GGUF support (#441)

This commit is contained in:
Bruce MacDonald
2023-09-07 13:55:37 -04:00
committed by GitHub
parent 07b4074e7b
commit 09dd2aeff9
10 changed files with 543 additions and 139 deletions

View File

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