[Intel GPU] Upgrade pytorch xpu version to 2.11

docker/xpu.Dockerfile

@@ -48,7 +48,7 @@ RUN --mount=type=secret,id=github_token \
     cd /home/sdp && \
     . /home/sdp/miniforge3/bin/activate && \
     conda activate py${PYTHON_VERSION} && \
-    pip3 install torch==2.10.0+xpu torchao torchvision torchaudio==2.10.0+xpu triton-xpu==3.6.0 --index-url https://download.pytorch.org/whl/xpu
+    pip3 install torch==2.11.0+xpu torchao torchvision torchaudio==2.11.0+xpu --index-url https://download.pytorch.org/whl/xpu
 
 RUN --mount=type=secret,id=github_token \
     cd /home/sdp && \
@@ -58,7 +58,7 @@ RUN --mount=type=secret,id=github_token \
     git clone --branch ${SG_LANG_BRANCH} --single-branch ${SG_LANG_REPO} && \
     cd sglang && cd python && \
     cp pyproject_xpu.toml pyproject.toml && \
-    pip install . && \
+    pip install . --extra-index-url https://download.pytorch.org/whl/xpu && \
     pip install xgrammar --no-deps && \
     pip install msgspec blake3 py-cpuinfo compressed_tensors gguf partial_json_parser einops tabulate --root-user-action=ignore && \
     conda install libsqlite=3.48.0 -y && \

docs/platforms/xpu.md

@@ -30,7 +30,7 @@ conda create -n sgl-xpu python=3.12 -y
 conda activate sgl-xpu
 
 # Set PyTorch XPU as primary pip install channel to avoid installing the larger CUDA-enabled version and prevent potential runtime issues.
-pip3 install torch==2.10.0+xpu torchao torchvision torchaudio triton-xpu==3.6.0 --index-url https://download.pytorch.org/whl/xpu
+pip3 install torch==2.11.0+xpu torchao torchvision torchaudio==2.11.0+xpu --index-url https://download.pytorch.org/whl/xpu
 pip3 install xgrammar --no-deps # xgrammar will introduce CUDA-enabled triton which might conflict with XPU
 
 # Clone the SGLang code

python/pyproject_xpu.toml

@@ -15,10 +15,10 @@ classifiers = [
 ]
 
 dependencies = [
-  "torch==2.10.0+xpu",
-  "torchcodec==0.10.0 ; sys_platform != 'linux' or (sys_platform == 'linux' and platform_machine != 'aarch64' and platform_machine != 'arm64' and platform_machine != 'armv7l')", # torchcodec does not exist in those systems. torch==2.10.0 on XPU uses 0.10.0
+  "torch==2.11.0+xpu",
+  "torchcodec==0.11.0 ; sys_platform != 'linux' or (sys_platform == 'linux' and platform_machine != 'aarch64' and platform_machine != 'arm64' and platform_machine != 'armv7l')", # torchcodec does not exist in those systems. torch==2.11.0 on XPU uses 0.11.0
   "av ; sys_platform == 'linux' and (platform_machine == 'aarch64' or platform_machine == 'arm64' or platform_machine == 'armv7l')",
-  "torchaudio==2.10.0+xpu",
+  "torchaudio==2.11.0+xpu",
   "torchvision",
   "sgl-kernel @ git+https://github.com/sgl-project/sgl-kernel-xpu.git",
   "IPython",
@@ -58,7 +58,7 @@ dependencies = [
   "soundfile==0.13.1",
   "tiktoken",
   "timm==1.0.16",
-  "torchao==0.9.0",
+  "torchao==0.9.0+xpu",
   "tqdm",
   "mistral_common>=1.9.0",
   "transformers==5.3.0",