mirror of
https://github.com/dogkeeper886/ollama37.git
synced 2025-12-12 16:57:04 +00:00
fix conversion for f16 or f32 inputs
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@@ -27,9 +27,10 @@ type safetensorWriterTo struct {
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bo ByteOrder
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filename string
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dtype string
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start, end, padding uint64
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handler func(w io.Writer, r safetensorWriterTo, f *os.File) error
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repacker func(string, []float32, []uint64) ([]float32, error)
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}
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type tensorMetaData struct {
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@@ -150,6 +151,7 @@ func (m *SafetensorFormat) readTensors(fn string, offset uint64, params *Params)
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params: params,
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bo: params.ByteOrder,
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filename: fn,
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dtype: data.Type,
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start: uint64(data.Offsets[0]),
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end: uint64(data.Offsets[1]),
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padding: 8 + jsonSize,
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@@ -235,51 +237,54 @@ func (r safetensorWriterTo) WriteTo(w io.Writer) (n int64, err error) {
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return 0, err
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}
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// use the handler if one is present
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if r.handler != nil {
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return 0, r.handler(w, r, f)
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}
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remaining := r.end - r.start
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bufSize := uint64(10240)
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var finished bool
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for {
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data := make([]byte, min(bufSize, remaining))
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b, err := io.ReadFull(f, data)
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remaining -= uint64(b)
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if err == io.EOF || remaining <= 0 {
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finished = true
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} else if err != nil {
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var f32s []float32
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switch r.dtype {
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case "F32":
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f32s = make([]float32, (r.end-r.start)/4)
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if err = binary.Read(f, r.bo, f32s); err != nil {
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return 0, err
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}
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case "F16":
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bts := make([]uint16, (r.end-r.start)/2)
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if err = binary.Read(f, r.bo, bts); err != nil {
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return 0, err
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}
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// convert bfloat16 -> ieee float32
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tDataF32 := bfloat16.DecodeFloat32(data)
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switch r.t.Kind {
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case 0:
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if err := binary.Write(w, r.bo, tDataF32); err != nil {
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return 0, err
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}
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case 1:
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// convert float32 -> float16
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tempBuf := make([]uint16, len(data)/2)
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for cnt, v := range tDataF32 {
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tDataF16 := float16.Fromfloat32(v)
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tempBuf[cnt] = uint16(tDataF16)
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}
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if err := binary.Write(w, r.bo, tempBuf); err != nil {
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return 0, err
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}
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for _, b := range bts {
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f32s = append(f32s, float16.Frombits(b).Float32())
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}
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if finished {
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break
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case "BF16":
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bts := make([]byte, r.end-r.start)
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if err = binary.Read(f, r.bo, bts); err != nil {
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return 0, err
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}
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f32s = bfloat16.DecodeFloat32(bts)
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default:
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return 0, fmt.Errorf("unknown data type: %s", r.dtype)
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}
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if r.repacker != nil {
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f32s, err = r.repacker(r.t.Name, f32s, r.t.Shape)
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if err != nil {
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return 0, err
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}
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}
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return 0, nil
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switch r.t.Kind {
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case 0:
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return 0, binary.Write(w, r.bo, f32s)
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case 1:
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f16s := make([]uint16, len(f32s))
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for i := range f32s {
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f16s[i] = float16.Fromfloat32(f32s[i]).Bits()
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}
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return 0, binary.Write(w, r.bo, f16s)
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default:
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return 0, fmt.Errorf("unknown storage type: %d", r.t.Kind)
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}
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}
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func (m *SafetensorFormat) GetModelArch(name, dirPath string, params *Params) (ModelArch, error) {
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