gemma2 impl

This commit is contained in:
Patrick Devine
2025-02-07 15:58:15 -08:00
committed by Michael Yang
parent 4dcf80167a
commit 5f74d1fd47
18 changed files with 1057 additions and 24 deletions

View File

@@ -0,0 +1,74 @@
package gemma3
import (
"fmt"
"github.com/ollama/ollama/kvcache"
"github.com/ollama/ollama/ml"
"github.com/ollama/ollama/model"
"github.com/ollama/ollama/model/input"
)
type Model struct {
model.Base
model.SentencePieceModel
//*VisionModel `gguf:"v,vision"`
*TextModel
//Projector *nn.Linear `gguf:"mm.0"`
ImageProcessor
}
func New(c ml.Config) (model.Model, error) {
// Verify unified config
if c.Uint("vision.block_count") == 0 {
return nil, fmt.Errorf("non-unified vision model not supported")
}
m := Model{
SentencePieceModel: model.NewSentencePieceModel(
c.String("tokenizer.ggml.pretokenizer", `(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+`),
&model.Vocabulary{
Values: c.Strings("tokenizer.ggml.tokens"),
Scores: c.Floats("tokenizer.ggml.scores"),
Types: c.Uints("tokenizer.ggml.token_type"),
BOS: int32(c.Uint("tokenizer.ggml.bos_token_id")),
AddBOS: c.Bool("tokenizer.ggml.add_bos_token", true),
EOS: int32(c.Uint("tokenizer.ggml.eos_token_id")),
AddEOS: c.Bool("tokenizer.ggml.add_eos_token", false),
},
),
ImageProcessor: newImageProcessor(c),
//VisionModel: newVisionModel(c),
TextModel: newTextModel(c),
}
slidingWindowLen := int32(c.Uint("text.attention.sliding_window"))
m.Cache = kvcache.NewWrapperCache(kvcache.NewSWACache(slidingWindowLen, m.Shift), kvcache.NewCausalCache(m.Shift))
return &m, nil
}
func (m *Model) Forward(ctx ml.Context, opts input.Options) (ml.Tensor, error) {
inputs, err := ctx.Input().FromIntSlice(opts.Inputs, len(opts.Inputs))
if err != nil {
return nil, err
}
positions, err := ctx.Input().FromIntSlice(opts.Positions, len(opts.Positions))
if err != nil {
return nil, err
}
outputs, err := ctx.Output().FromIntSlice(opts.Outputs, len(opts.Outputs))
if err != nil {
return nil, err
}
return m.TextModel.Forward(ctx, inputs, positions, outputs, m.Cache), nil
}
func init() {
model.Register("gemma3", New)
}