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merge_fields.go
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package transformers
import (
"container/list"
"fmt"
"os"
"regexp"
"strings"
"github.com/johnkerl/miller/pkg/cli"
"github.com/johnkerl/miller/pkg/lib"
"github.com/johnkerl/miller/pkg/transformers/utils"
"github.com/johnkerl/miller/pkg/types"
)
// ----------------------------------------------------------------
const verbNameMergeFields = "merge-fields"
var MergeFieldsSetup = TransformerSetup{
Verb: verbNameMergeFields,
UsageFunc: transformerMergeFieldsUsage,
ParseCLIFunc: transformerMergeFieldsParseCLI,
IgnoresInput: false,
}
type mergeByType int
const (
e_MERGE_BY_NAME_LIST mergeByType = iota
e_MERGE_BY_NAME_REGEX
e_MERGE_BY_COLLAPSING
e_MERGE_UNSPECIFIED
)
func transformerMergeFieldsUsage(
o *os.File,
) {
argv0 := "mlr"
verb := verbNameMergeFields
fmt.Fprintf(o, "Usage: %s %s [options]\n", argv0, verb)
fmt.Fprintf(o, "Computes univariate statistics for each input record, accumulated across\n")
fmt.Fprintf(o, "specified fields.\n")
fmt.Fprintf(o, "Options:\n")
fmt.Fprintf(o, "-a {sum,count,...} Names of accumulators. One or more of:\n")
utils.ListStats1Accumulators(o)
fmt.Fprintf(o, "-f {a,b,c} Value-field names on which to compute statistics. Requires -o.\n")
fmt.Fprintf(o, "-r {a,b,c} Regular expressions for value-field names on which to compute\n")
fmt.Fprintf(o, " statistics. Requires -o.\n")
fmt.Fprintf(o, "-c {a,b,c} Substrings for collapse mode. All fields which have the same names\n")
fmt.Fprintf(o, " after removing substrings will be accumulated together. Please see\n")
fmt.Fprintf(o, " examples below.\n")
fmt.Fprintf(o, "-i Use interpolated percentiles, like R's type=7; default like type=1.\n")
fmt.Fprintf(o, " Not sensical for string-valued fields.\n")
fmt.Fprintf(o, "-o {name} Output field basename for -f/-r.\n")
fmt.Fprintf(o, "-k Keep the input fields which contributed to the output statistics;\n")
fmt.Fprintf(o, " the default is to omit them.\n")
fmt.Fprintf(o, "\n")
fmt.Fprintf(o, "String-valued data make sense unless arithmetic on them is required,\n")
fmt.Fprintf(o, "e.g. for sum, mean, interpolated percentiles, etc. In case of mixed data,\n")
fmt.Fprintf(o, "numbers are less than strings.\n")
fmt.Fprintf(o, "\n")
fmt.Fprintf(o, "Example input data: \"a_in_x=1,a_out_x=2,b_in_y=4,b_out_x=8\".\n")
fmt.Fprintf(o, "Example: %s %s -a sum,count -f a_in_x,a_out_x -o foo\n", argv0, verb)
fmt.Fprintf(o, " produces \"b_in_y=4,b_out_x=8,foo_sum=3,foo_count=2\" since \"a_in_x,a_out_x\" are\n")
fmt.Fprintf(o, " summed over.\n")
fmt.Fprintf(o, "Example: %s %s -a sum,count -r in_,out_ -o bar\n", argv0, verb)
fmt.Fprintf(o, " produces \"bar_sum=15,bar_count=4\" since all four fields are summed over.\n")
fmt.Fprintf(o, "Example: %s %s -a sum,count -c in_,out_\n", argv0, verb)
fmt.Fprintf(o, " produces \"a_x_sum=3,a_x_count=2,b_y_sum=4,b_y_count=1,b_x_sum=8,b_x_count=1\"\n")
fmt.Fprintf(o, " since \"a_in_x\" and \"a_out_x\" both collapse to \"a_x\", \"b_in_y\" collapses to\n")
fmt.Fprintf(o, " \"b_y\", and \"b_out_x\" collapses to \"b_x\".\n")
}
func transformerMergeFieldsParseCLI(
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++
accumulatorNameList := make([]string, 0)
valueFieldNameList := make([]string, 0)
outputFieldBasename := ""
doWhich := e_MERGE_UNSPECIFIED
keepInputFields := false
doInterpolatedPercentiles := false
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" {
transformerMergeFieldsUsage(os.Stdout)
os.Exit(0)
} else if opt == "-a" {
accumulatorNameList = cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
} else if opt == "-f" {
valueFieldNameList = cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
doWhich = e_MERGE_BY_NAME_LIST
} else if opt == "-r" {
valueFieldNameList = cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
doWhich = e_MERGE_BY_NAME_REGEX
} else if opt == "-c" {
valueFieldNameList = cli.VerbGetStringArrayArgOrDie(verb, opt, args, &argi, argc)
doWhich = e_MERGE_BY_COLLAPSING
} else if opt == "-o" {
outputFieldBasename = cli.VerbGetStringArgOrDie(verb, opt, args, &argi, argc)
} else if opt == "-k" {
keepInputFields = true
} else if opt == "-i" {
doInterpolatedPercentiles = true
} else if opt == "-S" {
// No-op pass-through for backward compatibility with Miller 5
} else if opt == "-F" {
// No-op pass-through for backward compatibility with Miller 5
} else {
transformerMergeFieldsUsage(os.Stderr)
os.Exit(1)
}
}
// TODO: libify for use across verbs.
if len(accumulatorNameList) == 0 {
fmt.Fprintf(os.Stderr, "%s %s: -a option is required.\n", "mlr", verbNameMergeFields)
fmt.Fprintf(os.Stderr, "Please see %s %s --help for more information.\n", "mlr", verbNameMergeFields)
os.Exit(1)
}
if len(valueFieldNameList) == 0 {
fmt.Fprintf(os.Stderr, "%s %s: -f option is required.\n", "mlr", verbNameMergeFields)
fmt.Fprintf(os.Stderr, "Please see %s %s --help for more information.\n", "mlr", verbNameMergeFields)
os.Exit(1)
}
if outputFieldBasename == "" {
if doWhich == e_MERGE_BY_NAME_LIST || doWhich == e_MERGE_BY_NAME_REGEX {
transformerMergeFieldsUsage(os.Stderr)
os.Exit(1)
}
}
*pargi = argi
if !doConstruct { // All transformers must do this for main command-line parsing
return nil
}
transformer, err := NewTransformerMergeFields(
accumulatorNameList,
valueFieldNameList,
outputFieldBasename,
doWhich,
doInterpolatedPercentiles,
keepInputFields,
)
if err != nil {
fmt.Fprintln(os.Stderr, err)
os.Exit(1)
}
return transformer
}
// ----------------------------------------------------------------
// Given: accumulate count,sum on values x,y group by a,b.
//
// Example input: Example output:
// a b x y a b x_count x_sum y_count y_sum
// s t 1 2 s t 2 6 2 8
// u v 3 4 u v 1 3 1 4
// s t 5 6 u w 1 7 1 9
// u w 7 9
//
// Multilevel hashmap structure:
// {
// "s,t" : { <--- group-by field names
// "x" : { <--- value field name
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// "y" : {
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// },
// "u,v" : {
// "x" : {
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// "y" : {
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// },
// "u,w" : {
// "x" : {
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// "y" : {
// "count" : Stats1CountAccumulator object,
// "sum" : Stats1SumAccumulator object
// },
// },
// }
type TransformerMergeFields struct {
// Input:
accumulatorNameList []string
valueFieldNameList []string
outputFieldBasename string
doInterpolatedPercentiles bool
keepInputFields bool
// State:
accumulatorFactory *utils.Stats1AccumulatorFactory
valueFieldNameRegexes []*regexp.Regexp
// Ordered map from accumulator name to accumulator
namedAccumulators *lib.OrderedMap
recordTransformerFunc RecordTransformerFunc
}
func NewTransformerMergeFields(
accumulatorNameList []string,
valueFieldNameList []string,
outputFieldBasename string,
doWhich mergeByType,
doInterpolatedPercentiles bool,
keepInputFields bool,
) (*TransformerMergeFields, error) {
for _, accumulatorName := range accumulatorNameList {
if !utils.ValidateStats1AccumulatorName(accumulatorName) {
return nil, fmt.Errorf(
"mlr %s: accumulator \"%s\" not found.\n",
verbNameMergeFields, accumulatorName,
)
}
}
tr := &TransformerMergeFields{
accumulatorNameList: accumulatorNameList,
valueFieldNameList: valueFieldNameList,
outputFieldBasename: outputFieldBasename,
doInterpolatedPercentiles: doInterpolatedPercentiles,
keepInputFields: keepInputFields,
accumulatorFactory: utils.NewStats1AccumulatorFactory(),
namedAccumulators: lib.NewOrderedMap(),
}
tr.valueFieldNameRegexes = make([]*regexp.Regexp, len(valueFieldNameList))
for i, regexString := range valueFieldNameList {
// Handles "a.*b"i Miller case-insensitive-regex specification
regex, err := lib.CompileMillerRegex(regexString)
if err != nil {
fmt.Fprintf(
os.Stderr,
"%s %s: cannot compile regex [%s]\n",
"mlr", verbNameCut, regexString,
)
os.Exit(1)
}
tr.valueFieldNameRegexes[i] = regex
}
for _, accumulatorName := range accumulatorNameList {
accumulator := tr.accumulatorFactory.MakeNamedAccumulator(
accumulatorName,
"", // grouping-key used for stats1, not here
outputFieldBasename,
doInterpolatedPercentiles,
)
tr.namedAccumulators.Put(accumulatorName, accumulator)
}
if doWhich == e_MERGE_BY_NAME_LIST {
tr.recordTransformerFunc = tr.transformByNameList
} else if doWhich == e_MERGE_BY_NAME_REGEX {
tr.recordTransformerFunc = tr.transformByNameRegex
} else if doWhich == e_MERGE_BY_COLLAPSING {
tr.recordTransformerFunc = tr.transformByCollapsing
} else {
lib.InternalCodingErrorIf(true)
}
return tr, nil
}
// ----------------------------------------------------------------
func (tr *TransformerMergeFields) Transform(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
HandleDefaultDownstreamDone(inputDownstreamDoneChannel, outputDownstreamDoneChannel)
tr.recordTransformerFunc(inrecAndContext, outputRecordsAndContexts, inputDownstreamDoneChannel, outputDownstreamDoneChannel)
}
// ----------------------------------------------------------------
func (tr *TransformerMergeFields) transformByNameList(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
if inrecAndContext.EndOfStream {
outputRecordsAndContexts.PushBack(inrecAndContext) // end-of-stream marker
return
}
inrec := inrecAndContext.Record
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
accumulator.Reset() // re-use from one record to the next
}
for _, valueFieldName := range tr.valueFieldNameList {
mvalue := inrec.Get(valueFieldName)
if mvalue == nil { // key not present
continue
}
if mvalue.IsVoid() { // key present with empty value
if !tr.keepInputFields {
inrec.Remove(valueFieldName)
}
continue
}
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
accumulator.Ingest(mvalue)
}
if !tr.keepInputFields {
inrec.Remove(valueFieldName)
}
}
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
key, value := accumulator.Emit()
inrec.PutReference(key, value)
}
outputRecordsAndContexts.PushBack(inrecAndContext)
}
// ----------------------------------------------------------------
func (tr *TransformerMergeFields) transformByNameRegex(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
if inrecAndContext.EndOfStream {
outputRecordsAndContexts.PushBack(inrecAndContext) // end-of-stream marker
return
}
inrec := inrecAndContext.Record
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
accumulator.Reset() // re-use from one record to the next
}
for pe := inrec.Head; pe != nil; /* increment inside loop*/ {
valueFieldName := pe.Key
matched := false
for _, valueFieldNameRegex := range tr.valueFieldNameRegexes {
if valueFieldNameRegex.MatchString(pe.Key) {
matched = true
break
}
}
if !matched {
pe = pe.Next
continue
}
mvalue := inrec.Get(valueFieldName)
if mvalue == nil { // Key not present
pe = pe.Next
continue
}
if mvalue.IsVoid() { // Key present with empty value
if !tr.keepInputFields { // We are modifying the record while iterating over it.
next := pe.Next
inrec.Unlink(pe)
pe = next
} else {
pe = pe.Next
}
continue
}
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
accumulator.Ingest(mvalue)
}
if !tr.keepInputFields { // We are modifying the record while iterating over it.
next := pe.Next
inrec.Unlink(pe)
pe = next
} else {
pe = pe.Next
}
}
for pa := tr.namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
key, value := accumulator.Emit()
inrec.PutReference(key, value)
}
outputRecordsAndContexts.PushBack(inrecAndContext)
}
// ----------------------------------------------------------------
// mlr merge-fields -c in_,out_ -a sum
// a_in_x 1 a_sum_x 3
// a_out_x 2 b_sum_y 4
// b_in_y 4 b_sum_x 8
// b_out_x 8
func (tr *TransformerMergeFields) transformByCollapsing(
inrecAndContext *types.RecordAndContext,
outputRecordsAndContexts *list.List, // list of *types.RecordAndContext
inputDownstreamDoneChannel <-chan bool,
outputDownstreamDoneChannel chan<- bool,
) {
if inrecAndContext.EndOfStream {
outputRecordsAndContexts.PushBack(inrecAndContext) // end-of-stream marker
return
}
inrec := inrecAndContext.Record
tr.accumulatorFactory.Reset() // discard cached percentile-keepers
// Ordered map from short name to accumulator name to accumulator
collapseAccumulators := lib.NewOrderedMap()
for pe := inrec.Head; pe != nil; /* increment inside loop */ {
valueFieldName := pe.Key
matched := false
shortName := ""
for _, valueFieldNameRegex := range tr.valueFieldNameRegexes {
matched = valueFieldNameRegex.MatchString(pe.Key)
if matched {
// TODO: comment re matrix
shortName = lib.RegexCompiledSub(valueFieldName, valueFieldNameRegex, "", nil)
break
}
}
if !matched {
pe = pe.Next
continue
}
mvalue := inrec.Get(valueFieldName)
if mvalue == nil { // Key aesent
pe = pe.Next
continue
}
var namedAccumulators *lib.OrderedMap
iNamedAccumulators := collapseAccumulators.Get(shortName)
if iNamedAccumulators == nil {
namedAccumulators = lib.NewOrderedMap()
for _, accumulatorName := range tr.accumulatorNameList {
accumulator := tr.accumulatorFactory.MakeNamedAccumulator(
accumulatorName,
"", // grouping-key used for stats1, not here
shortName,
tr.doInterpolatedPercentiles,
)
namedAccumulators.Put(accumulatorName, accumulator)
}
collapseAccumulators.Put(shortName, namedAccumulators)
} else {
namedAccumulators = iNamedAccumulators.(*lib.OrderedMap)
}
// The accumulator has been initialized with default values; continue
// here. (If we were to continue before namedAccumulators.Put(...) we
// would be failing to construct the accumulator.)
if mvalue.IsVoid() { // key present with empty value
if !tr.keepInputFields { // We are modifying the record while iterating over it.
next := pe.Next
inrec.Unlink(pe)
pe = next
} else {
pe = pe.Next
}
continue
}
for pa := namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
accumulator.Ingest(mvalue)
}
if !tr.keepInputFields { // We are modifying the record while iterating over it.
next := pe.Next
inrec.Unlink(pe)
pe = next
} else {
pe = pe.Next
}
}
for ps := collapseAccumulators.Head; ps != nil; ps = ps.Next {
namedAccumulators := ps.Value.(*lib.OrderedMap)
for pa := namedAccumulators.Head; pa != nil; pa = pa.Next {
accumulator := pa.Value.(*utils.Stats1NamedAccumulator)
key, value := accumulator.Emit()
inrec.PutReference(key, value)
}
}
outputRecordsAndContexts.PushBack(inrecAndContext)
}