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- package cache
- import (
- "github.com/ollama/ollama/ml"
- )
- type Options struct {
- Position int
- }
- type Cache interface {
- Sub(i int) Cache
- Put(ctx ml.Context, key, value ml.Tensor, opts Options) (ml.Tensor, ml.Tensor)
- }
- type Simple struct {
- DType ml.DType
- Capacity int
- keys, values []ml.Tensor
- }
- func (c *Simple) Sub(i int) Cache {
- if i >= len(c.keys) {
- c.keys = append(c.keys, make([]ml.Tensor, i-len(c.keys)+1)...)
- c.values = append(c.values, make([]ml.Tensor, i-len(c.values)+1)...)
- }
- return &Simple{
- keys: c.keys[i : i+1],
- values: c.values[i : i+1],
- Capacity: c.Capacity,
- DType: c.DType,
- }
- }
- func (c *Simple) Put(ctx ml.Context, key, value ml.Tensor, opts Options) (ml.Tensor, ml.Tensor) {
- if c.keys[0] == nil || c.values[0] == nil {
- c.keys[0] = ctx.Zeros(c.DType, key.Dim(0)*key.Dim(1)*c.Capacity)
- c.values[0] = ctx.Zeros(c.DType, value.Dim(0)*value.Dim(1)*c.Capacity)
- }
- ctx.Forward(key.Copy(ctx, c.keys[0].View(ctx, key.Stride(2)*opts.Position, key.Dim(0)*key.Dim(1)*key.Dim(2))))
- ctx.Forward(value.Copy(ctx, c.values[0].View(ctx, value.Stride(2)*opts.Position, value.Dim(0)*value.Dim(1)*value.Dim(2))))
- n := min(c.Capacity, key.Dim(2)+opts.Position)
- key = c.keys[0].View(ctx, 0,
- key.Dim(0), key.Stride(1),
- key.Dim(1), key.Stride(2),
- n,
- )
- value = c.values[0].View(ctx, 0,
- value.Dim(0), value.Stride(1),
- value.Dim(1), value.Stride(2),
- n,
- )
- // TODO shift context if necessary
- return key, value
- }
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