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feat(baselines) Add Flanders
baseline
#2620
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Hi @edogab33,
Thanks for opening the PR for FLANDERS
. I started reviewing it but I noted some parts of the README
are not completed yet (which is fine!). Still, I added a couple of comments for the pyproject.toml
(one of which will fix the current CI issue)
In addition to that:
- If you'd like to add some plots to your readme, please do so in a new directory named
_static
placed in the same directory as your README. - We think it's better not to include the logs from the experiments (I see currently you are including the
outputs/
directory. - Ideally, all the dependencies needed are added to the
pyproject.toml
so the environment can be built easily by simply doingpoetry install
. Depending on what packages you use, this might get tricky to achieve actually. If that's the case, it's fine provide additional instructions on how to install those packages after doingpoetry install
. Then you can install additional ones via the standardpip install <>
method.
Ping me once there are some minimal instructions on how to setup the python environment and how to run an experiment. From that I can take a closer look at the code. Happy to discuss about your baseline anytime.
Co-authored-by: Javier <[email protected]>
Co-authored-by: Javier <[email protected]>
Thanks for the comments @jafermarq! It's still a WIP, so lot of stuff have to be adjusted :)
Got it!
Yeah, first time using hydra and I didn't realized it created output files. Now everything should be fine (I've disabled the creation of files from
I've set up the environment in poetry now. I will check if everything works once I've finished to integrate the code by creating a new environment from scratch.
Got it! Thanks again. |
Hi @jafermarq, the baseline should be ready. Let me know if there are any issue or suggestions, I'll take care of them. |
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Hi @edogab33,
Thanks for the updates. I have done a preliminar review of your baseline. See some comments below this message. In addition to those:
- when i ran your code I see quite a few messages of the type:
ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
is this expected? - Don't forget to run the formatting script by: (with your environment activated)
cd ..
, then./dev/format-baseline.sh flanders
. This will automatically correct quite a few small issue, and highlight many more. Generally these are easy to fix. - Once the above is completed, you'll have to run the ./dev/test-baseline.sh flanders` command. Likely other issues will be highlighted (again, easy to fix for the most part). But do ping me if some of them are not so easy to fix.
I think the main TODO is to change a bit the logic in your main.py
so only one experiment runs each time main.py
is executed. This helps to keep the code modular (and in line with how other baselines work). Also please use the direcotry hydra creates automatically to save the experiment results (that's where the log will go too). This might require you to change the code you have to generate the plots.
Maybe you want to take a look at how other baselines have done the above. For example: FedProx
: https://github.com/adap/flower/tree/main/baselines/fedprox
Let me know if you'd like to discuss how to achieve the above. It's not hard but can't be done in 30mins.
Co-authored-by: Javier <[email protected]>
Co-authored-by: Javier <[email protected]>
Hi @jafermarq, everything is ready. However, a test is not passing. Can't get why |
@jafermarq do you know what's the problem with the test? |
Flanders
baseline
All seems good now. I'll review soon. |
Thanks! :) |
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Hi @edogab33,
Thank you for for pushing your baseline forward. Sorry for the delay in my review after your updates. Below i leave a couple of comments. Let me know what you think.
I'm now re-running all experiments as you indicate in your Expected Results
section. I'll approve the PR shortly after if everything looks alright!
Co-authored-by: Javier <[email protected]>
Co-authored-by: Javier <[email protected]>
Co-authored-by: Javier <[email protected]>
…ults into different files
@jafermarq Thanks for the review! Hope the results are pretty much the same as mine. I've addressed your issues and realized that if the .sh script is run instead of launching batches of experiments individually, you'll get all results into one file. At the same time, the notebook expects that each experiment has a different one (i.e. Hope to hear from you soon |
Thanks! but to generate the results you show in the read me should I run the two commands in the |
Good point, that's an oversight from my side. The best way --now that I've updated the notebook to divide the results automatically-- is to run the bash script. For this reason, I removed the former way to run the experiments to avoid mistakes. However, if you've already launched the experiments with that method it's perfectly fine, note that you should run them also for MNIST though. By the way, as you suggested, I updated the |
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It's great to have FLANDERS
join Flower baselines! Thanks for the hard work @edogab33!
Issue
Implements #2595
Description
Implementing FLANDERS baseline into Flower.