frenkowski / scimai-gym Goto Github PK

Hi there,
I'm not sure if this is a right place to ask the question - if yes, please forgive me.

First of all, congratulations on a great job!
My doubts, however, concern the calculations that take place in the SupplyChainEnvironment class, in the step method. I found there a line describing the equation:

next_state.factory_stocks = np.minimum(
np.subtract(np.add(state.factory_stocks,
action.production_level),
np.sum(action.shipped_stocks, axis=0)
),
self.storage_capacities[0]
)

If I understand correctly, the result of next_state.factory_stocks must not exceed the storage capacity. On the other hand, this is calculated after the action has already taken place, so it will not always be in accordance with the actual situation, because it might happen that after calculating next_state.factory_stocks we will receive value greater than we are able to stock (in this code excess poroducts evaporate). How can I understand this procedure in the context of the learning process?

Thank you in advance for response !

Hello

Have been able to replicate the exact scenarios that you have mentioned in the paper. One question that I would like to ask, is were you able to try the same model with more complexities involved such as n number of warehouses/products? The reason I ask is the Ray version fails as more complexities get into the picture. Have you tried that? Wanted your opinions on it. Thank you so much!

Hello, when I was reproducing the code in 'ECML-PKDD_SCIMAI-Gym.ipynb', after installing the necessary dependencies like ray 1.5.2, I encountered the following error during the reinforcement learning training step：“ERROR services.py:1254 -- Failed to start the dashboard: Failed to read dashbord log: [Errno 2] No such file or directory: 'C:\Users\LENOVO\AppData\Local\Temp\ray\session_2024-02-20_14-41-15_370942_18176\logs\dashboard.log'”.
I suspect that this issue is caused by conflicts between various packages. Could you please provide the 'requirements.txt' file? Thank you. Wishing you all the best.

Hello!

Great paper!
Am trying to replicate the paper with the codes that you have provided. To compare the results I am trying to look at your Results zip file and none of them open correctly. It says ' The file is invalid'. Can you please check on this? Thank you!

I hope this message finds you well. I am currently a student exploring your project on GitHub, and I've been encountering some difficulties understanding the Oracle section. Despite my efforts, I haven't been able to locate any Oracle-related components within the project.

I am keen on delving deeper into the Oracle section of your project, as I believe it would greatly benefit my learning and understanding of the project as a whole. Could you kindly direct me to where I can find the Oracle section within the project, or perhaps offer some guidance on how to further explore this aspect?

I truly appreciate your time and assistance. Your project has captured my interest, and I am eager to gain more insights into it.

Thank you very much.