Working with ResultsDataset common workflow notebook (#717)

* Adding first draft of common workflow notebook for working with ResultsDataset.

* _torch_schedulers

* initial commit

* ran notebooks and deleted irrelevant cell outputs

* addressed code review

* addressed code review

* fixed second plot not showing up

* code review addressed

* fixed pre-commit error

* fixed typo in image name

* `visualize` verb should find all its inputs from config. (#713)

* `visualize` verb should find all its inputs from config.

Rather that assuming that the dataset provides its own breadcrumbs
to its input, use the session-wide config to locate that data and
its necessary metadata.

* Insist that "infer" be in the data request
* Use setup_dataset from pytorch_ignite in visualize verb
* Replace .numpy() calls with np.asarray() at interface boundaries in visualize.py
* Add REQUIRED_SPLITS and OPTIONAL_SPLITS to Visualize verb

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Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: gitosaurus <6794831+gitosaurus@users.noreply.github.com>

* Get pre-executed notebooks running again, with needed Pydantic and Lance changes (#711)

* Fix and run most pre-executed notebooks.

Get visualize's h.config correct
Chose model.name = HyraxAutoencoder; v.0.6.1 inspection confirms.

Smaller batch size for HSC data

Must suffix columns with data provider

Get MPR demo working

Quiet down Lance DB creation warnings

* Respond to PR comments

* Use data_location

* export_model.ipynb needs to be rewritten

* Restore hyrax_hats_cutout to main

* xcxc blocks innocent images

* Adding the notebook to the documentation.

* Making the indexes consistent in the examples.

* Polished with the help of an agentic notebook reviewers.

* Fixing botch merge conflict resolution.

* Getting Started notebook was rerun, and we did not clean up the superfluous output. I ran it again, and removed the output that might be distracting.

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Co-authored-by: Samarth Venkatesh <samnsid7@uw.edu>
Co-authored-by: Derek T. Jones <dtj1s@uw.edu>
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: gitosaurus <6794831+gitosaurus@users.noreply.github.com>

Author: 4 people

docs/common_workflows.rst

@@ -5,4 +5,5 @@ Common workflows
    :maxdepth: 1
 
    Configuration basics <notebooks/config_basics>
+   Working with result datasets <pre_executed/working_with_results_data>
    Learning rate schedulers <pre_executed/using_lr_schedulers>