Refine build and install tutorial doc for paddle inference (#1460)

* refine build and install tutorial doc for paddle inference

* remove trt_benchamrk after merge it to trt doc

doc/fluid/advanced_usage/deploy/inference/build_and_install_lib_cn.rst

@@ -6,33 +6,37 @@
 直接下载安装
 -------------
 
-..  csv-table:: c++预测库列表
-    :header: "版本说明", "预测库(1.5.1版本)", "预测库(develop版本)"
-    :widths: 1, 3, 3
-
-    "cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
-    "cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
-    "cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
-    "cuda8.0_cudnn7_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-gpu-cuda8-cudnn7-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda8-cudnn7-avx-openblas/fluid_inference.tgz>`_"
-    "cuda8.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-gpu-cuda8-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda8-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-    "cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.5.1-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
-
+..  csv-table:: 
+    :header: "版本说明", "预测库(1.6.0版本)", "预测库(develop版本)"
+    :widths: 3, 2, 2
+
+    "ubuntu14.04_cpu_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-cpu-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-cpu-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-avx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cpu_noavx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-cpu-noavx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-cpu-noavx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda8.0_cudnn7_avx_openblas", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda8-cudnn7-avx-openblas/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda8-cudnn7-avx-openblas/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda8.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda8-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda8-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda9-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/latest-gpu-cuda10-cudnn7-avx-mkl/fluid_inference.tgz>`_"
+    "ubuntu14.04_cuda8.0_cudnn7_avx_mkl_trt4", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda8-cudnn7-avx-mkl-trt4/fluid_inference.tgz>`_", 
+    "ubuntu14.04_cuda9.0_cudnn7_avx_mkl_trt5", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda9-cudnn7-avx-mkl-trt5/fluid_inference.tgz>`_", 
+    "ubuntu14.04_cuda10.0_cudnn7_avx_mkl_trt5", "`fluid_inference.tgz <https://paddle-inference-lib.bj.bcebos.com/1.6.0-gpu-cuda10-cudnn7-avx-mkl-trt5/fluid_inference.tgz>`_", 
+
+**Note:所提供的C++预测库均使用GCC 4.8编译。**
 
 从源码编译
 ----------
 用户也可以从 PaddlePaddle 核心代码编译C++预测库，只需在编译时配制下面这些编译选项：
 
-============================  =========
+============================  =============
 选项                           值
-============================  =========
+============================  =============
 CMAKE_BUILD_TYPE              Release
 FLUID_INFERENCE_INSTALL_DIR   安装路径
 WITH_PYTHON                   OFF（推荐）
 ON_INFER                      ON（推荐）
 WITH_GPU                      ON/OFF
 WITH_MKL                      ON/OFF
-============================  =========
+============================  =============
 
 建议按照推荐值设置，以避免链接不必要的库。其它可选编译选项按需进行设定。
 

doc/fluid/advanced_usage/deploy/inference/paddle_gpu_benchmark.md

-# TensorRT库性能测试
-
-## 测试环境
-- CPU:Intel(R) Xeon(R) Gold 5117 CPU @ 2.00GHz GPU:Tesla P4
-- TensorRT4.0, CUDA8.0, CUDNNV7
-- 测试模型 ResNet50，MobileNet，ResNet101, Inception V3.
-
-## 测试对象
-**PaddlePaddle, Pytorch, Tensorflow**
-
-- 在测试中，PaddlePaddle使用子图优化的方式集成了TensorRT, 模型[地址](https://github.com/PaddlePaddle/models/tree/develop/PaddleCV/image_classification/models)。
-- Pytorch使用了原生的实现, 模型[地址1](https://github.com/pytorch/vision/tree/master/torchvision/models)、[地址2](https://github.com/marvis/pytorch-mobilenet)。
-- 对TensorFlow测试包括了对TF的原生的测试，和对TF—TRT的测试，**对TF—TRT的测试并没有达到预期的效果，后期会对其进行补充**， 模型[地址](https://github.com/tensorflow/models)。
-
-
-### ResNet50
-
-|batch_size|PaddlePaddle(ms)|Pytorch(ms)|TensorFlow(ms)|
-|---|---|---|---|
-|1|4.64117 |16.3|10.878|
-|5|6.90622| 22.9 |20.62|
-|10|7.9758 |40.6|34.36|
-
-### MobileNet
-|batch_size|PaddlePaddle(ms)|Pytorch(ms)|TensorFlow(ms)|
-|---|---|---|---|
-|1| 1.7541 | 7.8 |2.72|
-|5| 3.04666 | 7.8 |3.19|
-|10|4.19478 | 14.47 |4.25|
-
-### ResNet101
-|batch_size|PaddlePaddle(ms)|Pytorch(ms)|TensorFlow(ms)|
-|---|---|---|---|
-|1|8.95767| 22.48 |18.78|
-|5|12.9811 | 33.88 |34.84|
-|10|14.1463| 61.97 |57.94|
-
-
-### Inception v3
-|batch_size|PaddlePaddle(ms)|Pytorch(ms)|TensorFlow(ms)|
-|---|---|---|---|
-|1|15.1613 | 24.2 |19.1|
-|5|18.5373 | 34.8 |27.2|
-|10|19.2781| 54.8 |36.7|
-
-
-
-