Model engineering practice based on nvidia triton

What is Triton information server? Its predecessor is nvidia's tensorRT. triton adds reasoning deployment support of mainstream TF, pytorch, onnx and other models on the basis of tensorRT. It is a very good reasoning model deployment service. Specific understanding: NVIDIA Triton Inference Server | NVIDIA Developerhttps://developer.nvidia.co ...

Posted by raydenl on Tue, 07 Dec 2021 23:07:59 +0100

Use kNN nearest neighbor algorithm to identify fruit species (learning notes)

1. Check the dataset for general information import pandas as pd fruits_df = pd.read_table('fruit_data_width_colors.txt') print(fruits_df.head(10)) print('Number of samples:',len(fruits_df)) The output information is: fruit_label fruit_name fruit_subtype mass width height color_score 0 1 apple granny_smi ...

Posted by pococool on Tue, 07 Dec 2021 15:39:15 +0100

Image classification: implementation of pytorch official website demo(LeNet)

Follow the up Master of station b to learn and sort out: 2.1 official demo of pytorch (lenet)_ Beep beep beep_ bilibili catalogue 1, The rudiment of CNN -- LeNet network structure 2, Official website demo file 3, Code implementation 1.model.py 2.train.py 3.predict.py 1, The rudiment of CNN -- LeNet network structure In 1998, LeCun et ...

Posted by BDabrowski on Tue, 07 Dec 2021 07:41:18 +0100

[Pytorch] MNIST Image Classification Code-Ultra-detailed Interpretation

[Pytorch] MNIST Image Classification Code-Ultra-detailed Interpretation Preface Recently, machine learning has increased dramatically among junior undergraduates, and the editor often sees his little buddy gnawing books in the study room. However, due to the lack of experience and guidance, the principle may be clear, but because many ...

Posted by zackcez on Mon, 06 Dec 2021 18:21:17 +0100

SRGAN image super resolution reconstruction (Keras)

preface SRGAN network is a network that uses GAN network to realize image super-resolution reconstruction. After training the network. Only the Generator is used to reconstruct low resolution images. The network structure mainly uses generators and discriminators. The training process is not very stable. It is generally used for image re ...

Posted by plouka on Mon, 06 Dec 2021 03:52:03 +0100

Handwritten Chinese character generation using custom Layer and Cell (Tensorflow2)

preface This article is a masterpiece of Zhang XuYao and others Drawing and Recognizing Chinese Characters with Recurrent Neural Network Simplified reproduction of. This paper is divided into two parts. The first part is Online Chinese character recognition based on the Stacked LSTM Layer customized in the Layer layer, and the second part is C ...

Posted by bala_god on Mon, 06 Dec 2021 02:30:40 +0100

Dialogue intention recognition task based on Baidu self-developed model ERNIE

Dialogue intention recognition task based on Baidu self-developed model ERNIE Intention recognition refers to analyzing the core needs of users and outputting the information most relevant to query input, such as finding movies, checking express, municipal office and other needs in search. These needs will be very different in the underlying r ...

Posted by qistoph on Sun, 05 Dec 2021 09:26:54 +0100

Weekly Report 2021-11-29 to 2021-12-4

1 Literature Reading Point Source Pollution (PSP) is a kind of water pollution caused by concentrated discharge of urban sewage and industrial wastewater. Non-point Source Pollution is the water pollution caused by pollutants entering the surface and groundwater in a wide, dispersed and trace form, including rainstorm runoff, atmospheric d ...

Posted by pdkv2 on Sat, 04 Dec 2021 18:32:55 +0100

Teach you to realize YOLOv3 hand in hand

1 Introduction stay Part I In, we focus on the network structure of DarkNet53 and the structure of YOLOv3, and explain the corresponding detection head This paper continues the second part of this series, mainly explaining the principle and implementation of YOLO3 model post-processing prediction stage Don't gossip. Let's start directly 😃 2 ...

Posted by Ali_baba on Sat, 04 Dec 2021 05:21:42 +0100

Reproducing Old2Life based on PaddlePaddle

Old Photo Restoration (Paddle Implementation) github link: https://github.com/buriedms/Old2Life-Paddle.git The reproduced paper is: Old Photo Restoration via Deep Latent Space Translation Official open source pytorch Code: Bringing-Old-Photos-Back-to-Life The data set adopts VOC data set, and a small number of real old photos and old photos ...

Posted by choppsta on Fri, 03 Dec 2021 22:58:09 +0100