runner.go: Add unit tests for context shifting

This also makes it easier to truncate long inputs the same as
shifting but does not actually implement it. This type of
truncation has a trade off between quality and time to first
token.
This commit is contained in:
Jesse Gross 2024-11-25 14:49:38 -08:00 committed by Jesse Gross
parent 52bbad12f9
commit 2cd11ae365
3 changed files with 82 additions and 7 deletions

View file

@ -199,6 +199,20 @@ func countCommonPrefix(a []input, b []input) int {
return count
}
func (c *InputCache) ShiftDiscard(inputLen int, numKeep int) int {
targetFree := (c.numCtx - numKeep) / 2
targetFree = max(targetFree, 1)
currentFree := c.numCtx - inputLen
discard := targetFree - currentFree
if discard < 0 {
discard = 0
}
return discard
}
// Frees up space in the KV cache by deleting the oldest half of history and shifting
// the newest half into that space (saving numKeep inputs at the beginning).
//
@ -208,11 +222,7 @@ func (c *InputCache) ShiftCacheSlot(slot *InputCacheSlot, numKeep int) error {
return fmt.Errorf("unable to shift context - keep exceeds context (keep: %v context: %v)", numKeep, c.numCtx)
}
targetFree := (c.numCtx - numKeep) / 2
targetFree = max(targetFree, 1)
currentFree := c.numCtx - len(slot.Inputs)
discard := targetFree - currentFree
discard := c.ShiftDiscard(len(slot.Inputs), numKeep)
if discard <= 0 {
return nil

View file

@ -227,3 +227,66 @@ func TestFindCacheSlot(t *testing.T) {
})
}
}
func TestShiftDiscard(t *testing.T) {
tests := []struct {
name string
numCtx int
numKeep int
inputLen int
expected int
}{
{
name: "Shift",
numCtx: 2048,
numKeep: 5,
inputLen: 2048,
expected: 1021,
},
{
name: "Max Keep",
numCtx: 2048,
numKeep: 2047,
inputLen: 2048,
expected: 1,
},
{
name: "No Keep",
numCtx: 2048,
numKeep: 0,
inputLen: 2048,
expected: 1024,
},
{
name: "Truncate",
numCtx: 2048,
numKeep: 5,
inputLen: 5000,
expected: 3973,
},
{
name: "Truncate Keep",
numCtx: 2048,
numKeep: 2047,
inputLen: 5000,
expected: 2953,
},
{
name: "No Op",
numCtx: 2048,
numKeep: 5,
inputLen: 512,
expected: 0,
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
c := InputCache{numCtx: tt.numCtx}
result := c.ShiftDiscard(tt.inputLen, tt.numKeep)
if result != tt.expected {
t.Errorf("shiftDiscard(ctx: %v, keep: %v input: %v): have %v; want %v", tt.numCtx, tt.numKeep, tt.inputLen, result, tt.expected)
}
})
}
}

View file

@ -122,9 +122,11 @@ func (s *Server) NewSequence(prompt string, images []ImageData, params NewSequen
params.numKeep = min(params.numKeep, s.cache.numCtx-1)
if len(inputs) > s.cache.numCtx {
slog.Warn("truncating input prompt", "limit", s.cache.numCtx, "prompt", len(inputs), "numKeep", params.numKeep)
discard := len(inputs) - s.cache.numCtx
newInputs := inputs[:params.numKeep]
newInputs = append(newInputs, inputs[len(inputs)-s.cache.numCtx+params.numKeep:]...)
newInputs = append(newInputs, inputs[params.numKeep+discard:]...)
slog.Warn("truncating input prompt", "limit", s.cache.numCtx, "prompt", len(inputs), "keep", params.numKeep, "new", len(newInputs))
inputs = newInputs
}