v4a - #4

Merged

tmonk merged 7 commits into

Nov 25, 2025

Commits on Nov 25, 2025

feat: add benchmark smoke test and refactor `gradient` and `compute_standard_errors` signatures to accept `flat_beta` as a keyword argument.
tmonk
committed
b0a3cf8
refactor: modernize type hints by using built-in `tuple` and removing unused `Optional` import
tmonk
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c5d31f6
- Declared DualInput as a proper TypeAlias and added necessary cast imports.
tmonk
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54697d6
docs: show `fit` with optimization parameters, `compute_standard_errors` with `epsilon`, `simulate_data` with `rng` and `dtype`, and clarify `y_dual` input formats.
tmonk
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ecbe63d
• Add choices-first workflow, rich summaries, and helper APIs
tmonk
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c8dfab7
feat: enhance `parse_choices` input validation and `MultichoiceLogit` summary output tests for inference and optimizer details.
tmonk
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accf67f
refactor: introduce `Choice` and `ChoicesSeq` type aliases, add a plain text fallback for `ModelResult.summary` making `rich` optional, and update `fit` method type hints to `npt.ArrayLike`.
tmonk
committed
3e2529b