TensorRT-LLMs/tests/unittest/_torch/auto_deploy
Fridah-nv ec723fa993
feat:[AutoDeploy] Enhance RoPE support (#3115)
* add test to map flashinfer rope op with triton custom rope ops and pytorch rope in fused_mha

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* add rope matcher and unit tests

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* capture cos and sin from graph

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* revert fuse_mha op change

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* minor update to address comment and remove redundant unit test

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* move view and transpose into graph nodes and update unit test to test custom op directly

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* move view into custom op, update bfs with bound, update custom op return type to be half precision

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* custom op update to support 3D input

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* handle bnsd and bsnd format, update tests, handle 3D cos/sin input to the custom op

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* add llama4 rope test, update custom op with is_neox flag

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* add llama4 style rope to matcher and update unit test

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* separate into two transformations

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* fix when num_head != num_kv_head; add support for cached position_ids and cos_sin_cache in graph; update unit tests

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* minor update, cache locally and propagate meta info of qk nodes

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* minor: fix cos_sin_cache not float

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

* minor: move cache into matcher

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>

---------

Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
2025-04-11 23:51:24 +08:00
..
_utils_test feat:[AutoDeploy] Enhance RoPE support (#3115) 2025-04-11 23:51:24 +08:00
integration chore: Rename nvsmall to nemotron nas (#3447) 2025-04-10 23:16:52 +08:00
unit feat:[AutoDeploy] Enhance RoPE support (#3115) 2025-04-11 23:51:24 +08:00