.. # Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions # are met: # * Redistributions of source code must retain the above copyright # notice, this list of conditions and the following disclaimer. # * Redistributions in binary form must reproduce the above copyright # notice, this list of conditions and the following disclaimer in the # documentation and/or other materials provided with the distribution. # * Neither the name of NVIDIA CORPORATION nor the names of its # contributors may be used to endorse or promote products derived # from this software without specific prior written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY # EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE # IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR # PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR # CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, # EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, # PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR # PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY # OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT # (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. .. _section-capabilities: Capabilities ============ The following table shows which backends support each major inference server feature. See :ref:`section-datatypes` for information on data-types supported by each backend. +-------------------------+---------+-----------+-------+-------+ |Feature |TensorRT |TensorFlow |Caffe2 |Custom | +=========================+=========+===========+=======+=======+ |Multi-GPU |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Multi-Model |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Batching |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Dynamic Batching |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Sequence Batching |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Variable-Size Tensors | |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |Tensor Reshape |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |String Datatype | |Yes | |Yes | +-------------------------+---------+-----------+-------+-------+ |HTTP API |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |GRPC API |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+ |GRPC Streaming API |Yes |Yes |Yes |Yes | +-------------------------+---------+-----------+-------+-------+