diff --git a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda102.yml b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda102.yml
similarity index 63%
rename from tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda102.yml
rename to tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda102.yml
index d584c0f953..de73fab127 100644
--- a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda102.yml
+++ b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda102.yml
@@ -4,9 +4,10 @@ stages:
 - template: templates/py-packaging-training-cuda-stage.yml
   parameters:
     build_py_parameters: --enable_training --update --build
-    torch_version: '1.8.2'
+    torch_version: '1.10.0'
     cuda_version: '10.2'
     gcc_version: 8
-    cmake_cuda_architectures: 35;37;50;52;60;61;70
+    cmake_cuda_architectures: 37;50;52;60;61;70;75;80;86
     docker_file: Dockerfile.manylinux2014_training_cuda10_2
-    agent_pool: Onnxruntime-Linux-GPU-NV6
+    agent_pool: Onnxruntime-Linux-GPU
+    upload_wheel: 'yes'
diff --git a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda113.yml b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda113.yml
new file mode 100644
index 0000000000..6d2575b5b6
--- /dev/null
+++ b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch1100-cuda113.yml
@@ -0,0 +1,13 @@
+trigger: none
+
+stages:
+- template: templates/py-packaging-training-cuda-stage.yml
+  parameters:
+    build_py_parameters: --enable_training --update --build
+    torch_version: '1.10.0'
+    cuda_version: '11.3'
+    gcc_version: 10
+    cmake_cuda_architectures: 37;50;52;60;61;70;75;80;86
+    docker_file: Dockerfile.manylinux2014_training_cuda11_3
+    agent_pool: Onnxruntime-Linux-GPU
+    upload_wheel: 'yes'
diff --git a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda111.yml b/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda111.yml
deleted file mode 100644
index 8781bd04ad..0000000000
--- a/tools/ci_build/github/azure-pipelines/orttraining-py-packaging-pipeline-torch182-cuda111.yml
+++ /dev/null
@@ -1,12 +0,0 @@
-trigger: none
-
-stages:
-- template: templates/py-packaging-training-cuda-stage.yml
-  parameters:
-    build_py_parameters: --enable_training --update --build
-    torch_version: '1.8.2'
-    cuda_version: '11.1'
-    gcc_version: 9
-    cmake_cuda_architectures: 37;50;52;60;61;70;75;80
-    docker_file: Dockerfile.manylinux2014_training_cuda11_1
-    agent_pool: Onnxruntime-Linux-GPU
diff --git a/tools/ci_build/github/linux/docker/Dockerfile.manylinux2014_training_cuda11_3 b/tools/ci_build/github/linux/docker/Dockerfile.manylinux2014_training_cuda11_3
new file mode 100644
index 0000000000..1ba6696f7c
--- /dev/null
+++ b/tools/ci_build/github/linux/docker/Dockerfile.manylinux2014_training_cuda11_3
@@ -0,0 +1,202 @@
+ARG BASEIMAGE=nvcr.io/nvidia/cuda:11.3-cudnn8-devel-centos7
+ARG POLICY=manylinux2014
+ARG PLATFORM=x86_64
+ARG DEVTOOLSET_ROOTPATH=
+ARG LD_LIBRARY_PATH_ARG=
+ARG PREPEND_PATH=
+
+#We need both CUDA and manylinux. But the CUDA Toolkit End User License Agreement says NVIDIA CUDA Driver Libraries(libcuda.so, libnvidia-ptxjitcompiler.so) are only distributable in applications that meet this criteria:
+#1. The application was developed starting from a NVIDIA CUDA container obtained from Docker Hub or the NVIDIA GPU Cloud, and
+#2. The resulting application is packaged as a Docker container and distributed to users on Docker Hub or the NVIDIA GPU Cloud only.
+#So we use CUDA as the base image then add manylinux on top of it.
+
+#Build manylinux2014 docker image begin
+FROM $BASEIMAGE AS runtime_base
+ARG POLICY
+ARG PLATFORM
+ARG DEVTOOLSET_ROOTPATH
+ARG LD_LIBRARY_PATH_ARG
+ARG PREPEND_PATH
+LABEL maintainer="The ManyLinux project"
+
+ENV AUDITWHEEL_POLICY=${POLICY} AUDITWHEEL_ARCH=${PLATFORM} AUDITWHEEL_PLAT=${POLICY}_${PLATFORM}
+ENV LC_ALL=en_US.UTF-8 LANG=en_US.UTF-8 LANGUAGE=en_US.UTF-8
+ENV DEVTOOLSET_ROOTPATH=${DEVTOOLSET_ROOTPATH}
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH_ARG}
+ENV PATH=${PREPEND_PATH}${PATH}
+ENV PKG_CONFIG_PATH=/usr/local/lib/pkgconfig
+
+# first copy the fixup mirrors script, keep the script around
+COPY build_scripts/fixup-mirrors.sh /usr/local/sbin/fixup-mirrors
+
+# setup entrypoint, this will wrap commands with `linux32` with i686 images
+COPY build_scripts/install-entrypoint.sh \
+     build_scripts/update-system-packages.sh \
+     build_scripts/build_utils.sh \
+     /build_scripts/
+
+RUN /build_scripts/install-entrypoint.sh && rm -rf /build_scripts
+COPY manylinux-entrypoint /usr/local/bin/manylinux-entrypoint
+ENTRYPOINT ["manylinux-entrypoint"]
+
+COPY build_scripts/install-runtime-packages.sh \
+     build_scripts/update-system-packages.sh \
+     build_scripts/build_utils.sh \
+     /build_scripts/
+RUN manylinux-entrypoint /build_scripts/install-runtime-packages.sh && rm -rf /build_scripts/
+
+COPY build_scripts/build_utils.sh /build_scripts/
+
+COPY build_scripts/install-autoconf.sh /build_scripts/
+RUN export AUTOCONF_ROOT=autoconf-2.71 && \
+    export AUTOCONF_HASH=431075ad0bf529ef13cb41e9042c542381103e80015686222b8a9d4abef42a1c && \
+    export AUTOCONF_DOWNLOAD_URL=http://ftp.gnu.org/gnu/autoconf && \
+    manylinux-entrypoint /build_scripts/install-autoconf.sh
+
+COPY build_scripts/install-automake.sh /build_scripts/
+RUN export AUTOMAKE_ROOT=automake-1.16.5 && \
+    export AUTOMAKE_HASH=07bd24ad08a64bc17250ce09ec56e921d6343903943e99ccf63bbf0705e34605 && \
+    export AUTOMAKE_DOWNLOAD_URL=http://ftp.gnu.org/gnu/automake && \
+    manylinux-entrypoint /build_scripts/install-automake.sh
+
+COPY build_scripts/install-libtool.sh /build_scripts/
+RUN export LIBTOOL_ROOT=libtool-2.4.6 && \
+    export LIBTOOL_HASH=e3bd4d5d3d025a36c21dd6af7ea818a2afcd4dfc1ea5a17b39d7854bcd0c06e3 && \
+    export LIBTOOL_DOWNLOAD_URL=http://ftp.gnu.org/gnu/libtool && \
+    manylinux-entrypoint /build_scripts/install-libtool.sh
+
+COPY build_scripts/install-patchelf.sh /build_scripts/
+RUN export PATCHELF_VERSION=0.13 && \
+    export PATCHELF_HASH=60c6aeadb673de9cc1838b630c81f61e31c501de324ef7f1e8094a2431197d09 && \
+    export PATCHELF_DOWNLOAD_URL=https://github.com/NixOS/patchelf/archive && \
+    manylinux-entrypoint /build_scripts/install-patchelf.sh
+
+COPY build_scripts/install-libxcrypt.sh /build_scripts/
+RUN export LIBXCRYPT_VERSION=4.4.26 && \
+    export LIBXCRYPT_HASH=e8a544dd19171c1e6191a6044c96cc31496d781ba08b5a00f53310d001d58114 && \
+    export LIBXCRYPT_DOWNLOAD_URL=https://github.com/besser82/libxcrypt/archive && \
+    export PERL_ROOT=perl-5.34.0 && \
+    export PERL_HASH=551efc818b968b05216024fb0b727ef2ad4c100f8cb6b43fab615fa78ae5be9a && \
+    export PERL_DOWNLOAD_URL=https://www.cpan.org/src/5.0 && \
+    manylinux-entrypoint /build_scripts/install-libxcrypt.sh
+
+FROM runtime_base AS build_base
+COPY build_scripts/install-build-packages.sh /build_scripts/
+RUN manylinux-entrypoint /build_scripts/install-build-packages.sh
+
+
+FROM build_base AS build_git
+COPY build_scripts/build-git.sh /build_scripts/
+RUN export GIT_ROOT=git-2.33.1 && \
+    export GIT_HASH=02047f8dc8934d57ff5e02aadd8a2fe8e0bcf94a7158da375e48086cc46fce1d && \
+    export GIT_DOWNLOAD_URL=https://www.kernel.org/pub/software/scm/git && \
+    manylinux-entrypoint /build_scripts/build-git.sh
+
+
+FROM build_base AS build_swig
+COPY build_scripts/build-swig.sh /build_scripts/
+RUN export SWIG_ROOT=swig-4.0.2 && \
+    export SWIG_HASH=d53be9730d8d58a16bf0cbd1f8ac0c0c3e1090573168bfa151b01eb47fa906fc && \
+    export SWIG_DOWNLOAD_URL=https://sourceforge.net/projects/swig/files/swig/${SWIG_ROOT} && \
+    export PCRE_ROOT=pcre-8.45 && \
+    export PCRE_HASH=4e6ce03e0336e8b4a3d6c2b70b1c5e18590a5673a98186da90d4f33c23defc09 && \
+    export PCRE_DOWNLOAD_URL=https://sourceforge.net/projects/pcre/files/pcre/8.45 && \
+    manylinux-entrypoint /build_scripts/build-swig.sh
+
+
+FROM build_base AS build_cpython
+COPY build_scripts/build-sqlite3.sh /build_scripts/
+RUN export SQLITE_AUTOCONF_ROOT=sqlite-autoconf-3360000 && \
+    export SQLITE_AUTOCONF_HASH=bd90c3eb96bee996206b83be7065c9ce19aef38c3f4fb53073ada0d0b69bbce3 && \
+    export SQLITE_AUTOCONF_DOWNLOAD_URL=https://www.sqlite.org/2021 && \
+    manylinux-entrypoint /build_scripts/build-sqlite3.sh
+
+COPY build_scripts/build-openssl.sh /build_scripts/
+RUN export OPENSSL_ROOT=openssl-1.1.1l && \
+    export OPENSSL_HASH=0b7a3e5e59c34827fe0c3a74b7ec8baef302b98fa80088d7f9153aa16fa76bd1 && \
+    export OPENSSL_DOWNLOAD_URL=https://www.openssl.org/source && \
+    manylinux-entrypoint /build_scripts/build-openssl.sh
+
+COPY build_scripts/build-cpython.sh /build_scripts/
+
+
+FROM build_cpython AS build_cpython36
+COPY build_scripts/cpython-pubkeys.txt /build_scripts/cpython-pubkeys.txt
+RUN manylinux-entrypoint /build_scripts/build-cpython.sh 3.6.15
+
+
+FROM build_cpython AS build_cpython37
+COPY build_scripts/cpython-pubkeys.txt /build_scripts/cpython-pubkeys.txt
+RUN manylinux-entrypoint /build_scripts/build-cpython.sh 3.7.12
+
+
+FROM build_cpython AS build_cpython38
+COPY build_scripts/ambv-pubkey.txt /build_scripts/cpython-pubkeys.txt
+RUN manylinux-entrypoint /build_scripts/build-cpython.sh 3.8.12
+
+
+FROM build_cpython AS build_cpython39
+COPY build_scripts/ambv-pubkey.txt /build_scripts/cpython-pubkeys.txt
+RUN manylinux-entrypoint /build_scripts/build-cpython.sh 3.9.8
+
+
+FROM build_cpython AS build_cpython310
+COPY build_scripts/cpython-pubkey-310-311.txt /build_scripts/cpython-pubkeys.txt
+RUN manylinux-entrypoint /build_scripts/build-cpython.sh 3.10.0
+
+
+FROM build_cpython AS all_python
+COPY build_scripts/install-pypy.sh /build_scripts/install-pypy.sh
+COPY build_scripts/pypy.sha256 /build_scripts/pypy.sha256
+RUN manylinux-entrypoint /build_scripts/install-pypy.sh 3.7 7.3.7
+RUN manylinux-entrypoint /build_scripts/install-pypy.sh 3.8 7.3.7
+COPY --from=build_cpython36 /opt/_internal /opt/_internal/
+COPY --from=build_cpython37 /opt/_internal /opt/_internal/
+COPY --from=build_cpython38 /opt/_internal /opt/_internal/
+COPY --from=build_cpython39 /opt/_internal /opt/_internal/
+COPY --from=build_cpython310 /opt/_internal /opt/_internal/
+RUN hardlink -cv /opt/_internal
+
+
+FROM runtime_base
+COPY --from=build_git /manylinux-rootfs /
+COPY --from=build_swig /manylinux-rootfs /
+COPY --from=build_cpython /manylinux-rootfs /
+COPY --from=all_python /opt/_internal /opt/_internal/
+COPY build_scripts/finalize.sh \
+     build_scripts/update-system-packages.sh \
+     build_scripts/python-tag-abi-tag.py \
+     build_scripts/requirements3.6.txt \
+     build_scripts/requirements3.7.txt \
+     build_scripts/requirements3.8.txt \
+     build_scripts/requirements3.9.txt \
+     build_scripts/requirements3.10.txt \
+     build_scripts/requirements-base-tools.txt \
+     /build_scripts/
+COPY build_scripts/requirements-tools/* /build_scripts/requirements-tools/
+RUN manylinux-entrypoint /build_scripts/finalize.sh && rm -rf /build_scripts
+
+ENV SSL_CERT_FILE=/opt/_internal/certs.pem
+
+CMD ["/bin/bash"]
+
+#Build manylinux2014 docker image end
+ARG PYTHON_VERSION=3.6
+ARG TORCH_VERSION=1.10.0
+ARG INSTALL_DEPS_EXTRA_ARGS
+
+#Add our own dependencies
+ADD scripts /tmp/scripts
+RUN cd /tmp/scripts && \
+    /tmp/scripts/manylinux/install_centos.sh && \
+    /tmp/scripts/install_os_deps.sh -d gpu $INSTALL_DEPS_EXTRA_ARGS && \
+    /tmp/scripts/install_ninja.sh && \
+    /tmp/scripts/install_python_deps.sh -d gpu -v 11.1 -p $PYTHON_VERSION -h $TORCH_VERSION $INSTALL_DEPS_EXTRA_ARGS && \
+    rm -rf /tmp/scripts
+
+ARG BUILD_UID=1001
+ARG BUILD_USER=onnxruntimedev
+RUN adduser --uid $BUILD_UID $BUILD_USER
+WORKDIR /home/$BUILD_USER
+USER $BUILD_USER
+ENV PATH /usr/local/gradle/bin:/usr/local/dotnet:$PATH
diff --git a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu10.2.txt b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu10.2.txt
new file mode 100644
index 0000000000..589234fa09
--- /dev/null
+++ b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu10.2.txt
@@ -0,0 +1,6 @@
+--pre
+-f https://download.pytorch.org/whl/torch_stable.html
+torch==1.10.0
+torchvision==0.11.0
+torchtext==0.10.0
+setuptools>=41.4.0
diff --git a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu11.3.txt b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu11.3.txt
new file mode 100644
index 0000000000..2e1ff22b31
--- /dev/null
+++ b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.10.0_cu11.3.txt
@@ -0,0 +1,6 @@
+--pre
+-f https://download.pytorch.org/whl/cu113/torch_stable.html
+torch==1.10.0+cu113
+torchvision==0.11.0+cu113
+torchtext==0.10.0+cu113
+setuptools>=41.4.0
diff --git a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu10.2.txt b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu10.2.txt
deleted file mode 100644
index ecb522fd99..0000000000
--- a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu10.2.txt
+++ /dev/null
@@ -1,6 +0,0 @@
---pre
--f https://download.pytorch.org/whl/lts/1.8/torch_lts.html
-torch==1.8.2+cu102
-torchvision==0.9.2+cu102
-torchtext==0.9.2
-setuptools>=41.4.0
diff --git a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu11.1.txt b/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu11.1.txt
deleted file mode 100644
index b3bdccd909..0000000000
--- a/tools/ci_build/github/linux/docker/scripts/training/ortmodule/stage1/requirements_torch1.8.2_cu11.1.txt
+++ /dev/null
@@ -1,6 +0,0 @@
---pre
--f https://download.pytorch.org/whl/lts/1.8/torch_lts.html
-torch==1.8.2+cu111
-torchvision==0.9.2+cu111
-torchtext==0.9.2
-setuptools>=41.4.0