diff --git a/docker/Dockerfile-base b/docker/Dockerfile-base
index e8f3c7f4e..8b264b489 100644
--- a/docker/Dockerfile-base
+++ b/docker/Dockerfile-base
@@ -29,7 +29,8 @@ ENV PATH="/root/miniconda3/envs/py${PYTHON_VERSION}/bin:${PATH}"
 WORKDIR /workspace
 
 RUN python3 -m pip install --upgrade pip && pip3 install packaging && \
-    python3 -m pip install --no-cache-dir -U torch==${PYTORCH_VERSION}+cu${CUDA} --extra-index-url https://download.pytorch.org/whl/cu$CUDA
+    python3 -m pip install --no-cache-dir -U torch==${PYTORCH_VERSION}+cu${CUDA} --extra-index-url https://download.pytorch.org/whl/cu$CUDA && \
+    python3 -m pip install flash-attn==2.3.3 'fused-dense-lib @ git+https://github.com/Dao-AILab/flash-attention@v2.3.3#subdirectory=csrc/fused_dense_lib' 'dropout-layer-norm @ git+https://github.com/Dao-AILab/flash-attention@v2.3.3#subdirectory=csrc/layer_norm' 'xentropy_cuda_lib @ git+https://github.com/Dao-AILab/flash-attention.git@2.3.3#&subdirectory=csrc/xentropy'
 
 RUN git lfs install --skip-repo && \
     pip3 install awscli && \
diff --git a/setup.py b/setup.py
index b0c9ecbc3..33dd63bb6 100644
--- a/setup.py
+++ b/setup.py
@@ -53,7 +53,13 @@ setup(
             "flash-attn==2.3.3",
         ],
         "fused-dense-lib": [
-            "fused-dense-lib  @ git+https://github.com/Dao-AILab/flash-attention@v2.3.3#subdirectory=csrc/fused_dense_lib",
+            "fused-dense-lib @ git+https://github.com/Dao-AILab/flash-attention@v2.3.3#subdirectory=csrc/fused_dense_lib",
+        ],
+        "dropout-layer-norm": [
+            "dropout-layer-norm @ git+https://github.com/Dao-AILab/flash-attention@v2.3.3#subdirectory=csrc/layer_norm",
+        ],
+        "xentropy-cuda-lib": [
+            "xentropy_cuda_lib @ git+https://github.com/Dao-AILab/flash-attention.git@2.3.3#&subdirectory=csrc/xentropy",
         ],
         "deepspeed": [
             "deepspeed>=0.13.1",
diff --git a/src/axolotl/monkeypatch/llama_attn_hijack_flash.py b/src/axolotl/monkeypatch/llama_attn_hijack_flash.py
index 8d409527e..97a392783 100644
--- a/src/axolotl/monkeypatch/llama_attn_hijack_flash.py
+++ b/src/axolotl/monkeypatch/llama_attn_hijack_flash.py
@@ -113,7 +113,10 @@ def patch_cross_entropy():
 
 def patch_rms_norm():
     try:
-        from flash_attn.ops.rms_norm import RMSNorm
+        try:
+            from flash_attn.ops.triton.rms_norm import RMSNorm
+        except ImportError:
+            from flash_attn.ops.rms_norm import RMSNorm
 
         class LlamaRMSNorm(RMSNorm):
             """Patched LLamaRMSNorm"""