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title: "How to write an easy to use, interactive physics/science/engineering simulator leveraging ctypes, numba, tkinter and scipy.ndimage + PIL - 黃亭皓"
tags: PyConTW2025, 2025-organize, 2025-共筆
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# How to write an easy to use, interactive physics/science/engineering simulator leveraging ctypes, numba, tkinter and scipy.ndimage + PIL - 黃亭皓

{%hackmd L_RLmFdeSD--CldirtUhCw %}

<iframe src=https://app.sli.do/event/4F9NDmWykyaQEnY75w2exV height=450 width=100%></iframe>

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> Collaborative writing start from below
> 從這裡開始共筆

## physic background

晶體結構與要解決的問題

## simulation

模擬光束打進晶體(?)模擬不同晶面的繞射結果

Classes:
- Beam
- Sample
-

## jit & ctype

要模擬m\*n的空間 利用
- itertools.product
- list comprehension
- numpy norm

已經很有效率

但講者找到文章說 numba jit 和 ctype可以更快
把numba寫的用c寫 包起來用python去call funciton

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