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pramod2157 avatar pramod2157 commented on August 24, 2024 1

Just tried running it on multiple instances, it works amazing. Thanks @thomwolf

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julien-c avatar julien-c commented on August 24, 2024

Hi @Nbharath all the credit goes to @thomwolf 👏

We haven't published the training workflow yet but it is coming in couple of weeks.

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julien-c avatar julien-c commented on August 24, 2024

As for the resolution time, I'll let Thomas pitch in!

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thomwolf avatar thomwolf commented on August 24, 2024

Hi @Nbharath,

  • I am currently cleaning up the pyTorch code and taking the occasion to refine a bit the mention detection algorithm. I will publish the code as soon as possible.
  • Right now the library uses numpy to compute the matrix multiplication so it can't make use of the GPU. To put it on GPU we would also have to refactor a bit the workflow to parallelize the computation of pair scores. We use it for very small files (dialog) so it is not in my top priority list but if you feel like trying, you are more than welcome ! (maybe using something like cupy would be the simplest way)

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lavinadurgani avatar lavinadurgani commented on August 24, 2024

Hello Thomas,

Is the pyTorch code published now ? Will the pyTorch code help to reduce the coreference resolution processing speed if executed on GPU ?

Regards,
Lavina

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arunzz avatar arunzz commented on August 24, 2024

Hello

First of all, thanks for the nice library.
The time taken is very long for an average size content. The number of mentions detected are more and we cut short some of the accepted entities and some grammar rules but still the time is too long.
Any tips on how can we reduce it? Please let know.

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thomwolf avatar thomwolf commented on August 24, 2024

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arunzz avatar arunzz commented on August 24, 2024

Glad to know. I will keep waiting then. :)

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dlindbe avatar dlindbe commented on August 24, 2024

Is there a new ETA for the cython rewrite?

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thomwolf avatar thomwolf commented on August 24, 2024

Yes, it should be this week, the code pretty much ready (see extension branch), I just have to finish a few edge cases and functions and write the doc (it's now integrated as a spaCy extension so the interface is a bit different). It'll be 50 to 100 times faster on a large doc.

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theSage21 avatar theSage21 commented on August 24, 2024

any way we can help out?

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pramod2157 avatar pramod2157 commented on August 24, 2024

@thomwolf when the Cython version will be released?

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thomwolf avatar thomwolf commented on August 24, 2024

It is released! I have updated the readme!

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arunzz avatar arunzz commented on August 24, 2024

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