Commit Graph

9 Commits

Author SHA1 Message Date
Simeng Liu
873c7532fd
feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator. (#3438)
* feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator.

Previously, the RMSNorm implementation only supported a single input tensor. With group_rms_norm, multiple tensors can be normalized together:
```python
input_a, input_b, ... = group_rms_norm([input_a, input_b, ...])
```
All input tensors must share the same batch dimension. The kernel partitions work by dynamically assigning warp groups proportional to the last dimension of each input, improving launch efficiency and reducing overhead.

This MR provides two implementations:
GroupRMSNormKernel: Optimized for small-to-medium batch sizes
GroupRMSNormKernelLargeBatch: Contains additional optimizations for large batch sizes

Both kernels are currently exposed as custom PyTorch ops. A future MR will implement heuristic-based kernel selection and expose a unified interface.

Signed-off-by: Simeng Liu <simengl@nvidia.com>

* Resolve comments and fix typo with IS_FLASHINFER_AVAILABLE

Signed-off-by: Simeng Liu <simengl@nvidia.com>

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Signed-off-by: Simeng Liu <simengl@nvidia.com>
2025-05-02 13:25:30 +08:00
Kaiyu Xie
9b931c0f63
Update TensorRT-LLM (#2873) 2025-03-11 21:13:42 +08:00
Dan Blanaru
16d2467ea8 Update TensorRT-LLM (#2755)
* Update TensorRT-LLM

---------

Co-authored-by: Denis Kayshev <topenkoff@gmail.com>
Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>

Update
2025-02-11 03:01:00 +00:00
Kaiyu Xie
4bb65f216f
Update TensorRT-LLM (#1274)
* Update TensorRT-LLM

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Co-authored-by: meghagarwal <16129366+megha95@users.noreply.github.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-03-12 18:15:52 +08:00
Kaiyu Xie
c89653021e
Update TensorRT-LLM (20240116) (#891)
* Update TensorRT-LLM

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Co-authored-by: Eddie-Wang1120 <81598289+Eddie-Wang1120@users.noreply.github.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-01-16 20:03:11 +08:00
Kaiyu Xie
d37b507f41
Update TensorRT-LLM main branch (#754)
* Update TensorRT-LLM

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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-12-27 17:41:24 +08:00
Kaiyu Xie
d8b408e6dc
Update TensorRT-LLM (#148)
* Update TensorRT-LLM

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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-10-27 12:10:00 +08:00
Kevin Xie
6e9e318e91 Update code 2023-09-28 09:00:05 -07:00
Kaiyu Xie
23bc5b7c49 Initial commit 2023-09-20 00:29:41 -07:00