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Allow recovery from training runs on a local machine. #178

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Shruthi42 opened this issue Aug 25, 2020 · 0 comments · Fixed by #282
Closed

Allow recovery from training runs on a local machine. #178

Shruthi42 opened this issue Aug 25, 2020 · 0 comments · Fixed by #282

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@Shruthi42
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Right now, there's no easy way to recover training/run inference on a local run.
@Shruthi42 Shruthi42 mentioned this issue Nov 2, 2020
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Shruthi42 added a commit that referenced this issue Nov 3, 2020
@Shruthi42
Load model weights from URL or local checkpoint (#282)
22da192 
- Adds a parameter `weights_url` to DeepLearningConfig to download model weights from a URL.
- Adds a parameter `local_weights_path` to DeepLearningConfig to initialize model weights from a local checkpoint. This can also be used to perform inference on a checkpoint from a local training run.
- Refactors all checkpoint logic, including recovering from run_recovery into a class CheckpointHandler
- Adds a parameter `epochs_to_test` to DeepLearningConfig which can be used to specify a list of epochs to test in a training/inference run.
-  Deprecates DeepLearningConfig parameters `test_diff_epochs`, `test_step_epochs` and `test_start_epoch`.

Closes #178 
Closes #297
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Load model weights from URL or local checkpoint microsoft/InnerEye-DeepLearning
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