diff --git a/Dockerfile_amd b/Dockerfile_amd
index 514891a89..399bc8695 100644
--- a/Dockerfile_amd
+++ b/Dockerfile_amd
@@ -98,24 +98,26 @@ RUN pip uninstall -y triton && \
     cd triton/python && \
     pip install .
 
-RUN git clone --depth 1 --recursive --single-branch --branch 2.3-patched https://github.com/fxmarty/pytorch.git pytorch && cd pytorch && pip install -r requirements.txt --no-cache-dir
+# RUN git clone --depth 1 --recursive --single-branch --branch 2.3-patched https://github.com/fxmarty/pytorch.git pytorch && cd pytorch && pip install -r requirements.txt --no-cache-dir
 
-ARG _GLIBCXX_USE_CXX11_ABI="1"
-ARG CMAKE_PREFIX_PATH="/opt/conda"
-ARG PYTORCH_ROCM_ARCH="gfx90a;gfx942"
-ARG BUILD_CAFFE2="0" \
-    BUILD_CAFFE2_OPS="0" \
-    USE_CUDA="0" \
-    USE_ROCM="1" \
-    BUILD_TEST="0" \
-    USE_FBGEMM="0" \
-    USE_NNPACK="0" \
-    USE_QNNPACK="0" \
-    USE_XNNPACK="0" \
-    USE_FLASH_ATTENTION="1" \
-    USE_MEM_EFF_ATTENTION="0"
+# ARG _GLIBCXX_USE_CXX11_ABI="1"
+# ARG CMAKE_PREFIX_PATH="/opt/conda"
+# ARG PYTORCH_ROCM_ARCH="gfx90a;gfx942"
+# ARG BUILD_CAFFE2="0" \
+#     BUILD_CAFFE2_OPS="0" \
+#     USE_CUDA="0" \
+#     USE_ROCM="1" \
+#     BUILD_TEST="0" \
+#     USE_FBGEMM="0" \
+#     USE_NNPACK="0" \
+#     USE_QNNPACK="0" \
+#     USE_XNNPACK="0" \
+#     USE_FLASH_ATTENTION="1" \
+#     USE_MEM_EFF_ATTENTION="0"
 
-RUN cd pytorch && python tools/amd_build/build_amd.py && python setup.py install
+# RUN cd pytorch && python tools/amd_build/build_amd.py && python setup.py install
+
+RUN pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.1
 
 # Set AS recommended: https://github.com/ROCm/triton/wiki/A-script-to-set-program-execution-environment-in-ROCm
 ENV HIP_FORCE_DEV_KERNARG=1
diff --git a/server/text_generation_server/models/flash_causal_lm.py b/server/text_generation_server/models/flash_causal_lm.py
index 36bb26621..9b8704478 100644
--- a/server/text_generation_server/models/flash_causal_lm.py
+++ b/server/text_generation_server/models/flash_causal_lm.py
@@ -1150,8 +1150,7 @@ class FlashCausalLM(Model):
                 elif CUDA_GRAPHS is not None:
                     tuning_sequences = CUDA_GRAPHS
                 else:
-                    # For seqlen = 1, we dispatch to LLMM1 kernel.
-                    tuning_sequences = [2, 3, 4, 5, 6, 7]
+                    tuning_sequences = [1, 2, 3, 4, 5, 6, 7]
 
                 tunableop_filepath = os.path.join(
                     HUGGINGFACE_HUB_CACHE,