ppai/weather: add weather forecasting sample #8345
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jackwotherspoon
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I am working on adding Cloud Run predictions. The code itself remains pretty much the same, but I had to refactor the directory structures due to Python packaging and how Dataflow and Vertex AI expect files. |
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people-and-planet-ai/weather-forecasting/serving/weather-model/weather/trainer.py
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Co-authored-by: Dan Lee <[email protected]>
Co-authored-by: Dan Lee <[email protected]>
Co-authored-by: Dan Lee <[email protected]>
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FYI, I just set the "do not merge" label because that build check was stuck. Now it's green. |
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* ppai/weather-foreacasting: add weather sample * remove temporary test model * remove test scripts * install local packages before testing * update datasets * add local packages to test requirements * split notebook and tests * add predictions notebook and tests * add missing requirements * update notebooks * update test names * fix tests * enable vertex test * copy file to directory * update dependencies * ignore checkpoints directory * Simplify boolean test Co-authored-by: Dan Lee <[email protected]> * Improve wording Co-authored-by: Dan Lee <[email protected]> * Improve wording Co-authored-by: Dan Lee <[email protected]> * rename go to graph_objects Co-authored-by: gcf-merge-on-green[bot] <60162190+gcf-merge-on-green[bot]@users.noreply.github.com> Co-authored-by: Dan Lee <[email protected]>
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Description
This is an end-to-end sample to train a PyTorch model in Google Cloud. It uses Dataflow to create the datasets using Earth Engine data, then trains a PyTorch model in Vertex AI with GPUs, deploys the model to Cloud Run and gets predictions.
To run while staged:
!git clone -b ppai-weather-forecasting https://github.com/davidcavazos/python-docs-samples.git %cd python-docs-samples/people-and-planet-ai/weather-forecastingChecklist
nox -s py-3.9(see Test Environment Setup)nox -s lint(see Test Environment Setup)