Commit Graph

6 Commits

Author SHA1 Message Date
Yueh-Ting (eop) Chen
4882815fa1
[TLLM-6777][feature] Support SWA KV cache reuse OOW block detach (#7922)
This MR is a continuation of #6768. In the previous merge request,
OOW (out-of-window) blocks are only detached when reuse is not enabled,
that is, the block movement behavior is identical between SWA and full
attention when reuse is enabled.

This merge request attempts to enable OOW block detach when reuse is
enabled. The required changes are:

- Let KV cache manager keep track of which block is used by which
  sequence
- Remove restriction for the eviction policy to be able to release a
  non-leaf block

Along with the development, bugs inside freeChildren and offload
mechanism under getFreeBlock is resolved because they will affect the
functionality this merge request is trying to achieve.

When a block goes OOW, it is released from the sequence, it will be
available to be reclaimed and the block is held by the eviction policy
for another sequence to acquire upon calling. On the other hand, we
want to potentially store the sequence for reuse. To safely achieve
this, the record of block ownership is done under
WindowBlockManager::getFreeBlock. If the block acquired was originally
owned by another sequence that is live inside the manager, then we
invalidate the sequence for store for reuse.

At the end of a sequence (when removeSequence is called toward it),
the KV cache manager will check if the sequence has all blocks not
reclaimed by another sequence. If so, then the sequence is safe to
be stored for reuse and store for reuse action will be performed.

Signed-off-by: eopXD <yuehtingc@nvidia.com>
2025-10-13 09:18:12 -07:00
Kaiyu Xie
9b931c0f63
Update TensorRT-LLM (#2873) 2025-03-11 21:13:42 +08:00
Kaiyu Xie
2ea17cdad2
Update TensorRT-LLM (#2792)
* Update TensorRT-LLM

---------

Co-authored-by: jlee <jungmoolee@clika.io>
2025-02-18 21:27:39 +08:00
Kaiyu Xie
c629546ce4
Update TensorRT-LLM (#2436) 2024-11-12 15:27:49 +08:00
Kaiyu Xie
f14d1d433c
Update TensorRT-LLM (#2389)
* Update TensorRT-LLM

---------

Co-authored-by: Alessio Netti <netti.alessio@gmail.com>
2024-10-29 22:24:38 +08:00
Kaiyu Xie
8681b3a4c0
open source 4dbf696ae9b74a26829d120b67ab8443d70c8e58 (#2297)
* Update TensorRT-LLM

---------

Co-authored-by: Bhuvanesh Sridharan <bhuvanesh.sridharan@sprinklr.com>
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
2024-10-08 12:19:19 +02:00