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brd-mdp-numba's Introduction

MDP with Partial Information via Broadcast Information Sharing (numba version)

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Lesson to Learn

  1. Always assert when you are not sure;

  2. Range Check Assertion: $(a,b), [a,b], [a,b), (a,b]$;

  3. When initialize array: argmin with np.full, argmax with np.zeros.

Todo

  • try fastmath option in @njit (no performance difference)
  • commit a main_one_shot function, with reduced and formatted output
    • move all related traces under same folder
    • recording somehow per-stage
    • complete main_one_shot function
  • add static policy replacement function
  • test policy replacement (with 50 submission)
    • running on vps and get 50 results
  • semi-analytical average cost calculation
    • one-step/n-step policy improvement for any stage (n < STAGE_EVAL)
    • Possible: enhance one evaluation with multi-step policy improvement's return?
  • finish two simple analysis
    • reinforcement learning
    • optimized baseline policy (aware of start)
  • touch a plot-traces2.py with new plot function
    • calculate the record data and display

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