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refactor rope
change to a flatter directory structure and group the options with the function update models to call rope in one place
This commit is contained in:
committed by
Michael Yang
parent
e082d60a24
commit
603ceefaa6
@@ -8,7 +8,6 @@ import (
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"github.com/ollama/ollama/kvcache"
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"github.com/ollama/ollama/ml"
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"github.com/ollama/ollama/ml/nn"
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"github.com/ollama/ollama/ml/nn/fast"
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"github.com/ollama/ollama/model/input"
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)
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@@ -20,6 +19,10 @@ type TextOptions struct {
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ropeScalingBeta float32
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}
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func (o TextOptions) applyRotaryPositionEmbeddings(ctx ml.Context, states, positions ml.Tensor) ml.Tensor {
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return nn.RoPE(ctx, states, positions, o.ropeDim, o.ropeBase, 1./o.ropeScale)
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}
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type TextModel struct {
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TokenEmbedding *nn.Embedding `gguf:"token_embd"`
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Layers []Layer `gguf:"blk"`
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@@ -42,11 +45,11 @@ func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs, posit
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q := sa.Query.Forward(ctx, hiddenState)
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q = q.Reshape(ctx, headDim, opts.numHeads, batchSize)
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q = fast.RoPE(ctx, q, positionIDs, opts.ropeDim, opts.ropeBase, 1./opts.ropeScale)
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q = opts.applyRotaryPositionEmbeddings(ctx, q, positionIDs)
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k := sa.Key.Forward(ctx, hiddenState)
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k = k.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
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k = fast.RoPE(ctx, k, positionIDs, opts.ropeDim, opts.ropeBase, 1./opts.ropeScale)
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k = opts.applyRotaryPositionEmbeddings(ctx, k, positionIDs)
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v := sa.Value.Forward(ctx, hiddenState)
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v = v.Reshape(ctx, headDim, opts.numKVHeads, batchSize)
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@@ -61,7 +64,7 @@ func (sa *SelfAttention) Forward(ctx ml.Context, hiddenState, positionIDs, posit
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}
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func (m *TextModel) Shift(ctx ml.Context, layer int, key, shift ml.Tensor) (ml.Tensor, error) {
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return fast.RoPE(ctx, key, shift, m.ropeDim, m.ropeBase, 1./m.ropeScale), nil
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return m.applyRotaryPositionEmbeddings(ctx, key, shift), nil
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}
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type MLP struct {
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