Yukun He
98018f3bb9
Downgrade the logger level for fallback tactic warning. ( #4440 )
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-05-19 18:26:54 +08:00
Daniel Cámpora
df19430629
chore: Mass Integration 0.19 ( #4255 )
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* fix: Fix/fused moe 0.19 (#3799 )
* fix bug of stream init
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
* fix bug
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
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Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
* fix: Add pre-download of checkpoint before benchmark. (#3772 )
* Add pre-download of checkpoint before benchmark.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* Add missing remote code flag.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* Move from_pretrained to throughput benchmark.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* Move download and use snapshot_download.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* Removed trusted flag.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* Fix benchmark command in iteration log test.
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
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Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
* [https://nvbugspro.nvidia.com/bug/5241495 ][fix] CUDA Graph padding with overlap scheduler (#3839 )
* fix
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* fuse
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* fix
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* fix
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* TRTLLM-4875 feat: Add version switcher to doc (#3871 )
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
* waive a test (#3897 )
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
* docs:fix https://nvbugs/5244616 by removing new invalid links. (#3939 )
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
* fix: remote mpi session abort (#3884 )
* fix remote mpi session
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
* fix
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
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Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
* skip fp8 gemm for pre-hopper (#3931 )
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
* [https://nvbugspro.nvidia.com/bug/5247148 ][fix] Attention DP with overlap scheduler (#3975 )
* fix
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* update multigpu list
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* fix namings
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
* Doc: Fix H200 DeepSeek R1 perf doc (#4006 )
* fix doc
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
* update perf number
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
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Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
* Fix the perf regression caused by insufficient cache warmup. (#4042 )
Force tuning up to 8192 sequence length for NVFP4 linear op. Also, make this runtime-selectable with UB enabled.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* doc: Update 0.19.0 release notes (#3976 )
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
* Optimize the AutoTuner cache access code to reduce host code overhead. (#4060 )
The NVFP4 Linear op is very sensitive to the host overhead.
This PR introduces customizable `find_nearest_profile` and `get_cache_key_specifc`, which allow users to override the default method for generating the cache key.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Update switcher (#4098 )
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
* doc: update release notes (#4108 )
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
* docs:update 0.19 doc. (#4120 )
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
* docs:add torch flow supported model list. (#4129 )
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
* doc: Release V0.19 Perf Overview Update (#4166 )
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
* Fix readme of autodeploy.
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
* Update tensorrt_llm/_torch/pyexecutor/llm_request.py
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
* Revert mgmn worker node.
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
* Change to disable_overlap_scheduler.
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
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Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Zac Patel <22306219+zbpatel@users.noreply.github.com>
2025-05-16 10:53:25 +02:00
yuxianq
0e87fcc228
refactor: use x is None instead of x == None. ( #4244 )
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Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-05-15 20:00:04 +08:00
Yukun He
c678774c99
feat: Apply the new torch-flow compatible AutoTuner to both Fused MoE and NVFP4 Linear operators. ( #3151 )
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* Several optimizations and fixings on the Autotuner.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Apply the new Python side Autotuner on current linear for nvFP4 data type.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Apply the new Python side Autotuner on MoE op
* Remove routers from cache key to improve inference perf
* Prevent unnecessary code profiling. Use do_preparation keyword to select which part should be executed during before evaluating any tactic.
* Remove try-catch inside moe profiling process.
* Move default tactic -1 to 0 transforms in cpp runner.
* Revise relavant tests.
* Predefined the bucketizing strategy for fused_moe
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Add specific_profile support for AutoTuner to bypass the standard cache search process for perf optimization
* Add specific_profile for moe
* Add specific profile for linear
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Fixing and revising according to reviewer's suggestions.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Use lru_cache for inference pref optimization.
* Revert gen_custom_cache_key feature
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Replace runner with runner id to achieve a serializable cache.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Code clean up and minor fixings.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Move all tunable runners and custom ops into torch_custom_ops.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
* Treat min_latency_mode as a independent dynamic tensor. Modify get_valid_tactics to suit for it.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-04-08 14:28:36 +08:00
Kaiyu Xie
2631f21089
Update ( #2978 )
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Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-03-23 16:39:35 +08:00
