Checkpoint Implementation for PyTorch Classification Model

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I need an experienced PyTorch developer to modify an existing code.

Here is an existing tutorial for training cats/dogs classification using Pytorch and Hugging Face Accelerate on multiple GPUs. Full code is here:

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The task for you is to save checkpoints during training on various hardware configurations (specifically: CPU, Single GPU, Multi GPU), and then loading the checkpoint on a different computer to predict using CPU, or Single GPU, or Multi GPU.

The objective is to reproduce the accuracy IDENTICAL to when the checkpoint was saved.

Your task:

1) I need you to insert code to SAVE CHECKPOINT in the training_loop() during training on COMPUTER A. Note the accuracy for the checkpoint when it was saved. The training needs to execute smoothly on cpu-only, single_gpu, or, multi_gpu.

2) Then, write code to LAOD CHECKPOINT. Run on COMPUTER B (cpu-only mode, single_gpu mode, and mult_gpu mode). The accuracy must be identical to when the checkpoint was saved on computer A.

I will test code on my machines to confirm accuracies are reproduced.

Pytorch Machine Learning (ML) Python Paralelní zpracování

Identifikační číslo projektu: #38549188

O projektu

7 nabídek Projekt na dálku Aktivní před 4 měsíci

Uděleno uživateli:

(11 recenzí)
4.6

7 Freelnceři na tento projekt zveřejňují nabídky v průměru $19

tadinhkien

Greetings, Thank you for considering my application for this project. As an AI Engineer and Developer with over 8+ years of experience, I bring a wealth of knowledge and expertise in the field of Deep Learning. I hav Další

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6.6
chr1stos

Hello, I am an expert data scientist experienced in pytorch training mechanics. I can start as soon as possible and deliver within the day. Feel free to contact me for more details. Best regards.

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4.1
assignsolver

I have read and understood all your project details "Checkpoint Implementation for PyTorch Classification Model" and I feel my self the best candidate to complete this project with 100 percent accuracy. I am Faisal M Další

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TopWritingGuru

Checkpoint Implementation for PyTorch Classification Model My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction Další

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Andriimamchur

Hi, there. As a Python expert, I think I’m very fit for your project. I have very expertise knowledge in this field and can perfectly assist you with this project. I can also work around your time zone and provide prod Další

$20 AUD za 7 dní
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tusharzanke21

Dear Client, I am Tushar Zanke, an experienced PyTorch developer with a strong background in machine learning and deep learning projects. I have successfully implemented checkpointing in various training scenarios, en Další

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0.0