1 files changed, 0 insertions, 221 deletions
diff --git a/research/entropy/cmd/main.go b/research/entropy/cmd/main.go
deleted file mode 100644
index cba8c33..0000000
--- a/research/entropy/cmd/main.go
+++ /dev/null
@@ -1,221 +0,0 @@
-package main
-
-import (
-	"database/sql"
-	"fmt"
-	"log"
-
-	_ "github.com/duckdb/duckdb-go/v2"
-	"go.jknobloc.com/x/research/entropy"
-
-	"github.com/jonasknobloch/mbpe"
-	"go.jknobloc.com/x/dataset"
-	"go.jknobloc.com/x/gpt2"
-	"go.jknobloc.com/x/shelf"
-	"go.jknobloc.com/x/tokenizer/bpe"
-)
-
-type NoPreTok struct{}
-
-func (p *NoPreTok) PreTokenize(s string) []string {
-	return []string{s}
-}
-
-const CorpusMean = -0.7749100363022372
-
-const Threshold = -2.0
-
-func main() {
-	dict := mbpe.NewDict()
-
-	if err := dict.Load(shelf.Abs("results/knobloch/minipile/dict.txt")); err != nil {
-		log.Fatal(err)
-	}
-
-	if err := gpt2.InitializeEnvironment(); err != nil {
-		log.Fatal(err)
-	}
-
-	// m := model()
-	// t := tokenizer()
-	// d := data()
-	//
-	// if err := entropy.Context(m, t, d); err != nil {
-	// 	log.Fatal(err)
-	// }
-
-	o := shelf.Abs("results/runs-entropy/lesci_minipile_test_256_seed_default/gpt2_256_m000_minipile_seed/lesci.db")
-
-	var db *sql.DB
-
-	if database, err := initDatabase(o); err != nil {
-		log.Fatal(err)
-	} else {
-		db = database
-	}
-
-	defer db.Close()
-
-	db.SetMaxOpenConns(1)
-
-	foo := tokenizerMBPE()
-
-	type candidate struct {
-		src         string
-		ids         []int
-		means       []float64
-		occurrences int64
-	}
-
-	candidates := make([]candidate, 0)
-	baseline := entropy.NewBaseline()
-
-	for i, c := range dict.Items()[10000:] {
-		if i > 10 {
-			break
-		}
-
-		s := c.Src()
-
-		if len(s) < 10 {
-			continue
-		}
-
-		ids := foo.Tokenize(s)
-
-		means, occurrences, err := entropy.MeanLogProbs(ids, db)
-
-		if err != nil {
-			log.Fatal(err)
-		}
-
-		if occurrences == 0 {
-			continue
-		}
-
-		{
-			occurrences, err := entropy.LogProbs(ids, db)
-
-			if err != nil {
-				log.Fatal(err)
-			}
-
-			fmt.Println(ids)
-			fmt.Println(occurrences)
-		}
-
-		candidates = append(candidates, candidate{s, ids, means, occurrences})
-
-		baseline.Add(means)
-	}
-
-	for _, c := range candidates {
-		fmt.Println(c.ids)
-		fmt.Println(foo.Decoder().Decode([]string{c.src}))
-		fmt.Println(c.means, c.occurrences)
-
-		fmt.Println("excess    ", entropy.Excess(c.means, Threshold))
-		fmt.Println("spikes    ", entropy.Spikes(c.means))
-		fmt.Println("deviations", baseline.Deviations(c.means))
-
-		fmt.Println()
-		fmt.Println()
-		fmt.Println()
-	}
-
-	if err := gpt2.DestroyEnvironment(); err != nil {
-		log.Fatal(err)
-	}
-}
-
-// func must[T any](v T, err error) T {
-// 	if err != nil {
-// 		log.Fatal(err)
-// 	}
-//
-// 	return v
-// }
-
-func model() *gpt2.Model {
-	cfg := gpt2.ConfigDefault()
-
-	cfg.VocabSize = 256
-
-	opts := gpt2.Options{
-		WithCache:    false,
-		WithLogits:   false,
-		WithLogProbs: true,
-	}
-
-	m := gpt2.NewModel(shelf.Abs("models/mbpe/minipile-byte/gpt2_256_m000_minipile_seed/model_eval.onnx"), cfg, opts)
-
-	if err := m.Init(); err != nil {
-		log.Fatal(err)
-	}
-
-	return m
-}
-
-func tokenizer() *bpe.Tokenizer {
-	var tok *bpe.Tokenizer
-
-	v := shelf.Abs("tokenizers/minipile/tokenizer_gpt2_256_m000_minipile/vocab.json")
-	m := shelf.Abs("tokenizers/minipile/tokenizer_gpt2_256_m000_minipile/merges.txt")
-
-	if t, err := bpe.NewTokenizerFromFiles(v, m, bpe.DefaultConfig()); err != nil {
-		log.Fatal(err)
-	} else {
-		tok = t
-	}
-
-	return tok
-}
-
-func tokenizerMBPE() *mbpe.Tokenizer {
-	var tok *bpe.Tokenizer
-
-	v := shelf.Abs("tokenizers/minipile/tokenizer_gpt2_256_m000_minipile/vocab.json")
-	m := shelf.Abs("tokenizers/minipile/tokenizer_gpt2_256_m000_minipile/merges.txt")
-
-	if t, err := bpe.NewTokenizerFromFiles(v, m, bpe.DefaultConfig()); err != nil {
-		log.Fatal(err)
-	} else {
-		tok = t
-	}
-
-	foo := bpe.MBPE(tok)
-
-	foo.SetPreTokenizer(&NoPreTok{})
-
-	return foo
-}
-
-func data() dataset.Reader {
-	var miniPile *dataset.ParquetReader
-
-	if r, err := dataset.NewParquetReader(shelf.Abs("data/minipile/validation")); err != nil {
-		log.Fatal(err)
-	} else {
-		miniPile = r
-	}
-
-	return dataset.NewClampedReader(miniPile, 10)
-}
-
-func initDatabase(dsn string) (*sql.DB, error) {
-	var db *sql.DB
-
-	if database, err := sql.Open("duckdb", dsn); err != nil {
-		return nil, err
-	} else {
-		db = database
-	}
-
-	if err := db.Ping(); err != nil {
-		_ = db.Close()
-
-		return nil, err
-	}
-
-	return db, nil
-}