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sort.go
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// ================================================================
// OVERVIEW
//
// * Suppose we are sorting records lexically ascending on field "a" and then
// numerically descending on field "x".
//
// * CLI syntax is "mlr sort -f a -nr x".
//
// * We first consume all input records and for each extract the string values
// of fields a and x. For each uniq combination of a-value (e.g. "red",
// "green", "blue") and x-value (e.g. "1", "1.0", "2.4") -- e.g.
// pairs ["red","1"], and so on -- we keep a linked list of all the records
// having those sort-key values, in the order encountered.
//
// * For each of those unique sort-key-value combinations, we also parse the
// numerical fields at this point into an array of union-string-double.
// E.g. the list ["red", "1.0"] maps to the array ["red", 1.0].
//
// * The pairing of parsed-value array the linked list of same-key-value records
// is called a *bucket* or a *group*. E.g the records
// {"a":"red","b":"circle","x":"1.0","y":"3.9"}
// {"a":"red","b":"square","x":"1.0","z":"5.7", "q":"even"}
// would both land in the ["red","1.0"] group.
//
// * Groups are retained in a hash map: the key is the string-list of the form
// ["red","1.0"] and the value is the pairing of parsed-value array ["red",1.0]
// and linked list of records.
//
// * Once all the input records are ingested into this hash map, we copy the
// group-pointers into an array and sort it: this being the pairing of
// parsed-value array and linked list of records. The comparator callback for
// the sort walks through the parsed-value arrays one slot at a time,
// looking at the first difference, e.g. if one has "a"="red" and the other
// has "a"="blue". If the first field matches then the sort moves to the
// second field, and so on.
//
// * Note in particular that string keys ["a":"red","x":"1"] and
// ["a":"red","x":"1.0"] map to different groups, but will sort equally.
//
// ================================================================
package transformers
import (
"container/list"
"fmt"
"os"
"sort"
"strings"
"github.com/johnkerl/miller/pkg/cli"
"github.com/johnkerl/miller/pkg/lib"
"github.com/johnkerl/miller/pkg/mlrval"
"github.com/johnkerl/miller/pkg/types"
)
// ----------------------------------------------------------------
const verbNameSort = "sort"
var SortSetup = TransformerSetup{
Verb: verbNameSort,
UsageFunc: transformerSortUsage,
ParseCLIFunc: transformerSortParseCLI,
IgnoresInput: false,
}
func transformerSortUsage(
o *os.File,
) {
fmt.Fprintf(o, "Usage: %s %s {flags}\n", "mlr", verbNameSort)
fmt.Fprintf(o, "Sorts records primarily by the first specified field, secondarily by the second\n")
fmt.Fprintf(o, "field, and so on. (Any records not having all specified sort keys will appear\n")
fmt.Fprintf(o, "at the end of the output, in the order they were encountered, regardless of the\n")
fmt.Fprintf(o, "specified sort order.) The sort is stable: records that compare equal will sort\n")
fmt.Fprintf(o, "in the order they were encountered in the input record stream.\n")
fmt.Fprintf(o, "\n")
fmt.Fprintf(o, "Options:\n")
fmt.Fprintf(o, "-f {comma-separated field names} Lexical ascending\n")
fmt.Fprintf(o, "-r {comma-separated field names} Lexical descending\n")
fmt.Fprintf(o, "-c {comma-separated field names} Case-folded lexical ascending\n")
fmt.Fprintf(o, "-cr {comma-separated field names} Case-folded lexical descending\n")
fmt.Fprintf(o, "-n {comma-separated field names} Numerical ascending; nulls sort last\n")
fmt.Fprintf(o, "-nf {comma-separated field names} Same as -n\n")
fmt.Fprintf(o, "-nr {comma-separated field names} Numerical descending; nulls sort first\n")
fmt.Fprintf(o, "-t {comma-separated field names} Natural ascending\n")
fmt.Fprintf(o, "-tr|-rt {comma-separated field names} Natural descending\n")
fmt.Fprintf(o, "-h|--help Show this message.\n")
fmt.Fprintf(o, "\n")
fmt.Fprintf(o, "Example:\n")
fmt.Fprintf(o, " %s %s -f a,b -nr x,y,z\n", "mlr", verbNameSort)
fmt.Fprintf(o, "which is the same as:\n")
fmt.Fprintf(o, " %s %s -f a -f b -nr x -nr y -nr z\n", "mlr", verbNameSort)
}
func transformerSortParseCLI(
pargi *int,
argc int,
args []string,
_ *cli.TOptions,
doConstruct bool, // false for first pass of CLI-parse, true for second pass
) IRecordTransformer {
// Skip the verb name from the current spot in the mlr command line
argi := *pargi
verb := args[argi]
argi++
groupByFieldNames := make([]string, 0)
comparatorFuncs := make([]mlrval.CmpFuncInt, 0)
for argi < argc /* variable increment: 1 or 2 depending on flag */ {
opt := args[argi]
if !strings.HasPrefix(opt, "-") {
break // No more flag options to process
}
if args[argi] == "--" {
break // All transformers must do this so main-flags can follow verb-flags
}
argi++
if opt == "-h" || opt == "--help" {
transformerSortUsage(os.Stdout)
os.Exit(0)
} else if opt == "-f" {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.LexicalAscendingComparator)
}
} else if opt == "-c" {
// See comments over "-n" -- similar hack.
if args[argi] == "-r" {
// Treat like "-cr"
cli.VerbCheckArgCount(verb, args[argi], args, argi, argc, 1)
argi++
subList := cli.VerbGetStringArrayArgOrDie(verb, "-nr", args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.CaseFoldDescendingComparator)
}
} else {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.CaseFoldAscendingComparator)
}
}
} else if opt == "-t" {
// See comments over "-n" -- similar hack.
cli.VerbCheckArgCount(verb, opt, args, argi, argc, 1)
if args[argi] == "-r" {
// Treat like "-tr"
cli.VerbCheckArgCount(verb, args[argi], args, argi, argc, 1)
argi++
subList := cli.VerbGetStringArrayArgOrDie(verb, "-tr", args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NaturalAscendingComparator)
}
} else {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NaturalDescendingComparator)
}
}
} else if opt == "-r" {
// See comments over "-n" -- similar hack.
cli.VerbCheckArgCount(verb, opt, args, argi, argc, 1)
if args[argi] == "-t" {
// Treat like "-rt" which is same as "-tr"
cli.VerbCheckArgCount(verb, args[argi], args, argi, argc, 1)
argi++
subList := cli.VerbGetStringArrayArgOrDie(verb, "-tr", args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NaturalAscendingComparator)
}
} else {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.LexicalDescendingComparator)
}
}
} else if opt == "-n" {
// This is a bit of a hack.
//
// As of Miller 6 we have a getoptish feature wherein "-xyz" is
// expanded to "-x -y -z" while "--xyz" is left intact. This is OK
// to do globally (before any verb such as this one sees the
// command line) since Miller is quite consistent (in main, verbs,
// auxents, and terminals) that multi-character options start with
// two dashes, e.g. "--csv" ...
//
// ... with the sole exception being -nf/-nr, right here. This goes
// back to the very start of Miller, and we don't want to break the
// command-line interface to sort.
//
// Before Miller 6, opt and next arg would have been "-nf x,y,z" or
// "-nr x,y,z". Now they're split into "-n -f x,y,z" or "-n -r
// x,y,z", respectively. Note that "-n x,y,z" and "-f x,y,z" and
// "-r x,y,z" are also valid. This means -n needs a field-name list
// after it unless it's followed immediately by -r or -f.
//
// So here we special-case this: if "-n" is followed immediately by
// "-f", we treat it the same as "-nf". Likewise, "-n" followed by
// "-r" is treated like "-nr".
cli.VerbCheckArgCount(verb, opt, args, argi, argc, 1)
if args[argi] == "-f" {
// Treat like "-nf"
argi++
subList := cli.VerbGetStringArrayArgOrDie(verb, "-nf", args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NumericAscendingComparator)
}
} else if args[argi] == "-r" {
// Treat like "-nr"
argi++
subList := cli.VerbGetStringArrayArgOrDie(verb, "-nr", args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NumericDescendingComparator)
}
} else {
// Treat like "-n"
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NumericAscendingComparator)
}
}
} else if opt == "-nf" {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NumericAscendingComparator)
}
} else if opt == "-nr" {
subList := cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
for _, item := range subList {
groupByFieldNames = append(groupByFieldNames, item)
comparatorFuncs = append(comparatorFuncs, mlrval.NumericDescendingComparator)
}
} else {
transformerSortUsage(os.Stderr)
os.Exit(1)
}
}
if len(groupByFieldNames) == 0 {
transformerSortUsage(os.Stderr)
os.Exit(1)
}
*pargi = argi
if !doConstruct { // All transformers must do this for main command-line parsing
return nil
}
transformer, err := NewTransformerSort(
groupByFieldNames,
comparatorFuncs,
)
if err != nil {
fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
return transformer
}
// ----------------------------------------------------------------
// Example:
// * mlr sort -f a -n i
// * group-by field-name list is "a,i"
// * input record 'a=pan,b=pan,i=1,x=0.3467,y=0.7268'
// o values at a,i are "pan",1
// o grouping key for the ordered map from string to record-group is the string "pan,1"
// o we also need a map from "pan,1" to the array of mlrvals ["pan", 1].
// * next input record 'a=eks,b=pan,i=2,x=0.7586,y=0.5221'
// o values at a,i are "eks",2
// o grouping key for the ordered map from string to record-group is the string "eks,2"
// o we also need a map from "eks,2" to the array of mlrvals ["eks", 2].
// * what gets sorted are the group-heading arrays of mlrvals:
// o make an array [ ("pan,1", ["pan", 1]), ("eks,2", ["eks", 2])
// o sort that
// * output is simply for each slot in the array, emit each record in the group
type TransformerSort struct {
// -- Input
groupByFieldNames []string
comparatorFuncs []mlrval.CmpFuncInt
// -- State
// Map from string to *list.List:
recordListsByGroup *lib.OrderedMap
// Map from string to []*lib.Mlrval:
groupHeads *lib.OrderedMap
spillGroup *list.List // e.g. sort by field "a" -- this is for records lacking a field named "a"
}
func NewTransformerSort(
groupByFieldNames []string,
comparatorFuncs []mlrval.CmpFuncInt,
) (*TransformerSort, error) {
tr := &TransformerSort{
groupByFieldNames: groupByFieldNames,
comparatorFuncs: comparatorFuncs,
recordListsByGroup: lib.NewOrderedMap(),
groupHeads: lib.NewOrderedMap(),
spillGroup: list.New(),
}
return tr, nil
}
// ----------------------------------------------------------------
type GroupingKeysAndMlrvals struct {
groupingKey string
mlrvals []*mlrval.Mlrval
}
func (tr *TransformerSort) Transform(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
HandleDefaultDownstreamDone(inputDownstreamDoneChannel, outputDownstreamDoneChannel)
if !inrecAndContext.EndOfStream {
inrec := inrecAndContext.Record
groupingKey, selectedValues, ok := inrec.GetSelectedValuesAndJoined(
tr.groupByFieldNames,
)
if !ok {
tr.spillGroup.PushBack(inrecAndContext)
return
}
recordListForGroup := tr.recordListsByGroup.Get(groupingKey)
if recordListForGroup == nil {
recordListForGroup = list.New()
tr.recordListsByGroup.Put(groupingKey, recordListForGroup)
tr.groupHeads.Put(groupingKey, selectedValues)
}
recordListForGroup.(*list.List).PushBack(inrecAndContext)
} else { // End of record stream
// At this point, in the above example, groupHeads is:
//
// {
// "pan,1" : ["pan", 1],
// "eks,2" : ["eks", 2]
// }
//
// We need to make an array like
//
// [
// [ "pan,1", ["pan', 1],
// [ "eks,2", ["eks', 2]
// ]
groupingKeysAndMlrvals := groupHeadsToArray(tr.groupHeads)
// Go sort API: for ascending sort, return true if element i < element j.
sort.Slice(groupingKeysAndMlrvals, func(i, j int) bool {
for k, comparator := range tr.comparatorFuncs {
result := comparator(
groupingKeysAndMlrvals[i].mlrvals[k],
groupingKeysAndMlrvals[j].mlrvals[k],
)
if result < 0 {
return true
} else if result > 0 {
return false
}
}
return false
})
// Now output the groups
for _, groupingKeyAndMlrvals := range groupingKeysAndMlrvals {
iRecordsInGroup := tr.recordListsByGroup.Get(groupingKeyAndMlrvals.groupingKey)
recordsInGroup := iRecordsInGroup.(*list.List)
for iRecord := recordsInGroup.Front(); iRecord != nil; iRecord = iRecord.Next() {
outputRecordsAndContexts.PushBack(iRecord.Value.(*types.RecordAndContext))
}
}
for iRecord := tr.spillGroup.Front(); iRecord != nil; iRecord = iRecord.Next() {
outputRecordsAndContexts.PushBack(iRecord.Value.(*types.RecordAndContext))
}
outputRecordsAndContexts.PushBack(inrecAndContext) // end-of-stream marker
}
}
func groupHeadsToArray(groupHeads *lib.OrderedMap) []GroupingKeysAndMlrvals {
retval := make([]GroupingKeysAndMlrvals, groupHeads.FieldCount)
i := 0
for entry := groupHeads.Head; entry != nil; entry = entry.Next {
retval[i] = GroupingKeysAndMlrvals{
groupingKey: entry.Key,
mlrvals: entry.Value.([]*mlrval.Mlrval),
}
i++
}
return retval
}