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https://github.com/harvard-edge/cs249r_book.git
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a78f1bd8b0
Complete MLSYSIM v0.1.0 implementation with: - Documentation website (Quarto): landing page with animated hero and capability carousel, 4 tutorials (hello world, LLM serving, distributed training, sustainability), hardware/model/fleet/infra catalogs, solver guide, whitepaper, math foundations, glossary, and full quartodoc API reference - Typed registry system: Hardware (18 devices across 5 tiers), Models (15 workloads), Systems (fleets, clusters, fabrics), Infrastructure (grid profiles, rack configs, datacenters) - Core types: Pint-backed Quantity, Metadata provenance tracking, custom exception hierarchy (OOMError, SLAViolation) - SimulationConfig with YAML/JSON loading and pre-validation - Scenario system tying workloads to systems with SLA constraints - Multi-level evaluation scorecard (feasibility, performance, macro) - Examples, tests, and Jetson Orin NX spec fix (100 → 25 TFLOP/s) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
29 lines
721 B
Python
29 lines
721 B
Python
"""
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Tutorial: Comparing Concrete Hardware
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====================================
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Models the Smart Doorbell across different real-world microcontrollers.
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"""
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import mlsysim
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def main():
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scenario = mlsysim.Applications.Doorbell
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devices = [
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mlsysim.Hardware.Tiny.ArduinoNano33,
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mlsysim.Hardware.Tiny.ESP32_S3
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]
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for hw in devices:
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print("\n--- Evaluating " + hw.name + " ---")
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test_scenario = scenario.model_copy(update={"system": hw})
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try:
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result = test_scenario.evaluate()
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print(result.scorecard())
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except Exception as e:
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print("CRITICAL SYSTEM FAILURE: " + str(e))
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if __name__ == "__main__":
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main()
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