package llm import ( "encoding/binary" "errors" "io" "slices" ) type containerGGLA struct { version uint32 } func (c *containerGGLA) Name() string { return "ggla" } func (c *containerGGLA) Decode(rs io.ReadSeeker) (model, error) { if err := binary.Read(rs, binary.LittleEndian, &c.version); err != nil { return nil, err } switch c.version { case 1: default: return nil, errors.New("invalid version") } model := newGGLA(c) err := model.decode(rs) return model, err } type ggla struct { *containerGGLA kv KV tensors []*Tensor } func newGGLA(container *containerGGLA) *ggla { return &ggla{ containerGGLA: container, kv: make(KV), } } func (llm *ggla) KV() KV { return llm.kv } func (llm *ggla) Tensors() Tensors { return llm.tensors } func (llm *ggla) decode(rs io.ReadSeeker) error { var r uint32 if err := binary.Read(rs, binary.LittleEndian, &r); err != nil { return err } llm.kv["r"] = r var alpha uint32 if err := binary.Read(rs, binary.LittleEndian, &alpha); err != nil { return err } llm.kv["alpha"] = alpha for { var dims uint32 if err := binary.Read(rs, binary.LittleEndian, &dims); err != nil { return err } var namesize uint32 if err := binary.Read(rs, binary.LittleEndian, &namesize); err != nil { return err } var t Tensor if err := binary.Read(rs, binary.LittleEndian, &t.Kind); err != nil { return err } t.Shape = make([]uint64, dims) for i := 0; uint32(i) < dims; i++ { var shape32 uint32 if err := binary.Read(rs, binary.LittleEndian, &shape32); err != nil { return err } t.Shape[i] = uint64(shape32) } // ggla tensor shape is reversed // ref: https://github.com/ggerganov/llama.cpp/blob/29ae62d2ae163e2b68aa0ad3bf2ab4636de0c957/convert-lora-to-ggml.py#L44 slices.Reverse(t.Shape) name := make([]byte, namesize) if err := binary.Read(rs, binary.LittleEndian, &name); err != nil { return err } t.Name = string(name) offset, err := rs.Seek(0, io.SeekCurrent) if err != nil { return err } if _, err := rs.Seek((offset+31)&-32, io.SeekStart); err != nil { return err } offset, err = rs.Seek(0, io.SeekCurrent) if err != nil { return err } t.Offset = uint64(offset) if _, err := rs.Seek(int64(t.Size()), io.SeekCurrent); err != nil { return err } llm.tensors = append(llm.tensors, &t) } }