Python vs Rust (for simulation) Alisa Dammer ML Engineer at Repo: - PowerPoint PPT Presentation

Nov 03, 2022 •579 likes •699 views

Python vs Rust (for simulation) Alisa Dammer ML Engineer at Repo: https://github.com/Alisa-lisa/conferences/tree/master/EP_2019 https://www.youtube.com/watch?v=hgry3vkuI 5Y What is Simulation? Approximate imitation Simulation States

Python vs Rust… (for simulation) Alisa Dammer ML Engineer at Repo: https://github.com/Alisa-lisa/conferences/tree/master/EP_2019
https://www.youtube.com/watch?v=hgry3vkuI 5Y What is Simulation? Approximate imitation Simulation States Transitions
Types Continuous Discrete-event Mixed - Physics - Forestry - Taxi - Biology - Health care - Post Office - Chemistry - Higher complexity - Manufacturing - Advanced systems pipeline engineering - Network systems protocols
Tools - Frameworks (GUST) - Libraries (SimPy) - Game Engines (Unity) - Programming languages
Important points
Scenario - Spawn 0..N taxi requests with P chance - Request can be assigned to a FREE car only - Request gets cancelled after X seconds, if not assigned - Cars are either FREE or OCCUPIED - 1 day of simulation
Criteria Objective : - Amount of code - Testing simplicity - Documentation generation (API or usage manual) - Performance - Memory usage - Ecosystem - Language versions (Major updates, breaking changes, etc.) Subjective : - Code simplicity - Development speed
Python - Lines: 94, - Performance: 209.036s+-16.96s - Memory usage:
Rust - Lines: 160 - Performance: 154.5ms +- 4.4ms - Memory usage:
Comparison criteria Python Rust Amount of code Test Simplicity Documentation Memory efficiency Performance Ecosystem Versions Simplicity Development speed
Conclusion What do you want to reach and what are your pain points?

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