#![allow( clippy::assertions_on_constants, clippy::assertions_on_result_states, clippy::clone_on_copy, clippy::decimal_literal_representation, clippy::doc_markdown, clippy::empty_line_after_doc_comments, clippy::field_reassign_with_default, clippy::get_unwrap, clippy::identity_op, clippy::inconsistent_digit_grouping, clippy::indexing_slicing, clippy::integer_division, clippy::len_zero, clippy::let_underscore_must_use, clippy::manual_div_ceil, clippy::manual_let_else, clippy::manual_range_contains, clippy::modulo_arithmetic, clippy::needless_range_loop, clippy::non_ascii_literal, clippy::redundant_clone, clippy::shadow_reuse, clippy::shadow_same, clippy::shadow_unrelated, clippy::single_match_else, clippy::str_to_string, clippy::string_slice, clippy::tests_outside_test_module, clippy::too_many_lines, clippy::unnecessary_wraps, clippy::unseparated_literal_suffix, clippy::use_debug, clippy::useless_vec, clippy::wildcard_enum_match_arm, clippy::else_if_without_else, clippy::expect_used, clippy::missing_const_for_fn, clippy::similar_names, clippy::type_complexity, clippy::collapsible_else_if, clippy::doc_lazy_continuation, clippy::items_after_test_module, clippy::map_clone, clippy::multiple_unsafe_ops_per_block, clippy::unwrap_or_default, clippy::assign_op_pattern, clippy::needless_borrow, clippy::println_empty_string, clippy::unnecessary_cast, clippy::used_underscore_binding, clippy::create_dir, clippy::implicit_saturating_sub, clippy::exit, clippy::expect_fun_call, clippy::too_many_arguments, clippy::unnecessary_map_or, clippy::unwrap_used, dead_code, unused_imports, unused_variables, clippy::cloned_ref_to_slice_refs, clippy::neg_multiply, clippy::while_let_loop, clippy::bool_assert_comparison, clippy::excessive_precision, clippy::trivially_copy_pass_by_ref, clippy::op_ref, clippy::redundant_closure, clippy::unnecessary_lazy_evaluations, clippy::if_then_some_else_none, clippy::unnecessary_to_owned, clippy::single_component_path_imports, )] //! Hyperopt search space dimension tests (updated for 14D family-intensity structure). //! //! Kelly params (kelly_fractional, kelly_max_fraction, etc.) are now fixed at TOML //! defaults and absorbed into the risk_intensity family. The search space is 14D. #[cfg(test)] mod hyperopt_kelly_params_tests { use ml::hyperopt::adapters::dqn::DQNParams; use ml::hyperopt::traits::ParameterSpace; #[test] fn test_search_space_has_14_dimensions() { let bounds = DQNParams::continuous_bounds(); assert_eq!(bounds.len(), 14, "Search space should be 14D (3 breakouts + 5 core + 6 gen families)"); } #[test] fn test_risk_intensity_bounds() { let bounds = DQNParams::continuous_bounds(); let names = DQNParams::param_names(); let risk_idx = names.iter().position(|&n| n == "risk_intensity") .expect("risk_intensity should be in param_names"); let (min, max) = bounds[risk_idx]; assert_eq!(min, 0.0, "risk_intensity min should be 0.0"); assert_eq!(max, 2.0, "risk_intensity max should be 2.0"); } #[test] fn test_from_continuous_accepts_14d() { let bounds = DQNParams::continuous_bounds(); let x: Vec = bounds.iter().map(|(lo, hi)| (lo + hi) / 2.0).collect(); assert_eq!(x.len(), 14); let result = DQNParams::from_continuous(&x); assert!(result.is_ok(), "Should accept 14D parameter vector"); let params = result.unwrap(); assert!((params.gamma - 0.9745).abs() < 0.001, "gamma should be midpoint of [0.95, 0.999]"); assert!((params.risk_intensity - 1.0).abs() < 1e-6, "risk_intensity should be 1.0 at midpoint"); } #[test] fn test_from_continuous_rejects_wrong_dimensions() { // Too few dimensions let x_short = vec![0.97; 13]; let result_short = DQNParams::from_continuous(&x_short); assert!(result_short.is_err(), "Should reject 13D parameter vector"); // Too many dimensions let x_long = vec![0.97; 15]; let result_long = DQNParams::from_continuous(&x_long); assert!(result_long.is_err(), "Should reject 15D parameter vector"); } #[test] fn test_all_intensity_bounds_are_0_to_2() { let bounds = DQNParams::continuous_bounds(); let names = DQNParams::param_names(); for (i, name) in names.iter().enumerate() { if name.ends_with("_intensity") { let (lo, hi) = bounds[i]; assert_eq!(lo, 0.0, "{name} lower bound should be 0.0"); assert_eq!(hi, 2.0, "{name} upper bound should be 2.0"); } } } #[test] fn test_breakout_params_have_specific_bounds() { let bounds = DQNParams::continuous_bounds(); // gamma at index 0 assert_eq!(bounds[0], (0.95, 0.999), "gamma bounds should be (0.95, 0.999)"); // iqn_lambda at index 1 assert_eq!(bounds[1], (0.0, 1.0), "iqn_lambda bounds should be (0.0, 1.0)"); // c51_warmup_epochs at index 2 assert_eq!(bounds[2], (3.0, 15.0), "c51_warmup_epochs bounds should be (3.0, 15.0)"); } }