diff options
Diffstat (limited to 'llm/cmd/eval/main.go')
| -rw-r--r-- | llm/cmd/eval/main.go | 53 |
1 files changed, 53 insertions, 0 deletions
diff --git a/llm/cmd/eval/main.go b/llm/cmd/eval/main.go new file mode 100644 index 0000000..05b3f96 --- /dev/null +++ b/llm/cmd/eval/main.go @@ -0,0 +1,53 @@ +package main + +import ( + "log" + + "github.com/jonasknobloch/mbpe" + + "go.jknobloc.com/x/dataset" + "go.jknobloc.com/x/gpt2" +) + +func main() { + perplexity() +} + +func data() *dataset.ParquetReader { + var miniPile *dataset.ParquetReader + + if r, err := dataset.NewParquetReader("dataset/cmd/dataset/tmp/minipile/validation"); err != nil { + log.Fatal(err) + } else { + miniPile = r + } + + return miniPile +} + +func model() *gpt2.Model { + m := gpt2.NewModel("gpt2/models/base/model.onnx", "0") + + if err := m.Init(); err != nil { + log.Fatal(err) + } + + return m +} + +func tokenizer() *mbpe.Tokenizer { + m := mbpe.NewMBPE() + + if err := m.Load("gpt2/models/base/vocab.json", "gpt2/models/base/merges.txt"); err != nil { + log.Fatal(err) + } + + t := mbpe.NewTokenizer(m) + + byteLevel := mbpe.NewByteLevel(false) + + t.SetPreTokenizer(byteLevel) + t.SetDecoder(byteLevel) + + return t +} |
