Migrate python tensorflow project to tenserflow serving server

Completato Pubblicato 3 anni fa Pagato alla consegna

£250-750 GBP

Pagato alla consegna

Completato Pagato alla consegna

Hi,

I have a python script that uses tensorflow to extract a transparent png from an image (which is a video frame).

The ML model is all working as expected.

What I need is to create a tensorflow serving server so I can pass the image into the server and get the transparent image back.

It is just one image, and i'm currently using the cpu version of tensorflow as I dont need realtime data.

Currently, the script runs locally and pulls in a 250mb model file each time it is executed. As this script will be used at any time by my users, having the script called each time I need to inference an image is just not feasible.

So having a machine dedicated to inference my model and send over the result to the client is a requirement.

The work will be done in a dev env, and I will require a simple text file of step by step instructions on how I deploy this to my prd env.

If anyone has experience in doing this then please send me a message.

Python Tensorflow Keras Machine Learning (ML)

Rif. progetto: #29878753

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16 proposte Progetto a distanza Attivo 3 anni fa

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