fix configs

This commit is contained in:
Patrick Devine 2025-03-08 16:16:23 -08:00 committed by Michael Yang
parent 46bb0169c4
commit 9b54267e69
2 changed files with 45 additions and 15 deletions

View File

@ -10,6 +10,7 @@ type gemma3Model struct {
gemmaModel
Architecture string
TextModel struct {
HeadDim uint32 `json:"head_dim"`
HiddenSize uint32 `json:"hidden_size"`
HiddenLayers uint32 `json:"num_hidden_layers"`
IntermediateSize uint32 `json:"intermediate_size"`
@ -36,15 +37,45 @@ type gemma3Model struct {
SlidingWindow uint32 `json:"sliding_window"`
}
const (
gemma4BLayerCount = 34
gemma12BLayerCount = 48
gemma27BLayerCount = 62
)
func (p *gemma3Model) KV(t *Tokenizer) ggml.KV {
kv := p.ModelParameters.KV(t)
kv["general.architecture"] = "gemma3"
numBlocks := cmp.Or(p.HiddenLayers, p.TextModel.HiddenLayers)
kv["gemma3.block_count"] = numBlocks
var (
numHeads uint32
numKVHeads uint32
)
switch numBlocks {
case gemma4BLayerCount:
numHeads = 8
numKVHeads = 4
case gemma12BLayerCount:
numHeads = 16
numKVHeads = 8
case gemma27BLayerCount:
numHeads = 32
numKVHeads = 16
default:
numHeads = p.NumAttentionHeads
numKVHeads = p.NumKeyValueHeads
}
kv["gemma3.attention.head_count"] = numHeads
kv["gemma3.attention.head_count_kv"] = numKVHeads
switch p.Architecture {
case "Gemma3ForCausalLM":
kv["gemma3.context_length"] = p.MaxPositionEmbeddings
kv["gemma3.attention.head_count"] = p.NumAttentionHeads
kv["gemma3.attention.head_count_kv"] = p.NumKeyValueHeads
kv["gemma3.text.attention.layer_norm_rms_epsilon"] = p.RMSNormEPS
kv["gemma3.attention.key_length"] = p.HeadDim
kv["gemma3.attention.value_length"] = p.HeadDim
@ -53,11 +84,9 @@ func (p *gemma3Model) KV(t *Tokenizer) ggml.KV {
kv["gemma3.text.rope.local.freq_base"] = p.RopeLocalTheta
kv["gemma3.text.rope.global.freq_base"] = p.RopeGlobalTheta
kv["gemma3.embedding_length"] = p.HiddenSize
kv["gemma3.block_count"] = p.HiddenLayers
kv["gemma3.text.feed_forward_length"] = p.IntermediateSize
default:
kv["gemma3.embedding_length"] = p.TextModel.HiddenSize
kv["gemma3.block_count"] = p.TextModel.HiddenLayers
kv["gemma3.text.feed_forward_length"] = p.TextModel.IntermediateSize
kv["gemma3.text.attention.sliding_window"] = p.TextModel.SlidingWindow
kv["gemma3.vision.block_count"] = p.VisionModel.NumHiddenLayers
@ -68,11 +97,10 @@ func (p *gemma3Model) KV(t *Tokenizer) ggml.KV {
kv["gemma3.vision.num_channels"] = cmp.Or(p.VisionModel.NumChannels, 3)
kv["gemma3.vision.attention.head_count"] = p.VisionModel.NumAttentionHeads
kv["gemma3.vision.attention.layer_norm_epsilon"] = cmp.Or(p.VisionModel.LayerNormEpsilon, 1e-6)
kv["gemma3.attention.key_length"] = cmp.Or(p.TextModel.HeadDim, 256)
kv["gemma3.attention.value_length"] = cmp.Or(p.TextModel.HeadDim, 256)
}
kv["tokenizer.ggml.bos_token_id"] = uint32(2)
kv["tokenizer.ggml.eot_token_id"] = uint32(1)
return kv
}

View File

@ -33,7 +33,7 @@ type TextModel struct {
const (
gemmaGlobalCacheCount = 6
gemma27BLayerCount = 46
gemma27BLayerCount = 62
)
const (
@ -42,6 +42,8 @@ const (
)
func newTextModel(c ml.Config) *TextModel {
numBlocks := int(c.Uint("block_count"))
m := TextModel{
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+`),
@ -53,11 +55,11 @@ func newTextModel(c ml.Config) *TextModel {
EOS: int32(c.Uint("tokenizer.ggml.eos_token_id")),
},
),
Layers: make([]TextLayer, c.Uint("block_count")),
Layers: make([]TextLayer, numBlocks),
TextOptions: &TextOptions{
hiddenSize: int(c.Uint("embedding_length")),
numHeads: int(c.Uint("attention.head_count", 8)),
numKVHeads: int(c.Uint("attention.head_count_kv", 4)),
numHeads: int(c.Uint("attention.head_count")),
numKVHeads: int(c.Uint("attention.head_count_kv")),
attnKeyLen: int(c.Uint("attention.key_length", 256)),
attnValLen: int(c.Uint("attention.value_length", 256)),
eps: c.Float("text.attention.layer_norm_rms_epsilon", 1e-06),
@ -68,6 +70,10 @@ func newTextModel(c ml.Config) *TextModel {
},
}
if numBlocks == gemma27BLayerCount {
m.largeModelScaling = true
}
return &m
}
@ -177,10 +183,6 @@ func (m *TextModel) Forward(ctx ml.Context, inputs, positions, outputs ml.Tensor
hiddenState = hiddenState.Set(ctx, visionOutputs, offset*hiddenState.Stride(0))
}
if len(m.Layers) == gemma27BLayerCount {
m.TextOptions.largeModelScaling = true
}
for i, layer := range m.Layers {
// gemma alternates between the sliding window (local) and causal (global)
// kv cache every 6 layers