237 lines
4.6 KiB
Go
237 lines
4.6 KiB
Go
package main
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import (
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"bytes"
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"encoding/csv"
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"io"
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"log"
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"os"
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"slices"
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"github.com/samber/lo"
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"github.com/securemesh/coding"
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"github.com/securemesh/coding/seeds"
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"github.com/securemesh/coding/state"
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)
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func main() {
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samples := lo.Must(loadSamples())
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log.Printf("orig=%d", lo.SumBy(samples, func(sample []byte) int {
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return len(sample)
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}))
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def := state.NewState()
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log.Printf("def=%d {%s}", totalLength(def, samples), def)
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chat := seeds.ChatState()
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log.Printf("chat=%d {%s}", totalLength(chat, samples), chat)
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words := buildDictionary(samples, 1024)
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dict := optimizeDict(state.NewState(), samples, words)
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log.Printf("dict=%d {%#U}", totalLength(dict, samples), dict.Symbols()[256:])
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opt := optimize(dict, samples)
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log.Printf("opt=%d {%s}", totalLength(opt, samples), opt)
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}
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type pair struct {
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symbol []byte
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count int
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}
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func buildDictionary(samples [][]byte, num int) [][]byte {
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counts := map[uint64]*pair{}
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for _, sample := range samples {
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for i := 0; i < len(sample); i++ {
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sub := sample[i:]
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for j := 2; j < min(9, len(sub)); j++ {
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sub2 := sub[:j]
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k := toUint64(sub2)
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p := counts[k]
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if p == nil {
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counts[k] = &pair{
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symbol: sub2,
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count: 1,
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}
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} else {
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p.count++
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}
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}
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}
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}
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pairs := []*pair{}
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for _, p := range counts {
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pairs = append(pairs, p)
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}
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slices.SortFunc(pairs, func(a, b *pair) int { return bytes.Compare(a.symbol, b.symbol) })
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slices.SortStableFunc(pairs, func(a, b *pair) int { return b.score() - a.score() })
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ret := [][]byte{}
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for i := 0; i < num && i < len(pairs); i++ {
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ret = append(ret, pairs[i].symbol)
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}
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return ret
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}
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func toUint64(bs []byte) uint64 {
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var ret uint64
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for _, b := range bs {
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ret = (ret << 8) | uint64(b)
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}
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return ret
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}
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func (p pair) score() int {
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return p.count * ((len(p.symbol) * 8) - 11)
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}
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type sampleResult struct {
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symbol []byte
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state *state.State
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score int
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}
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func optimizeDict(st *state.State, samples [][]byte, dict [][]byte) *state.State {
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log.Printf("optDict:")
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for len(dict) > 0 {
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better := optimizeDict2(st, samples, dict)
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if better == nil {
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return st
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}
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st = better.state
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log.Printf("\titer=%d {%#U}", totalLength(st, samples), better.symbol)
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dict2 := [][]byte{}
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for _, symbol := range dict {
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if !bytes.Equal(symbol, better.symbol) {
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dict2 = append(dict2, symbol)
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}
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}
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dict = dict2
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}
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return st
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}
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func optimizeDict2(baseState *state.State, samples [][]byte, dict [][]byte) *sampleResult {
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ch := make(chan *sampleResult, 100)
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for _, symbol := range dict {
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res := &sampleResult{
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symbol: symbol,
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}
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go func() {
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res.state = baseState.Clone()
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res.state.AddSymbol(res.symbol)
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res.score = totalLength(res.state, samples)
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ch <- res
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}()
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}
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results := []*sampleResult{}
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for _ = range dict {
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results = append(results, <-ch)
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}
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slices.SortFunc(results, func(a, b *sampleResult) int { return bytes.Compare(a.symbol, b.symbol) })
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best := slices.MaxFunc(results, func(a, b *sampleResult) int { return b.score - a.score })
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if best.score >= totalLength(baseState, samples) {
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return nil
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}
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return best
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}
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func optimize(st *state.State, samples [][]byte) *state.State {
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log.Printf("opt:")
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for true {
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better := optimize2(st, samples)
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if better == nil {
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return st
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}
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st = better
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log.Printf("\titer=%d {%s}", totalLength(st, samples), st)
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}
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return st
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}
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func optimize2(baseState *state.State, samples [][]byte) *state.State {
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ch := make(chan *sampleResult, 100)
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symbols := baseState.Symbols()
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for _, symbol := range symbols {
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res := &sampleResult{
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symbol: symbol,
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}
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go func() {
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res.state = baseState.Clone()
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res.state.IncrementSymbol(res.symbol)
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res.score = totalLength(res.state, samples)
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ch <- res
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}()
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}
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results := []*sampleResult{}
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for _ = range symbols {
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results = append(results, <-ch)
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}
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slices.SortFunc(results, func(a, b *sampleResult) int { return bytes.Compare(a.symbol, b.symbol) })
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best := slices.MaxFunc(results, func(a, b *sampleResult) int { return b.score - a.score })
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if best.score >= totalLength(baseState, samples) {
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return nil
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}
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return best.state
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}
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func totalLength(st *state.State, samples [][]byte) int {
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return lo.SumBy(samples, func(sample []byte) int {
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return len(coding.Encode(st.Clone(), sample))
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})
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}
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func loadSamples() ([][]byte, error) {
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fh, err := os.Open("text.csv")
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if err != nil {
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return nil, err
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}
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defer fh.Close()
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r := csv.NewReader(fh)
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ret := [][]byte{}
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for true {
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row, err := r.Read()
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if err == io.EOF {
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break
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} else if err != nil {
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return nil, err
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}
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ret = append(ret, []byte(row[0]))
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}
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return ret, nil
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}
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