VennExamples#
| Example | Needs | What it shows |
|---|---|---|
| Outcome store | Base install; no downloads | python examples/outcome_store.py: a decision and case IDs from a tiny authored store |
| Text routing | .[embedding], reader and running venn serve |
python examples/route_ticket.py: a Choice response with account/billing probabilities and a no-match option |
| Precedent Desk | Reader, head and public support-ticket data; see its setup | Route from closed tickets, inspect precedents, add a queue and sweep a backlog |
| Registered family | Base install; head downloaded automatically | python examples/registered_family.py: fit on authored labeled vectors, reload and compare answers |
| Wine predictor | .[embedding], reader, head and downloaded CSV; CPU or GPU |
python examples/wine/wine.py --form kernel_ridge: fit on 1,200 notes, report RMSE on 800 others |
| Index sweep | Running server; scripts/contract_server.py is enough |
python examples/index_vectors.py: register an index, stream every row and delete it |
| Audio emotion | .[embedding], reader, head and your labeled WAV clips; CPU |
Fit a linear family from audio and print a new clip's emotion probabilities |
| Hot dog or not | .[embedding,dev], reader, head and your local photos; CPU or GPU |
Visual local demo: train once, evaluate unseen photos, then judge photos with separate reader and decision timings |
| Arena | .[arena,embedding]; GPU for the native reader |
Play from screenshots and recorded outcomes; --head awr compiles memory into a small predictor |
| Comparison walkthroughs | Numeric exports included; notebook environment for exploration | Inspect recorded history, SIC, wine and sound results; render the companion video |
Run commands from the repository root after python -m pip install . and the
extra listed for the example. Download the reader with venn download-embedder
when required. The offline outcome, index and registered-family examples use
authored coordinates to demonstrate interfaces. Text routing uses actual text
embeddings when connected to venn serve. Wine reports RMSE and timings; the
other small scripts print JSON.
Start with venn quickstart for a CPU example with no downloads. For choosing a
workflow, read Venn and Jev; for the request shapes,
see the cookbooks.