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A dual learning toolkit developed by Microsoft Research

License: MIT License

Shell 0.72% Python 99.16% Batchfile 0.12%

duallearning's Introduction

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.microsoft.com.

When you submit a pull request, a CLA-bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., label, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.

The code consists of two parts: (1) dual supervised learning for image processing: DSL_ImgProcess (2) dual supervised learning for sentiment analysis: DSL_SentimentAnalysis

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duallearning's Issues

What does LMScore mean?

It's used often in this project, even in the loss. But I cannot find any documentation about this value.

https://github.com/Microsoft/DualLearning/blob/1068687f839bb05b01c69833b2852cdbf488a2c2/DSL_ImgProcess/data2/cifar10_data.py#L80-L85

https://github.com/Microsoft/DualLearning/blob/6c7873747400359bd0f0aa69dabe23b814ea2f0f/DSL_ImgProcess/monitor.py#L399-L400

https://github.com/Microsoft/DualLearning/blob/6c7873747400359bd0f0aa69dabe23b814ea2f0f/DSL_ImgProcess/monitor.py#L152-L157

Does it mean the probability of the image?

IOError: [Errno 2] No such file or directory: './cifar10_data/cifar10-LMscore.train.npz'

about training dataset

i want to know the cifar-10 is the training dataset?
or i should prepare other training datasets？

About training time and memory requirements

Hello!
I am trying to re-produce the results that have been mentioned in the tutorial here Where can I find the details about training? (like how long it took and how many epochs you have trained for, what is the minimum GPU memory requirement etc. )
I am sorry if this has already been specified somewhere and I haven't noticed.
Thanks,
Vrutik

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