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ANT framework's model database that provides DNN models for the various range of IoT devices

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SKKU-ESLAB/ANT-Model-DB

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ANT Model DB

This project includes model database, model profilers, and model dashboard used in ANT framework.

The model database provides DNN models for various range of IoT devices.

Model/Kernel Database

Model database records compressed DNN models.

Kernel database tunes kernel codes of those compressed models and collects them.

  • Usage
python modeldb_sender.py --table <model_db_table_name> --path <directory_to_record> [--save_as_csv]

Model Profiler

Model profiler can measure latency using programs in latency-predictor, which implemented based on TVM.

References

This project is implemented based on TVM

Prerequisites

Model Dashboard

Model dashboard is a web page that shows available compressed model in model database and kernel code in kernel database. This dashboard web server is implemented based on Flask.

  • Usage
python dashboard-run.py 

License

ANT-Model-DB is open source software under the Apache 2.0 license.

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ANT framework's model database that provides DNN models for the various range of IoT devices

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