Command
vraven counterfactual
Search for a bounded continuous-input counterfactual
Minimal form
vraven counterfactual <model>Arguments and options
| Option | Meaning | Default |
|---|---|---|
model | PyTorch model file | None |
--model-format | Model storage format. VRAVEN instrumentation supports state_dict and trusted pickle models; TorchScript can be loaded but cannot expose PyTorch hooks. | state_dict |
--model-factory, --factory | Import path such as my_project.models:Classifier | None |
--factory-kwargs | JSON object passed to the model factory | {} |
--state-dict-key | — | None |
--strip-prefix | — | None |
--device | — | cpu |
--non-strict | — | False |
--trusted-model | Allow Python-pickle model loading | False |
--input | Input tensor file | None |
--sample-index | — | 0 |
--target-class | — | None |
--steps | — | 100 |
--learning-rate | — | 0.05 |
--l2-weight | — | 0.01 |
--max-linf | — | None |
--clamp-min | — | None |
--clamp-max | — | None |
--top-changes | — | 20 |
--output | — | vraven_counterfactual.json |
Exact local helpRun
vraven counterfactual --help against your installed version before automating a release workflow.