feat: triton layer-norm (#351)

* fix comments

* fix comments

* fix comments

* fix comments

* add torch.compile blogs

* add torch.compile blogs

* add torch.compile blogs

* feat: triton layer-norm

* feat: triton layer-norm

* feat: triton layer-norm

* feat: triton layer-norm

* feat: triton layer-norm

* feat: triton layer-norm

* feat: triton layer-norm

* Update README.md

* Update README.md

Author: DefTruth

README.md

@@ -10,7 +10,7 @@
       <img src=https://img.shields.io/github/watchers/xlite-dev/LeetCUDA?color=9cc >
       <img src=https://img.shields.io/github/forks/xlite-dev/LeetCUDA.svg?style=social >
       <img src=https://img.shields.io/github/stars/xlite-dev/LeetCUDA.svg?style=social >
-      <img src=https://img.shields.io/badge/Release-v3.0.6-brightgreen.svg >
+      <img src=https://img.shields.io/badge/Release-v3.0.12-brightgreen.svg >
       <img src=https://img.shields.io/badge/License-GPLv3.0-turquoise.svg >
   </div>
 </div>
@@ -459,8 +459,10 @@ The kernels listed here will guide you through a step-by-step progression, rangi
 
 |📖 Triton Kernel| 📖 Elem DType| 📖 Acc DType| 📖 Docs | 📖 Level |
 |:---|:---|:---|:---|:---|
-| ✔️ [triton_vector_add_kernel](./kernels/openai-triton/elementwise/)|all|all|[link](./kernels/openai-triton/elementwise/)|⭐️⭐️|
-| ✔️ [triton_fused_softmax(multi-stages)](./kernels/openai-triton/fused-softmax/)|f16/bf16/f32|f32|[link](./kernels/openai-triton/fused-softmax//)|⭐️⭐️⭐️|
+| ✔️ [triton_vector_add_kernel](./kernels/openai-triton/vector-add/)|all|all|[link](./kernels/openai-triton/vector-add/)|⭐️⭐️|
+| ✔️ [triton_fused_softmax(multi-stages)](./kernels/openai-triton/fused-softmax/)|f16/bf16/f32|f32|[link](./kernels/openai-triton/fused-softmax/)|⭐️⭐️⭐️|
+| ✔️ [triton_fused_layer_norm(forward-pass)](./kernels/openai-triton/layer-norm/)|f16/bf16/f32|f32|[link](./kernels/openai-triton/layer-norm/)|⭐️⭐️⭐️|
+| ✔️ [triton_fused_layer_norm(backward-pass)](./kernels/openai-triton/layer-norm/)|f16/bf16/f32|f32|[link](./kernels/openai-triton/layer-norm/)|⭐️⭐️⭐️|
 | ✔️ [triton_merge_attn_states_kernel(w/ CUDA)](./kernels/openai-triton/merge-attn-states/)|f16/bf16/f32|f32|[link](./kernels/openai-triton/merge-attn-states/)|⭐️⭐️⭐️|
 
 ### 📚 CUTLASS/CuTe Kernel ⭐️⭐️⭐️ ([©️back👆🏻](#cuda-kernel))