From 10baa73a6460e6dd1ed896dbada47bbf20a2d8c8 Mon Sep 17 00:00:00 2001 From: "DESKTOP-I1T3DO3\\zzz" <1332177205@qq.com> Date: Mon, 9 May 2022 20:26:06 +0800 Subject: [PATCH] Mnasnet1_0 --- .gitignore | 1 + Mnasnet1_0/README.md | 327 + Mnasnet1_0/benchmark.aarch64 | Bin 0 -> 592104 bytes Mnasnet1_0/gen_dataset_info.py | 60 + Mnasnet1_0/imagenet_acc_eval.py | 183 + Mnasnet1_0/imagenet_torch_preprocess.py | 122 + Mnasnet1_0/mnasnet_prep_bin.info | 50000 ++++++++++++++++++++++ Mnasnet1_0/mnasnet_pth2onnx.py | 36 + Mnasnet1_0/requirements.txt | 6 + 9 files changed, 50735 insertions(+) create mode 100644 Mnasnet1_0/README.md create mode 100644 Mnasnet1_0/benchmark.aarch64 create mode 100644 Mnasnet1_0/gen_dataset_info.py create mode 100644 Mnasnet1_0/imagenet_acc_eval.py create mode 100644 Mnasnet1_0/imagenet_torch_preprocess.py create mode 100644 Mnasnet1_0/mnasnet_prep_bin.info create mode 100644 Mnasnet1_0/mnasnet_pth2onnx.py create mode 100644 Mnasnet1_0/requirements.txt diff --git a/.gitignore b/.gitignore index 3848e04a4d..3c64048c36 100644 --- a/.gitignore +++ b/.gitignore @@ -142,3 +142,4 @@ fusion_result.json unsupported_op.csv +Mnasnet1_0/env.sh diff --git a/Mnasnet1_0/README.md b/Mnasnet1_0/README.md new file mode 100644 index 0000000000..88696cee18 --- /dev/null +++ b/Mnasnet1_0/README.md @@ -0,0 +1,327 @@ +# Mnasnet1.0 Onnx模型端到端推理指导 +- [1 模型概述](#1-模型概述) + - [1.1 论文地址](#11-论文地址) + - [1.2 代码地址](#12-代码地址) +- [2 环境说明](#2-环境说明) + - [2.1 深度学习框架](#21-深度学习框架) + - [2.2 python第三方库](#22-python第三方库) +- [3 模型转换](#3-模型转换) + - [3.1 pth转onnx模型](#31-pth转onnx模型) + - [3.2 onnx转om模型](#32-onnx转om模型) +- [4 数据集预处理](#4-数据集预处理) + - [4.1 数据集获取](#41-数据集获取) + - [4.2 数据集预处理](#42-数据集预处理) + - [4.3 生成数据集信息文件](#43-生成数据集信息文件) +- [5 离线推理](#5-离线推理) + - [5.1 benchmark工具概述](#51-benchmark工具概述) + - [5.2 离线推理](#52-离线推理) +- [6 精度对比](#6-精度对比) + - [6.1 离线推理TopN精度统计](#61-离线推理TopN精度统计) + - [6.2 开源TopN精度](#62-开源TopN精度) + - [6.3 精度对比](#63-精度对比) +- [7 性能对比](#7-性能对比) + - [7.1 npu性能数据](#71-npu性能数据) + - [7.2 T4性能数据](#72-T4性能数据) + - [7.3 性能对比](#73-性能对比) + + + +## 1 模型概述 + +- **[论文地址](#11-论文地址)** + +- **[代码地址](#12-代码地址)** + +### 1.1 论文地址 +[Mnasnet论文](https://arxiv.org/pdf/1807.11626.pdf) + +### 1.2 代码地址 +[Mnasnet代码](https://github.com/pytorch/vision/blob/master/torchvision/models/mnasnet.py) +branch:master +commit id:91e03b91fd9bab19b4c295692455a1883831a932 +## 2 环境说明 + +- **[深度学习框架](#21-深度学习框架)** + +### 2.1 深度学习框架 +``` +CANN 5.0.1 + +torch == 1.5.0 +torchvision == 0.6.0 +onnx == 1.7.0 +``` + +### 2.2 python第三方库 + +``` +numpy == 1.20.3 +Pillow == 8.2.0 +opencv-python == 4.5.2.54 +``` + +**说明：** +> X86架构：pytorch，torchvision和onnx可以通过官方下载whl包安装，其它可以通过pip3.7 install 包名 安装 +> +> Arm架构：pytorch，torchvision和onnx可以通过源码编译安装，其它可以通过pip3.7 install 包名 安装 + +## 3 模型转换 + +- **[pth转onnx模型](#31-pth转onnx模型)** + +- **[onnx转om模型](#32-onnx转om模型)** + +### 3.1 pth转onnx模型 + +1.下载pth权重文件 +[Mnasnet1.0预训练pth权重文件](https://download.pytorch.org/models/mnasnet1.0_top1_73.512-f206786ef8.pth) +``` +wget https://download.pytorch.org/models/mnasnet1.0_top1_73.512-f206786ef8.pth +``` +文件MD5sum：02d9eb9b304e14cfe0e7ea057be465f0 + +2.Mnasnet1.0模型代码在torchvision里，安装torchvision，arm下需源码安装，参考torchvision官网，若安装过程报错请百度解决 +``` +git clone https://github.com/pytorch/vision +cd vision +python3.7 setup.py install +cd .. +``` +3.编写pth2onnx脚本mnasnet_pth2onnx.py + + **说明：** +>注意目前ATC支持的onnx算子版本为11 + +4.执行pth2onnx脚本，生成onnx模型文件 +``` +python3.7 mnasnet_pth2onnx.py ./mnasnet1.0_top1_73.512-f206786ef8.pth mnasnet1.0.onnx +``` + + **模型转换要点：** +>此模型转换为onnx不需要修改开源代码仓代码，故不需要特殊说明 + + +### 3.2 onnx转om模型 + +1.设置环境变量 +``` +source env.sh +``` +2.使用atc将onnx模型转换为om模型文件，工具使用方法可以参考[CANN V100R020C10 开发辅助工具指南 (推理) 01](https://support.huawei.com/enterprise/zh/doc/EDOC1100164868?idPath=23710424%7C251366513%7C22892968%7C251168373) +``` +atc --framework=5 --model=mnasnet1.0.onnx --output=mnasnet1.0_bs16 --input_format=NCHW --input_shape="image:16,3,224,224" --log=debug --soc_version=Ascend310 +``` + +## 4 数据集预处理 + +- **[数据集获取](#41-数据集获取)** + +- **[数据集预处理](#42-数据集预处理)** + +- **[生成数据集信息文件](#43-生成数据集信息文件)** + +### 4.1 数据集获取 +该模型使用[ImageNet官网](http://www.image-net.org)的5万张验证集进行测试，图片与标签分别存放在/root/datasets/imagenet/val与/root/datasets/imagenet/val_label.txt。 + +### 4.2 数据集预处理 +1.预处理脚本imagenet_torch_preprocess.py + +2.执行预处理脚本，生成数据集预处理后的bin文件 +``` +python3.7 imagenet_torch_preprocess.py mnasnet /home/common/datasets/imagenet/val ./prep_dataset +``` +### 4.3 生成数据集信息文件 +1.生成数据集信息文件脚本gen_dataset_info.py + +2.执行生成数据集信息脚本，生成数据集信息文件 +``` +python3.7 gen_dataset_info.py bin ./prep_dataset ./mnasnet_prep_bin.info 224 224 +``` +第一个参数为模型输入的类型，第二个参数为生成的bin文件路径，第三个为输出的info文件，后面为宽高信息 +## 5 离线推理 + +- **[benchmark工具概述](#51-benchmark工具概述)** + +- **[离线推理](#52-离线推理)** + +### 5.1 benchmark工具概述 + +benchmark工具为华为自研的模型推理工具，支持多种模型的离线推理，能够迅速统计出模型在Ascend310上的性能，支持真实数据和纯推理两种模式，配合后处理脚本，可以实现诸多模型的端到端过程，获取工具及使用方法可以参考[CANN V100R020C10 推理benchmark工具用户指南 01](https://support.huawei.com/enterprise/zh/doc/EDOC1100164874?idPath=23710424%7C251366513%7C22892968%7C251168373) +### 5.2 离线推理 +1.设置环境变量 +``` +source env.sh +``` +2.执行离线推理 +``` +./benchmark.x86_64 -model_type=vision -device_id=0 -batch_size=16 -om_path=mnasnet1.0_bs16.om -input_text_path=mnasnet_prep_bin.info -input_width=224 -input_height=224 -output_binary=False -useDvpp=False +``` +输出结果默认保存在当前目录result/dumpOutput_device{0}，模型只有一个名为class的输出，shape为bs * 1000，数据类型为FP32，对应1000个分类的预测结果，每个输入对应的输出对应一个_x.bin文件。 + +## 6 精度对比 + +- **[离线推理TopN精度](#61-离线推理TopN精度)** +- **[开源TopN精度](#62-开源TopN精度)** +- **[精度对比](#63-精度对比)** + +### 6.1 离线推理TopN精度统计 + +后处理统计TopN精度 + +调用imagenet_acc_eval.py脚本推理结果与label比对，可以获得Accuracy Top5数据，结果保存在result.json中。 +``` +python3.7 imagenet_acc_eval.py result/dumpOutput_device0/ /home/common/datasets/imagenet/val_label.txt ./ result.json +``` +第一个为benchmark输出目录，第二个为数据集配套标签，第三个是生成文件的保存目录，第四个是生成的文件名。 +查看输出结果： +``` +{"title": "Overall statistical evaluation", "value": [{"key": "Number of images", "value": "50000"}, {"key": "Number of classes", "value": "1000"}, {"key": "Top1 accuracy", "value": "73.46%"}, {"key": "Top2 accuracy", "value": "83.9%"}, {"key": "Top3 accuracy", "value": "87.87%"}, {"key": "Top4 accuracy", "value": "90.08%"}, {"key": "Top5 accuracy", "value": "91.5%"}]} +``` +经过对bs1与bs16的om测试，本模型batch1的精度与batch16的精度没有差别，精度数据均如上 + +### 6.2 开源TopN精度 +[torchvision官网精度](https://pytorch.org/vision/stable/models.html) +``` +Model Acc@1 Acc@5 +MNASNet1.0 73.456 91.510 +``` +### 6.3 精度对比 +将得到的om离线模型推理TopN精度与该模型github代码仓上公布的精度对比，精度下降在1%范围之内，故精度达标。 + **精度调试：** +>没有遇到精度不达标的问题，故不需要进行精度调试 + +## 7 性能对比 + +- **[npu性能数据](#71-npu性能数据)** +- **[T4性能数据](#72-T4性能数据)** +- **[性能对比](#73-性能对比)** + +### 7.1 npu性能数据 +benchmark工具在整个数据集上推理时也会统计性能数据，但是推理整个数据集较慢，如果这么测性能那么整个推理期间需要确保独占device，使用npu-smi info可以查看device是否空闲。也可以使用benchmark纯推理功能测得性能数据，但是由于随机数不能模拟数据分布，纯推理功能测的有些模型性能数据可能不太准，benchmark纯推理功能测性能仅为快速获取大概的性能数据以便调试优化使用，可初步确认benchmark工具在整个数据集上推理时由于device也被其它推理任务使用了导致的性能不准的问题。模型的性能以使用benchmark工具在整个数据集上推理得到bs1与bs16的性能数据为准，对于使用benchmark工具测试的batch4，8，32的性能数据在README.md中如下作记录即可。 +1.benchmark工具在整个数据集上推理获得性能数据 +batch1的性能，benchmark工具在整个数据集上推理后生成result/perf_vision_batchsize_1_device_0.txt： +``` +[e2e] throughputRate: 497.443, latency: 100514 +[data read] throughputRate: 502.1, moduleLatency: 1.99164 +[preprocess] throughputRate: 501.224, moduleLatency: 1.99512 +[infer] throughputRate: 502.088, Interface throughputRate: 724.752, moduleLatency: 1.93299 +[post] throughputRate: 502.085, moduleLatency: 1.99169 +``` +Interface throughputRate: 724.752，724.752 x 4=2899.008既是batch1 310单卡吞吐率 +batch16的性能，benchmark工具在整个数据集上推理后生成result/perf_vision_batchsize_16_device_1.txt： +``` +[e2e] throughputRate: 191.918, latency: 260528 +[data read] throughputRate: 195.187, moduleLatency: 5.12329 +[preprocess] throughputRate: 195.001, moduleLatency: 5.12818 +[infer] throughputRate: 192.594, Interface throughputRate: 1457.32, moduleLatency: 2.14369 +[post] throughputRate: 12.0369, moduleLatency: 83.0781 +``` +Interface throughputRate: 1457.32，1457.32x4=5829.28既是batch16 310单卡吞吐率 +batch4性能： +``` +[e2e] throughputRate: 336.638, latency: 148528 +[data read] throughputRate: 359.574, moduleLatency: 2.78107 +[preprocess] throughputRate: 359.062, moduleLatency: 2.78503 +[infer] throughputRate: 338.989, Interface throughputRate: 1368.71, moduleLatency: 2.22287 +[post] throughputRate: 84.7463, moduleLatency: 11.7999 +``` +batch4 310单卡吞吐率：1368.71x4=5474.84fps +batch8性能： +``` +[e2e] throughputRate: 191.419, latency: 261207 +[data read] throughputRate: 194.483, moduleLatency: 5.14184 +[preprocess] throughputRate: 194.196, moduleLatency: 5.14943 +[infer] throughputRate: 194.239, Interface throughputRate: 1434.83, moduleLatency: 2.16428 +[post] throughputRate: 24.2796, moduleLatency: 41.1869 +``` +batch8 310单卡吞吐率：1434.83x4=5739.32fps +batch32性能： +``` +[e2e] throughputRate: 124.202, latency: 402569 +[data read] throughputRate: 124.597, moduleLatency: 8.02586 +[preprocess] throughputRate: 124.466, moduleLatency: 8.0343 +[infer] throughputRate: 124.468, Interface throughputRate: 1366.41, moduleLatency: 2.22074 +[post] throughputRate: 3.8908, moduleLatency: 257.017 +``` +batch32 310单卡吞吐率：1366.41x4=5465.64fps + +### 7.2 T4性能数据 +在装有T4卡的服务器上测试gpu性能，测试过程请确保卡没有运行其他任务，TensorRT版本：7.2.3.4，cuda版本：11.0，cudnn版本：8.2 +batch1性能： +``` +trtexec --onnx=mnasnet1.0.onnx --fp16 --shapes=image:1*3*224*224 --threads +``` +gpu T4是4个device并行执行的结果，mean是时延（tensorrt的时延是batch个数据的推理时间），即吞吐率的倒数乘以batch +``` +[05/28/2021-13:17:08] [I] GPU Compute +[05/28/2021-13:17:08] [I] min: 0.432007 ms +[05/28/2021-13:17:08] [I] max: 0.483337 ms +[05/28/2021-13:17:08] [I] mean: 0.444796 ms +[05/28/2021-13:17:08] [I] median: 0.441772 ms +[05/28/2021-13:17:08] [I] percentile: 0.479828 ms at 99% +[05/28/2021-13:17:08] [I] total compute time: 2.98636 s + +``` +batch1 t4单卡吞吐率：1000x1/( 0.444796 /1)= 2248.222fps +batch16性能： +``` +trtexec --onnx=mnasnet1.0.onnx --fp16 --shapes=image:16x3x224x224 --threads +``` +``` +[05/28/2021-13:10:14] [I] GPU Compute +[05/28/2021-13:10:14] [I] min: 3.32193 ms +[05/28/2021-13:10:14] [I] max: 3.74963 ms +[05/28/2021-13:10:14] [I] mean: 3.48194 ms +[05/28/2021-13:10:14] [I] median: 3.48486 ms +[05/28/2021-13:10:14] [I] percentile: 3.73267 ms at 99% +[05/28/2021-13:10:14] [I] total compute time: 3.00492 s + +``` +batch16 t4单卡吞吐率：1000x1/(3.48486/16)=4591.289fps + +batch4性能： +``` +[06/10/2021-09:18:48] [I] GPU Compute +[06/10/2021-09:18:48] [I] min: 0.913757 ms +[06/10/2021-09:18:48] [I] max: 2.08577 ms +[06/10/2021-09:18:48] [I] mean: 1.22974 ms +[06/10/2021-09:18:48] [I] median: 0.987061 ms +[06/10/2021-09:18:48] [I] percentile: 1.93965 ms at 99% +[06/10/2021-09:18:48] [I] total compute time: 2.99688 s + +``` +batch4 t4单卡吞吐率：1000x1/( 0.987061/4)= 4052.434fps + +batch8性能： +``` +[06/10/2021-09:21:38] [I] GPU Compute +[06/10/2021-09:21:38] [I] min: 1.67731 ms +[06/10/2021-09:21:38] [I] max: 2.66647 ms +[06/10/2021-09:21:38] [I] mean: 1.74339 ms +[06/10/2021-09:21:38] [I] median: 1.74139 ms +[06/10/2021-09:21:38] [I] percentile: 1.81458 ms at 99% +[06/10/2021-09:21:38] [I] total compute time: 2.99862 s + +``` +batch8 t4单卡吞吐率：1000x1/( 1.74139/8)= 4594.031fps + +batch32性能： +``` +[06/10/2021-09:14:28] [I] GPU Compute +[06/10/2021-09:14:28] [I] min: 6.89551 ms +[06/10/2021-09:14:28] [I] max: 13.7134 ms +[06/10/2021-09:14:28] [I] mean: 8.86613 ms +[06/10/2021-09:14:28] [I] median: 8.33185 ms +[06/10/2021-09:14:28] [I] percentile: 13.2218 ms at 99% +[06/10/2021-09:14:28] [I] total compute time: 3.01449 s + +``` +batch32 t4单卡吞吐率：1000x1/( 8.33185/32)= 3840.684fps + +### 7.3 性能对比 +batch1：374.313x4 > 1000x1/(1.31054/1) +batch16：1457.32x4 > 1000x1/(3.48486/16) +npu的吞吐率乘4比T4的吞吐率大，也等同于npu的时延除4比T4的时延除以batch小，故npu性能高于T4性能，性能达标。 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z*Nuy~ahv$>+Wn;8M1M8DOUJ*be)u(fH?EU&@ZEN9H*VQY{{s~=e|P+X6BjD{0DQN< z|8xq!>|G4A7f-$(jT>76l_)nCLUvmj}5KiLRxzaA_+)ucz+Vc8&e{cbxHu+=fo&siOMdO{stA literal 0 HcmV?d00001 diff --git a/Mnasnet1_0/gen_dataset_info.py b/Mnasnet1_0/gen_dataset_info.py new file mode 100644 index 0000000000..d5cab0450c --- /dev/null +++ b/Mnasnet1_0/gen_dataset_info.py @@ -0,0 +1,60 @@ +# Copyright 2021 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import sys +import cv2 +from glob import glob + + +def get_bin_info(file_path, info_name, width, height): + bin_images = glob(os.path.join(file_path, '*.bin')) + with open(info_name, 'w') as file: + for index, img in enumerate(bin_images): + content = ' '.join([str(index), img, width, height]) + file.write(content) + file.write('\n') + + +def get_jpg_info(file_path, info_name): + extensions = ['jpg', 'jpeg', 'JPG', 'JPEG'] + image_names = [] + for extension in extensions: + image_names.append(glob(os.path.join(file_path, '*.' + extension))) + with open(info_name, 'w') as file: + for image_name in image_names: + if len(image_name) == 0: + continue + else: + for index, img in enumerate(image_name): + img_cv = cv2.imread(img) + shape = img_cv.shape + width, height = shape[1], shape[0] + content = ' '.join([str(index), img, str(width), str(height)]) + file.write(content) + file.write('\n') + + +if __name__ == '__main__': + file_type = sys.argv[1] + file_path = sys.argv[2] + info_name = sys.argv[3] + if file_type == 'bin': + width = sys.argv[4] + height = sys.argv[5] + assert len(sys.argv) == 6, 'The number of input parameters must be equal to 5' + get_bin_info(file_path, info_name, width, height) + elif file_type == 'jpg': + assert len(sys.argv) == 4, 'The number of input parameters must be equal to 3' + get_jpg_info(file_path, info_name) \ No newline at end of file diff --git a/Mnasnet1_0/imagenet_acc_eval.py b/Mnasnet1_0/imagenet_acc_eval.py new file mode 100644 index 0000000000..ea730bda85 --- /dev/null +++ b/Mnasnet1_0/imagenet_acc_eval.py @@ -0,0 +1,183 @@ +# Copyright 2021 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import sys +import json +import numpy as np +import time + +np.set_printoptions(threshold=sys.maxsize) + +LABEL_FILE = "HiAI_label.json" + + +def gen_file_name(img_name): + full_name = img_name.split('/')[-1] + index = full_name.rfind('.') + return full_name[:index] + + +def cre_groundtruth_dict(gtfile_path): + """ + :param filename: file contains the imagename and label number + :return: dictionary key imagename, value is label number + """ + img_gt_dict = {} + for gtfile in os.listdir(gtfile_path): + if (gtfile != LABEL_FILE): + with open(os.path.join(gtfile_path, gtfile), 'r') as f: + gt = json.load(f) + ret = gt["image"]["annotations"][0]["category_id"] + img_gt_dict[gen_file_name(gtfile)] = ret + return img_gt_dict + + +def cre_groundtruth_dict_fromtxt(gtfile_path): + """ + :param filename: file contains the imagename and label number + :return: dictionary key imagename, value is label number + """ + img_gt_dict = {} + with open(gtfile_path, 'r')as f: + for line in f.readlines(): + temp = line.strip().split(" ") + imgName = temp[0].split(".")[0] + imgLab = temp[1] + img_gt_dict[imgName] = imgLab + return img_gt_dict + + +def load_statistical_predict_result(filepath): + """ + function: + the prediction esult file data extraction + input: + result file:filepath + output: + n_label:numble of label + data_vec: the probabilitie of prediction in the 1000 + :return: probabilities, numble of label, in_type, color + """ + with open(filepath, 'r')as f: + data = f.readline() + temp = data.strip().split(" ") + n_label = len(temp) + if data == '': + n_label = 0 + data_vec = np.zeros((n_label), dtype=np.float32) + in_type = '' + color = '' + if n_label == 0: + in_type = f.readline() + color = f.readline() + else: + for ind, prob in enumerate(temp): + data_vec[ind] = np.float32(prob) + return data_vec, n_label, in_type, color + + +def create_visualization_statistical_result(prediction_file_path, + result_store_path, json_file_name, + img_gt_dict, topn=5): + """ + :param prediction_file_path: + :param result_store_path: + :param json_file_name: + :param img_gt_dict: + :param topn: + :return: + """ + writer = open(os.path.join(result_store_path, json_file_name), 'w') + table_dict = {} + table_dict["title"] = "Overall statistical evaluation" + table_dict["value"] = [] + + count = 0 + resCnt = 0 + n_labels = 0 + count_hit = np.zeros(topn) + for tfile_name in os.listdir(prediction_file_path): + count += 1 + temp = tfile_name.split('.')[0] + index = temp.rfind('_') + img_name = temp[:index] + filepath = os.path.join(prediction_file_path, tfile_name) + ret = load_statistical_predict_result(filepath) + prediction = ret[0] + n_labels = ret[1] + sort_index = np.argsort(-prediction) + gt = img_gt_dict[img_name] + if (n_labels == 1000): + realLabel = int(gt) + elif (n_labels == 1001): + realLabel = int(gt) + 1 + else: + realLabel = int(gt) + + resCnt = min(len(sort_index), topn) + for i in range(resCnt): + if (str(realLabel) == str(sort_index[i])): + count_hit[i] += 1 + break + + if 'value' not in table_dict.keys(): + print("the item value does not exist!") + else: + table_dict["value"].extend( + [{"key": "Number of images", "value": str(count)}, + {"key": "Number of classes", "value": str(n_labels)}]) + if count == 0: + accuracy = 0 + else: + accuracy = np.cumsum(count_hit) / count + for i in range(resCnt): + table_dict["value"].append({"key": "Top" + str(i + 1) + " accuracy", + "value": str( + round(accuracy[i] * 100, 2)) + '%'}) + json.dump(table_dict, writer) + writer.close() + + +if __name__ == '__main__': + start = time.time() + try: + # txt file path + folder_davinci_target = sys.argv[1] + # annotation files path, "val_label.txt" + annotation_file_path = sys.argv[2] + # the path to store the results json path + result_json_path = sys.argv[3] + # result json file name + json_file_name = sys.argv[4] + except IndexError: + print("Stopped!") + exit(1) + + if not (os.path.exists(folder_davinci_target)): + print("target file folder does not exist.") + + if not (os.path.exists(annotation_file_path)): + print("Ground truth file does not exist.") + + if not (os.path.exists(result_json_path)): + print("Result folder doesn't exist.") + + img_label_dict = cre_groundtruth_dict_fromtxt(annotation_file_path) + create_visualization_statistical_result(folder_davinci_target, + result_json_path, json_file_name, + img_label_dict, topn=5) + + elapsed = (time.time() - start) + print("Time used:", elapsed) \ No newline at end of file diff --git a/Mnasnet1_0/imagenet_torch_preprocess.py b/Mnasnet1_0/imagenet_torch_preprocess.py new file mode 100644 index 0000000000..396cfed041 --- /dev/null +++ b/Mnasnet1_0/imagenet_torch_preprocess.py @@ -0,0 +1,122 @@ +# Copyright 2021 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import sys +from PIL import Image +import numpy as np +import multiprocessing + + +model_config = { + 'resnet': { + 'resize': 256, + 'centercrop': 224, + 'mean': [0.485, 0.456, 0.406], + 'std': [0.229, 0.224, 0.225], + }, + 'inceptionv3': { + 'resize': 342, + 'centercrop': 299, + 'mean': [0.485, 0.456, 0.406], + 'std': [0.229, 0.224, 0.225], + }, + 'inceptionv4': { + 'resize': 342, + 'centercrop': 299, + 'mean': [0.5, 0.5, 0.5], + 'std': [0.5, 0.5, 0.5], + }, + 'mnasnet': { + 'resize': 256, + 'centercrop': 224, + 'mean': [0.485, 0.456, 0.406], + 'std': [0.229, 0.224, 0.225], + }, +} + + +def center_crop(img, output_size): + if isinstance(output_size, int): + output_size = (int(output_size), int(output_size)) + image_width, image_height = img.size + crop_height, crop_width = output_size + crop_top = int(round((image_height - crop_height) / 2.)) + crop_left = int(round((image_width - crop_width) / 2.)) + return img.crop((crop_left, crop_top, crop_left + crop_width, crop_top + crop_height)) + + +def resize(img, size, interpolation=Image.BILINEAR): + if isinstance(size, int): + w, h = img.size + if (w <= h and w == size) or (h <= w and h == size): + return img + if w < h: + ow = size + oh = int(size * h / w) + return img.resize((ow, oh), interpolation) + else: + oh = size + ow = int(size * w / h) + return img.resize((ow, oh), interpolation) + else: + return img.resize(size[::-1], interpolation) + + +def gen_input_bin(mode_type, file_batches, batch): + i = 0 + for file in file_batches[batch]: + i = i + 1 + print("batch", batch, file, "===", i) + + # RGBA to RGB + image = Image.open(os.path.join(src_path, file)).convert('RGB') + image = resize(image, model_config[mode_type]['resize']) # Resize + image = center_crop(image, model_config[mode_type]['centercrop']) # CenterCrop + img = np.array(image, dtype=np.float32) + img = img.transpose(2, 0, 1) # ToTensor: HWC -> CHW + img = img / 255. # ToTensor: div 255 + img -= np.array(model_config[mode_type]['mean'], dtype=np.float32)[:, None, None] # Normalize: mean + img /= np.array(model_config[mode_type]['std'], dtype=np.float32)[:, None, None] # Normalize: std + img.tofile(os.path.join(save_path, file.split('.')[0] + ".bin")) + + +def preprocess(mode_type, src_path, save_path): + files = os.listdir(src_path) + file_batches = [files[i:i + 500] for i in range(0, 50000, 500) if files[i:i + 500] != []] + thread_pool = multiprocessing.Pool(len(file_batches)) + for batch in range(len(file_batches)): + thread_pool.apply_async(gen_input_bin, args=(mode_type, file_batches, batch)) + thread_pool.close() + thread_pool.join() + print("in thread, except will not report! please ensure bin files generated.") + + +if __name__ == '__main__': + if len(sys.argv) < 4: + raise Exception("usage: python3 xxx.py [model_type] [src_path] [save_path]") + mode_type = sys.argv[1] + src_path = sys.argv[2] + save_path = sys.argv[3] + src_path = os.path.realpath(src_path) + save_path = os.path.realpath(save_path) + if mode_type not in model_config: + model_type_help = "model type: " + for key in model_config.keys(): + model_type_help += key + model_type_help += ' ' + raise Exception(model_type_help) + if not os.path.isdir(save_path): + os.makedirs(os.path.realpath(save_path)) + preprocess(mode_type, src_path, save_path) diff --git a/Mnasnet1_0/mnasnet_prep_bin.info b/Mnasnet1_0/mnasnet_prep_bin.info new file mode 100644 index 0000000000..610ce3aa5f --- /dev/null +++ b/Mnasnet1_0/mnasnet_prep_bin.info @@ -0,0 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./prep_dataset/ILSVRC2012_val_00018482.bin 224 224 +49996 ./prep_dataset/ILSVRC2012_val_00043005.bin 224 224 +49997 ./prep_dataset/ILSVRC2012_val_00035183.bin 224 224 +49998 ./prep_dataset/ILSVRC2012_val_00031159.bin 224 224 +49999 ./prep_dataset/ILSVRC2012_val_00026208.bin 224 224 diff --git a/Mnasnet1_0/mnasnet_pth2onnx.py b/Mnasnet1_0/mnasnet_pth2onnx.py new file mode 100644 index 0000000000..c7c352e61e --- /dev/null +++ b/Mnasnet1_0/mnasnet_pth2onnx.py @@ -0,0 +1,36 @@ +# Copyright 2021 Huawei Technologies Co., Ltd +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import sys +import torch +from torchvision import models + +def pth2onnx(output_file): + model = models.mnasnet.mnasnet1_0(pretrained=False) + checkpoint = torch.load(input_file, map_location=None) + model.load_state_dict(checkpoint) + + model.eval() + input_names = ["image"] + output_names = ["class"] + dynamic_axes = {'image': {0: '-1'}, 'class': {0: '-1'}} + dummy_input = torch.randn(1, 3, 224, 224) + torch.onnx.export(model, dummy_input, output_file, input_names=input_names, dynamic_axes=dynamic_axes, + output_names=output_names, opset_version=11, verbose=True) + + +if __name__ == '__main__': + input_file = sys.argv[1] + output_file = sys.argv[2] + pth2onnx(output_file) diff --git a/Mnasnet1_0/requirements.txt b/Mnasnet1_0/requirements.txt new file mode 100644 index 0000000000..8f0de9561f --- /dev/null +++ b/Mnasnet1_0/requirements.txt @@ -0,0 +1,6 @@ +torch == 1.5.0 +torchvision == 0.6.0 +onnx == 1.7.0 +numpy == 1.20.3 +Pillow == 8.2.0 +opencv-python == 4.5.2.54 \ No newline at end of file -- Gitee