> For the complete documentation index, see [llms.txt](https://lwang010.gitbook.io/longw/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://lwang010.gitbook.io/longw/mlops/chap-5.-lessons-learnt-from-paper-reproduction-1/takeaway/toy-pipeline-on-all-paper-reproduction-with-code-available.md).

# Toy pipeline on all paper reproduction with code available

What’s needed to reproduce a work?

* get the data downloaded
* Get the environment setup
* Get the work training
* Get the same results 

Data could start with a tiny dataset, to make sure the env is consistent and code can be run 

Compare the results=>

* start with the raw data?
* Set random seed

Is the random seed making sure all the operations consistent?


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