf.String()
}
// String implements the fmt.Stringer interface. It does not lock the Series.
func (s *SeriesTime) String() string {
count := len(s.Values)
out := s.name + ": [ "
if count > 6 {
idx := []int{0, 1, 2, count - 3, count - 2, count - 1}
for j, row := range idx {
if j == 3 {
out = out + "... "
}
out = out + s.ValueString(row, dontLock) + " "
}
return out + "]"
}
for row := range s.Values {
out = out + s.ValueString(row, dontLock) + " "
}
return out + "]"
}
// ContainsNil will return whether or not the series contains any nil values.
func (s *SeriesTime) ContainsNil(opts ...Options) bool {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
return s.nilCount > 0
}
// NilCount will return how many nil values are in the series.
func (s *SeriesTime) NilCount(opts ...NilCountOptions) (int, error) {
if len(opts) == 0 {
s.lock.RLock()
defer s.lock.RUnlock()
return s.nilCount, nil
}
if !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
var (
ctx context.Context
r *Range
)
if opts[0].Ctx == nil {
ctx = context.Background()
} else {
ctx = opts[0].Ctx
}
if opts[0].R == nil {
r = &Range{}
} else {
r = opts[0].R
}
start, end, err := r.Limits(len(s.Values))
if err != nil {
return 0, err
}
if start == 0 && end == len(s.Values)-1 {
return s.nilCount, nil
}
var nilCount int
for i := start; i <= end; i++ {
if err := ctx.Err(); err != nil {
return 0, err
}
if s.Values[i] == nil {
if opts[0].StopAtOneNil {
return 1, nil
}
nilCount++
}
}
return nilCount, nil
}
// ToSeriesInt64 will convert the Series to a SeriesInt64. The time format is Unix seconds.
// The operation does not lock the Series.
func (s *SeriesTime) ToSeriesInt64(ctx context.Context, removeNil bool, conv ...func(interface{}) (*int64, error)) (*SeriesInt64, error) {
ec := NewErrorCollection()
ss := NewSeriesInt64(s.name, &SeriesInit{Capacity: s.NRows(dontLock)})
for row, rowVal := range s.Values {
// Cancel operation
if err := ctx.Err(); err != nil {
return nil, err
}
if rowVal == nil {
if removeNil {
continue
}
ss.values = append(ss.values, nil)
ss.nilCount++
} else {
if len(conv) == 0 {
cv := (*rowVal).Unix()
ss.values = append(ss.values, &cv)
} else {
cv, err := conv[0](rowVal)
if err != nil {
// interpret as nil
ss.values = append(ss.values, nil)
ss.nilCount++
ec.AddError(&RowError{Row: row, Err: err}, false)
} else {
if cv == nil {
ss.values = append(ss.values, nil)
ss.nilCount++
} else {
ss.values = append(ss.values, cv)
}
}
}
}
}
if !ec.IsNil(false) {
return ss, ec
}
return ss, nil
}
// ToSeriesFloat64 will convert the Series to a SeriesFloat64. The time format is Unix seconds.
// The operation does not lock the Series.
func (s *SeriesTime) ToSeriesFloat64(ctx context.Context, removeNil bool, conv ...func(interface{}) (float64, error)) (*SeriesFloat64, error) {
ec := NewErrorCollection()
ss := NewSeriesFloat64(s.name, &SeriesInit{Capacity: s.NRows(dontLock)})
for row, rowVal := range s.Values {
// Cancel operation
if err := ctx.Err(); err != nil {
return nil, err
}
if rowVal == nil {
if removeNil {
continue
}
ss.Values = append(ss.Values, nan())
ss.nilCount++
} else {
if len(conv) == 0 {
cv := float64((*rowVal).Unix())
ss.Values = append(ss.Values, cv)
} else {
cv, err := conv[0](rowVal)
if err != nil {
// interpret as nil
ss.Values = append(ss.Values, nan())
ss.nilCount++
ec.AddError(&RowError{Row: row, Err: err}, false)
} else {
if isNaN(cv) {
ss.nilCount++
}
ss.Values = append(ss.Values, cv)
}
}
}
}
if !ec.IsNil(false) {
return ss, ec
}
return ss, nil
}
// ToSeriesMixed will convert the Series to a SeriesMIxed.
// The operation does not lock the Series.
func (s *SeriesTime) ToSeriesMixed(ctx context.Context, removeNil bool, conv ...func(interface{}) (interface{}, error)) (*SeriesMixed, error) {
ec := NewErrorCollection()
ss := NewSeriesMixed(s.name, &SeriesInit{Capacity: s.NRows(dontLock)})
for row, rowVal := range s.Values {
// Cancel operation
if err := ctx.Err(); err != nil {
return nil, err
}
if rowVal == nil {
if removeNil {
continue
}
ss.values = append(ss.values, nil)
ss.nilCount++
} else {
if len(conv) == 0 {
cv := (*rowVal).Unix()
ss.values = append(ss.values, cv)
} else {
cv, err := conv[0](rowVal)
if err != nil {
// interpret as nil
ss.values = append(ss.values, nil)
ss.nilCount++
ec.AddError(&RowError{Row: row, Err: err}, false)
} else {
if cv == nil {
ss.nilCount++
}
ss.values = append(ss.values, cv)
}
}
}
}
if !ec.IsNil(false) {
return ss, ec
}
return ss, nil
}
// FillRand will fill a Series with random data. probNil is a value between between 0 and 1 which
// determines if a row is given a nil value.
func (s *SeriesTime) FillRand(src rand.Source, probNil float64, rander Rander, opts ...FillRandOptions) {
rng := rand.New(src)
capacity := cap(s.Values)
length := len(s.Values)
s.nilCount = 0
for i := 0; i < length; i++ {
if rng.Float64() < probNil {
// nil
s.Values[i] = nil
s.nilCount++
} else {
s.Values[i] = &[]time.Time{time.Unix(int64(rander.Rand()), 0)}[0]
}
}
if capacity > length {
excess := capacity - length
for i := 0; i < excess; i++ {
if rng.Float64() < probNil {
// nil
s.Values = append(s.Values, nil)
s.nilCount++
} else {
s.Values = append(s.Values, &[]time.Time{time.Unix(int64(rander.Rand()), 0)}[0])
}
}
}
}
// IsEqual returns true if s2's values are equal to s.
func (s *SeriesTime) IsEqual(ctx context.Context, s2 Series, opts ...IsEqualOptions) (bool, error) {
if len(opts) == 0 || !opts[0].DontLock {
s.lock.RLock()
defer s.lock.RUnlock()
}
// Check type
ts, ok := s2.(*SeriesTime)
if !ok {
return false, nil
}
// Check number of values
if len(s.Values) != len(ts.Values) {
return false, nil
}
// Check name
if len(opts) != 0 && opts[0].CheckName {
if s.name != ts.name {
return false, nil
}
}
// Check values
for i, v := range s.Values {
if err := ctx.Err(); err != nil {
return false, err
}
if v == nil {
if ts.Values[i] == nil {
// Both are nil
continue
} else {
return false, nil
}
}
if !(*v).Equal(*ts.Values[i]) {
return false, nil
}
}
return true, nil
}