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7 changes: 5 additions & 2 deletions mlx_lm/models/cache.py
Original file line number Diff line number Diff line change
Expand Up @@ -1361,8 +1361,11 @@ def merge(cls, caches):
for i, (p, c) in enumerate(zip(padding, caches)):
if c.keys is None:
continue
keys[i : i + 1, :, p : p + c._idx] = c._temporal_order(c.keys)
values[i : i + 1, :, p : p + c._idx] = c._temporal_order(c.values)
n = c.size()
ordered_k = c._temporal_order(c.keys)
ordered_v = c._temporal_order(c.values)
keys[i : i + 1, :, p : p + n] = ordered_k[..., -n:, :]
values[i : i + 1, :, p : p + n] = ordered_v[..., -n:, :]

cache = cls(caches[0].max_size, padding)
cache.keys = keys
Expand Down
52 changes: 52 additions & 0 deletions tests/test_prompt_cache.py
Original file line number Diff line number Diff line change
Expand Up @@ -673,5 +673,57 @@ def test_window_mask_with_full_kv_cache(self):
self.assertTrue(mx.array_equal(mask, expected))


class TestBatchRotatingKVCacheMerge(unittest.TestCase):
def test_merge_output_shape_is_bounded_by_max_size_when_prompt_length_exceeds_max_size(
self,
):
"""merge() output sequence dimension must equal max_size, not prompt length."""
cache = RotatingKVCache(max_size=70)
cache.update_and_fetch(mx.ones((1, 8, 128, 64)), mx.ones((1, 8, 128, 64)))

merged = BatchRotatingKVCache.merge([cache])

self.assertEqual(merged.keys.shape[2], 70)
self.assertEqual(merged.values.shape[2], 70)

def test_merge_contains_most_recent_tokens_when_prompt_length_exceeds_max_size(
self,
):
"""merge() must place the most-recent max_size tokens into the merged cache."""
max_size, seq_len, H, D = 4, 8, 2, 16
vals = mx.arange(1, seq_len + 1, dtype=mx.float32).reshape(1, 1, seq_len, 1)
keys = mx.broadcast_to(vals, (1, H, seq_len, D))
cache = RotatingKVCache(max_size=max_size)
cache.update_and_fetch(keys, keys)
expected_first_slot_value = float(seq_len - max_size + 1)

merged = BatchRotatingKVCache.merge([cache])
mx.eval(merged.keys)

self.assertAlmostEqual(
merged.keys[0, 0, 0, 0].item(), expected_first_slot_value
)

def test_merge_after_rotation_preserves_temporal_order(self):
"""merge() must roll the ring buffer into temporal order after autoregressive wrap-around."""
max_size, H, D = 4, 2, 8
cache = RotatingKVCache(max_size=max_size)
cache.update_and_fetch(
mx.ones((1, H, max_size, D)), mx.ones((1, H, max_size, D))
)
for _ in range(2):
cache.update_and_fetch(
mx.full((1, H, 1, D), 2.0), mx.full((1, H, 1, D), 2.0)
)
expected_first_slot_value = 1.0

merged = BatchRotatingKVCache.merge([cache])
mx.eval(merged.keys)

self.assertAlmostEqual(
merged.keys[0, 0, 0, 0].item(), expected_first_slot_value
)


if __name__ == "__main__":
unittest.main()