diff --git a/conda/Dockerfile_cxx11-abi b/conda/Dockerfile_cxx11-abi
new file mode 100644
index 000000000..2907d5937
--- /dev/null
+++ b/conda/Dockerfile_cxx11-abi
@@ -0,0 +1,50 @@
+FROM centos:8 as base
+
+ENV LC_ALL en_US.UTF-8
+ENV LANG en_US.UTF-8
+ENV LANGUAGE en_US.UTF-8
+
+# change to a valid repo
+RUN sed -i 's|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-Linux-*.repo
+# enable to install ninja-build
+RUN sed -i 's|enabled=0|enabled=1|g' /etc/yum.repos.d/CentOS-Linux-PowerTools.repo
+
+RUN yum -y update
+RUN yum install -y wget curl perl util-linux xz bzip2 git patch which unzip
+RUN yum install -y autoconf automake make cmake gdb gcc gcc-c++
+
+FROM base as patchelf
+# Install patchelf
+ADD ./common/install_patchelf.sh install_patchelf.sh
+RUN bash ./install_patchelf.sh && rm install_patchelf.sh && cp $(which patchelf) /patchelf
+
+FROM base as openssl
+# Install openssl
+ADD ./common/install_openssl.sh install_openssl.sh
+RUN bash ./install_openssl.sh && rm install_openssl.sh
+
+FROM base as conda
+# Install Anaconda
+ADD ./common/install_conda.sh install_conda.sh
+RUN bash ./install_conda.sh && rm install_conda.sh
+
+# Install MNIST test data
+FROM base as mnist
+ADD ./common/install_mnist.sh install_mnist.sh
+RUN bash ./install_mnist.sh
+
+FROM base as final
+# Install LLVM
+COPY --from=pytorch/llvm:9.0.1 /opt/llvm              /opt/llvm
+COPY --from=pytorch/llvm:9.0.1 /opt/llvm_no_cxx11_abi /opt/llvm_no_cxx11_abi
+COPY --from=openssl            /opt/openssl           /opt/openssl
+COPY --from=patchelf           /patchelf              /usr/local/bin/patchelf
+COPY --from=conda              /opt/conda             /opt/conda
+ADD  ./java/jni.h /usr/local/include/jni.h
+ENV  PATH /opt/conda/bin:$PATH
+COPY --from=mnist  /usr/local/mnist /usr/local/mnist
+RUN rm -rf /usr/local/cuda
+RUN chmod o+rw /usr/local
+RUN touch /.condarc && \
+    chmod o+rw /.condarc && \
+    chmod -R o+rw /opt/conda
diff --git a/conda/build_all_docker.sh b/conda/build_all_docker.sh
index bc4397675..428376ad9 100755
--- a/conda/build_all_docker.sh
+++ b/conda/build_all_docker.sh
@@ -4,6 +4,6 @@ set -eou pipefail
 
 TOPDIR=$(git rev-parse --show-toplevel)
 
-for CUDA_VERSION in 11.7 11.6 11.5 11.3 10.2 cpu; do
+for CUDA_VERSION in 11.7 11.6 11.5 11.3 10.2 cpu cpu-cxx11-abi; do
   CUDA_VERSION="${CUDA_VERSION}" conda/build_docker.sh
 done
diff --git a/conda/build_docker.sh b/conda/build_docker.sh
index db7c5be62..a91866fa3 100755
--- a/conda/build_docker.sh
+++ b/conda/build_docker.sh
@@ -10,12 +10,18 @@ DEVTOOLSET_VERSION="9"
 if [[ ${CUDA_VERSION:0:2} == "10" ]]; then
   DEVTOOLSET_VERSION="7"
 fi
+CONDA_LINUX_VERSION=${CONDA_LINUX_VERSION:-}
 
 case ${CUDA_VERSION} in
   cpu)
     BASE_TARGET=base
     DOCKER_TAG=cpu
     ;;
+  cpu-cxx11-abi)
+    BASE_TARGET=base
+    DOCKER_TAG=cpu-cxx11-abi
+    CONDA_LINUX_VERSION="cxx11-abi"
+    ;;
   all)
     BASE_TARGET=all_cuda
     DOCKER_TAG=latest
@@ -26,6 +32,12 @@ case ${CUDA_VERSION} in
     ;;
 esac
 
+if [[ -n ${CONDA_LINUX_VERSION} ]]; then
+    DOCKERFILE_SUFFIX=_${CONDA_LINUX_VERSION}
+else
+    DOCKERFILE_SUFFIX=''
+fi
+
 (
   set -x
   docker build \
@@ -34,7 +46,7 @@ esac
     --build-arg "CUDA_VERSION=${CUDA_VERSION}" \
     --build-arg "DEVTOOLSET_VERSION=${DEVTOOLSET_VERSION}" \
     -t "pytorch/conda-builder:${DOCKER_TAG}" \
-    -f "${TOPDIR}/conda/Dockerfile" \
+    -f "${TOPDIR}/conda/Dockerfile${DOCKERFILE_SUFFIX}" \
     ${TOPDIR}
 )
 
diff --git a/conda/build_pytorch.sh b/conda/build_pytorch.sh
index 07bf5e7a3..86db35448 100755
--- a/conda/build_pytorch.sh
+++ b/conda/build_pytorch.sh
@@ -49,7 +49,7 @@ else
     build_version="$2"
     build_number="$3"
 fi
-if [[ "$desired_cuda" != cpu ]]; then
+if [[ "$desired_cuda" != cpu ]] && [[ "$desired_cuda" != cpu-cxx11-abi ]]; then
   desired_cuda="$(echo $desired_cuda | tr -d cuda. )"
 fi
 echo "Building cuda version $desired_cuda and pytorch version: $build_version build_number: $build_number"
@@ -108,7 +108,7 @@ fi
 if [[ "$OSTYPE" == "darwin"* ]]; then
     DEVELOPER_DIR=/Applications/Xcode9.app/Contents/Developer
 fi
-if [[ "$desired_cuda" == 'cpu' ]]; then
+if [[ "$desired_cuda" == 'cpu' ]] || [[ "$desired_cuda" == 'cpu-cxx11-abi' ]]; then
     cpu_only=1
 else
     # Switch desired_cuda to be M.m to be consistent with other scripts in
diff --git a/conda/pytorch-nightly/build.sh b/conda/pytorch-nightly/build.sh
index 2baff4700..bee71fb0a 100755
--- a/conda/pytorch-nightly/build.sh
+++ b/conda/pytorch-nightly/build.sh
@@ -6,8 +6,15 @@ export CMAKE_PREFIX_PATH=$PREFIX
 export TH_BINARY_BUILD=1 # links CPU BLAS libraries thrice in a row (was needed for some MKL static linkage)
 export PYTORCH_BUILD_VERSION=$PKG_VERSION
 export PYTORCH_BUILD_NUMBER=$PKG_BUILDNUM
-export USE_LLVM="/opt/llvm_no_cxx11_abi"
-export LLVM_DIR="$USE_LLVM/lib/cmake/llvm"
+if [[ "$DESIRED_DEVTOOLSET" == *"cxx11-abi"* ]]; then
+    export _GLIBCXX_USE_CXX11_ABI=1
+    export USE_LLVM="/opt/llvm"
+    export LLVM_DIR="$USE_LLVM/lib/cmake/llvm"
+else
+    export _GLIBCXX_USE_CXX11_ABI=0
+    export USE_LLVM="/opt/llvm_no_cxx11_abi"
+    export LLVM_DIR="$USE_LLVM/lib/cmake/llvm"
+fi
 
 # set OPENSSL_ROOT_DIR=/opt/openssl if it exists
 if [[ -e /opt/openssl ]]; then
diff --git a/conda/pytorch-nightly/meta.yaml b/conda/pytorch-nightly/meta.yaml
index 852602bb3..d17975b54 100644
--- a/conda/pytorch-nightly/meta.yaml
+++ b/conda/pytorch-nightly/meta.yaml
@@ -70,6 +70,7 @@ build:
     - DEVELOPER_DIR
     - DEBUG
     - USE_FBGEMM
+    - DESIRED_DEVTOOLSET
     - USE_GLOO_WITH_OPENSSL # [unix]
     - USE_SCCACHE # [win]
     - USE_DISTRIBUTED # [unix]