Putting It Together

Once you have sampled the individual demos, combine them into a workflow that fits your project.

Pick modules as needed

• Model baselines → tuning – Start with the 1D/2D CANN demos in CANN Network Examples, then revisit the Hopfield examples in Hebbian Memory Examples to observe Hebbian effects before and after training.

• Real trajectories → pipelines – Import recordings with Tasks and Navigation Examples (see import_external_trajectory.py), store them as .npz, and feed them into the theta-sweep pipeline in Theta Sweep Pipeline Examples.

• Experimental validation – Compare pipeline outputs against the ROI/TDA analyses in Experimental Analysis Examples to confirm that simulated and recorded data share the same structure.

Rapid prototyping checklist

1. Copy a template – Duplicate the closest example into examples/your_topic/.

2. Adjust configuration –

   • Modify PlotConfigs/ThetaSweepPipeline dictionaries for new visual outputs.

   • Pass overrides on the command line via uv run python and --help if the script exposes arguments.

3. Record artefacts – Print or log the generated file paths so downstream automation can pick them up.

Common pitfalls

• Slow animations – Reduce time_steps_per_second or fps. On headless servers install imageio[ffmpeg] for faster encoding.

• Missing dependencies – ModuleNotFoundError means you should uv add <package>. The earlier chapters list the extra packages

you might need. - Download hiccups – Place the required files manually or retry; the load_* helpers always check the local cache first.

Next steps

Add your own scripts and extend this guide so that every example has a matching doc entry. When you open a PR, follow the pattern in docs/en/examples/index.rst (or mirror the structure used here).