mirror of
https://github.com/dogkeeper886/ollama37.git
synced 2025-12-13 01:07:12 +00:00
GGUF support (#441)
This commit is contained in:
81
llm/ggml.go
81
llm/ggml.go
@@ -3,12 +3,15 @@ package llm
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import (
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"encoding/binary"
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"errors"
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"fmt"
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"io"
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"path"
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"sync"
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)
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type ModelFamily string
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const ModelFamilyUnknown ModelFamily = "unknown"
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type ModelType uint32
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const (
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@@ -57,18 +60,17 @@ type model interface {
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type container interface {
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Name() string
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Decode(io.Reader) error
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Decode(io.Reader) (model, error)
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}
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type containerGGML struct {
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}
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type containerGGML struct{}
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func (c *containerGGML) Name() string {
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return "ggml"
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}
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func (c *containerGGML) Decode(r io.Reader) error {
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return nil
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func (c *containerGGML) Decode(r io.Reader) (model, error) {
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return nil, nil
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}
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type containerGGMF struct {
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@@ -79,18 +81,18 @@ func (c *containerGGMF) Name() string {
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return "ggmf"
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}
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func (c *containerGGMF) Decode(r io.Reader) error {
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func (c *containerGGMF) Decode(r io.Reader) (model, error) {
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var version uint32
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binary.Read(r, binary.LittleEndian, &version)
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switch version {
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case 1:
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default:
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return errors.New("invalid version")
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return nil, errors.New("invalid version")
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}
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c.version = version
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return nil
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return nil, nil
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}
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type containerGGJT struct {
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@@ -101,18 +103,22 @@ func (c *containerGGJT) Name() string {
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return "ggjt"
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}
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func (c *containerGGJT) Decode(r io.Reader) error {
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func (c *containerGGJT) Decode(r io.Reader) (model, error) {
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var version uint32
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binary.Read(r, binary.LittleEndian, &version)
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switch version {
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case 1, 2, 3:
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default:
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return errors.New("invalid version")
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return nil, errors.New("invalid version")
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}
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c.version = version
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return nil
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// different model types may have different layouts for hyperparameters
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var llama llamaModel
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binary.Read(r, binary.LittleEndian, &llama.hyperparameters)
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return &llama, nil
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}
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type containerLORA struct {
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@@ -123,32 +129,51 @@ func (c *containerLORA) Name() string {
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return "ggla"
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}
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func (c *containerLORA) Decode(r io.Reader) error {
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func (c *containerLORA) Decode(r io.Reader) (model, error) {
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var version uint32
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binary.Read(r, binary.LittleEndian, &version)
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switch version {
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case 1:
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default:
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return errors.New("invalid version")
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return nil, errors.New("invalid version")
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}
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c.version = version
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return nil
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return nil, nil
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}
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var (
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ggmlGPU = path.Join("llama.cpp", "ggml", "build", "gpu", "bin")
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ggmlCPU = path.Join("llama.cpp", "ggml", "build", "cpu", "bin")
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)
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var (
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ggmlInit sync.Once
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ggmlRunnerPath string
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)
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func ggmlRunner() ModelRunner {
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ggmlInit.Do(func() {
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ggmlRunnerPath = chooseRunner(ggmlGPU, ggmlCPU)
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})
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return ModelRunner{Path: ggmlRunnerPath}
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}
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const (
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// / Magic constant for `ggml` files (unversioned).
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// Magic constant for `ggml` files (unversioned).
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FILE_MAGIC_GGML = 0x67676d6c
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// / Magic constant for `ggml` files (versioned, ggmf).
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// Magic constant for `ggml` files (versioned, ggmf).
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FILE_MAGIC_GGMF = 0x67676d66
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// / Magic constant for `ggml` files (versioned, ggjt).
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// Magic constant for `ggml` files (versioned, ggjt).
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FILE_MAGIC_GGJT = 0x67676a74
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// / Magic constant for `ggla` files (LoRA adapter).
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// Magic constant for `ggla` files (LoRA adapter).
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FILE_MAGIC_GGLA = 0x67676C61
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// Magic constant for `gguf` files (versioned, gguf)
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FILE_MAGIC_GGUF = 0x46554747
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)
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func DecodeGGML(r io.ReadSeeker, hint ModelFamily) (*GGML, error) {
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func DecodeGGML(r io.ReadSeeker) (*GGML, error) {
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var ggml GGML
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binary.Read(r, binary.LittleEndian, &ggml.magic)
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@@ -161,24 +186,18 @@ func DecodeGGML(r io.ReadSeeker, hint ModelFamily) (*GGML, error) {
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ggml.container = &containerGGJT{}
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case FILE_MAGIC_GGLA:
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ggml.container = &containerLORA{}
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case FILE_MAGIC_GGUF:
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ggml.container = &containerGGUF{}
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default:
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return nil, errors.New("invalid file magic")
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}
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if err := ggml.Decode(r); err != nil {
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model, err := ggml.Decode(r)
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if err != nil {
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return nil, err
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}
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// different model types may have different layouts for hyperparameters
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switch hint {
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case ModelFamilyLlama:
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var llama llamaModel
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binary.Read(r, binary.LittleEndian, &llama.hyperparameters)
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ggml.model = &llama
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// TODO: sanity check hyperparameters
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default:
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return nil, fmt.Errorf("unsupported model type: %s", hint)
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}
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ggml.model = model
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// final model type
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return &ggml, nil
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