Transfer exisiting simple DNN Python code (Tensorflow) to the OneFlow framework

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Hello!

I am doing some personal researches in artificial intelligence for fun and for learning. To do so I create (more or less) simple deep learning networks to find solutions for self-made problems. Often with computer generated data as input. I am using Tensorflow/Keras as my framework.

What I want is to transform my simple DL model of my current project code (flatten layers, categorical_crossentropy, relu, softmax) to use the OneFlow framework for improving the training speed for my project drastically.

Also it is very obvious that in my project the data processing is a bottleneck. The GPU has an utilization of just 30% while the CPU is not the limiting factor. My graphic card is a Geforce 2070. Letting the training process run on a Geforce 3090 the GPU utilization has just 17%. I think that here are also optimization options in preparing the input data, reducing overhead, how to optimal use the VRAM of a Geforce card and especially how to improve the processes between CPU and GPU regarding all options of CUDA and cudnn. May be that OneFlow automatical manage some of that steps by itsself. I don't know.

I want to use the [login to view URL] service for training so a multi GPU support is also required.

If you have any questions, don't hesitate to ask me!

Marc

CUDA Deep Learning Tensorflow Pytorch

项目ID: #33799381

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8个方案 远程项目 活跃的1 年前

有8名威客正在参与此工作的竞标,均价€189/小时

saubhagyamweb

* * * * * * * * * * * * * * * * * * * * * * Hello Marc, I’m a Professional and Expert Python Developer. I am interested in doing this job for you. I do have the necessary skill set & resources to complete this project 更多

€250 EUR 在7天内
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3.2
sodiqa32

hello I devour your demand that you’re viewing Transfer exisiting simple DNN Python code (Tensorflow) to the OneFlow framework I provide creative, proactive and high-tech solutions to your development needs. I have s 更多

€30EUR 在1天里
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heavenfruits

Hi Marc, I read your project details. 30% GPU utilization is truely low. I guess there are problems in your data pipeline. Can you share the code? So I can help you to analysis and rewrite the codes using OneFlow fr 更多

€200 EUR 在5天内
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ayesha0124

Hello there, I have great experience with Deep Learning, Pytorch, Tensorflow and CUDA. I am sure i can help u as i have experience with doing similar jobs. You can have a look at my profile here: [login to view URL] 更多

€250 EUR 在7天内
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umairkaramat24

Hello, I read your project details and really interested in your mentioned job. I have 5+ years’ experience doing similar jobs related to these skills Tensorflow, Deep Learning, Pytorch and CUDA. I think its doable job 更多

€250 EUR 在7天内
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VirtualBrainInc

Hello, I have briefly read the description on; CUDA Tensorflow Pytorch Deep Learning project, and I can deliver as per the requirements however I need us to discuss for more clarity on the details, deadline and budget 更多

€140 EUR 在7天内
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