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Created November 20, 2020 16:37
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apple_tensorflow_bench.md

Cats vs dogs from scratch.

https://github.com/ephes/data_science_tutorial/blob/master/notebooks/cats_vs_dogs/prepare_training_data.ipynb https://github.com/ephes/data_science_tutorial/blob/master/notebooks/cats_vs_dogs/model_from_scratch.ipynb

Hardware

MacBook Pro (16 Zoll, 2019) 2,3 GHz 8-Core Intel Core i9 AMD Radeon Pro 5500M 8 GB

Not optimized, just installed tensorflow 2.3.1 on python 3.8.6 - 8 CPUs:

epoch takes about 27s 265ms/step CPU times: user 1h 42min 35s, sys: 10min 48s, total: 1h 53min 24s Wall time: 13min 37s

plaidml metal radeon gpu

INFO:plaidml:Opening device "metal_amd_radeon_pro_5500m.0"

epoch takes about 13s 130ms/step CPU times: user 3min 57s, sys: 55.3 s, total: 4min 52s Wall time: 6min 33s

tensorflow mac_os 2.4rc0

epoch takes about 6s 64ms/step real 3m14.018s user 3m24.719s sys 0m35.804s

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