How to setup inference to output one answer with the highest score?

[stas4000]

Hi, Couldn't find anywhere in issues a question of this kind nor a clear instruction in README. So my question is how do I setup my trained bot to give me a single answer selected by the maximum score.

Also, I would love to know if there is a setting that filters links (I mean always returns a response without a website link)

Thanks in advance.

[daniel-kukiela]

This project is prepared mainly for importing. There is inference script, but mostly for testing purposes. Make own project, place nmt-chatbot inside it, and import (like in README). Then print output - you'll see all responses and index of best scored response.

Currently there's no way to filter all links out. You will have to modify scoring code.

[stas4000]

Thanks for your response, I already modified the inference.py script so that now I'm getting one response with the highest score that is not a link.

[frameworkapi]

hello, i would like to know how did you remove link outputs. thanks.

[daniel-kukiela]

Best way to remove llinks is to filter them out from a training dataset, otherwise all answers might be a links for a question, so no answer at all.

[stas4000]

Hi Frameworkapi,

Daniel is correct the best way is indeed to remove all links from dataset, but if you already trained your model and you'd like to filter the links there is a way using regex.

I am attaching my customized inference.py file. It's filtering all links and outputs a single answer with the highest score. Just look below line 307

inference.zip

For clarification I filtered the answers with this regex: "https?://(?:[-\w.]|(?:%[\da-fA-F]{2}))+"