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sample.go
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package transformers
import (
"container/list"
"fmt"
"os"
"strings"
"github.com/johnkerl/miller/pkg/cli"
"github.com/johnkerl/miller/pkg/lib"
"github.com/johnkerl/miller/pkg/types"
)
// ----------------------------------------------------------------
const verbNameSample = "sample"
var SampleSetup = TransformerSetup{
Verb: verbNameSample,
UsageFunc: transformerSampleUsage,
ParseCLIFunc: transformerSampleParseCLI,
IgnoresInput: false,
}
func transformerSampleUsage(
o *os.File,
) {
fmt.Fprintf(o, "Usage: %s %s [options]\n", "mlr", verbNameSample)
fmt.Fprintf(o,
`Reservoir sampling (subsampling without replacement), optionally by category.
See also %s bootstrap and %s shuffle.
`, "mlr", "mlr")
fmt.Fprintf(o, "Options:\n")
fmt.Fprintf(o, "-g {a,b,c} Optional: group-by-field names for samples, e.g. a,b,c.\n")
fmt.Fprintf(o, "-k {k} Required: number of records to output in total, or by group if using -g.\n")
fmt.Fprintf(o, "-h|--help Show this message.\n")
}
func transformerSampleParseCLI(
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++
sampleCount := int64(-1)
var groupByFieldNames []string = nil
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" {
transformerSampleUsage(os.Stdout)
os.Exit(0)
} else if opt == "-k" {
sampleCount = cli.VerbGetIntArgOrDie(verb, opt, args, &argi, argc)
} else if opt == "-g" {
groupByFieldNames = cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
} else {
transformerSampleUsage(os.Stderr)
os.Exit(1)
}
}
if sampleCount < 0 {
transformerSampleUsage(os.Stderr)
os.Exit(1)
}
*pargi = argi
if !doConstruct { // All transformers must do this for main command-line parsing
return nil
}
transformer, err := NewTransformerSample(
sampleCount,
groupByFieldNames,
)
if err != nil {
fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
return transformer
}
// ----------------------------------------------------------------
type sampleBucketType struct {
nalloc int64
nused int64
recordsAndContexts []*types.RecordAndContext
}
type TransformerSample struct {
groupByFieldNames []string
sampleCount int64
bucketsByGroup *lib.OrderedMap
}
func NewTransformerSample(
sampleCount int64,
groupByFieldNames []string,
) (*TransformerSample, error) {
tr := &TransformerSample{
sampleCount: sampleCount,
groupByFieldNames: groupByFieldNames,
bucketsByGroup: lib.NewOrderedMap(),
}
return tr, nil
}
// ----------------------------------------------------------------
func (tr *TransformerSample) Transform(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
HandleDefaultDownstreamDone(inputDownstreamDoneChannel, outputDownstreamDoneChannel)
// Not end of input stream: retain the record, and emit nothing until end of stream.
if !inrecAndContext.EndOfStream {
inrec := inrecAndContext.Record
groupingKey, ok := inrec.GetSelectedValuesJoined(tr.groupByFieldNames)
if ok {
sampleBucket := tr.bucketsByGroup.Get(groupingKey)
if sampleBucket == nil {
sampleBucket = newSampleBucket(tr.sampleCount)
tr.bucketsByGroup.Put(groupingKey, sampleBucket)
}
sampleBucket.(*sampleBucketType).handleRecord(inrecAndContext, inrecAndContext.Context.NR)
} // else, specified keys aren't present in this record, so ignore it
} else { // end of record stream
for pe := tr.bucketsByGroup.Head; pe != nil; pe = pe.Next {
sampleBucket := pe.Value.(*sampleBucketType)
for i := int64(0); i < sampleBucket.nused; i++ {
outputRecordsAndContexts.PushBack(sampleBucket.recordsAndContexts[i])
}
}
// Emit the stream-terminating null record
outputRecordsAndContexts.PushBack(inrecAndContext)
}
}
// ----------------------------------------------------------------
func newSampleBucket(sampleCount int64) *sampleBucketType {
return &sampleBucketType{
nalloc: sampleCount,
nused: 0,
recordsAndContexts: make([]*types.RecordAndContext, sampleCount),
}
}
// ----------------------------------------------------------------
// This is the reservoir-sampling algorithm. Here we retain an input record
// (if retained in the sample) or let it be GC'ed (if not retained in the
// sample).
func (t *sampleBucketType) handleRecord(
inrecAndContext *types.RecordAndContext,
recordNumber int64,
) {
if t.nused < t.nalloc {
// Always accept new entries until the bucket is full.
//
// Note: we need to copy the record since Go is concurrent and all
// Miller transformers execute in their own goroutine -- if we just keep a
// pointer, a downstream transformer mutate the pointed-to record between
// our saving it and our re-using it.
t.recordsAndContexts[t.nused] = inrecAndContext.Copy()
t.nused++
} else {
r := int64(lib.RandInt63()) % recordNumber
if r < t.nalloc {
t.recordsAndContexts[r] = inrecAndContext.Copy()
}
}
}