fix conversion for f16 or f32 inputs

This commit is contained in:
Michael Yang
2024-05-17 12:11:49 -07:00
parent bbbd9f20f3
commit 34d5ef29b3
7 changed files with 152 additions and 294 deletions

View File

@@ -1,14 +1,11 @@
package convert
import (
"encoding/binary"
"fmt"
"io"
"log/slog"
"os"
"strings"
"github.com/d4l3k/go-bfloat16"
"github.com/pdevine/tensor"
"github.com/pdevine/tensor/native"
@@ -19,49 +16,27 @@ type GemmaModel struct {
ModelData
}
func gemmaLayerHandler(w io.Writer, r safetensorWriterTo, f *os.File) error {
slog.Debug(fmt.Sprintf("converting '%s'", r.t.Name))
data := make([]byte, r.end-r.start)
if err := binary.Read(f, r.bo, data); err != nil {
return err
}
tDataF32 := bfloat16.DecodeFloat32(data)
var err error
tDataF32, err = addOnes(tDataF32, int(r.t.Shape[0]))
if err != nil {
return err
}
if err := binary.Write(w, r.bo, tDataF32); err != nil {
return err
}
return nil
}
func addOnes(data []float32, vectorSize int) ([]float32, error) {
n := tensor.New(tensor.WithShape(vectorSize), tensor.WithBacking(data))
ones := tensor.Ones(tensor.Float32, vectorSize)
var err error
n, err = n.Add(ones)
n, err := n.Add(ones)
if err != nil {
return []float32{}, err
return nil, err
}
newN, err := native.SelectF32(n, 0)
ts, err := native.SelectF32(n, 0)
if err != nil {
return []float32{}, err
return nil, err
}
var fullTensor []float32
for _, v := range newN {
fullTensor = append(fullTensor, v...)
var f32s []float32
for _, t := range ts {
f32s = append(f32s, t...)
}
return fullTensor, nil
return f32s, nil
}
func (m *GemmaModel) GetTensors() error {
@@ -74,7 +49,7 @@ func (m *GemmaModel) GetTensors() error {
for _, l := range t {
if strings.HasSuffix(l.Name, "norm.weight") {
wt := l.WriterTo.(safetensorWriterTo)
wt.handler = gemmaLayerHandler
wt.repacker = m.Repack
l.WriterTo = wt
}
m.Tensors = append(m.Tensors, l)
@@ -92,6 +67,10 @@ func (m *GemmaModel) LoadVocab() error {
return nil
}
func (m *GemmaModel) Repack(_ string, data []float32, shape []uint64) ([]float32, error) {
return addOnes(data, int(shape[0]))
}
func (m *GemmaModel) WriteGGUF(ws io.WriteSeeker) error {
kv := llm.KV{
"general.architecture": "gemma",