diff --git a/.github/generated-ciflow-ruleset.json b/.github/generated-ciflow-ruleset.json
index 804826b1d1a..2951c6ada72 100644
--- a/.github/generated-ciflow-ruleset.json
+++ b/.github/generated-ciflow-ruleset.json
@@ -16,6 +16,7 @@
       "libtorch-linux-xenial-cuda11.3-py3.7-gcc7",
       "linux-bionic-cuda10.2-py3.9-gcc7",
       "linux-bionic-py3.7-clang9",
+      "linux-bionic-rocm4.5-py3.7",
       "linux-docs",
       "linux-docs-push",
       "linux-vulkan-bionic-py3.7-clang9",
@@ -150,6 +151,7 @@
       "libtorch-linux-xenial-cuda11.3-py3.7-gcc7",
       "linux-bionic-cuda10.2-py3.9-gcc7",
       "linux-bionic-py3.7-clang9",
+      "linux-bionic-rocm4.5-py3.7",
       "linux-docs",
       "linux-docs-push",
       "linux-vulkan-bionic-py3.7-clang9",
@@ -196,6 +198,9 @@
     "ciflow/onnx": [
       "linux-xenial-py3.7-clang7-onnx"
     ],
+    "ciflow/rocm": [
+      "linux-bionic-rocm4.5-py3.7"
+    ],
     "ciflow/sanitizers": [
       "linux-xenial-py3.7-clang7-asan"
     ],
@@ -231,6 +236,7 @@
       "libtorch-linux-xenial-cuda11.3-py3.7-gcc7",
       "linux-bionic-cuda10.2-py3.9-gcc7",
       "linux-bionic-py3.7-clang9",
+      "linux-bionic-rocm4.5-py3.7",
       "linux-docs",
       "linux-vulkan-bionic-py3.7-clang9",
       "linux-xenial-cuda11.3-py3.7-gcc7",
diff --git a/.github/scripts/generate_ci_workflows.py b/.github/scripts/generate_ci_workflows.py
index 506d62aae08..91d49165cbf 100755
--- a/.github/scripts/generate_ci_workflows.py
+++ b/.github/scripts/generate_ci_workflows.py
@@ -29,9 +29,22 @@ WINDOWS_RUNNERS = {
 LINUX_CPU_TEST_RUNNER = "linux.2xlarge"
 # contains 1 gpu
 LINUX_CUDA_TEST_RUNNER = "linux.4xlarge.nvidia.gpu"
+# contains 4 gpus
+LINUX_ROCM_TEST_RUNNER = "linux.rocm.gpu"
 LINUX_RUNNERS = {
     LINUX_CPU_TEST_RUNNER,
     LINUX_CUDA_TEST_RUNNER,
+    LINUX_ROCM_TEST_RUNNER,
+}
+
+LINUX_DISTRIBUTED_GPU_RUNNERS = {
+    LINUX_CUDA_TEST_RUNNER : "linux.8xlarge.nvidia.gpu",
+    LINUX_ROCM_TEST_RUNNER : LINUX_ROCM_TEST_RUNNER,
+}
+
+LINUX_MULTIGPU_RUNNERS = {
+    LINUX_CUDA_TEST_RUNNER : "linux.16xlarge.nvidia.gpu",
+    LINUX_ROCM_TEST_RUNNER : LINUX_ROCM_TEST_RUNNER,
 }
 
 MACOS_TEST_RUNNER_10_15 = "macos-10.15"
@@ -46,6 +59,9 @@ CUDA_RUNNERS = {
     WINDOWS_CUDA_TEST_RUNNER,
     LINUX_CUDA_TEST_RUNNER,
 }
+ROCM_RUNNERS = {
+    LINUX_ROCM_TEST_RUNNER,
+}
 CPU_RUNNERS = {
     WINDOWS_CPU_TEST_RUNNER,
     LINUX_CPU_TEST_RUNNER,
@@ -55,6 +71,7 @@ LABEL_CIFLOW_ALL = "ciflow/all"
 LABEL_CIFLOW_BAZEL = "ciflow/bazel"
 LABEL_CIFLOW_CPU = "ciflow/cpu"
 LABEL_CIFLOW_CUDA = "ciflow/cuda"
+LABEL_CIFLOW_ROCM = "ciflow/rocm"
 LABEL_CIFLOW_DOCS = "ciflow/docs"
 LABEL_CIFLOW_DEFAULT = "ciflow/default"
 LABEL_CIFLOW_LIBTORCH = "ciflow/libtorch"
@@ -164,6 +181,8 @@ class CIWorkflow:
 
     # Optional fields
     test_runner_type: str = ''
+    multigpu_runner_type: str = ''
+    distributed_gpu_runner_type: str = ''
     ciflow_config: CIFlowConfig = field(default_factory=CIFlowConfig)
     cuda_version: str = ''
     docker_image_base: str = ''
@@ -205,6 +224,9 @@ class CIWorkflow:
         if self.fx2trt_test:
             self.enable_fx2trt_test = 1
 
+        self.multigpu_runner_type = LINUX_MULTIGPU_RUNNERS.get(self.test_runner_type, "linux.16xlarge.nvidia.gpu")
+        self.distributed_gpu_runner_type = LINUX_DISTRIBUTED_GPU_RUNNERS.get(self.test_runner_type, "linux.8xlarge.nvidia.gpu")
+
         # If num_test_shards_on_pull_request is not user-defined, default to num_test_shards unless we are
         # only running smoke tests on the pull request.
         if self.num_test_shards_on_pull_request == -1:
@@ -235,6 +257,8 @@ class CIWorkflow:
             assert self.test_runner_type != ''
         if self.test_runner_type in CUDA_RUNNERS:
             assert LABEL_CIFLOW_CUDA in self.ciflow_config.labels
+        if self.test_runner_type in ROCM_RUNNERS:
+            assert LABEL_CIFLOW_ROCM in self.ciflow_config.labels
         if self.test_runner_type in CPU_RUNNERS and not self.exclude_test:
             assert LABEL_CIFLOW_CPU in self.ciflow_config.labels
         if self.is_scheduled:
@@ -576,6 +600,16 @@ LINUX_WORKFLOWS = [
             labels=set([LABEL_CIFLOW_DEFAULT, LABEL_CIFLOW_LINUX, LABEL_CIFLOW_CPU]),
         ),
     ),
+    CIWorkflow(
+        arch="linux",
+        build_environment="linux-bionic-rocm4.5-py3.7",
+        docker_image_base=f"{DOCKER_REGISTRY}/pytorch/pytorch-linux-bionic-rocm4.5-py3.7",
+        test_runner_type=LINUX_ROCM_TEST_RUNNER,
+        num_test_shards=2,
+        ciflow_config=CIFlowConfig(
+            labels=set([LABEL_CIFLOW_LINUX, LABEL_CIFLOW_ROCM]),
+        ),
+    ),
     CIWorkflow(
         arch="linux",
         build_environment="libtorch-linux-xenial-cuda11.3-py3.7-gcc7",
diff --git a/.github/templates/common.yml.j2 b/.github/templates/common.yml.j2
index 910cc1524c2..2071d8e26bf 100644
--- a/.github/templates/common.yml.j2
+++ b/.github/templates/common.yml.j2
@@ -104,6 +104,45 @@ concurrency:
           env | grep '^GITHUB' > "/tmp/github_env_${GITHUB_RUN_ID}"
 {%- endmacro -%}
 
+{%- macro setup_rocm_linux() -%}
+      - name: Clean workspace
+        run: |
+          rm -rf "${GITHUB_WORKSPACE}"
+          mkdir "${GITHUB_WORKSPACE}"
+      - name: Set DOCKER_HOST
+        run: echo "DOCKER_HOST=unix:///run/user/$(id -u)/docker.sock" >> "${GITHUB_ENV}"
+      - name: Runner health check system info
+        if: always()
+        run: |
+          cat /etc/os-release || true
+          cat /etc/apt/sources.list.d/rocm.list || true
+          cat /opt/rocm/.info/version || true
+          whoami
+      - name: Runner health check rocm-smi
+        if: always()
+        run: |
+          rocm-smi
+      - name: Runner health check rocminfo
+        if: always()
+        run: |
+          rocminfo
+      - name: Runner health check GPU count
+        if: always()
+        run: |
+          ngpu=$(rocminfo | grep -c -E 'Name:.*\sgfx')
+          if [[ "x$ngpu" != "x4" ]]; then
+              echo "Failed to detect 4 GPUs on the runner"
+              exit 1
+          fi
+      - name: Runner health check disconnect on failure
+        if: ${{ failure() }}
+        run: |
+          killall runsvc.sh
+      - name: Preserve github env variables for use in docker
+        run: |
+          env | grep '^GITHUB' > "/tmp/github_env_${GITHUB_RUN_ID}"
+{%- endmacro -%}
+
 {%- macro teardown_ec2_linux(pytorch_directory="") -%}
       - name: Hold runner for 2 hours or until ssh sessions have drained
 {%- if pytorch_directory %}
@@ -127,6 +166,17 @@ concurrency:
           docker system prune -af
 {%- endmacro -%}
 
+{%- macro teardown_rocm_linux() -%}
+      - name: Kill containers, clean up images
+        if: always()
+        run: |
+          # ignore expansion of "docker ps -q" since it could be empty
+          # shellcheck disable=SC2046
+          docker stop $(docker ps -q) || true
+          # Prune all of the docker images
+          docker system prune -af
+{%- endmacro -%}
+
 {%- macro checkout_pytorch(submodules) -%}
       - name: Checkout PyTorch
         uses: zhouzhuojie/checkout@05b13c9a0d21f08f6d5e64a1d5042246d13619d9
diff --git a/.github/templates/linux_ci_workflow.yml.j2 b/.github/templates/linux_ci_workflow.yml.j2
index 8252e661a38..b670f2a6873 100644
--- a/.github/templates/linux_ci_workflow.yml.j2
+++ b/.github/templates/linux_ci_workflow.yml.j2
@@ -162,8 +162,8 @@ jobs:
       ENABLE_XLA_TEST: !{{ enable_xla_test }}
       ENABLE_NOARCH_TEST: !{{ enable_noarch_test }}
       NUM_TEST_SHARDS: !{{ num_test_shards }}
-      MULTIGPU_RUNNER_TYPE: linux.16xlarge.nvidia.gpu
-      DISTRIBUTED_GPU_RUNNER_TYPE: linux.8xlarge.nvidia.gpu
+      MULTIGPU_RUNNER_TYPE: !{{ multigpu_runner_type }}
+      DISTRIBUTED_GPU_RUNNER_TYPE: !{{ distributed_gpu_runner_type }}
       NOGPU_RUNNER_TYPE: linux.2xlarge
       PR_BODY: ${{ github.event.pull_request.body }}
     outputs:
@@ -196,17 +196,28 @@ jobs:
       NUM_TEST_SHARDS: ${{ matrix.num_shards }}
       PYTORCH_IGNORE_DISABLED_ISSUES: ${{ needs.generate-test-matrix.outputs.ignore-disabled-issues }}
     steps:
+{%- if 'rocm' in test_runner_type %}
+      !{{ common.setup_rocm_linux() }}
+{%- else %}
       !{{ common.setup_ec2_linux() }}
+{%- endif %}
       !{{ common.checkout_pytorch("recursive") }}
       - name: Pull Docker image
         run: |
           !{{ common.add_retry_to_env() }}
           retry docker pull "${DOCKER_IMAGE}"
+{%- if 'rocm' in test_runner_type %}
+      - name: ROCm set GPU_FLAG
+        if: ${{ contains(env.BUILD_ENVIRONMENT, 'rocm') && !contains(matrix.config, 'nogpu') }}
+        run: |
+          echo "GPU_FLAG=--device=/dev/mem --device=/dev/kfd --device=/dev/dri --group-add video --group-add daemon" >> "${GITHUB_ENV}"
+{%- else %}
       - name: Install nvidia driver, nvidia-docker runtime, set GPU_FLAG
         if: ${{ contains(env.BUILD_ENVIRONMENT, 'cuda') && !contains(matrix.config, 'nogpu') }}
         run: |
           bash .github/scripts/install_nvidia_utils_linux.sh
           echo "GPU_FLAG=--gpus all" >> "${GITHUB_ENV}"
+{%- endif %}
       - name: Determine shm-size
         run: |
           shm_size="1g"
@@ -228,7 +239,11 @@ jobs:
           unzip -o artifacts.zip
       - name: Output disk space left
         run: |
+{%- if 'rocm' in test_runner_type %}
+          df -H
+{%- else %}
           sudo df -H
+{%- endif %}
       !{{ common.parse_ref() }}
       - name: Test
         env:
@@ -246,6 +261,7 @@ jobs:
           else
             TEST_COMMAND=.jenkins/pytorch/test.sh
           fi
+{%- if 'rocm' not in test_runner_type %}
           PROXY_ENV=
           # NOTE: XLA multiprocessing tests appear to have issues with squid proxy, going to disable for now
           #       We should investigate whether or not there's a list of hostnames we can add to no_proxy to
@@ -254,6 +270,7 @@ jobs:
             # shellcheck disable=SC2089
             PROXY_ENV="-e http_proxy=!{{ common.squid_proxy }} -e https_proxy=!{{ common.squid_proxy }} -e no_proxy=!{{ common.squid_no_proxy }}"
           fi
+{%- endif %}
           # detached container should get cleaned up by teardown_ec2_linux
           # TODO: Stop building test binaries as part of the build phase
           # Used for GPU_FLAG since that doesn't play nice
@@ -280,12 +297,16 @@ jobs:
             -e MAX_JOBS="$(nproc --ignore=2)" \
             -e SCCACHE_BUCKET \
             -e XLA_CLANG_CACHE_S3_BUCKET_NAME \
+{%- if 'rocm' not in test_runner_type %}
             ${PROXY_ENV} \
+{%- endif %}
             --env-file="/tmp/github_env_${GITHUB_RUN_ID}" \
             --ulimit stack=10485760:83886080 \
             --security-opt seccomp=unconfined \
             --cap-add=SYS_PTRACE \
+{%- if 'rocm' not in test_runner_type %}
             --ipc=host \
+{%- endif %}
             --shm-size="${SHM_SIZE}" \
             --tty \
             --detach \
@@ -295,17 +316,35 @@ jobs:
             -w /var/lib/jenkins/workspace \
             "${DOCKER_IMAGE}"
           )
+{%- if 'rocm' in test_runner_type %}
+          # jenkins user does not have write permission to mounted workspace; work-around by copying within container to jenkins home
+          docker exec -t "${container_name}" sh -c "cd .. && cp -R workspace pytorch && cd pytorch && pip install dist/*.whl && ${TEST_COMMAND}"
+          # copy test results back to the mounted workspace, needed sudo, resulting permissions were correct
+          docker exec -t "${container_name}" sh -c "cd ../pytorch && sudo cp -R test/test-reports ../workspace/test"
+{%- else %}
           docker exec -t "${container_name}" sh -c "sudo chown -R jenkins . && pip install dist/*.whl && ${TEST_COMMAND}"
+{%- endif %}
+{%- if 'rocm' not in test_runner_type %}
       - name: Chown workspace
         if: always()
         run: |
           # Ensure the working directory gets chowned back to the current user
           docker run --rm -v "$(pwd)":/v -w /v "${ALPINE_IMAGE}" chown -R "$(id -u):$(id -g)" .
+{%- endif %}
       !{{ common.render_test_results() }}
+{%- if 'rocm' in test_runner_type %}
+      !{{ common.upload_downloaded_files(name='linux', use_s3=False) }}
+      !{{ common.upload_test_reports(name='linux', artifact_name="test-reports", use_s3=False) }}
+{%- else %}
       !{{ common.upload_downloaded_files(name='linux') }}
       !{{ common.upload_test_reports(name='linux') }}
+{%- endif %}
       !{{ common.upload_test_statistics(build_environment) }}
+{%- if 'rocm' in test_runner_type %}
+      !{{ common.teardown_rocm_linux() }}
+{%- else %}
       !{{ common.teardown_ec2_linux() }}
+{%- endif %}
 {% endblock %}
 {%- endif -%}
 {%- if enable_doc_jobs %}
diff --git a/.github/workflows/generated-linux-bionic-rocm4.5-py3.7.yml b/.github/workflows/generated-linux-bionic-rocm4.5-py3.7.yml
new file mode 100644
index 00000000000..839a97ed190
--- /dev/null
+++ b/.github/workflows/generated-linux-bionic-rocm4.5-py3.7.yml
@@ -0,0 +1,517 @@
+# @generated DO NOT EDIT MANUALLY
+# Template is at:    .github/templates/linux_ci_workflow.yml.j2
+# Generation script: .github/scripts/generate_ci_workflows.py
+name: linux-bionic-rocm4.5-py3.7
+
+on:
+  pull_request:
+    types: [opened, synchronize, reopened, unassigned]
+  push:
+    branches:
+      - master
+      - release/*
+  workflow_dispatch:
+
+env:
+  BUILD_ENVIRONMENT: linux-bionic-rocm4.5-py3.7
+  DOCKER_IMAGE_BASE: 308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/pytorch-linux-bionic-rocm4.5-py3.7
+  SCCACHE_BUCKET: ossci-compiler-cache-circleci-v2
+  XLA_CLANG_CACHE_S3_BUCKET_NAME: ossci-compiler-clang-cache-circleci-xla
+  TORCH_CUDA_ARCH_LIST: 5.2
+  IN_CI: 1
+  IS_GHA: 1
+  # This is used for the phase of adding wheel tests only, will be removed once completed
+  IN_WHEEL_TEST: 1
+  # Used for custom_opertor, jit_hooks, custom_backend, see .jenkins/pytorch/build.sh
+  CUSTOM_TEST_ARTIFACT_BUILD_DIR: build/custom_test_artifacts
+  ALPINE_IMAGE: "308535385114.dkr.ecr.us-east-1.amazonaws.com/tool/alpine"
+  PR_LABELS: ${{ toJson(github.event.pull_request.labels.*.name) }}
+  GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+  AWS_DEFAULT_REGION: us-east-1
+  PR_NUMBER: ${{ github.event.pull_request.number }}
+  SHA1: ${{ github.event.pull_request.head.sha || github.sha }}
+  PYTORCH_RETRY_TEST_CASES: 1
+concurrency:
+  group: linux-bionic-rocm4.5-py3.7-${{ github.event.pull_request.number || github.sha }}-${{ github.event_name == 'workflow_dispatch' }}
+  cancel-in-progress: true
+
+jobs:
+
+  build:
+    runs-on: linux.2xlarge
+    timeout-minutes: 240
+    if: ${{ (github.repository == 'pytorch/pytorch') && (
+            (github.event_name == 'push') ||
+            (github.event_name == 'schedule') ||
+            (contains(github.event.pull_request.labels.*.name, 'ciflow/all') || contains(github.event.pull_request.labels.*.name, 'ciflow/linux') || contains(github.event.pull_request.labels.*.name, 'ciflow/rocm') || contains(github.event.pull_request.labels.*.name, 'ciflow/trunk')) ||
+            (false))
+         }}
+    env:
+      JOB_BASE_NAME: linux-bionic-rocm4.5-py3.7-build
+      IS_PROBOT_TRIGGER_EVENT: ${{ (github.event.action == 'unassigned') && (github.event.assigneed.login == 'pytorchbot') }}
+      LABEL_CONDITIONS: ${{ contains(github.event.pull_request.labels.*.name, 'ciflow/all') || contains(github.event.pull_request.labels.*.name, 'ciflow/linux') || contains(github.event.pull_request.labels.*.name, 'ciflow/rocm') || contains(github.event.pull_request.labels.*.name, 'ciflow/trunk') }}
+    outputs:
+      docker_image: ${{ steps.calculate-tag.outputs.docker_image }}
+    steps:
+      - name: print labels
+        run: echo "${PR_LABELS}"
+      - name: Display EC2 information
+        shell: bash
+        run: |
+          set -euo pipefail
+          function get_ec2_metadata() {
+            # Pulled from instance metadata endpoint for EC2
+            # see https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/instancedata-data-retrieval.html
+            category=$1
+            curl -fsSL "http://169.254.169.254/latest/meta-data/${category}"
+          }
+          echo "ami-id: $(get_ec2_metadata ami-id)"
+          echo "instance-id: $(get_ec2_metadata instance-id)"
+          echo "instance-type: $(get_ec2_metadata instance-type)"
+      - name: Log in to ECR
+        env:
+          AWS_RETRY_MODE: standard
+          AWS_MAX_ATTEMPTS: 5
+        run: |
+          AWS_ACCOUNT_ID=$(aws sts get-caller-identity|grep Account|cut -f4 -d\")
+          retry () {
+              "$@"  || (sleep 1 && "$@") || (sleep 2 && "$@")
+          }
+          retry aws ecr get-login-password --region "$AWS_DEFAULT_REGION" | docker login --username AWS \
+              --password-stdin "$AWS_ACCOUNT_ID.dkr.ecr.$AWS_DEFAULT_REGION.amazonaws.com"
+      - name: Chown workspace
+        run: |
+          retry () {
+              "$@"  || (sleep 1 && "$@") || (sleep 2 && "$@")
+          }
+          retry docker pull "${ALPINE_IMAGE}"
+          # Ensure the working directory gets chowned back to the current user
+          docker run --pull=never --rm -v "$(pwd)":/v -w /v "${ALPINE_IMAGE}" chown -R "$(id -u):$(id -g)" .
+      - name: Clean workspace
+        run: |
+          rm -rf "${GITHUB_WORKSPACE}"
+          mkdir "${GITHUB_WORKSPACE}"
+      - name: "[FB EMPLOYEES] Enable SSH (Click me for login details)"
+        uses: seemethere/add-github-ssh-key@v1
+        with:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      - name: Preserve github env variables for use in docker
+        run: |
+          env | grep '^GITHUB' > "/tmp/github_env_${GITHUB_RUN_ID}"
+      - name: Checkout PyTorch
+        uses: zhouzhuojie/checkout@05b13c9a0d21f08f6d5e64a1d5042246d13619d9
+        with:
+          # deep clone, to allow use of git merge-base
+          fetch-depth: 0
+          submodules: recursive
+      - name: Clean PyTorch checkout
+        run: |
+          # Remove any artifacts from the previous checkouts
+          git clean -fxd
+      - name: Calculate docker image tag
+        id: calculate-tag
+        run: |
+          DOCKER_TAG=$(git rev-parse HEAD:.circleci/docker)
+          echo "DOCKER_TAG=${DOCKER_TAG}" >> "${GITHUB_ENV}"
+          echo "DOCKER_IMAGE=${DOCKER_IMAGE_BASE}:${DOCKER_TAG}" >> "${GITHUB_ENV}"
+          echo "::set-output name=docker_tag::${DOCKER_TAG}"
+          echo "::set-output name=docker_image::${DOCKER_IMAGE_BASE}:${DOCKER_TAG}"
+      - name: Check if image should be built
+        id: check
+        env:
+          BASE_REVISION: ${{ github.event.pull_request.base.sha || github.sha }}
+        run: |
+          set -x
+          # Check if image already exists, if it does then skip building it
+          if docker manifest inspect "${DOCKER_IMAGE_BASE}:${DOCKER_TAG}"; then
+            exit 0
+          fi
+          if [[ "$BASE_REVISION" = "$(git rev-parse HEAD)" ]]; then
+            # if we're on the base branch then use the parent commit
+            MERGE_BASE=$(git rev-parse HEAD~)
+          else
+            # otherwise we're on a PR, so use the most recent base commit
+            MERGE_BASE=$(git merge-base HEAD "$BASE_REVISION")
+          fi
+          # Covers the case where a previous tag doesn't exist for the tree
+          # this is only really applicable on trees that don't have `.circleci/docker` at its merge base, i.e. nightly
+          if ! git rev-parse "$MERGE_BASE:.circleci/docker"; then
+            echo "Directory '.circleci/docker' not found in commit $MERGE_BASE, you should probably rebase onto a more recent commit"
+            exit 1
+          fi
+          PREVIOUS_DOCKER_TAG=$(git rev-parse "$MERGE_BASE:.circleci/docker")
+          # If no image exists but the hash is the same as the previous hash then we should error out here
+          if [[ "${PREVIOUS_DOCKER_TAG}" = "${DOCKER_TAG}" ]]; then
+            echo "ERROR: Something has gone wrong and the previous image isn't available for the merge-base of your branch"
+            echo "       contact the PyTorch team to restore the original images"
+            exit 1
+          fi
+          echo ::set-output name=rebuild::yes
+      - name: Build and push docker image
+        if: ${{ steps.check.outputs.rebuild }}
+        env:
+          DOCKER_SKIP_S3_UPLOAD: 1
+        working-directory: .circleci/docker
+        run: |
+          export IMAGE_NAME=${DOCKER_IMAGE_BASE#308535385114.dkr.ecr.us-east-1.amazonaws.com/pytorch/}
+          ./build_docker.sh
+      - name: Pull Docker image
+        run: |
+          retry () {
+              "$@"  || (sleep 1 && "$@") || (sleep 2 && "$@")
+          }
+          retry docker pull "${DOCKER_IMAGE}"
+      - name: Parse ref
+        id: parse-ref
+        run: .github/scripts/parse_ref.py
+      - name: Build
+        env:
+          BRANCH: ${{ steps.parse-ref.outputs.branch }}
+        run: |
+          # detached container should get cleaned up by teardown_ec2_linux
+          container_name=$(docker run \
+            -e BUILD_ENVIRONMENT \
+            -e JOB_BASE_NAME \
+            -e MAX_JOBS="$(nproc --ignore=2)" \
+            -e AWS_DEFAULT_REGION \
+            -e IS_GHA \
+            -e PR_NUMBER \
+            -e SHA1 \
+            -e BRANCH \
+            -e GITHUB_RUN_ID \
+            -e SCCACHE_BUCKET \
+            -e XLA_CLANG_CACHE_S3_BUCKET_NAME \
+            -e CUSTOM_TEST_ARTIFACT_BUILD_DIR \
+            -e SKIP_SCCACHE_INITIALIZATION=1 \
+            -e TORCH_CUDA_ARCH_LIST \
+            -e PR_LABELS \
+            -e http_proxy="http://internal-tf-lb-20210727220640487900000002-835786077.us-east-1.elb.amazonaws.com:3128" -e https_proxy="http://internal-tf-lb-20210727220640487900000002-835786077.us-east-1.elb.amazonaws.com:3128" -e no_proxy="localhost,127.0.0.1,github.com,amazonaws.com,s3.amazonaws.com,169.254.169.254,169.254.170.2,/var/run/docker.sock" \
+            --env-file="/tmp/github_env_${GITHUB_RUN_ID}" \
+            --security-opt seccomp=unconfined \
+            --cap-add=SYS_PTRACE \
+            --tty \
+            --detach \
+            --user jenkins \
+            -v "${GITHUB_WORKSPACE}:/var/lib/jenkins/workspace" \
+            -w /var/lib/jenkins/workspace \
+            "${DOCKER_IMAGE}"
+          )
+          docker exec -t "${container_name}" sh -c 'sudo chown -R jenkins . && .jenkins/pytorch/build.sh'
+      - name: Display and upload binary build size statistics (Click Me)
+        # temporary hack: set CIRCLE_* vars, until we update
+        # tools/stats/print_test_stats.py to natively support GitHub Actions
+        env:
+          SCRIBE_GRAPHQL_ACCESS_TOKEN: ${{ secrets.SCRIBE_GRAPHQL_ACCESS_TOKEN }}
+          BRANCH: ${{ steps.parse-ref.outputs.branch }}
+          TAG: ${{ steps.parse-ref.outputs.tag }}
+          WORKFLOW_ID: '${{ github.run_id }}'
+        run: |
+          COMMIT_TIME=$(git log --max-count=1 --format=%ct || echo 0)
+          export COMMIT_TIME
+          pip3 install requests==2.26 boto3==1.16.34
+          python3 -m tools.stats.upload_binary_size_to_scuba || exit 0
+      - name: Chown workspace
+        run: |
+          # Ensure the working directory gets chowned back to the current user
+          docker run --rm -v "$(pwd)":/v -w /v "${ALPINE_IMAGE}" chown -R "$(id -u):$(id -g)" .
+      - name: Archive artifacts into zip
+        run: |
+          zip -1 -r artifacts.zip dist/ build/custom_test_artifacts build/lib build/bin .pytorch-test-times.json
+      - uses: seemethere/upload-artifact-s3@v3
+        name: Store PyTorch Build Artifacts on S3
+        with:
+          name: ${{ env.BUILD_ENVIRONMENT }}
+          retention-days: 14
+          if-no-files-found: error
+          path:
+            artifacts.zip
+      - name: Hold runner for 2 hours or until ssh sessions have drained
+        # Always hold for active ssh sessions
+        if: always()
+        run: .github/scripts/wait_for_ssh_to_drain.sh
+      - name: Chown workspace
+        if: always()
+        run: |
+          # Ensure the working directory gets chowned back to the current user
+          docker run --rm -v "$(pwd)":/v -w /v "${ALPINE_IMAGE}" chown -R "$(id -u):$(id -g)" .
+      - name: Kill containers, clean up images
+        if: always()
+        run: |
+          # ignore expansion of "docker ps -q" since it could be empty
+          # shellcheck disable=SC2046
+          docker stop $(docker ps -q) || true
+          # Prune all of the docker images
+          docker system prune -af
+      - name: Hold runner for 2 hours or until ssh sessions have drained
+        # Always hold for active ssh sessions
+        if: always()
+        run: .github/scripts/wait_for_ssh_to_drain.sh
+      - name: Clean up docker images
+        if: always()
+        run: |
+          # Prune all of the docker images
+          docker system prune -af
+
+  generate-test-matrix:
+    needs: build
+    runs-on: ubuntu-18.04
+    timeout-minutes: 240
+    env:
+      TEST_RUNNER_TYPE: linux.rocm.gpu
+      ENABLE_DISTRIBUTED_TEST: 1
+      ENABLE_JIT_LEGACY_TEST: ''
+      ENABLE_FX2TRT_TEST: ''
+      ENABLE_MULTIGPU_TEST: ''
+      ENABLE_NOGPU_NO_AVX_TEST: ''
+      ENABLE_NOGPU_NO_AVX2_TEST: ''
+      ENABLE_SLOW_TEST: ''
+      ENABLE_DOCS_TEST: ''
+      ENABLE_BACKWARDS_COMPAT_TEST: ''
+      ENABLE_XLA_TEST: ''
+      ENABLE_NOARCH_TEST: ''
+      NUM_TEST_SHARDS: 2
+      MULTIGPU_RUNNER_TYPE: linux.rocm.gpu
+      DISTRIBUTED_GPU_RUNNER_TYPE: linux.rocm.gpu
+      NOGPU_RUNNER_TYPE: linux.2xlarge
+      PR_BODY: ${{ github.event.pull_request.body }}
+    outputs:
+      matrix: ${{ steps.set-matrix.outputs.matrix }}
+      render-matrix: ${{ steps.set-matrix.outputs.render-matrix }}
+      ignore-disabled-issues: ${{ steps.set-matrix.outputs.ignore-disabled-issues }}
+    container:
+      image: python:3.9
+    steps:
+      - name: Install dependencies
+        run: pip install typing-extensions==3.10
+      - name: Clone pytorch/pytorch
+        uses: zhouzhuojie/checkout@05b13c9a0d21f08f6d5e64a1d5042246d13619d9
+      - name: Generating test matrix
+        id: set-matrix
+        run: .github/scripts/generate_pytorch_test_matrix.py
+
+  test:
+    needs: [build, generate-test-matrix]
+    strategy:
+      matrix: ${{ fromJson(needs.generate-test-matrix.outputs.matrix) }}
+      fail-fast: false
+    runs-on: ${{ matrix.runner }}
+    timeout-minutes: 240
+    env:
+      DOCKER_IMAGE: ${{ needs.build.outputs.docker_image }}
+      JOB_BASE_NAME: linux-bionic-rocm4.5-py3.7-test
+      TEST_CONFIG: ${{ matrix.config }}
+      SHARD_NUMBER: ${{ matrix.shard }}
+      NUM_TEST_SHARDS: ${{ matrix.num_shards }}
+      PYTORCH_IGNORE_DISABLED_ISSUES: ${{ needs.generate-test-matrix.outputs.ignore-disabled-issues }}
+    steps:
+      - name: Clean workspace
+        run: |
+          rm -rf "${GITHUB_WORKSPACE}"
+          mkdir "${GITHUB_WORKSPACE}"
+      - name: Set DOCKER_HOST
+        run: echo "DOCKER_HOST=unix:///run/user/$(id -u)/docker.sock" >> "${GITHUB_ENV}"
+      - name: Runner health check system info
+        if: always()
+        run: |
+          cat /etc/os-release || true
+          cat /etc/apt/sources.list.d/rocm.list || true
+          cat /opt/rocm/.info/version || true
+          whoami
+      - name: Runner health check rocm-smi
+        if: always()
+        run: |
+          rocm-smi
+      - name: Runner health check rocminfo
+        if: always()
+        run: |
+          rocminfo
+      - name: Runner health check GPU count
+        if: always()
+        run: |
+          ngpu=$(rocminfo | grep -c -E 'Name:.*\sgfx')
+          if [[ "x$ngpu" != "x4" ]]; then
+              echo "Failed to detect 4 GPUs on the runner"
+              exit 1
+          fi
+      - name: Runner health check disconnect on failure
+        if: ${{ failure() }}
+        run: |
+          killall runsvc.sh
+      - name: Preserve github env variables for use in docker
+        run: |
+          env | grep '^GITHUB' > "/tmp/github_env_${GITHUB_RUN_ID}"
+      - name: Checkout PyTorch
+        uses: zhouzhuojie/checkout@05b13c9a0d21f08f6d5e64a1d5042246d13619d9
+        with:
+          # deep clone, to allow use of git merge-base
+          fetch-depth: 0
+          submodules: recursive
+      - name: Clean PyTorch checkout
+        run: |
+          # Remove any artifacts from the previous checkouts
+          git clean -fxd
+      - name: Pull Docker image
+        run: |
+          retry () {
+              "$@"  || (sleep 1 && "$@") || (sleep 2 && "$@")
+          }
+          retry docker pull "${DOCKER_IMAGE}"
+      - name: ROCm set GPU_FLAG
+        if: ${{ contains(env.BUILD_ENVIRONMENT, 'rocm') && !contains(matrix.config, 'nogpu') }}
+        run: |
+          echo "GPU_FLAG=--device=/dev/mem --device=/dev/kfd --device=/dev/dri --group-add video --group-add daemon" >> "${GITHUB_ENV}"
+      - name: Determine shm-size
+        run: |
+          shm_size="1g"
+          case "${BUILD_ENVIRONMENT}" in
+            *cuda*)
+              shm_size="2g"
+              ;;
+            *rocm*)
+              shm_size="8g"
+              ;;
+          esac
+          echo "SHM_SIZE=${shm_size}" >> "${GITHUB_ENV}"
+      - uses: seemethere/download-artifact-s3@0504774707cbc8603d7dca922e8026eb8bf3b47b
+        name: Download PyTorch Build Artifacts
+        with:
+          name: ${{ env.BUILD_ENVIRONMENT }}
+      - name: Unzip artifacts
+        run: |
+          unzip -o artifacts.zip
+      - name: Output disk space left
+        run: |
+          df -H
+      - name: Parse ref
+        id: parse-ref
+        run: .github/scripts/parse_ref.py
+      - name: Test
+        env:
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          BRANCH: ${{ steps.parse-ref.outputs.branch }}
+        # Time out the test phase after 240 minutes
+        timeout-minutes: 240
+        run: |
+          set -x
+
+          if [[ $TEST_CONFIG == 'multigpu' ]]; then
+            TEST_COMMAND=.jenkins/pytorch/multigpu-test.sh
+          elif [[ $BUILD_ENVIRONMENT == *onnx* ]]; then
+            TEST_COMMAND=.jenkins/caffe2/test.sh
+          else
+            TEST_COMMAND=.jenkins/pytorch/test.sh
+          fi
+          # detached container should get cleaned up by teardown_ec2_linux
+          # TODO: Stop building test binaries as part of the build phase
+          # Used for GPU_FLAG since that doesn't play nice
+          # shellcheck disable=SC2086,SC2090
+          container_name=$(docker run \
+            ${GPU_FLAG:-} \
+            -e BUILD_ENVIRONMENT \
+            -e PR_NUMBER \
+            -e CUSTOM_TEST_ARTIFACT_BUILD_DIR \
+            -e GITHUB_ACTIONS \
+            -e IN_CI \
+            -e IS_GHA \
+            -e BRANCH \
+            -e SHA1 \
+            -e AWS_DEFAULT_REGION \
+            -e IN_WHEEL_TEST \
+            -e SHARD_NUMBER \
+            -e JOB_BASE_NAME \
+            -e TEST_CONFIG \
+            -e NUM_TEST_SHARDS \
+            -e PYTORCH_IGNORE_DISABLED_ISSUES \
+            -e PYTORCH_RETRY_TEST_CASES \
+            -e PR_LABELS \
+            -e MAX_JOBS="$(nproc --ignore=2)" \
+            -e SCCACHE_BUCKET \
+            -e XLA_CLANG_CACHE_S3_BUCKET_NAME \
+            --env-file="/tmp/github_env_${GITHUB_RUN_ID}" \
+            --ulimit stack=10485760:83886080 \
+            --security-opt seccomp=unconfined \
+            --cap-add=SYS_PTRACE \
+            --shm-size="${SHM_SIZE}" \
+            --tty \
+            --detach \
+            --name="${container_name}" \
+            --user jenkins \
+            -v "${GITHUB_WORKSPACE}:/var/lib/jenkins/workspace" \
+            -w /var/lib/jenkins/workspace \
+            "${DOCKER_IMAGE}"
+          )
+          # jenkins user does not have write permission to mounted workspace; work-around by copying within container to jenkins home
+          docker exec -t "${container_name}" sh -c "cd .. && cp -R workspace pytorch && cd pytorch && pip install dist/*.whl && ${TEST_COMMAND}"
+          # copy test results back to the mounted workspace, needed sudo, resulting permissions were correct
+          docker exec -t "${container_name}" sh -c "cd ../pytorch && sudo cp -R test/test-reports ../workspace/test"
+      - name: Install render_test_results dependencies
+        if: always()
+        shell: bash
+        run: |
+          python3 -m pip install junitparser==2.1.1 rich==10.9.0
+      - name: "[[ Click me for rendered test results (useful for finding failing tests) ]]"
+        if: always()
+        shell: bash
+        # Encoding is weird on windows, just try to default to utf-8 if possible
+        env:
+          PYTHONIOENCODING: "utf-8"
+        run: |
+          python3 tools/render_junit.py test/
+      - name: Zip JSONs for upload
+        if: always()
+        env:
+          FILE_SUFFIX: '${{ github.job }}-${{ matrix.config }}-${{ matrix.shard }}-${{ matrix.num_shards }}-${{ matrix.runner }}'
+        run: |
+          # Remove any previous test jsons if they exist
+          rm -f test-jsons-*.zip
+          zip -r "test-jsons-${FILE_SUFFIX}.zip" test -i '*.json'
+      - uses: actions/upload-artifact@v2
+        name: Store Test Downloaded JSONs on Github
+        if: always()
+        with:
+          retention-days: 14
+          if-no-files-found: warn
+          path:
+            test-jsons-*.zip
+      - name: Zip test reports for upload
+        if: always()
+        env:
+          FILE_SUFFIX: '${{ github.job }}-${{ matrix.config }}-${{ matrix.shard }}-${{ matrix.num_shards }}-${{ matrix.runner }}'
+        run: |
+          # Remove any previous test reports if they exist
+          rm -f test-reports-*.zip
+          zip -r "test-reports-${FILE_SUFFIX}.zip" test -i '*.xml'
+      - uses: actions/upload-artifact@v2
+        name: Store Test Reports on Github
+        if: always()
+        with:
+          name: test-reports
+          retention-days: 14
+          if-no-files-found: error
+          path:
+            test-reports-*.zip
+      - name: Display and upload test statistics (Click Me)
+        if: always()
+        # temporary hack: set CIRCLE_* vars, until we update
+        # tools/stats/print_test_stats.py to natively support GitHub Actions
+        env:
+          AWS_DEFAULT_REGION: us-east-1
+          BRANCH: ${{ steps.parse-ref.outputs.branch }}
+          JOB_BASE_NAME: linux-bionic-rocm4.5-py3.7-test
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+          SHA1: ${{ github.event.pull_request.head.sha || github.sha }}
+          TAG: ${{ steps.parse-ref.outputs.tag }}
+          WORKFLOW_ID: '${{ github.run_id }}'
+        shell: bash
+        run: |
+          python3 -m pip install -r requirements.txt
+          python3 -m pip install boto3==1.19.12
+          python3 -m tools.stats.print_test_stats --upload-to-s3 --compare-with-s3 test
+      - name: Kill containers, clean up images
+        if: always()
+        run: |
+          # ignore expansion of "docker ps -q" since it could be empty
+          # shellcheck disable=SC2046
+          docker stop $(docker ps -q) || true
+          # Prune all of the docker images
+          docker system prune -af
diff --git a/.jenkins/pytorch/build.sh b/.jenkins/pytorch/build.sh
index 5628eaf6f0b..1fc4fecf2f8 100755
--- a/.jenkins/pytorch/build.sh
+++ b/.jenkins/pytorch/build.sh
@@ -148,23 +148,8 @@ if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
       export PYTORCH_ROCM_ARCH="gfx900;gfx906"
   fi
 
+  # hipify sources
   python tools/amd_build/build_amd.py
-  python setup.py install
-
-  # remove sccache wrappers post-build; runtime compilation of MIOpen kernels does not yet fully support them
-  sudo rm -f /opt/cache/bin/cc
-  sudo rm -f /opt/cache/bin/c++
-  sudo rm -f /opt/cache/bin/gcc
-  sudo rm -f /opt/cache/bin/g++
-  pushd /opt/rocm/llvm/bin
-  if [[ -d original ]]; then
-    sudo mv original/clang .
-    sudo mv original/clang++ .
-  fi
-  sudo rm -rf original
-  popd
-
-  exit 0
 fi
 
 # sccache will fail for CUDA builds if all cores are used for compiling
@@ -227,7 +212,7 @@ else
     # ppc64le build fails when WERROR=1
     # set only when building other architectures
     # only use for "python setup.py install" line
-    if [[ "$BUILD_ENVIRONMENT" != *ppc64le* ]]; then
+    if [[ "$BUILD_ENVIRONMENT" != *ppc64le* && "$BUILD_ENVIRONMENT" != *rocm* ]]; then
       WERROR=1 python setup.py bdist_wheel
     else
       python setup.py bdist_wheel
@@ -251,6 +236,25 @@ else
       cp build/.ninja_log dist
     fi
 
+    if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
+      # remove sccache wrappers post-build; runtime compilation of MIOpen kernels does not yet fully support them
+      sudo rm -f /opt/cache/bin/cc
+      sudo rm -f /opt/cache/bin/c++
+      sudo rm -f /opt/cache/bin/gcc
+      sudo rm -f /opt/cache/bin/g++
+      pushd /opt/rocm/llvm/bin
+      if [[ -d original ]]; then
+        sudo mv original/clang .
+        sudo mv original/clang++ .
+      fi
+      sudo rm -rf original
+      popd
+
+      # exit before building custom test artifacts until we resolve cmake error:
+      # static library kineto_LIBRARY-NOTFOUND not found.
+      exit 0
+    fi
+
     CUSTOM_TEST_ARTIFACT_BUILD_DIR=${CUSTOM_TEST_ARTIFACT_BUILD_DIR:-${PWD}/../}
     mkdir -pv "${CUSTOM_TEST_ARTIFACT_BUILD_DIR}"
 
diff --git a/.jenkins/pytorch/test.sh b/.jenkins/pytorch/test.sh
index 237daa4f162..dfd79233acf 100755
--- a/.jenkins/pytorch/test.sh
+++ b/.jenkins/pytorch/test.sh
@@ -80,7 +80,10 @@ if [[ "$BUILD_ENVIRONMENT" == *rocm* ]]; then
   rocminfo | grep -E 'Name:.*\sgfx|Marketing'
 
   # Manually set NUM_TEST_SHARDS since Jenkins doesn't do it
-  export NUM_TEST_SHARDS=2
+  # TODO: Can remove this once ROCm migration from Jenkins to GHA is complete.
+  if [[ -z "${GITHUB_ACTIONS}" ]]; then
+    export NUM_TEST_SHARDS=2
+  fi
 fi
 
 # --user breaks ppc64le builds and these packages are already in ppc64le docker