From 611cb197405c3c0f084573019b9a8634535c3582 Mon Sep 17 00:00:00 2001 From: moshferatu Date: Thu, 9 May 2024 05:23:58 -0700 Subject: [PATCH] Add script for model inference --- .../lesson-2/predict.py | 12 ++++++++++++ .../lesson-2/test-images/grizzly.jpg | Bin 0 -> 45345 bytes 2 files changed, 12 insertions(+) create mode 100644 practical-deep-learning-for-coders/lesson-2/predict.py create mode 100644 practical-deep-learning-for-coders/lesson-2/test-images/grizzly.jpg diff --git a/practical-deep-learning-for-coders/lesson-2/predict.py b/practical-deep-learning-for-coders/lesson-2/predict.py new file mode 100644 index 0000000..7ce516e --- /dev/null +++ b/practical-deep-learning-for-coders/lesson-2/predict.py @@ -0,0 +1,12 @@ +import os + +from fastai.learner import load_learner +from pathlib import Path + +path = Path(os.path.dirname(os.path.realpath(__file__))) + +# Make sure to export the model first via the notebook. +# The exported model is not included in the repository. +model = load_learner(path/'export.pkl') +prediction, index, probabilities = model.predict(path/'test-images/grizzly.jpg') +print(f'Prediction: {prediction}, Probability: {probabilities[index]:0.4f}') \ No newline at end of file diff --git a/practical-deep-learning-for-coders/lesson-2/test-images/grizzly.jpg b/practical-deep-learning-for-coders/lesson-2/test-images/grizzly.jpg new file mode 100644 index 0000000000000000000000000000000000000000..537388663a4317a6d6d6e67b030103ef51f0f4e9 GIT binary patch literal 45345 zcmb4q^;29=^yT1g!687<00Y5-JHg!s*Wfa^1b2tv4gm%UFt`lvF2UX5gG+D-zU=OI z|A4*SRbAEh{cx-6y?fue=k(js+ZF&)xQo+ngPJ{Lb_$_-?ng^-v>KGn1S{WM9u4=dgXX# zM+AW2@?F-F517Y;*E1e*9|-DQJl(m_4K1SzYxPqp7<;vcp*PWN^}3h35Qce-GTDd| zIr3r4#KG3vfI<>=2@shhVMxZvmOE6tllkj}P)Rc`X^&rJL-g?*AjxdT@4`D8XXdgJ zizlb&ktq+-b@;Ckd9o{|zc=MoLsf@mpGcnD1Fb%9IvZuM{nx~?cjROZx>7npu zr?h4TUSL&L-4Zw9CoQKtK0;TLS_-)XGiCh*J%Tfi=~Ma|e`ujD%&++BzIWW(+ES#d zI52BD^uKG@n36YumZ}yEF+1iK#^CnV84LVP(Z)Aja>OygTh8}u$5GdcYIETPx1?{S 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