diff --git a/p/pytorch/pytorch_2.6.0_ubi_9.3.sh b/p/pytorch/pytorch_2.6.0_ubi_9.3.sh
index eaeb3f015a..f33dca9960 100644
--- a/p/pytorch/pytorch_2.6.0_ubi_9.3.sh
+++ b/p/pytorch/pytorch_2.6.0_ubi_9.3.sh
@@ -19,179 +19,80 @@
 # ---------------------------------------------------------------------------
 
 set -e
-# Variables
+
+# Package configuration
 PACKAGE_NAME=pytorch
 PACKAGE_URL=https://github.com/pytorch/pytorch.git
-PACKAGE_VERSION=${1:-v2.10.0}
+PACKAGE_VERSION=${1:-v2.11.0}
+PACKAGE_DIR=pytorch
 SCRIPT_DIR=$(pwd)
 
+# Install system dependencies
 yum install -y git make wget python3.12 python3.12-devel python3.12-pip pkgconfig atlas
-yum install gcc-toolset-13 -y
-echo "Installed gcc-toolset"
-yum install -y make libtool xz zlib-devel openssl-devel bzip2-devel libffi-devel libevent-devel patch ninja-build gcc-toolset-13 pkg-config pkgconf-pkg-config
+yum install -y gcc-toolset-13
+yum install -y make libtool xz zlib-devel openssl-devel bzip2-devel libffi-devel libevent-devel patch gcc-toolset-13 pkg-config pkgconf-pkg-config
 dnf install -y gcc-toolset-13-libatomic-devel
-echo "Installed required deps from RH"
+# Install threading libraries required by CMake FindThreads
+yum install -y glibc-devel glibc-headers
 
+# Configure GCC toolset environment
 export PATH=/opt/rh/gcc-toolset-13/root/usr/bin:$PATH
 export LD_LIBRARY_PATH=/opt/rh/gcc-toolset-13/root/usr/lib64:$LD_LIBRARY_PATH
-
-# Ensure pkg-config can find Python (required for NumPy build with Meson)
 export PKG_CONFIG_PATH="/usr/lib64/pkgconfig:${PKG_CONFIG_PATH:-}"
 
-echo "Installing cmake..."
-wget https://cmake.org/files/v3.31/cmake-3.31.6.tar.gz
-tar -zxvf cmake-3.31.6.tar.gz
-cd cmake-3.31.6
-./bootstrap
-make -j$(nproc)
-make install
+# Install CMake
+yum install -y cmake
 cd $SCRIPT_DIR
 
-# -------------------- OpenBLAS --------------------
-echo "---------------------openblas installing---------------------"
-
-git clone https://github.com/OpenMathLib/OpenBLAS
-cd OpenBLAS
-git checkout v0.3.32
-
-make -j$(nproc) \
-    TARGET=POWER9 \
-    BUILD_BFLOAT16=1 \
-    BINARY=64 \
-    USE_OPENMP=1 \
-    USE_THREAD=1 \
-    NUM_THREADS=$(nproc) \
-    DYNAMIC_ARCH=1 \
-    INTERFACE64=0
-
-make install PREFIX=/usr/local
+# Install OpenBLAS from IBM ppc64le wheels
+python3.12 -m pip install openblas==0.3.29+ppc64le1 \
+  --prefer-binary \
+  --extra-index-url=https://wheels.developerfirst.ibm.com/ppc64le/linux
 
-export OPENBLAS_HOME=/usr/local
-export LD_LIBRARY_PATH=/usr/local/lib:/usr/local/lib64:${LD_LIBRARY_PATH}
-export PKG_CONFIG_PATH="/usr/local/lib/pkgconfig:${PKG_CONFIG_PATH}"
+# Install SciPy from IBM ppc64le wheels
+python3.12 -m pip install scipy==1.17.0+ppc64le1 \
+  --prefer-binary \
+  --extra-index-url=https://wheels.developerfirst.ibm.com/ppc64le/linux
 
-OpenBLASInstallPATH=/usr/local
-
-cd $SCRIPT_DIR
-echo "--------------------openblas installed-------------------------------"
-
-# -------------------- SciPy --------------------
-python3.12 -m pip install beniget==0.4.2.post1 Cython==3.0.11 gast==0.6.0 meson==1.6.0 meson-python==0.17.1 numpy==2.0.2 packaging pybind11 pyproject-metadata
-python3.12 -m pip install pythran==0.17.0 setuptools==75.3.0 pooch pytest build wheel hypothesis ninja patchelf>=0.11.0
-
-git clone https://github.com/scipy/scipy
-cd scipy/
-git checkout v1.15.2
-git submodule update --init
-python3.12 -m pip install .
-cd $SCRIPT_DIR
+# Install protobuf and libprotobuf from IBM ppc64le wheels
+python3.12 -m pip install protobuf==4.25.8+ppc64le1 \
+  --prefer-binary \
+  --extra-index-url=https://wheels.developerfirst.ibm.com/ppc64le/linux
 
-# -------------------- Abseil --------------------
-git clone https://github.com/abseil/abseil-cpp -b 20240116.2
-
-# -------------------- Protobuf --------------------
-export C_COMPILER=$(which gcc)
-export CXX_COMPILER=$(which g++)
-
-git clone https://github.com/protocolbuffers/protobuf
-cd protobuf
-git checkout v4.25.8
-
-LIBPROTO_DIR=$(pwd)
-mkdir -p $LIBPROTO_DIR/local/libprotobuf
-LIBPROTO_INSTALL=$LIBPROTO_DIR/local/libprotobuf
-
-git submodule update --init --recursive
-rm -rf ./third_party/googletest || true
-rm -rf ./third_party/abseil-cpp || true
-cp -r $SCRIPT_DIR/abseil-cpp ./third_party/
-
-mkdir build && cd build
-echo "Building libprotobuf"
-cmake -G "Ninja" \
-    -DCMAKE_BUILD_TYPE=Release \
-    -DCMAKE_CXX_STANDARD=17 \
-    -DCMAKE_C_COMPILER=$C_COMPILER \
-    -DCMAKE_CXX_COMPILER=$CXX_COMPILER \
-    -DCMAKE_INSTALL_PREFIX=$LIBPROTO_INSTALL \
-    -Dprotobuf_BUILD_TESTS=OFF \
-    -Dprotobuf_BUILD_LIBUPB=OFF \
-    -Dprotobuf_BUILD_SHARED_LIBS=ON \
-    -Dprotobuf_ABSL_PROVIDER="module" \
-    -Dprotobuf_JSONCPP_PROVIDER="package" \
-    -Dprotobuf_USE_EXTERNAL_GTEST=OFF \
-    ..
-
-echo "building libprotobuf...."
-cmake --build . --verbose
-echo "Installing libprotobuf...."
-cmake --install .
-
-cd ..
-echo "Building protobuf"
-export PROTOC=$LIBPROTO_DIR/build/protoc
-export LD_LIBRARY_PATH=$SCRIPT_DIR/abseil-cpp/abseilcpp/lib:$(pwd)/build/libprotobuf.so:$LD_LIBRARY_PATH
-export LIBRARY_PATH=$(pwd)/build/libprotobuf.so:$LD_LIBRARY_PATH
-export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION=cpp
-export PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION_VERSION=2
+python3.12 -m pip install libprotobuf==28.0+ppc64le1 \
+  --prefer-binary \
+  --extra-index-url=https://wheels.developerfirst.ibm.com/ppc64le/linux
 
-#Apply patch
-wget https://raw.githubusercontent.com/ppc64le/build-scripts/refs/heads/master/p/protobuf/set_cpp_to_17_v4.25.3.patch
-git apply set_cpp_to_17_v4.25.3.patch
-
-echo "Installing protobuf...."
-cd python
-python3.12 -m pip install --no-build-isolation .
-cd $SCRIPT_DIR
-
-# -------------------- Rust --------------------
+# Install Rust toolchain
 curl https://sh.rustup.rs -sSf | sh -s -- -y
 source "$HOME/.cargo/env"
 
-# -------------------- PyTorch --------------------
+# Clone PyTorch repository
 git clone $PACKAGE_URL
 cd $PACKAGE_NAME
 git checkout $PACKAGE_VERSION
 git submodule sync
 git submodule update --init --recursive
 
-# Fix for PyTorch 2.10
-sed -i '/lintrunner ;/s/$/ and platform_machine != "ppc64le"/' requirements.txt
-
-#Apply patch
-ver=${PACKAGE_VERSION#v}
-
+# Apply ppc64le-specific patch if available
 PATCH_URL="https://raw.githubusercontent.com/ppc64le/build-scripts/refs/heads/master/p/pytorch/pytorch_${PACKAGE_VERSION}.patch"
 PATCH_FILE="pytorch_${PACKAGE_VERSION}.patch"
-
-# Using patch file v2.9.1 for PACKAGE_VERSION >= v2.9.1 (eg: v2.10.0, v2.11.0).
-# If a new patch is added eg: v2.9.1 patch is not working with v2.15.1,
-# please add a similar condition below for v2.15.1.
-if [[ "$(printf '%s\n' "$ver" "2.9.1" | sort -V | tail -n1)" == "$ver" ]]; then
-    PATCH_URL="https://raw.githubusercontent.com/ppc64le/build-scripts/refs/heads/master/p/pytorch/pytorch_v2.9.1.patch"
-    PATCH_FILE="pytorch_v2.9.1.patch"
-fi
 wget -q --spider "$PATCH_URL" && wget -q "$PATCH_URL" && git apply "$PATCH_FILE" || echo "Patch missing, skipped"
 
-
-# -------------------- ENV --------------------
+# Build configuration
 ARCH=`uname -p`
 BUILD_NUM="1"
-export OPENBLAS_INCLUDE=${OpenBLASInstallPATH}/include
-export OpenBLAS_HOME=${OpenBLASInstallPATH}
+
+export PYTHON_SITE_PACKAGES="/usr/local/lib/python3.12/site-packages"
+export OpenBLAS_HOME="${PYTHON_SITE_PACKAGES}/openblas"
+export OPENBLAS_INCLUDE="${OpenBLAS_HOME}/include"
+
+# CPU optimization settings for POWER architecture
 export build_type="cpu"
 export cpu_opt_arch="power9"
 export cpu_opt_tune="power10"
-export CPU_COUNT=$(nproc --all)
-export _GLIBCXX_USE_CXX11_ABI=1
-export C_INCLUDE_DIR="${OpenBLASInstallPATH}/include"
-export CPLUS_INCLUDE_DIR="${OpenBLASInstallPATH}/include"
-export LIBRARY_PATH="${OpenBLASInstallPATH}/lib:${LD_LIBRARY_PATH}"
-
-export CPU_COUNT=$(nproc)
-export CXXFLAGS="${CXXFLAGS} -mcpu=power9 -mtune=power10 -fplt"
-export CFLAGS="${CFLAGS} -mcpu=power9 -mtune=power10 -fplt"
 
+export CXXFLAGS="${CXXFLAGS} -D__STDC_FORMAT_MACROS"
 export LDFLAGS="$(echo ${LDFLAGS} | sed -e 's/-Wl\,--as-needed//')"
 export LDFLAGS="${LDFLAGS} -Wl,-rpath-link,${LIBPROTO_INSTALL}/lib64 -Wl,-rpath-link,${OpenBLASInstallPATH}/lib"
 export CXXFLAGS="${CXXFLAGS} -fplt"
@@ -226,38 +127,41 @@ export Protobuf_PROTOC_EXECUTABLE=${LIBPROTO_INSTALL}/bin/protoc
 export PATH="/protobuf/local/libprotobuf/bin/protoc:${PATH}"
 export LD_LIBRARY_PATH="/protobuf/local/libprotobuf/lib64:${LD_LIBRARY_PATH}"
 export LD_LIBRARY_PATH="/protobuf/third_party/abseil-cpp/local/abseilcpp/lib:${LD_LIBRARY_PATH}"
+
+# Apply CPU architecture optimizations
 export CXXFLAGS="${CXXFLAGS} -mcpu=${cpu_opt_arch} -mtune=${cpu_opt_tune}"
 export CFLAGS="${CFLAGS} -mcpu=${cpu_opt_arch} -mtune=${cpu_opt_tune}"
 export LD_LIBRARY_PATH="${SCRIPT_DIR}/pytorch/torch/lib/:${LD_LIBRARY_PATH}"
 export LD_LIBRARY_PATH="${SCRIPT_DIR}/pytorch/torch/lib64/:${LD_LIBRARY_PATH}"
 export LD_LIBRARY_PATH="${SCRIPT_DIR}/protobuf/local/libprotobuf/lib64/:${LD_LIBRARY_PATH}"
-echo "required env variables got set"
 
+# Install Python dependencies
 sed -i "s/cmake/cmake==3.*/g" requirements.txt
 python3.12 -m pip install -r requirements.txt
 
-# -------------------- Build --------------------
-if ! (MAX_JOBS=$(nproc) python3.12 setup.py install); then
+# Build and install PyTorch
+echo "Building PyTorch with MAX_JOBS=${MAX_JOBS} to manage memory usage..."
+if ! (MAX_JOBS=${nproc} python3.12 setup.py install); then
+    echo "------------------$PACKAGE_NAME:Install_fails-------------------------------------"
     echo "$PACKAGE_URL $PACKAGE_NAME"
     echo "$PACKAGE_NAME  |  $PACKAGE_URL | $PACKAGE_VERSION | GitHub | Fail |  Install_Fails"
     exit 1
 fi
 
-# -------------------- Basic Import Test --------------------
-echo " Basic Import test for torch"
-
-cd $SCRIPT_DIR
-
-export LD_LIBRARY_PATH="${OpenBLASInstallPATH}/lib:${LD_LIBRARY_PATH}"
+# Verify installation with basic import test
+echo "Running basic import test for torch..."
+cd ..
+export LD_LIBRARY_PATH=${PYTHON_SITE_PACKAGES}/openblas/lib:$LD_LIBRARY_PATH
+export LD_LIBRARY_PATH=/lib:$LD_LIBRARY_PATH
 
 if ! (python3.12 -c "import torch;"); then
-     echo "--------------------$PACKAGE_NAME:Install_success_but_test_fails---------------------"
-     echo "$PACKAGE_URL $PACKAGE_NAME"
-     echo "$PACKAGE_NAME  |  $PACKAGE_URL | $PACKAGE_VERSION | GitHub | Fail |  Install_success_but__Import_Fails"
-     exit 2
+    echo "--------------------$PACKAGE_NAME:Install_success_but_test_fails---------------------"
+    echo "$PACKAGE_URL $PACKAGE_NAME"
+    echo "$PACKAGE_NAME  |  $PACKAGE_URL | $PACKAGE_VERSION | GitHub | Fail |  Install_success_but__Import_Fails"
+    exit 2
 else
-     echo "------------------$PACKAGE_NAME:Install_&_test_both_success-------------------------"
-     echo "$PACKAGE_URL $PACKAGE_NAME"
-     echo "$PACKAGE_NAME  |  $PACKAGE_URL | $PACKAGE_VERSION | GitHub  | Pass |  Both_Install_and_Import_Success"
-     exit 0
+    echo "------------------$PACKAGE_NAME:Install_&_test_both_success-------------------------"
+    echo "$PACKAGE_URL $PACKAGE_NAME"
+    echo "$PACKAGE_NAME  |  $PACKAGE_URL | $PACKAGE_VERSION | GitHub  | Pass |  Both_Install_and_Import_Success"
+    exit 0
 fi