From 595ca692510ff6522f00fc1544fde16f58966336 Mon Sep 17 00:00:00 2001 From: chenjian Date: Mon, 30 Jan 2023 19:22:59 +0800 Subject: [PATCH] [Doc] Add doc for vdl serving (#1110) * add doc for vdl serving * add doc for vdl serving * add doc for vdl serving * fix link * fix link * fix gif size * fix gif size * add english version * fix links * fix links * update format * update docs * update docs * update docs * update docs * update docs * update docs --------- Co-authored-by: heliqi <1101791222@qq.com> --- examples/text/ernie-3.0/serving/README.md | 15 ++ examples/text/ernie-3.0/serving/README_CN.md | 14 ++ examples/text/uie/serving/README.md | 17 +- examples/text/uie/serving/README_CN.md | 14 ++ .../paddleclas/serving/README.md | 36 ++-- .../paddleclas/serving/README_CN.md | 14 ++ .../paddledetection/serving/README.md | 29 +++- .../paddledetection/serving/README_CN.md | 16 ++ .../serving/ppdet_request.json | 15 ++ .../vision/detection/yolov5/serving/README.md | 14 ++ .../detection/yolov5/serving/README_CN.md | 15 ++ .../vision/ocr/PP-OCRv3/serving/README.md | 17 +- .../vision/ocr/PP-OCRv3/serving/README_CN.md | 14 ++ serving/README.md | 6 +- serving/README_CN.md | 1 + serving/docs/EN/client-en.md | 85 +++++++++- serving/docs/EN/vdl_management-en.md | 155 ++++++++++++++++++ serving/docs/zh_CN/client.md | 86 +++++++++- serving/docs/zh_CN/vdl_management.md | 155 ++++++++++++++++++ 19 files changed, 689 insertions(+), 29 deletions(-) create mode 100644 examples/vision/detection/paddledetection/serving/ppdet_request.json create mode 100644 serving/docs/EN/vdl_management-en.md create mode 100644 serving/docs/zh_CN/vdl_management.md diff --git a/examples/text/ernie-3.0/serving/README.md b/examples/text/ernie-3.0/serving/README.md index 0aa9faa23b..3815e9d1e4 100644 --- a/examples/text/ernie-3.0/serving/README.md +++ b/examples/text/ernie-3.0/serving/README.md @@ -175,3 +175,18 @@ entity: 华夏 label: LOC pos: [14, 15] ## Configuration Modification The current classification task (ernie_seqcls_model/config.pbtxt) is by default configured to run the OpenVINO engine on CPU; the sequence labelling task is by default configured to run the Paddle engine on GPU. If you want to run on CPU/GPU or other inference engines, you should modify the configuration. please refer to the [configuration document.](../../../../serving/docs/EN/model_configuration-en.md) + +## Use VisualDL for serving deployment visualization + +You can use VisualDL for [serving deployment visualization](../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of ERNIE 3.0 by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./text/ernie-3.0/serving/models +2. Download the model resource file: click the ernie_seqcls_model model, click the version number 1 to add the pre-training model, and select the text classification model ernie_3.0_ernie_seqcls_model to download. Click the ernie_tokencls_model model, click the version number 1 to add the pre-training model, and select the text classification model ernie_tokencls_model to download. +3. Start the service: Click the "launch server" button and input the launch parameters. +``` + +

+ +

diff --git a/examples/text/ernie-3.0/serving/README_CN.md b/examples/text/ernie-3.0/serving/README_CN.md index c6de52c227..9aaece55ee 100644 --- a/examples/text/ernie-3.0/serving/README_CN.md +++ b/examples/text/ernie-3.0/serving/README_CN.md @@ -175,3 +175,17 @@ entity: 华夏 label: LOC pos: [14, 15] ## 配置修改 当前分类任务(ernie_seqcls_model/config.pbtxt)默认配置在CPU上运行OpenVINO引擎; 序列标注任务默认配置在GPU上运行Paddle引擎。如果要在CPU/GPU或其他推理引擎上运行, 需要修改配置，详情请参考[配置文档](../../../../serving/docs/zh_CN/model_configuration.md) + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对ERNIE 3.0进行服务化部署只需要如下三步： +```text +1. 载入模型库：./text/ernie-3.0/serving/models +2. 下载模型资源文件：点击ernie_seqcls_model模型，点击版本号1添加预训练模型，选择文本分类模型ernie_3.0_ernie_seqcls_model进行下载。点击ernie_tokencls_model模型，点击版本号1添加预训练模型，选择文本分类模型ernie_tokencls_model进行下载。 +3. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

diff --git a/examples/text/uie/serving/README.md b/examples/text/uie/serving/README.md index fb13f54aad..37e893ad85 100644 --- a/examples/text/uie/serving/README.md +++ b/examples/text/uie/serving/README.md @@ -1,4 +1,4 @@ -English | [简体中文](README_CN.md) +English | [简体中文](README_CN.md) # Example of UIE Serving Deployment @@ -144,3 +144,18 @@ results: ## Configuration Modification The current configuration is by default to run the paddle engine on CPU. If you want to run on CPU/GPU or other inference engines, modifying the configuration is needed.Please refer to [Configuration Document](../../../../serving/docs/EN/model_configuration-en.md). + +## Use VisualDL for serving deployment visualization + +You can use VisualDL for [serving deployment visualization](../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of UIE by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./text/uie/serving/models +2. Download the model resource file: click the uie model, click the version number 1 to add the pre-training model, and select the text information extraction model uie-base to download. +3. Start the service: Click the "launch server" button and input the launch parameters. +``` + +

+ +

diff --git a/examples/text/uie/serving/README_CN.md b/examples/text/uie/serving/README_CN.md index f47c6dd4d0..cb2e04ed12 100644 --- a/examples/text/uie/serving/README_CN.md +++ b/examples/text/uie/serving/README_CN.md @@ -143,3 +143,17 @@ results: ## 配置修改 当前默认配置在GPU上运行Paddle引擎,如果要在CPU/GPU或其他推理引擎上运行, 需要修改配置，详情请参考[配置文档](../../../../serving/docs/zh_CN/model_configuration.md) + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对UIE进行服务化部署只需要如下三步： +```text +1. 载入模型库：./text/uie/serving/models +2. 下载模型资源文件：点击uie模型，点击版本号1添加预训练模型，选择信息抽取模型uie-base进行下载 +3. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

diff --git a/examples/vision/classification/paddleclas/serving/README.md b/examples/vision/classification/paddleclas/serving/README.md index be75cd001e..faca10d0fa 100644 --- a/examples/vision/classification/paddleclas/serving/README.md +++ b/examples/vision/classification/paddleclas/serving/README.md @@ -1,7 +1,7 @@ English | [简体中文](README_CN.md) # PaddleClas Service Deployment Example -Before the service deployment, please confirm +Before the service deployment, please confirm - 1. Refer to [FastDeploy Service Deployment](../../../../../serving/README.md) for software and hardware environment requirements and image pull commands. @@ -13,12 +13,12 @@ Before the service deployment, please confirm git clone https://github.com/PaddlePaddle/FastDeploy.git cd FastDeploy/examples/vision/classification/paddleclas/serving -# Download ResNet50_vd model files and test images +# Download ResNet50_vd model files and test images wget https://bj.bcebos.com/paddlehub/fastdeploy/ResNet50_vd_infer.tgz tar -xvf ResNet50_vd_infer.tgz wget https://gitee.com/paddlepaddle/PaddleClas/raw/release/2.4/deploy/images/ImageNet/ILSVRC2012_val_00000010.jpeg -# Put the configuration file into the preprocessing directory +# Put the configuration file into the preprocessing directory mv ResNet50_vd_infer/inference_cls.yaml models/preprocess/1/inference_cls.yaml # Place the model under models/runtime/1 and rename them to model.pdmodel和model.pdiparams @@ -26,12 +26,12 @@ mv ResNet50_vd_infer/inference.pdmodel models/runtime/1/model.pdmodel mv ResNet50_vd_infer/inference.pdiparams models/runtime/1/model.pdiparams # Pull the fastdeploy image (x.y.z represent the image version. Refer to the serving document to replace them with numbers) -# GPU image +# GPU image docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.4-21.10 -# CPU image +# CPU image docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.y.z-cpu-only-21.10 -# Run the container named fd_serving and mount it in the /serving directory of the container +# Run the container named fd_serving and mount it in the /serving directory of the container nvidia-docker run -it --net=host --name fd_serving -v `pwd`/:/serving registry.baidubce.com/paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.4-21.10 bash # Start the service (The CUDA_VISIBLE_DEVICES environment variable is not set, which entitles the scheduling authority of all GPU cards) @@ -43,7 +43,7 @@ CUDA_VISIBLE_DEVICES=0 fastdeployserver --model-repository=/serving/models --bac >> If "Address already in use" appears when running fastdeployserver to start the service, use `--grpc-port` to specify the port number and change the request port number in the client demo. ->> Other startup parameters can be checked by fastdeployserver --help +>> Other startup parameters can be checked by fastdeployserver --help Successful service start brings the following output: ``` @@ -54,17 +54,17 @@ I0928 04:51:15.826578 206 http_server.cc:167] Started Metrics Service at 0.0.0.0 ``` -## Client Request +## Client Request Execute the following command in the physical machine to send the grpc request and output the result ``` -# Download test images +# Download test images wget https://gitee.com/paddlepaddle/PaddleClas/raw/release/2.4/deploy/images/ImageNet/ILSVRC2012_val_00000010.jpeg -# Install client dependencies +# Install client dependencies python3 -m pip install tritonclient\[all\] -# Send the request +# Send the request python3 paddlecls_grpc_client.py ``` @@ -77,3 +77,17 @@ output_name: CLAS_RESULT ## Configuration Change The current default configuration runs the TensorRT engine on GPU. If you want to run it on CPU or other inference engines, please modify the configuration in `models/runtime/config.pbtxt`. Refer to [Configuration Document](../../../../../serving/docs/EN/model_configuration-en.md) for more information. + +## Use VisualDL for serving deployment visualization + +You can use VisualDL for [serving deployment visualization](../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of PaddleClas by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./vision/classification/paddleclas/serving/models +2. Download the model resource file: click the runtime model, click the version number 1 to add the pre-training model, and select the image classification model ResNet50_vd to download. +3. Start the service: Click the "launch server" button and input the launch parameters. +``` +

+ +

diff --git a/examples/vision/classification/paddleclas/serving/README_CN.md b/examples/vision/classification/paddleclas/serving/README_CN.md index ea8abdf1bd..db460a4bc4 100644 --- a/examples/vision/classification/paddleclas/serving/README_CN.md +++ b/examples/vision/classification/paddleclas/serving/README_CN.md @@ -77,3 +77,17 @@ output_name: CLAS_RESULT ## 配置修改 当前默认配置在GPU上运行TensorRT引擎， 如果要在CPU或其他推理引擎上运行。 需要修改`models/runtime/config.pbtxt`中配置，详情请参考[配置文档](../../../../../serving/docs/zh_CN/model_configuration.md) + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对PaddleClas进行服务化部署只需要如下三步： +```text +1. 载入模型库：./vision/classification/paddleclas/serving/models +2. 下载模型资源文件：点击runtime模型，点击版本号1添加预训练模型，选择图像分类模型ResNet50_vd进行下载。 +3. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

diff --git a/examples/vision/detection/paddledetection/serving/README.md b/examples/vision/detection/paddledetection/serving/README.md index 0957333ad4..2878b62ad5 100644 --- a/examples/vision/detection/paddledetection/serving/README.md +++ b/examples/vision/detection/paddledetection/serving/README.md @@ -17,12 +17,12 @@ Confirm before the serving deployment git clone https://github.com/PaddlePaddle/FastDeploy.git cd FastDeploy/examples/vision/detection/paddledetection/serving -# Download PPYOLOE model files and test images +# Download PPYOLOE model files and test images wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco.tgz wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg tar xvf ppyoloe_crn_l_300e_coco.tgz -# Put the configuration file into the preprocessing directory +# Put the configuration file into the preprocessing directory mv ppyoloe_crn_l_300e_coco/infer_cfg.yml models/preprocess/1/ # Place the model under models/runtime/1 and rename them to model.pdmodel and model.pdiparams @@ -36,14 +36,14 @@ cp models/runtime/ppyoloe_runtime_config.pbtxt models/runtime/config.pbtxt # Attention: Given that the mask_rcnn model has one more output, we need to rename mask_config.pbtxt to config.pbtxt in the postprocess directory (models/postprocess) -# Pull the FastDeploy image (x.y.z represent the image version. Users need to replace them with numbers) +# Pull the FastDeploy image (x.y.z represent the image version. Users need to replace them with numbers) # GPU image docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.4-21.10 # CPU image docker pull paddlepaddle/fastdeploy:z.y.z-cpu-only-21.10 -# Run the container named fd_serving and mount it in the /serving directory of the container +# Run the container named fd_serving and mount it in the /serving directory of the container nvidia-docker run -it --net=host --name fd_serving --shm-size="1g" -v `pwd`/:/serving registry.baidubce.com/paddlepaddle/fastdeploy:x.y.z-gpu-cuda11.4-trt8.4-21.10 bash # Start Service (The CUDA_VISIBLE_DEVICES environment variable is not set, which entitles the scheduling authority of all GPU cards) @@ -68,14 +68,14 @@ I0928 04:51:15.826578 206 http_server.cc:167] Started Metrics Service at 0.0.0.0 ``` -## Client Request +## Client Request Execute the following command in the physical machine to send the grpc request and output the results ``` -# Download test images +# Download test images wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg -# Install client dependencies +# Install client dependencies python3 -m pip install tritonclient[all] # Send requests @@ -93,3 +93,18 @@ output_name: DET_RESULT ## Configuration Change The current default configuration runs on GPU. If you want to run it on CPU or other inference engines, please modify the configuration in `models/runtime/config.pbtxt`. Refer to [Configuration Document](../../../../../serving/docs/EN/model_configuration-en.md) for more information. + +## Use VisualDL for serving deployment visualization + +You can use VisualDL for [serving deployment visualization](../../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of PaddleDetection by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./vision/detection/paddledetection/serving/models +2. Download the model resource file: click the preprocess model, click the version number 1 to add the pre-training model, and select the detection model ppyoloe_crn_l_300e_coco to download. click the runtime model, click the version number 1 to add the pre-training model, and select the detection model ppyoloe_crn_l_300e_coco to download. +3. Set startup config file: click the "ensemble configuration" button, choose configuration file ppyoloe_config.pbtxt, then click the "set as startup config" button. click the runtime model, choose configuration file ppyoloe_runtime_config.pbtxt, then click the "set as startup config" button. +4. Start the service: Click the "launch server" button and input the launch parameters. +``` +

+ +

diff --git a/examples/vision/detection/paddledetection/serving/README_CN.md b/examples/vision/detection/paddledetection/serving/README_CN.md index cc1fc2f5b0..c908816a9e 100644 --- a/examples/vision/detection/paddledetection/serving/README_CN.md +++ b/examples/vision/detection/paddledetection/serving/README_CN.md @@ -93,3 +93,19 @@ output_name: DET_RESULT ## 配置修改 当前默认配置在GPU上运行Paddle引擎， 如果要在CPU或其他推理引擎上运行。 需要修改`models/runtime/config.pbtxt`中配置，详情请参考[配置文档](../../../../../serving/docs/zh_CN/model_configuration.md) + + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对PaddleDetection进行服务化部署只需要如下三步： +```text +1. 载入模型库：./vision/detection/paddledetection/serving/models +2. 下载模型资源文件：点击preprocess模型，点击版本号1添加预训练模型，选择检测模型ppyoloe_crn_l_300e_coco进行下载，此时preprocess中将会有资源文件infer_cfg.yml。点击runtime模型，点击版本号1添加预训练模型，选择检测模型ppyoloe_crn_l_300e_coco进行下载，此时runtime中将会有资源文件model.pdmodel和model.pdiparams。 +3. 设置启动配置文件：点击ensemble配置按钮，选择配置文件ppyoloe_config.pbtxt，并设为启动配置文件。点击runtime模型，选择配置文件ppyoloe_runtime_config.pbtxt，并设为启动配置文件。 +4. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

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[0, 132, 102], [0, 109, 85], [8, 143, 117], [0, 70, 54], [0, 126, 100], [0, 94, 74], [5, 86, 67], [6, 85, 64], [0, 53, 35], [0, 91, 67], [3, 82, 61], [0, 69, 52], [12, 110, 86], [9, 103, 79], [8, 93, 71], [13, 146, 114], [16, 118, 93], [5, 106, 81], [8, 112, 89], [65, 147, 129], [23, 150, 124], [37, 149, 125], [70, 169, 149], [0, 120, 96], [27, 132, 113], [79, 183, 166], [12, 153, 132], [3, 147, 128], [19, 148, 141], [0, 137, 112], [3, 144, 129], [0, 123, 117], [32, 170, 152], [53, 165, 153], [0, 132, 118], [44, 151, 124], [63, 171, 152], [0, 96, 73], [17, 140, 112], [28, 145, 118], [27, 145, 120], [45, 145, 123], [19, 135, 106], [82, 180, 150], [70, 158, 135], [31, 139, 110], [29, 132, 101], [77, 179, 151], [25, 110, 88], [4, 129, 103], [10, 130, 105], [31, 132, 106], [8, 144, 116], [23, 133, 109], [9, 101, 82], [0, 87, 68], [8, 113, 92], [32, 149, 126], [29, 148, 127], [40, 148, 129]]] + } + ], + "outputs": [ + { + "name": "DET_RESULT" + } + ] +} diff --git a/examples/vision/detection/yolov5/serving/README.md b/examples/vision/detection/yolov5/serving/README.md index 3f125013fa..f22ef57edd 100644 --- a/examples/vision/detection/yolov5/serving/README.md +++ b/examples/vision/detection/yolov5/serving/README.md @@ -56,3 +56,17 @@ output_name: detction_result The default is to run ONNXRuntime on CPU. If developers need to run it on GPU or other inference engines, please see the [Configs File](../../../../../serving/docs/EN/model_configuration-en.md) to modify the configs in `models/runtime/config.pbtxt`. + +## Use VisualDL for serving deployment visualization + +You can use VisualDL for [serving deployment visualization](../../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of yolov5 by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./vision/detection/yolov5/serving/models +2. Download the model resource file: click the runtime model, click the version number 1 to add the pre-training model, and select the detection model yolov5s to download. +3. Start the service: Click the "launch server" button and input the launch parameters. +``` +

+ +

diff --git a/examples/vision/detection/yolov5/serving/README_CN.md b/examples/vision/detection/yolov5/serving/README_CN.md index 4fc0b3800e..c7971a9a93 100644 --- a/examples/vision/detection/yolov5/serving/README_CN.md +++ b/examples/vision/detection/yolov5/serving/README_CN.md @@ -65,3 +65,18 @@ output_name: detction_result ## 配置修改 当前默认配置在CPU上运行ONNXRuntime引擎， 如果要在GPU或其他推理引擎上运行。 需要修改`models/runtime/config.pbtxt`中配置，详情请参考[配置文档](../../../../../serving/docs/zh_CN/model_configuration.md) + + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对yolov5进行服务化部署只需要如下三步： +```text +1. 载入模型库：./vision/detection/yolov5/serving/models +2. 下载模型资源文件：点击runtime模型，点击版本号1添加预训练模型，选择检测模型yolov5s进行下载。 +3. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

diff --git a/examples/vision/ocr/PP-OCRv3/serving/README.md b/examples/vision/ocr/PP-OCRv3/serving/README.md index b12868422a..d7ccee2cd0 100755 --- a/examples/vision/ocr/PP-OCRv3/serving/README.md +++ b/examples/vision/ocr/PP-OCRv3/serving/README.md @@ -1,7 +1,7 @@ English | [简体中文](README_CN.md) # PP-OCR Serving Deployment Example -Before the serving deployment, please confirm +Before the serving deployment, please confirm - 1. Refer to [FastDeploy Serving Deployment](../../../../../serving/README.md) for software and hardware environment requirements and image pull commands @@ -73,7 +73,7 @@ fastdeployserver --model-repository=/ocr_serving/models Parameter: - `model-repository`(required): The storage path of the entire model streaming_pp_tts. - - `http-port`(optional): Port number for the HTTP service. Default: `8000`. This port is not used in this example. + - `http-port`(optional): Port number for the HTTP service. Default: `8000`. This port is not used in this example. - `grpc-port`(optional): Port number for the GRPC service. Default: `8001`. - `metrics-port`(optional): Port number for the serer metric. Default: `8002`. This port is not used in this example. @@ -92,3 +92,16 @@ python3 client.py ## Configuration Change The current default configuration runs on GPU. If you want to run it on CPU or other inference engines, please modify the configuration in `models/runtime/config.pbtxt`. Refer to [Configuration Document](../../../../../serving/docs/EN/model_configuration-en.md) for more information. + +## Use VisualDL for serving deployment visualization +You can use VisualDL for [serving deployment visualization](../../../../../serving/docs/EN/vdl_management-en.md) , the above model preparation, deployment, configuration modification and client request operations can all be performed based on VisualDL. + +The serving deployment of PP-OCR by VisualDL only needs the following three steps: +```text +1. Load the model repository: ./vision/ocr/PP-OCRv3/serving +2. Download the model resource file: click the det_runtime model, click the version number 1 to add the pre-training model, and select the text recognition model ch_PP-OCRv3_det to download. click the cls_runtime model, click the version number 1 to add the pre-training model, and select the text recognition model ch_ppocr_mobile_v2.0_cls to download. click the rec_runtime model, click the version number 1 to add the pre-training model, and select the text recognition model ch_PP-OCRv3_rec to download. click the rec_postprocess model, click the version number 1 to add the pre-training model, and select the text recognition model ch_PP-OCRv3_rec to download. +3. Start the service: Click the "launch server" button and input the launch parameters. +``` +

+ +

diff --git a/examples/vision/ocr/PP-OCRv3/serving/README_CN.md b/examples/vision/ocr/PP-OCRv3/serving/README_CN.md index 3f68e69ff4..6b569324dc 100644 --- a/examples/vision/ocr/PP-OCRv3/serving/README_CN.md +++ b/examples/vision/ocr/PP-OCRv3/serving/README_CN.md @@ -93,3 +93,17 @@ python3 client.py ## 配置修改 当前默认配置在GPU上运行， 如果要在CPU或其他推理引擎上运行。 需要修改`models/runtime/config.pbtxt`中配置，详情请参考[配置文档](../../../../../serving/docs/zh_CN/model_configuration.md) + +## 使用VisualDL进行可视化部署 + +可以使用VisualDL进行[Serving可视化部署](../../../../../serving/docs/zh_CN/vdl_management.md)，上述启动服务、配置修改以及客户端请求的操作都可以基于VisualDL进行。 + +通过VisualDL的可视化界面对PP-OCR进行服务化部署只需要如下三步： +```text +1. 载入模型库：./vision/ocr/PP-OCRv3/serving +2. 下载模型资源文件：点击det_runtime模型，点击版本号1添加预训练模型，选择文字识别模型ch_PP-OCRv3_det进行下载。点击cls_runtime模型，点击版本号1添加预训练模型，选择文字识别模型ch_ppocr_mobile_v2.0_cls进行下载。点击rec_runtime模型，点击版本号1添加预训练模型，选择文字识别模型ch_PP-OCRv3_rec进行下载。点击rec_postprocess模型，点击版本号1添加预训练模型，选择文字识别模型ch_PP-OCRv3_rec进行下载。 +3. 启动服务：点击启动服务按钮，输入启动参数。 +``` +

+ +

diff --git a/serving/README.md b/serving/README.md index 49e36e4013..61b5ede11d 100644 --- a/serving/README.md +++ b/serving/README.md @@ -37,9 +37,11 @@ Users can also compile the image by themselves according to their own needs, ref ## Other Tutorials -- [How to Prepare Serving Model Repository](docs/EN/model_repository-en.md) -- [Serving Deployment Configuration for Runtime](docs/EN/model_configuration-en.md) +- [How to Prepare Serving Model Repository](docs/EN/model_repository-en.md) +- [Serving Deployment Configuration for Runtime](docs/EN/model_configuration-en.md) - [Demo of Serving Deployment](docs/EN/demo-en.md) +- [Client Access Instruction](docs/EN/client-en.md) +- [Serving deployment visualization](docs/EN/vdl_management-en.md) ### Serving Deployment Demo diff --git a/serving/README_CN.md b/serving/README_CN.md index f3f436f641..f961f4eaf0 100644 --- a/serving/README_CN.md +++ b/serving/README_CN.md @@ -34,6 +34,7 @@ docker pull registry.baidubce.com/paddlepaddle/fastdeploy:1.0.2-gpu-cuda11.4-trt - [模型配置说明](docs/zh_CN/model_configuration.md) (说明runtime的配置选项) - [服务化部署示例](docs/zh_CN/demo.md) (服务化部署示例) - [客户端访问说明](docs/zh_CN/client.md) (客户端访问说明) +- [Serving可视化部署](docs/zh_CN/vdl_management.md) (Serving可视化部署) ### 服务化部署示例 diff --git a/serving/docs/EN/client-en.md b/serving/docs/EN/client-en.md index 302de368e8..f9e0880023 100644 --- a/serving/docs/EN/client-en.md +++ b/serving/docs/EN/client-en.md @@ -306,7 +306,7 @@ message ModelInferResponse ## Client Tools -You can use HTTP client tool to request HTTP server or GRPC client tool for GRPC server once you get to know the interface provided by fastdeployserver. When fastdeployserver starts, port 8000 is used to respond to HTTP requests and port 8001 is used to respond to GRPC requests by default. +You can use HTTP client tool to request HTTP server or GRPC client tool for GRPC server once you get to know the interface provided by fastdeployserver. When fastdeployserver starts, port 8000 is used to respond to HTTP requests and port 8001 is used to respond to GRPC requests by default. Besides, you can use VisualDL as [fastdeploy client](#use-visualdl-as-fastdeploy-client-for-request-visualization) for request visualization. ### Using HTTP client @@ -368,7 +368,7 @@ Here is how to use tritonclient and requests library to access fastdeployserver ``` 2. Using requests to access service - + Install requests ```bash pip install requests @@ -478,3 +478,84 @@ Tritonclient\[grpc\] provides a client using GRPC and encapsulates the interacti 'yolov5', inputs, model_version='1', outputs=outputs) # Request inference response_outputs = response.as_numpy('detction_result') # Get results based on output variable name. ``` + + +### Use VisualDL as fastdeploy client for request visualization + +The FastDeploy Client component is mainly used to quickly access the fastdeployserver service, to help users visualize prediction requests and results, and make quick verification of deployed services. This component is developed based on the gradio. +

+ +

+ +#### Usage + +Install VisualDL (version>=2.5.0) + +```shell +python3 -m pip install visualdl +``` + +use command + +```shell +visualdl --host 0.0.0.0 --port 8080 +``` + +Then open `http://127.0.0.1:8080` in the browser (please replace it with the ip of the machine that starts visualdl if not localhost), you can see the component tab of FastDeploy Client. + +#### Function Description + +The client component is mainly divided into four parts. The first part is the parameter setting area of the fastdeployserver service, including the ip and port number of the http service, the port number of the metrics service, the model name and version number of the http inference service to be requested. The second part is the input and output area of the model, which helps users visualize prediction requests and results. The third part is the metrics area of the service, which is used to display the current performance metrics of the service. The fourth part is used to display the execution status of each operation. + +

+ +

+ +- Parameter setting area of fastdeployserver service + + Set the ip address and port information of the server to be requested, as well as the model name and version number to perform inference. Subsequent requests will be sent to the set address. + + +- Input and output areas of the model + + Currently, there are two ways to access the service. The first one is "component form". This method will directly obtain the input and output of the model deployed on the server, and represent input and output variables by the components of Gradio. Each input and output variable is equipped with a text component and an image component. The user selects the corresponding component to use according to the actual type of the variable. For example, if the variable is image data, use the image component to input it, and if it is text, use the text component to input it. The returned data is also visualized through components. Since the visualization operations of different tasks are different, the task type selection is provided above. When the task type is not specified, the output variable is only displayed with the text component, displaying the original data returned by the server. When the task type is specified, the returned data will be parsed and displayed visually using the image component. +

+ +

+ + + The second is "original form", which is equivalent to an original http client, where the payload (json body) of the http request is input in the input text box, and the original payload returned by the server is displayed in the output text box. For example, request payload for [paddledetection](../../../examples/vision/detection/paddledetection/serving/README.md) is as follows, complete content can be found in [file](../../../examples/vision/detection/paddledetection/serving/ppdet_request.json). + + ```json + { + "inputs": [ + { + "name": "INPUT", + "shape": [1, 404, 640, 3], + "datatype": "UINT8", + "data": image content + }, + "outputs": [ + { + "name": "DET_RESULT" + } + ] + } + ``` + + +

+ +

+ + +- Service metrics area + + It is used to display the performance information returned by the fastdeployserver metrics service, including the execution statistics for each request, response delay, and the utilization rate of computing devices in the environment. + +

+ +

+- Execution status display area + + Displays the status of all operations performed on the client component. When the user clicks the "get model input and output", "submit request" and "update metrics" buttons, if an exception occurs, the execution status display area will show the exception messages. And if the execution is successful, there will be a corresponding tips so that the user can know the execution successes. diff --git a/serving/docs/EN/vdl_management-en.md b/serving/docs/EN/vdl_management-en.md new file mode 100644 index 0000000000..643a2c2342 --- /dev/null +++ b/serving/docs/EN/vdl_management-en.md @@ -0,0 +1,155 @@ +# Serving deployment visualization + +### Introduction + +[VisualDL](https://github.com/PaddlePaddle/VisualDL/blob/develop/README_CN.md) is a visualization tool of PaddlePaddle, provides a variety of charts to show the trends of parameters, and visualizes model structures, data samples, high-dimensional data distributions, etc. After version 2.5, a new feature of serving deployment visualization is added. It mainly provides the functions of loading and editing the model repository, service management and monitoring, and providing the client to test service. You can directly load a initial model repository in FastDeploy examples, and complete the download of model resources required and modification of the model configuration file on VisualDL. Then start the fastdeployserver to deploy a certain model repository, monitor the service log and metrics, and help you make quick test and verification of deployed services. + +### Pre-requisite + +In order to use this function, you need to install fastdeployserver in the environment. You can directly use fastdeployserver by downloading the docker image of fastdeploy. + +- CPU docker image +```bash +docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-cpu-only-21.10 +``` +- GPU docker image +```bash +docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-gpu-cuda11.4-trt8.4-21.10 +``` + +You can enter a container using command +```bash +nvidia-docker run -it --net=host --name fd_serving -v `pwd`/:/FastDeploy registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-gpu-cuda11.4-trt8.4-21.10 bash +``` + +And install VisualDL in the container by +```python +python -m pip install visualdl +``` + +You can refer to the above command to obtain the image for use. For more information about fastdeploy serving deployment, please refer to the document [FastDeploy Serving Deployment](../../README.md). + +This article assumes that the user has started the fastdeploy docker image, has the fastdeployserver command in the environment, and installed visualdl>=2.5.0. Then visualdl can be used to manage the services. + +### Usage + +use command + +```shell +visualdl --host 0.0.0.0 --port 8080 +``` +Then open `http://127.0.0.1:8080` in the browser (please replace it with the ip of the machine that starts visualdl if not localhost), and you can see the component tab of FastDeploy Server. + +### Function Description + +The FastDeploy Server component mainly provides the functions of model repository loading and editing, services management and monitoring. +The following uses the examples directory as an example to describe the functions. You can first use the following commands to obtain the resources required by the example then open visualdl. +```bash +git clone https://github.com/PaddlePaddle/FastDeploy.git +cd FastDeploy/examples +visualdl --host 0.0.0.0 --port 8080 +``` +After entering the component tab of FastDeploy Server, you can + +1.Model repository loading and editing + + - **model repository Loading** + + Click the "load model repository" button to select the model repository path, and the "root path" is where visualdl starts. If the selected path is not a valid model repository path, you will be warned and please re-select. Open the model repository ./vision/detection/paddledetection/serving/models +

+ +

+ + + - **model configuration editor** + + In the model repository, models can be divided into basic models and ensemble models. The ensemble model is composed of basic models, and represents a pipeline formed by multiple basic models. For example, three basic models "preprocess", "runtime", and "postprocess" can form an ensemble model. What is displayed in the canvas is the composition of the ensemble model, and the current ensemble model and all basic models are listed on the right panel. +

+ +

+ + You can click the basic model on the right panel, or double-click the basic model on the canvas to open the configuration editor. Click the "ensemble configuration" button to open the configuration editor of the ensemble model. You can select the configuration file you want to view in the configuration editor. + +

+ +

+ + The current configuration editor provides functions for configuration modification and update, downloading model resources, and setting the startup configuration file of models when starting the service. + + + a. Configuration modification update + + When the user selects a configuration file, the configuration editor will display the configuration information in the selected configuration file. Currently, the configuration editor mainly supports you to modify the configuration of three attributes: maxBatchSize, instanceGroup, and optimization. The meanings and values of these three attributes are described as follows. + ```text + maxBatchSize: The maximum batch size allowed in inference. Please enter a non-negative integer, such as 16 + instanceGroup: Set hardware resources the server uses and how many instances are deployed. It contains three configurable items, count represents the number of deployed instances, please enter a non-negative integer, such as 2. kind indicates the type of device used, and you can choose KIND_CPU to indicate the use of CPU or KIND_GPU to indicate the use of GPU. When KIND_GPU is selected, gpus indicates that the GPU card numbers need to be used, please enter multiple integers separated by commas (,), such as using cards 2 and 3, i.e. 2,3 + optimization: Set the configuration of execution acceleration, you can configure the acceleration configuration of cpu and gpu separately. It contains the name of the backend, such as onnxruntime, and parameters related to the backend. The first text is filled with the parameter name, such as cpu_threads, and the second text is filled with the parameter value, such as 4 + ``` +

+ +

+ + When the "update" button is clicked, the content of the configuration file will be updated according to the user's modification, and the original configuration file will be backed up before the update. The backup configuration file is named as "{name}_vdlbackup_{time}. pbtxt", the backup configuration file is not allowed to be modified, which is used for configuration rollback. + + For a complete definition of the configuration file of a model repository, please refer to [proto definition](https://github.com/triton-inference-server/common/blob/main/protobuf/model_config.proto), document [Model Configuration introduction](./model_configuration-en.md) gives some brief explanation of the definition. + + b. Download model resources + + The versions property in configuration editor will list the resource files that exist in different versions of the current model. When you need to add or replace a pre-trained model under a certain version, you can click the version number to pop up the download box, select the name of the pre-trained model you want to add or replace, and the pre-trained model can be automatically downloaded as the model resources under version. Besides, model resource files are allowed to rename and delete. +

+ +

+ + c. Set the startup configuration file of models + + When fastdeployserver serves a the model repository, the configuration file used is config.pbtxt in each model directory. When there are multiple configuration files in the model directory, you can select a configuration file to set as the startup configuration file, the content of the selected configuration file will overwrite config.pbtxt. Therefore, this operation is equivalent to configuration rollback, which can be used to load the data of a backup configuration file into config.pbtxt, or to just select a configuration file as the startup configuration file. +

+ +

+ + +2.services management + + VisualDL provides management and monitoring functions for services. It mainly includes the functions of starting service, monitoring service, closing service and testing service. + + a. Start the service + + Click the "launch server" button to start a service, and the deployed model repository is the currently loaded one. You can configurate launch parameters of service on the launch parameters configuration editor. + The description of each launch parameter is as follows: + ```text + server-name: The service name specified by the user, which is used to name the deployed service for subsequent viewing. If not filled, the default service name is the process number pid of the service process + model-repository: The model repository to be deployed, which is the currently loaded model repository. + backend-config: Specify the backend configuration of service, the format is ,=, where backend_name is the backend name, such as python, tensorrt, etc., followed by the specific configurable items of the backend. The default value is python, shm-default-byte-size=10485760 + http-port: Specify the http service port of service, the default is 8000 + grpc-port: Specify the grpc service port of service, the default is 8001 + metrics-port: Specify the metrics query service port of service, the default is 8002 + gpus: Specify the number of gpus that can be used by the deployed service. If card 2 and card 3 are used, it is "2,3". If not filled, all available gpus will be used + ``` +

+ +

+ + b. Monitoring service + + At present, the monitoring of the started service is mainly realized by providing the user with the output information of the service, the metrics information, and the information of the deployed model repository. By default, the front-end will automatically update the monitored information every 10s, and you can also click the "update" button to manually update. + - Log (the output log of the service, which can be used to obtain the startup and loading status of the service, exception information, etc.) + - Metrics (obtain performance-related data by accessing the metric query service) + - Model repository configuration (used to view the model repository information deployed by the service) + +

+ +

+ + c. Shutting down the service + + Click the close tab on the left or the "shutdown" button to manually shut down a service. +

+ +

+ + d. Testing the service + + Click the "open client" button to open the client for quickly testing the service. The client is written based on gradio, and will automatically help you fill in basic information according to the launch parameters of the service. You can refer to [Use VisualDL as fastdeploy client for request visualization](./client-en.md#use-visualdl-as-fastdeploy-client-for-request-visualization) to use. +

+ +

diff --git a/serving/docs/zh_CN/client.md b/serving/docs/zh_CN/client.md index 44b2cec117..7c9f6977ef 100644 --- a/serving/docs/zh_CN/client.md +++ b/serving/docs/zh_CN/client.md @@ -6,7 +6,7 @@ fastdeployserver实现了由[kserve](https://github.com/kserve/kserve)提出的为机器学习模型推理服务而设计的[Predict Protocol协议](https://github.com/kserve/kserve/blob/master/docs/predict-api/v2/required_api.md) API，该API既简单易用同时又支持高性能部署的使用场景，目前提供基于HTTP和GRPC两种网络协议的访问方式。 -当fastdeployserver启动后，默认情况下，8000端口用于响应HTTP请求，8001端口用于响应GRPC请求。用户需要请求的资源通常有两种： +当fastdeployserver启动后，默认情况下，8000端口用于响应HTTP请求，8001端口用于响应GRPC请求。需要请求的资源通常有两种： ### **模型的元信息（metadata)** @@ -306,11 +306,11 @@ message ModelInferResponse ## 客户端工具 -了解了fastdeployserver服务提供的接口之后，用户可以HTTP客户端工具来请求HTTP服务器，或者是使用GRPC客户端工具请求GRPC服务器。默认情况下，fastdeployserver启动后，8000端口用于响应HTTP请求，8001端口用于响应GRPC请求。 +了解了fastdeployserver服务提供的接口之后，可以使用HTTP客户端工具来请求HTTP服务器，或者是使用GRPC客户端工具请求GRPC服务器。默认情况下，fastdeployserver启动后，8000端口用于响应HTTP请求，8001端口用于响应GRPC请求。此外，还可以使用[VisualDL提供的客户端进行可视化请求](#使用fastdeploy-client进行可视化请求)。 ### 使用HTTP客户端 -这里分别介绍如何使用tritonclient和requests库来访问fastdeployserver的HTTP服务，第一种工具是专门为模型服务做的客户端，对请求和响应进行了封装，方便用户使用。而第二种工具通用的http客户端工具，使用该工具进行访问可以帮助用户更好地理解上述原理描述中的数据结构。 +这里分别介绍如何使用tritonclient和requests库来访问fastdeployserver的HTTP服务，第一种工具是专门为模型服务做的客户端，对请求和响应进行了封装，方便开发者使用。而第二种工具通用的http客户端工具，使用该工具进行访问可以帮助开发者更好地理解上述原理描述中的数据结构。 一. 使用tritonclient访问服务 @@ -423,7 +423,7 @@ response = response.json() # 返回数据为json，以json格式解析后即为 ```bash pip install tritonclient[grpc] ``` -tritonclient\[grpc\]提供了使用GRPC的客户端，并且对GRPC的交互进行了封装，使得用户不用手动和服务端建立连接，也不用去直接使用grpc的stub去调用服务器的接口，而是封装后给用户提供了和tritonclient HTTP客户端一样的接口进行使用。 +tritonclient\[grpc\]提供了使用GRPC的客户端，并且对GRPC的交互进行了封装，使得不用手动和服务端建立连接，也不用去直接使用grpc的stub去调用服务器的接口，而是封装后给开发者提供了和tritonclient HTTP客户端一样的接口进行使用。 1.获取yolov5的模型元数据 ```python @@ -478,3 +478,81 @@ response = client.infer( 'yolov5', inputs, model_version='1', outputs=outputs) # 请求推理 response_outputs = response.as_numpy('detction_result') # 根据输出变量名获取结果 ``` + +### 使用fastdeploy client进行可视化请求 + +VisualDL提供客户端组件用于快速的访问fastdeployserver服务，帮助开发者进行预测请求和结果的可视化，对部署的服务进行快速验证。该页面基于gradio进行开发，向推理服务发送http请求并获取结果。 +

+ +

+ +#### 使用方式 + +安装VisualDL（版本需>=2.5.0) + +```shell +python3 -m pip install visualdl +``` + +使用命令 + +```shell +visualdl --host 0.0.0.0 --port 8080 +``` +接着在浏览器打开`http://127.0.0.1:8080`（如果浏览器和启动visualdl的机器不同，请替换为启动visualdl机器的ip），即可以看到FastDeploy Client的功能选项卡。 + +#### 功能说明 + +FastDeploy服务的客户端页面主要分四部分，第一部分为fastdeployserver服务的参数设置区，包括http服务的ip, 端口号，性能服务的端口号，要请求推理服务的模型名称和版本号。第二部分为模型的输入和输出区，帮助开发者对预测请求和返回结果进行可视化。第三部分为服务的性能统计区，用于展示服务当前的性能指标。第四部分用来显示各个操作的执行状态。 + +

+ +

+ +- fastdeployserver服务的参数设置区 + + 设置需要请求的服务器的ip地址和端口信息，以及要执行推理的模型名称和版本号。后续的请求都会发往所设置的地址。 + + +- 模型的输入和输出区 + + 当前提供两种访问服务的方式，第一种是"组件形式"，这种方式会通过服务器直接获取模型的输入和输出，并且通过gradio的组件来进行表示，每个输入和输出变量配有一个文本组件和一个图像组件，开发者根据变量的实际类型来选择对应组件进行使用，比如变量是图像数据则用图像组件输入，是文本则用文本组件进行输入。返回的数据也会通过组件进行可视化呈现。由于不同任务可视化的解析操作不同，因此上方提供了任务类型的选择，当不指定任务类型的时候，输出变量只用文本组件进行显示，显示服务器返回的原始数据。当指定了任务类型，将会对返回的数据进行解析，并且使用图像组件来可视化呈现出来。 +

+ +

+ + + 第二种是"原始形式"，这种方式相当于一个原始的http客户端，输入框中输入http请求的原始负载（一个json格式的http请求body），输出框中显示服务器返回的原始负载（返回的json格式的结果）。例如对于[paddledetection](../../../examples/vision/detection/paddledetection/serving/README_CN.md)的serving的请求内容格式如下，完整数据可以参考[数据文件](../../../examples/vision/detection/paddledetection/serving/ppdet_request.json)。 + + ```json + { + "inputs": [ + { + "name": "INPUT", + "shape": [1, 404, 640, 3], + "datatype": "UINT8", + "data": 具体的图像数据 + }, + "outputs": [ + { + "name": "DET_RESULT" + } + ] + } + ``` + +

+ +

+ + +- 服务的性能统计区 + + 用来显示通过fastdeployserver性能服务的端口请求回来的性能指标信息，包括各个模型响应请求的执行统计、延迟统计，以及环境中计算设备的利用率。 + +

+ +

+- 执行状态显示区 + + 显示在客户端界面执行的所有操作的情况，当开发者点击"获取模型输入输出"、"提交请求"和"更新统计数据"按钮的时候，如果发生异常，执行状态显示区会给出异常发生的原因，如果执行成功也会有相应提醒，以便开发者知道执行情况。 diff --git a/serving/docs/zh_CN/vdl_management.md b/serving/docs/zh_CN/vdl_management.md new file mode 100644 index 0000000000..b8cb7b368d --- /dev/null +++ b/serving/docs/zh_CN/vdl_management.md @@ -0,0 +1,155 @@ +# Serving可视化部署 + +### 概述 + +[VisualDL](https://github.com/PaddlePaddle/VisualDL/blob/develop/README_CN.md)是飞桨可视化分析工具，以丰富的图表呈现训练参数变化趋势、模型结构、数据样本、高维数据分布等，并在v2.5版本中新增了serving可视化部署的能力。VisualDL的serving可视化部署主要提供模型库载入和编辑，serving管理监控，以及提供客户端快速测试服务的功能。使用VisualDL可以直接载入一个比较初始的模型库，并完成模型库所需模型资源的下载、模型配置文件的数据修改，开启fastdeployserver服务化部署某个模型库，监控服务的状态和指标，并对已经部署的服务进行快速的测试验证。 + +### 环境要求 + +为了使用该功能，需要在环境里安装fastdeployserver。可以通过下载fastdeploy的docker镜像来直接使用fastdeployserver。 + +- CPU镜像 +```bash +docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-cpu-only-21.10 +``` +- GPU镜像 +```bash +docker pull registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-gpu-cuda11.4-trt8.4-21.10 +``` +使用如下命令可以进入容器 + +```bash +nvidia-docker run -it --net=host --name fd_serving -v `pwd`/:/FastDeploy registry.baidubce.com/paddlepaddle/fastdeploy:x.x.x-gpu-cuda11.4-trt8.4-21.10 bash +``` +在容器中使用如下命令可以安装VisualDL +```python +python -m pip install visualdl +``` + +可以参考上述命令来获取镜像并进行使用，关于镜像和服务化部署的更多说明，可以参考文档[FastDeploy 服务化部署](../../README_CN.md)。 + +本文假定用户已经启动了fastdeploy的镜像，环境中拥有了fastdeployserver命令，并且安装了visualdl>=2.5.0，以便能够正常使用VisualDL进行serving可视化部署。 + +### 使用方式 + +使用命令 + +```shell +visualdl --host 0.0.0.0 --port 8080 +``` +接着在浏览器打开`http://127.0.0.1:8080`（如果浏览器和启动visualdl的机器不同，请替换为启动visualdl机器的ip），即可以看到FastDeploy Server的功能选项卡。 + +### 功能说明 + +VisualDL的Serving可视化部署功能主要提供模型库载入和编辑、serving管理监控这两方面的功能。 +下面以examples目录为示例进行功能说明，可以先通过下列命令来获取示例所需要的资源并开启visualdl。 + +```bash +git clone https://github.com/PaddlePaddle/FastDeploy.git +cd FastDeploy/examples +visualdl --host 0.0.0.0 --port 8080 +``` +进入FastDeployServer的功能选项卡后， + +1.模型库载入和编辑 + + - **模型库载入** + + 点击"载入模型库"按钮选择模型库路径，可选路径的"根路径"为visualdl启动时所在的路径。如果所选择的路径不是一个有效的模型库路径，则会进行提醒。打开模型库./vision/detection/paddledetection/serving/models +

+ +

+ + + - **模型配置编辑** + + 在模型库中，模型可以分为基础模型和ensemble模型。ensemble模型由基础模型构成，表示多个基础模型形成的pipeline，如三个基础模型"preprocess","runtime","postprocess"可以构成一个ensemble模型。在画布中显示的即是ensemble模型的构成，右边列举了当前的ensemble模型和所有的基础模型。 +

+ +

+ + 用户可以通过单击右侧的基础模型列表，或者是双击图上的基础模型来打开对应模型的配置界面。点击"ensemble配置"按钮可以打开ensemble模型的配置界面。进入配置页面后可以选择需要查看的配置文件。 + +

+ +

+ + 当前配置页面提供配置修改更新、下载模型资源、以及设置启动服务时的模型配置文件的功能。 + + + a. 配置修改更新 + + 当用户选择某个配置文件的时候，配置界面将会展示所选配置文件里的配置信息。目前配置界面主要支持用户修改maxBatchSize、instanceGroup以及optimization三个属性的配置，这三个属性的含义和可修改值的说明如下。 + ```text + maxBatchSize: 设置模型推理时候，允许的最大batch size。请输入非负整数，如16 + instanceGroup: 设置服务器使用哪种硬件资源，分别部署多少个模型推理实例。其中包含三个可设置的项，count表示部署的模型实例个数，请输入非负整数，如2。kind表示使用的设备类型，可以选择KIND_CPU表示使用CPU或者KIND_GPU表示使用GPU。当选择KIND_GPU时，gpus表示需要使用GPU卡编号，请输入多个用逗号（,)分割的整数，如使用2号和3号卡，即输入2,3 + optimization: 设置执行加速的配置，可以分别配置cpu和gpu的加速配置。其中包含后端的名字name, 如onnxruntime，以及和该后端相关的参数配置，如添加一组参数的设置, 第一个框填参数名，如cpu_threads, 第二个框填参数值，如4 + ``` +

+ +

+ + 当点击更新按钮时，会根据用户的修改对配置文件的内容进行更新，并且在更新之前会对原有配置文件进行备份，备份的配置文件命名方式为"所选配置文件名_vdlbackup_时间.pbtxt"，备份的配置文件不允许进行修改，主要是用于配置的回滚操作。 + + 关于模型库的配置文件的完整定义可以参考[proto定义](https://github.com/triton-inference-server/common/blob/main/protobuf/model_config.proto)，文档[Model Configuration介绍](./model_configuration.md)对定义进行了一些简要说明。 + + b. 下载模型资源 + + 模型配置框的versions属性，将会列出当前模型所拥有的不同版本目录下存在的资源文件。当需要新增或者替换某个版本下的预训练模型时候，可以点击版本号，弹出预训练模型的下载框，选择希望新增或者替换的预训练模型名，即可以自动下载预训练模型作为该版本下的模型资源。此外，模型资源文件允许进行重命名和删除。 +

+ +

+ + c. 设置启动服务时的模型配置文件 + + 当使用fastdeployserver服务化部署模型库时候，所用到的配置文件是每个模型目录下的config.pbtxt，当模型目录下有多个提前准备好的配置文件时候，可以通过选择某个配置文件设置为启动配置文件，就会将所选择的配置文件的内容覆盖config.pbtxt。因此，这一操作相当于是配置回滚，可以用于将某个备份的配置文件的数据载入到config.pbtxt，也可以用于选定某一个配置文件作为服务载入模型时所用到的配置文件。 +

+ +

+ + +2.serving管理监控 + + VisualDL提供了对serving的管理监控功能。主要包括启动服务、监控服务、关闭服务、测试服务四个方面的功能。 + + a. 启动服务 + + 点击启动服务按钮，将会启动一个fastdeployserver服务，所启动的模型库即为当前载入的模型。在配置启动参数界面可以填写服务的启动参数。 + 各个启动参数的说明如下： + ```text + server-name: 用户指定的服务名称，用于给启动的服务命名，方便后续查看。如果没有填，默认服务名称为所启动服务进程的进程号pid + model-repository: 要部署的模型库，即为当前载入的模型库。 + backend-config: 指定服务的后端配置，格式为,=，其中backend_name为后端名称，如python、tensorrt等，后面接该后端的具体可配置项，提供的默认值为python,shm-default-byte-size=10485760 + http-port: 指定服务的http服务端口，默认为8000 + grpc-port: 指定服务的grpc服务端口，默认为8001 + metrics-port: 指定服务的性能查询服务端口，默认为8002 + gpus: 指定部署的服务能够使用的gpu号，如使用卡2和卡3，即为"2,3"，如果没有填，则会使用全部可获得的gpu + ``` +

+ +

+ + b. 监控服务 + + 目前主要通过提供给用户服务的输出信息、性能信息、以及所启动的模型库信息，来实现对所启动服务的监控。前端默认每10s会自动更新一下所监控的信息，用户也可以点击"更新数据"按钮进行手动更新。 + - 日志（服务进程的输出信息，可用于获取服务的启动和加载情况，异常信息等） + - 性能（通过访问服务的性能查询服务，获取性能相关数据） + - 模型库配置（用于查看服务所部署的模型库信息） + +

+ +

+ + c. 关闭服务 + + 点击左侧的关闭标签或者"关闭服务"按钮，可以手动关停某个服务。 +

+ +

+ + d. 测试服务 + + 点击"打开客户端"按钮，会打开快速测试服务的客户端界面。该界面基于gradio编写，并且会自动根据服务启动的参数，帮助用户填好基本的信息，用户可以参考 [使用fastdeploy client进行可视化请求服务](./client.md#使用fastdeploy-client进行可视化请求服务)进行使用。 +

+ +