diff --git a/.circleci/config.in.yml b/.circleci/config.in.yml
index 65c531fa..15188ebd 100644
--- a/.circleci/config.in.yml
+++ b/.circleci/config.in.yml
@@ -182,6 +182,24 @@ jobs:
 
           docker run --gpus all  --ipc=host -v $(pwd):/remote -w /remote ${VARS_TO_PASS} ${DOCKER_IMAGE} ./packaging/build_conda.sh
 
+  binary_macos_wheel:
+    <<: *binary_common
+    macos:
+      xcode: "9.0"
+    steps:
+      - checkout
+      - run:
+          # Cannot easily deduplicate this as source'ing activate
+          # will set environment variables which we need to propagate
+          # to build_wheel.sh
+          command: |
+            curl -o conda.sh https://repo.anaconda.com/miniconda/Miniconda3-latest-MacOSX-x86_64.sh
+            sh conda.sh -b
+            source $HOME/miniconda3/bin/activate
+            packaging/build_wheel.sh
+      - store_artifacts:
+          path: dist
+
 workflows:
   version: 2
   build_and_test:
@@ -193,3 +211,21 @@ workflows:
           python_version: "3.7"
           pytorch_version: "1.4"
           cu_version: "cu100"
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.6_cpu
+          python_version: '3.6'
+          pytorch_version: '1.4'
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.7_cpu
+          python_version: '3.7'
+          pytorch_version: '1.4'
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.8_cpu
+          python_version: '3.8'
+          pytorch_version: '1.4'
diff --git a/.circleci/config.yml b/.circleci/config.yml
index ef7c3936..d06ac0f1 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -182,6 +182,24 @@ jobs:
 
           docker run --gpus all  --ipc=host -v $(pwd):/remote -w /remote ${VARS_TO_PASS} ${DOCKER_IMAGE} ./packaging/build_conda.sh
 
+  binary_macos_wheel:
+    <<: *binary_common
+    macos:
+      xcode: "9.0"
+    steps:
+      - checkout
+      - run:
+          # Cannot easily deduplicate this as source'ing activate
+          # will set environment variables which we need to propagate
+          # to build_wheel.sh
+          command: |
+            curl -o conda.sh https://repo.anaconda.com/miniconda/Miniconda3-latest-MacOSX-x86_64.sh
+            sh conda.sh -b
+            source $HOME/miniconda3/bin/activate
+            packaging/build_wheel.sh
+      - store_artifacts:
+          path: dist
+
 workflows:
   version: 2
   build_and_test:
@@ -247,8 +265,44 @@ workflows:
           name: binary_linux_conda_py3.8_cu101
           python_version: '3.8'
           pytorch_version: '1.4'
+      - binary_linux_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.6_cpu
+          python_version: '3.6'
+          pytorch_version: '1.4'
+      - binary_linux_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.7_cpu
+          python_version: '3.7'
+          pytorch_version: '1.4'
+      - binary_linux_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.8_cpu
+          python_version: '3.8'
+          pytorch_version: '1.4'
       - binary_linux_conda_cuda:
           name: testrun_conda_cuda_py3.7_cu100
           python_version: "3.7"
           pytorch_version: "1.4"
           cu_version: "cu100"
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.6_cpu
+          python_version: '3.6'
+          pytorch_version: '1.4'
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.7_cpu
+          python_version: '3.7'
+          pytorch_version: '1.4'
+      - binary_macos_wheel:
+          build_version: 0.1.0
+          cu_version: cpu
+          name: binary_linux_wheel_py3.8_cpu
+          python_version: '3.8'
+          pytorch_version: '1.4'
diff --git a/.circleci/regenerate.py b/.circleci/regenerate.py
index b23be03c..8642fd41 100644
--- a/.circleci/regenerate.py
+++ b/.circleci/regenerate.py
@@ -14,7 +14,6 @@ import yaml
 
 def workflows(prefix="", filter_branch=None, upload=False, indentation=6):
     w = []
-    # add "wheel" here for pypi
     for btype in ["conda"]:
         for python_version in ["3.6", "3.7", "3.8"]:
             for cu_version in ["cu92", "cu100", "cu101"]:
@@ -26,6 +25,17 @@ def workflows(prefix="", filter_branch=None, upload=False, indentation=6):
                     upload=upload,
                     filter_branch=filter_branch,
                 )
+    for btype in ["wheel"]:
+        for python_version in ["3.6", "3.7", "3.8"]:
+            for cu_version in ["cpu"]:
+                w += workflow_pair(
+                    btype=btype,
+                    python_version=python_version,
+                    cu_version=cu_version,
+                    prefix=prefix,
+                    upload=upload,
+                    filter_branch=filter_branch,
+                )
 
     return indent(indentation, w)
 
diff --git a/packaging/pkg_helpers.bash b/packaging/pkg_helpers.bash
index 937019fb..9d8201c7 100644
--- a/packaging/pkg_helpers.bash
+++ b/packaging/pkg_helpers.bash
@@ -113,7 +113,7 @@ setup_build_version() {
 # Set some useful variables for OS X, if applicable
 setup_macos() {
   if [[ "$(uname)" == Darwin ]]; then
-    export MACOSX_DEPLOYMENT_TARGET=10.14 CC=clang CXX=clang++
+    export MACOSX_DEPLOYMENT_TARGET=10.9 CC=clang CXX=clang++
   fi
 }
 
diff --git a/setup.py b/setup.py
index fabe4ee1..67499725 100644
--- a/setup.py
+++ b/setup.py
@@ -20,7 +20,7 @@ def get_extensions():
 
     extension = CppExtension
 
-    extra_compile_args = {"cxx": ["-std=c++17"]}
+    extra_compile_args = {"cxx": ["-std=c++14"]}
     define_macros = []
 
     force_cuda = os.getenv("FORCE_CUDA", "0") == "1"