TensorRT-LLMs/tensorrt_llm/_torch
Netanel Haber 3c52ac098f
feat: allocate minimal blocks per window size (#3028)
* implement variable window attention by breaking the block manager into window block managers per window size

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* revert isCyclic to be true if the min attention window is reached, not per window size

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* add explanatory comment to mCyclicThreshold

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* load correct gemma config

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* don't shadow inputLength in addSequence - it should remain the function scope input length between window size loop iterations

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix KVCacheManagerVariableWindowAttentionWithReuseTest for multiple window block managers

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* if TYPE_CHECKING

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* set temp_attention_window_inputs to None explicitly

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* set temp_attention_window_inputs to None explicitly

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* pass dtype as well

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* test_gemma variable sliding window attention

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* allot a fraction of primary/secondaryBlocks to different window size heaps, depending on the window size's total contribution to the kvcache size (i.e., including all layers)

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* remove || mEnableBlockReuse which erroneously triggers beamsearch code for cyclic variable attention window code

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* turn off request delaying for MaxUtil

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* make comments better

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* windowSizesTotalSum using std::accumulate

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix error handling of forwardAsync - forwardAsync catch-all catch cleanup code that runs terminateRequest can also fail and must be caught

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix comments

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* remove assert that kills disagg tests, since it isn't necessary

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix corrupted expression: 'isNewTask && (peftCacheManager ?' -> '(isNewTask && peftCacheManager) ?' which caused boolean algebra. Main is correct

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* add Gemma3 to SUPPORTED_HF_ARCHITECTURES

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* support Gemma3

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* finally fix test_gemma - always spread at least {} into generate_summary_cmd, never None

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* finally fix test_gemma - always spread at least {} into generate_summary_cmd, never None

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix kvfactor field for deepseek

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix comment

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix gemma-3 entries in testlist to include vswa

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* only quantize gemma2 VSWA

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

remove misleading comment

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

fix test_gemma

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix test_gemma

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix test_gemma

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* in sendRequestInfo, fromOldAllocatedBlockIds->fromOldAllocatedBlockIds, like in main

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>

* fix: disable KV cache reuse if using attention sink (#3021)

* fix: disable KV cache reuse if using attention sink

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* fix: disable KV cache reuse if sink bubble

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* add comment

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-04-17 16:04:57 +08:00
..
attention_backend Support CUDA graphs for EAGLE3 (#3176) 2025-04-17 04:53:50 +08:00
auto_deploy chore: move all distributed related codes into _torch.distributed directory (#3511) 2025-04-15 08:39:17 +08:00
compilation feat: Add NVFP4 UB pattern optimization pass in torch compile (#3371) 2025-04-11 21:25:29 +08:00
custom_ops feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
distributed chore: move all distributed related codes into _torch.distributed directory (#3511) 2025-04-15 08:39:17 +08:00
models chore: Use ellipsis as default value to detect whether residual argument is provided (#3626) 2025-04-17 12:31:58 +08:00
modules chore: Use ellipsis as default value to detect whether residual argument is provided (#3626) 2025-04-17 12:31:58 +08:00
peft added loraOp into lora layer + test for mlp and comparison to lora plugin (#3455) 2025-04-17 12:48:27 +08:00
pyexecutor feat: allocate minimal blocks per window size (#3028) 2025-04-17 16:04:57 +08:00
speculative Support CUDA graphs for EAGLE3 (#3176) 2025-04-17 04:53:50 +08:00
__init__.py Update TensorRT-LLM (#2755) 2025-02-11 03:01:00 +00:00
autotuner.py feat: Apply the new torch-flow compatible AutoTuner to both Fused MoE and NVFP4 Linear operators. (#3151) 2025-04-08 14:28:36 +08:00
llm.py test: [TRTLLM-4334] Create 1.0 criteria scope from API stability references (#3069) 2025-03-26 18:14:35 +08:00
metadata.py feat: no-cache attention in PyTorch workflow (#3085) 2025-04-05 01:54:32 +08:00
model_config.py feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
pipeline_interface.py Update (#2978) 2025-03-23 16:39:35 +08:00
utils.py Cache sin cos in model instead of global LRU cache. (#3378) 2025-04-14 11:19:09 +08:00