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Add forecasting capabilities#28

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eplesiat wants to merge 26 commits intomainFREVA-CLINT/climatereconstructionAI:mainfrom forecastFREVA-CLINT/climatereconstructionAI:forecastCopy head branch name to clipboard

+609-289

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Commits on Jan 11, 2024

• Add multiple timesteps forecasting

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  dae031f

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Commits on Jan 12, 2024

• Fix issue with multiple steady masks

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  ebdee5f

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• Fix issue memory time out

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Commits on Jan 16, 2024

• Adapt time axes of output file in evaluate for pred_steps

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Commits on Jan 17, 2024

• Fix steady_mask issue when partitioning the data

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Commits on Feb 1, 2024

• Apply steady mask to gt and image in evaluate

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Commits on Feb 15, 2024

• Fix issue with history attribute in NetCDF output file

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Commits on Feb 27, 2024

• Add variational autoencoder option

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Commits on Feb 29, 2024

• Fix img size issue when using VAE

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Commits on Mar 22, 2024

• Add more options to split the output

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Commits on Mar 25, 2024

• Fix NaNs in infilled when GT contains missing values

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Commits on Jul 10, 2024

• Add extreme loss

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  a5b8ef3

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• Add forecasting and VAE capabilities

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  11b33d5

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• Select loss criterions using names

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  54b1e6c

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• Fix normalizer issue with new dataloader

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  e63a489

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• Add tests

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  4b439df

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• Make PEP-8 compliant

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  6a27ac8

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• Add VAE training test

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  a985b43

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• Fix steady mask issue with new dataloader

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  d4fff5f

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Commits on Jul 24, 2024

• Add missing pytorch-gpu package

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Commits on Jul 25, 2024

• Add info about installation times

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Commits on Aug 21, 2024

• Add option to disable partial convolution

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Commits on Sep 17, 2024

• Add dlprof profiler

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  e8ff1f4

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Commits on Sep 18, 2024

• Fix loss computation issue with multi GPUs

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  62d37a9

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Commits on Sep 19, 2024

• Fix loss computation issue with multi GPUs

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  37b658c

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Commits on Nov 19, 2024

• Fix inpainting loss with multi GPUs

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