[INFO] fetching crate rustyml 0.9.0...
[INFO] testing rustyml-0.9.0 against 1.91.0 for beta-1.92-2
[INFO] extracting crate rustyml 0.9.0 into /workspace/builds/worker-4-tc1/source
[INFO] started tweaking crates.io crate rustyml 0.9.0
[INFO] finished tweaking crates.io crate rustyml 0.9.0
[INFO] tweaked toml for crates.io crate rustyml 0.9.0 written to /workspace/builds/worker-4-tc1/source/Cargo.toml
[INFO] validating manifest of crates.io crate rustyml 0.9.0 on toolchain 1.91.0
[INFO] running `Command { std: CARGO_HOME="/workspace/cargo-home" RUSTUP_HOME="/workspace/rustup-home" "/workspace/cargo-home/bin/cargo" "+1.91.0" "metadata" "--manifest-path" "Cargo.toml" "--no-deps", kill_on_drop: false }`
[INFO] crate crates.io crate rustyml 0.9.0 already has a lockfile, it will not be regenerated
[INFO] running `Command { std: CARGO_HOME="/workspace/cargo-home" RUSTUP_HOME="/workspace/rustup-home" "/workspace/cargo-home/bin/cargo" "+1.91.0" "fetch" "--manifest-path" "Cargo.toml", kill_on_drop: false }`
[INFO] [stderr]     Updating crates.io index
[INFO] [stderr]  Downloading crates ...
[INFO] [stderr]   Downloaded nalgebra-macros v0.3.0
[INFO] [stderr]   Downloaded unit-prefix v0.5.1
[INFO] [stderr]   Downloaded console v0.16.1
[INFO] [stderr]   Downloaded indicatif v0.18.0
[INFO] [stderr]   Downloaded glam v0.14.0
[INFO] [stderr]   Downloaded glam v0.15.2
[INFO] [stderr]   Downloaded glam v0.17.3
[INFO] [stderr]   Downloaded glam v0.16.0
[INFO] [stderr]   Downloaded glam v0.18.0
[INFO] [stderr]   Downloaded glam v0.20.5
[INFO] [stderr]   Downloaded glam v0.23.0
[INFO] [stderr]   Downloaded glam v0.21.3
[INFO] [stderr]   Downloaded glam v0.22.0
[INFO] [stderr]   Downloaded nalgebra v0.34.0
[INFO] [stderr]   Downloaded glam v0.25.0
[INFO] [stderr]   Downloaded glam v0.28.0
[INFO] [stderr]   Downloaded glam v0.29.3
[INFO] running `Command { std: "docker" "create" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/target:/opt/rustwide/target:rw,Z" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/source:/opt/rustwide/workdir:ro,Z" "-v" "/var/lib/crater-agent-workspace/cargo-home:/opt/rustwide/cargo-home:ro,Z" "-v" "/var/lib/crater-agent-workspace/rustup-home:/opt/rustwide/rustup-home:ro,Z" "-e" "SOURCE_DIR=/opt/rustwide/workdir" "-e" "CARGO_TARGET_DIR=/opt/rustwide/target" "-e" "CARGO_HOME=/opt/rustwide/cargo-home" "-e" "RUSTUP_HOME=/opt/rustwide/rustup-home" "-w" "/opt/rustwide/workdir" "-m" "1610612736" "--user" "0:0" "--network" "none" "ghcr.io/rust-lang/crates-build-env/linux@sha256:4848fb76d95f26979359cc7e45710b1dbc8f3acb7aeedee7c460d7702230f228" "/opt/rustwide/cargo-home/bin/cargo" "+1.91.0" "metadata" "--no-deps" "--format-version=1", kill_on_drop: false }`
[INFO] [stdout] 12de4b02b0ba6138dc9c3ff3d85f18d12793cfd6867cecd98423c89c3a321384
[INFO] running `Command { std: "docker" "start" "-a" "12de4b02b0ba6138dc9c3ff3d85f18d12793cfd6867cecd98423c89c3a321384", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "inspect" "12de4b02b0ba6138dc9c3ff3d85f18d12793cfd6867cecd98423c89c3a321384", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "12de4b02b0ba6138dc9c3ff3d85f18d12793cfd6867cecd98423c89c3a321384", kill_on_drop: false }`
[INFO] [stdout] 12de4b02b0ba6138dc9c3ff3d85f18d12793cfd6867cecd98423c89c3a321384
[INFO] running `Command { std: "docker" "create" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/target:/opt/rustwide/target:rw,Z" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/source:/opt/rustwide/workdir:ro,Z" "-v" "/var/lib/crater-agent-workspace/cargo-home:/opt/rustwide/cargo-home:ro,Z" "-v" "/var/lib/crater-agent-workspace/rustup-home:/opt/rustwide/rustup-home:ro,Z" "-e" "SOURCE_DIR=/opt/rustwide/workdir" "-e" "CARGO_TARGET_DIR=/opt/rustwide/target" "-e" "CARGO_INCREMENTAL=0" "-e" "RUST_BACKTRACE=full" "-e" "RUSTFLAGS=--cap-lints=warn" "-e" "RUSTDOCFLAGS=--cap-lints=warn" "-e" "CARGO_HOME=/opt/rustwide/cargo-home" "-e" "RUSTUP_HOME=/opt/rustwide/rustup-home" "-w" "/opt/rustwide/workdir" "-m" "1610612736" "--user" "0:0" "--network" "none" "ghcr.io/rust-lang/crates-build-env/linux@sha256:4848fb76d95f26979359cc7e45710b1dbc8f3acb7aeedee7c460d7702230f228" "/opt/rustwide/cargo-home/bin/cargo" "+1.91.0" "build" "--frozen" "--message-format=json", kill_on_drop: false }`
[INFO] [stdout] 6df2a642ddb0f6cae930b5fccd4bc59c303fa0caa8c660b4e52267645f0f540d
[INFO] running `Command { std: "docker" "start" "-a" "6df2a642ddb0f6cae930b5fccd4bc59c303fa0caa8c660b4e52267645f0f540d", kill_on_drop: false }`
[INFO] [stderr]    Compiling libc v0.2.171
[INFO] [stderr]    Compiling libm v0.2.11
[INFO] [stderr]    Compiling num-traits v0.2.19
[INFO] [stderr]    Compiling zerocopy v0.8.24
[INFO] [stderr]    Compiling proc-macro2 v1.0.94
[INFO] [stderr]    Compiling matrixmultiply v0.3.9
[INFO] [stderr]    Compiling getrandom v0.3.2
[INFO] [stderr]    Compiling serde_core v1.0.228
[INFO] [stderr]    Compiling bytemuck v1.22.0
[INFO] [stderr]    Compiling rawpointer v0.2.1
[INFO] [stderr]    Compiling serde v1.0.228
[INFO] [stderr]    Compiling portable-atomic v1.11.0
[INFO] [stderr]    Compiling ahash v0.8.12
[INFO] [stderr]    Compiling unit-prefix v0.5.1
[INFO] [stderr]    Compiling safe_arch v0.7.4
[INFO] [stderr]    Compiling getrandom v0.2.15
[INFO] [stderr]    Compiling console v0.16.1
[INFO] [stderr]    Compiling quote v1.0.40
[INFO] [stderr]    Compiling rand_core v0.6.4
[INFO] [stderr]    Compiling rand_core v0.9.3
[INFO] [stderr]    Compiling syn v2.0.100
[INFO] [stderr]    Compiling wide v0.7.32
[INFO] [stderr]    Compiling indicatif v0.18.0
[INFO] [stderr]    Compiling ppv-lite86 v0.2.21
[INFO] [stderr]    Compiling num-integer v0.1.46
[INFO] [stderr]    Compiling num-complex v0.4.6
[INFO] [stderr]    Compiling approx v0.5.1
[INFO] [stderr]    Compiling num-rational v0.4.2
[INFO] [stderr]    Compiling rand_chacha v0.3.1
[INFO] [stderr]    Compiling rand_chacha v0.9.0
[INFO] [stderr]    Compiling rand v0.9.2
[INFO] [stderr]    Compiling rand v0.8.5
[INFO] [stderr]    Compiling simba v0.9.0
[INFO] [stderr]    Compiling rand_distr v0.5.1
[INFO] [stderr]    Compiling serde_json v1.0.145
[INFO] [stderr]    Compiling rand_distr v0.4.3
[INFO] [stderr]    Compiling serde_derive v1.0.228
[INFO] [stderr]    Compiling nalgebra-macros v0.3.0
[INFO] [stderr]    Compiling ndarray v0.16.1
[INFO] [stderr]    Compiling nalgebra v0.33.2
[INFO] [stderr]    Compiling nalgebra v0.34.0
[INFO] [stderr]    Compiling ndarray-rand v0.15.0
[INFO] [stderr]    Compiling statrs v0.18.0
[INFO] [stderr]    Compiling rustyml v0.9.0 (/opt/rustwide/workdir)
[INFO] [stderr]     Finished `dev` profile [unoptimized + debuginfo] target(s) in 51.97s
[INFO] running `Command { std: "docker" "inspect" "6df2a642ddb0f6cae930b5fccd4bc59c303fa0caa8c660b4e52267645f0f540d", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "6df2a642ddb0f6cae930b5fccd4bc59c303fa0caa8c660b4e52267645f0f540d", kill_on_drop: false }`
[INFO] [stdout] 6df2a642ddb0f6cae930b5fccd4bc59c303fa0caa8c660b4e52267645f0f540d
[INFO] running `Command { std: "docker" "create" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/target:/opt/rustwide/target:rw,Z" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/source:/opt/rustwide/workdir:ro,Z" "-v" "/var/lib/crater-agent-workspace/cargo-home:/opt/rustwide/cargo-home:ro,Z" "-v" "/var/lib/crater-agent-workspace/rustup-home:/opt/rustwide/rustup-home:ro,Z" "-e" "SOURCE_DIR=/opt/rustwide/workdir" "-e" "CARGO_TARGET_DIR=/opt/rustwide/target" "-e" "CARGO_INCREMENTAL=0" "-e" "RUST_BACKTRACE=full" "-e" "RUSTFLAGS=--cap-lints=warn" "-e" "RUSTDOCFLAGS=--cap-lints=warn" "-e" "CARGO_HOME=/opt/rustwide/cargo-home" "-e" "RUSTUP_HOME=/opt/rustwide/rustup-home" "-w" "/opt/rustwide/workdir" "-m" "1610612736" "--user" "0:0" "--network" "none" "ghcr.io/rust-lang/crates-build-env/linux@sha256:4848fb76d95f26979359cc7e45710b1dbc8f3acb7aeedee7c460d7702230f228" "/opt/rustwide/cargo-home/bin/cargo" "+1.91.0" "test" "--frozen" "--no-run" "--message-format=json", kill_on_drop: false }`
[INFO] [stdout] d3fe179e72f7ac0532d1ab1840f5c6ae5314619168514ca0518ad778277b4262
[INFO] running `Command { std: "docker" "start" "-a" "d3fe179e72f7ac0532d1ab1840f5c6ae5314619168514ca0518ad778277b4262", kill_on_drop: false }`
[INFO] [stderr]    Compiling rustyml v0.9.0 (/opt/rustwide/workdir)
[INFO] [stderr]     Finished `test` profile [unoptimized + debuginfo] target(s) in 38.86s
[INFO] running `Command { std: "docker" "inspect" "d3fe179e72f7ac0532d1ab1840f5c6ae5314619168514ca0518ad778277b4262", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "d3fe179e72f7ac0532d1ab1840f5c6ae5314619168514ca0518ad778277b4262", kill_on_drop: false }`
[INFO] [stdout] d3fe179e72f7ac0532d1ab1840f5c6ae5314619168514ca0518ad778277b4262
[INFO] running `Command { std: "docker" "create" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/target:/opt/rustwide/target:rw,Z" "-v" "/var/lib/crater-agent-workspace/builds/worker-4-tc1/source:/opt/rustwide/workdir:ro,Z" "-v" "/var/lib/crater-agent-workspace/cargo-home:/opt/rustwide/cargo-home:ro,Z" "-v" "/var/lib/crater-agent-workspace/rustup-home:/opt/rustwide/rustup-home:ro,Z" "-e" "SOURCE_DIR=/opt/rustwide/workdir" "-e" "CARGO_TARGET_DIR=/opt/rustwide/target" "-e" "CARGO_INCREMENTAL=0" "-e" "RUST_BACKTRACE=full" "-e" "RUSTFLAGS=--cap-lints=warn" "-e" "RUSTDOCFLAGS=--cap-lints=warn" "-e" "CARGO_HOME=/opt/rustwide/cargo-home" "-e" "RUSTUP_HOME=/opt/rustwide/rustup-home" "-w" "/opt/rustwide/workdir" "-m" "1610612736" "--user" "0:0" "--network" "none" "ghcr.io/rust-lang/crates-build-env/linux@sha256:4848fb76d95f26979359cc7e45710b1dbc8f3acb7aeedee7c460d7702230f228" "/opt/rustwide/cargo-home/bin/cargo" "+1.91.0" "test" "--frozen", kill_on_drop: false }`
[INFO] [stdout] 3e2a20589bcf2c8931c7931bfbedf1db5c3e04100305caa7339f71b2667269f4
[INFO] running `Command { std: "docker" "start" "-a" "3e2a20589bcf2c8931c7931bfbedf1db5c3e04100305caa7339f71b2667269f4", kill_on_drop: false }`
[INFO] [stderr]     Finished `test` profile [unoptimized + debuginfo] target(s) in 0.15s
[INFO] [stderr]      Running unittests src/lib.rs (/opt/rustwide/target/debug/deps/rustyml-9aa06e5ad3a14ed9)
[INFO] [stdout] 
[INFO] [stdout] running 532 tests
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_fit_predict ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_empty_data ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_getters ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_fit_simple_data ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_new ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_different_metrics ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_error_handling ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_predict_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_node_creation ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_predict_proba ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_different_algorithms ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_decision_tree_new ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_decision_tree_params_default ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_get_core_sample_indices_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_anomaly_score_not_fitted ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_fit_predict_classifier ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_default ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_different_max_samples ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_max_depth_parameter ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_memory_efficiency ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_fit_empty_data ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_fit_infinite_data ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_fit_nan_data ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_new ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_predict_dimension_mismatch ... ok
[INFO] [stdout] test test::machine_learning_test::decision_tree_test::test_fit_predict_regressor ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_predict_nan_data ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_predict_empty_data ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_predict_not_fitted ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_anomaly_score_dimension_mismatch ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_new_with_auto_max_depth ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_path_length_consistency ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_get_labels_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_default ... ok
[INFO] [stdout] test test::machine_learning_test::dbscan_test::test_predict ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_single_feature ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_new_and_default ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_fit_valid_data ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_default ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_distance_weights ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_reproducibility ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_parallel_consistency ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_fit_predict ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_empty_train ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_new ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_euclidean_uniform ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_fit ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_different_n_estimators ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_predict ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_fit_predict ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_anomaly_score ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_manhattan ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_consistency ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_larger_dataset ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_getters ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_distance_weights ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_euclidean_uniform ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_fit ... ok
[INFO] [stdout] test test::machine_learning_test::isolation_forest_test::test_identical_points ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_manhattan ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_string_labels ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_different_cluster_counts ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_multiple_samples ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_with_k3 ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_default ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_fit_with_invalid_data ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_new ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_error_handling ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_default_constructor ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_new_constructor ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_default_constructor ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_generate_polynomial_features ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_new_constructor ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_getters_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_string_labels ... ok
[INFO] [stdout] test test::machine_learning_test::knn_test::test_knn_predict_parallel_large_k ... ok
[INFO] [stdout] test test::machine_learning_test::kmeans_test::test_predict ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_predict_proba ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_default ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_different_penalties ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_getters_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_new ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_fit_and_predict_simple_case ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_decision_function ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_no_intercept ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_error_handling ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_fit_and_predict_linear ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_different_kernels ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_getters_before_fit ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_fit_and_predict_rbf ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_svc_default ... ok
[INFO] [stdout] test test::math_module_test::test_entropy_balanced_binary ... ok
[INFO] [stdout] test test::machine_learning_test::svc_test::test_svc_constructor ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_linear_regression_fit_predict ... ok
[INFO] [stdout] test test::math_module_test::test_entropy_empty ... ok
[INFO] [stdout] test test::math_module_test::test_entropy_homogeneous ... ok
[INFO] [stdout] test test::math_module_test::test_entropy_multiclass ... ok
[INFO] [stdout] test test::math_module_test::test_entropy_unbalanced ... ok
[INFO] [stdout] test test::math_module_test::test_gain_ratio ... ok
[INFO] [stdout] test test::math_module_test::test_gini_empty ... ok
[INFO] [stdout] test test::math_module_test::test_gini_balanced_binary ... ok
[INFO] [stdout] test test::math_module_test::test_gain_ratio_zero_split_info ... ok
[INFO] [stdout] test test::math_module_test::test_gini_unbalanced ... ok
[INFO] [stdout] test test::math_module_test::test_information_gain ... ok
[INFO] [stdout] test test::math_module_test::test_information_gain_no_improvement ... ok
[INFO] [stdout] test test::math_module_test::test_logistic_loss ... ok
[INFO] [stdout] test test::math_module_test::test_manhattan_distance_row ... ok
[INFO] [stdout] test test::math_module_test::test_minkowski_distance_row ... ok
[INFO] [stdout] test test::math_module_test::test_sigmoid ... ok
[INFO] [stdout] test test::math_module_test::test_squared_euclidean_distance_row ... ok
[INFO] [stdout] test test::math_module_test::test_standard_deviation ... ok
[INFO] [stdout] test test::math_module_test::test_sum_of_square_total ... ok
[INFO] [stdout] test test::math_module_test::test_sum_of_squared_errors ... ok
[INFO] [stdout] test test::math_module_test::test_variance_constant ... ok
[INFO] [stdout] test test::math_module_test::test_variance_empty ... ok
[INFO] [stdout] test test::math_module_test::test_variance_simple ... ok
[INFO] [stdout] test test::math_module_test::test_variance_with_variance ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::activation_backward_without_forward_test ... ok
[INFO] [stdout] test test::math_module_test::test_gini_homogeneous ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::activation_layer_properties_test ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_not_fitted_error ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_fit_and_predict ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::activation_numerical_stability_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::relu_empty_input_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::relu_backward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::relu_forward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::sigmoid_backward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::sigmoid_empty_input_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::softmax_1d_input_error_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::softmax_backward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::softmax_forward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::softmax_empty_input_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::tanh_backward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::tanh_empty_input_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::tanh_forward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::sigmoid_forward_test ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::activation_integration_test ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_conv1d ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_dense_basic ... ok
[INFO] [stdout] test test::neural_network_test::activation_test::with_activation_test ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_learning_rate_effect ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_gru ... ok
[INFO] [stdout] test test::machine_learning_test::logistic_regression_test::test_fit_with_intercept ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_simple_rnn ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_average_pooling_1d_backward ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_average_pooling_1d_forward ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_average_pooling_1d_odd_window_size ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_lstm ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_average_pooling_1d_with_sequential ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_average_pooling_1d_shape ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_with_different_activations ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_1d_test::test_layer_type_and_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_2d_test::average_pooling_basic_test ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_2d_test::average_pooling_different_strides_test ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_basic ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_edge_cases ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_forward ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_gradient_flow ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_2d_test::average_pooling_non_even_input_test ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_2d_test::average_pooling_backprop_test ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_multiple_channels ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_different_batch_sizes ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_with_strides ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_mixed_layers ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::average_pooling_3d_test::test_average_pooling_3d_sequential_model ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_parameter_count ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_parameter_update_adam ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_parameter_update_rmsprop ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_parameter_update_adagrad ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_running_statistics ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_parameter_update_sgd ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_set_weights ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_different_strides ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_activation_functions ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_parameter_count ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_multiple_channels ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_with_sequential_model ... ok
[INFO] [stdout] test test::neural_network_test::batch_normalization_test::test_batch_normalization_large_batch_parallel ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_add_layer ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_sequential_with_sgd ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_different_activations ... ok
[INFO] [stdout] test test::neural_network_test::conv1d_test::test_conv1d_sequential_with_rmsprop ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_empty_model_summary ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_different_optimizers ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_fit_no_layers ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_fit_no_optimizer ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_get_weights ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_fit_success ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_complex_model ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_new ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_predict ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_predict_before_compile ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_summary ... ok
[INFO] [stdout] test test::neural_network_test::dense_test::test_dense_activation_functions ... ok
[INFO] [stdout] test test::neural_network_test::dense_test::test_dense_batch_processing ... ok
[INFO] [stdout] test test::neural_network_test::dense_test::test_dense_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_multiple_fit_calls ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_conv3d ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_backward ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_channel_independence ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_creation ... ok
[INFO] [stdout] test test::neural_network_test::conv3d_test::test_sequential_method_chaining ... ok
[INFO] [stdout] test test::neural_network_test::dense_test::test_dense_parameter_count ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_edge_cases ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_different_strides ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_forward ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_multiple_batches ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_same_padding ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_consistency_across_calls ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_different_rates ... ok
[INFO] [stdout] test test::neural_network_test::conv2d_test::conv2d_test ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_forward_pass_dimensions ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_decision_function ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_sequential_model ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_invalid_rate ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_maintains_expected_value ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_rate_zero ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_shape_validation ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::dropout_test::test_dropout_multidimensional ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_flatten_4d ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_flatten_3d ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_flatten_5d ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_flatten_only_model ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_1d_test::test_global_average_pooling_1d_backward ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_1d_test::test_global_average_pooling_1d_creation ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_1d_test::test_global_average_pooling_1d_forward ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_1d_test::test_global_average_pooling_1d_sequential ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_1d_test::test_global_average_pooling_1d_zero_input ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_2d_test::test_global_average_pooling_2d ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_backward_without_forward ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_basic_functionality ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_different_spatial_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_gradient_computation ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_layer_properties ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_multiple_batches_and_channels ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_with_random_values ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_backward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_creation ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_forward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_negative_input ... ok
[INFO] [stdout] test test::neural_network_test::global_average_pooling_3d_test::test_global_average_pooling_3d_with_sequential_training ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_zero_input ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_1d_test::test_global_max_pooling_1d_sequential ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_2d_test::test_global_max_pooling_forward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_2d_test::test_global_max_pooling_backward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_backward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_2d_test::test_global_max_pooling_in_sequential ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_backward_without_forward ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_forward_batch ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_forward_basic ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_layer_properties ... ok
[INFO] [stdout] test test::neural_network_test::depthwise_conv2d_test::test_depthwise_conv2d_training ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_with_sequential ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_with_negative_values ... ok
[INFO] [stdout] test test::neural_network_test::global_max_pooling_3d_test::test_global_max_pooling_3d_sequential_training ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_flatten_in_sequential ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_layer ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_different_activations ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_layer_basic ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_estimate_bandwidth ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_gradient_flow ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_sequential_composition ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_state_evolution ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_3d_input ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_custom_axis ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_default_axis ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_different_batch_sizes ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_epsilon_effect ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_gradient_flow ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_invalid_axis ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::ada_grad_test::test_ada_grad_conv2d ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_multiple_forward_backward ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_parameter_update_adagrad ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_parameter_update_adam ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_parameter_update_rmsprop ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_parameter_update_sgd ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_serialization ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_set_weights ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_parameter_count ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_vs_batch_normalization_difference ... ok
[INFO] [stdout] test test::neural_network_test::layer_weight_test::test_get_weights ... ok
[INFO] [stdout] test test::neural_network_test::loss_function_test::binary_cross_entropy_test ... ok
[INFO] [stdout] test test::neural_network_test::loss_function_test::categorical_cross_entropy_test ... ok
[INFO] [stdout] test test::neural_network_test::layer_normalization_test::test_layer_normalization_with_sequential_model ... ok
[INFO] [stdout] test test::neural_network_test::loss_function_test::mae_test ... ok
[INFO] [stdout] test test::neural_network_test::loss_function_test::sparse_categorical_cross_entropy_test ... ok
[INFO] [stdout] test test::neural_network_test::loss_function_test::mse_test ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_layer ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_different_activations ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_layer_basic ... ok
[INFO] [stdout] test test::neural_network_test::dense_test::test_dense_learning_capability ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_sequential_composition ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_state_evolution ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_sequence_learning ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_1d_test::test_max_pooling_1d ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_1d_test::test_max_pooling_1d_backward ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_2d_test::max_pooling_2d_edge_cases ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_2d_test::max_pooling_2d_test ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_different_strides ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_edge_cases ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_forward_pass ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_layer_properties ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_multiple_channels ... ok
[INFO] [stdout] test test::neural_network_test::max_pooling_3d_test::test_max_pooling_3d_with_sequential ... ok
[INFO] [stdout] test test::neural_network_test::optimizer_test::adam_test ... ok
[INFO] [stdout] test test::neural_network_test::optimizer_test::rmsprop_test ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_fit_with_max_iterations ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_batch_processing ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_basic ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_different_depth_multiplier ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_get_weights ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_vs_simple_rnn ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_multiple_training_calls ... ok
[INFO] [stdout] test test::machine_learning_test::linear_regression_test::test_multivariate_regression ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_output_shape_calculation ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_valid_padding ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_different_optimizers ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_with_strides ... ok
[INFO] [stdout] test test::neural_network_test::flatten_test::test_multiple_layers_with_flatten ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_sequence_learning ... ok
[INFO] [stdout] test test::neural_network_test::sequential_test::test_fit_error_handling ... ok
[INFO] [stdout] test test::neural_network_test::sequential_test::test_fit_parameter_updates ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_training ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_layer ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_layer_basic ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_different_activations ... ok
[INFO] [stdout] test test::machine_learning_test::linear_svc_test::test_fit_predict_simple_case ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_sequential_composition ... ok
[INFO] [stdout] test test::neural_network_test::sequential_test::test_fit_linear_regression_convergence ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_channel_consistency ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_consistency_across_calls ... ok
[INFO] [stdout] test test::neural_network_test::separable_conv2d_test::test_separable_conv2d_large_kernel ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_dimension_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_invalid_rate ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_sequence_memory ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_rate_one ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_rate_zero ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_different_rates ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_scaling ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_shape_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_maintains_expected_value ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_consistency_across_calls ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_1d_test::test_spatial_dropout_1d_various_shapes ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_vanishing_gradient_susceptibility ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_invalid_rate ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_dimension_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_feature_map_consistency ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_rate_one ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_rate_zero ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_scaling ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_shape_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_spatial_structure ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_maintains_expected_value ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_non_square_feature_maps ... ok
[INFO] [stdout] test test::neural_network_test::simple_rnn_test::test_simple_rnn_overfitting ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_backward_pass ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_dimension_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_feature_map_consistency ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_forward_pass_dimensions ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_inference_mode ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_invalid_rate ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_layer_type ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_consistency_across_calls ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_different_rates ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_output_shape ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_rate_one ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_rate_zero ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_scaling ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_shape_validation ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_spatial_structure ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_non_cubic_volumes ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_different_rates ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_volumetric_consistency ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_compute_kernel_linear ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_compute_kernel_poly ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_compute_kernel_rbf ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_compute_kernel_sigmoid ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_different_kernel_types ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_fit_and_transform ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_fit_invalid_inputs ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_fit_simple_case ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_fit_transform ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_fit_validation ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_getter_methods ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_getters_not_fitted ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_kernel_pca_default ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_kernel_pca_new ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_new_validation ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_transform_not_fitted ... ok
[INFO] [stdout] test test::utility_test::kernel_pca_test::test_transform_validation ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_ahash_map_functionality ... ok
[INFO] [stdout] test test::neural_network_test::sequential_test::test_fit_classification_convergence ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_maintains_expected_value ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_round_trip ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_to_categorical_basic ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_to_categorical_with_mapping ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_to_categorical_with_num_classes ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_to_sparse_categorical ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_to_sparse_categorical_with_probabilities ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_fit_basic ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_fit_transform ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_fit_validation_errors ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_getters_on_unfitted_model ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_lda_default ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_lda_new ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_predict ... ok
[INFO] [stdout] test test::utility_test::linear_discriminant_analysis_test::test_transform ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_1d_global ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_1d_row_column_error ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_3d_row ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_axis_consistency ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_column_l2 ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_empty_array ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_global_l2 ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_infinite_input ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_invalid_lp_parameter ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_l1 ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_insufficient_num_classes - should panic ... ok
[INFO] [stdout] test test::utility_test::label_encoding_test::test_negative_labels - should panic ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_lp ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_max ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_max_all_negative ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_max_mixed_signs ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_nan_input ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_negative_values ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_row_l2 ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_single_element ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_very_small_values ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_errors_when_not_fitted ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_fit_and_transform ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_fit_transform ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_zero_vector ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_pca_default ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_inverse_transform ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_pca_new ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_variance_explained_properties ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_with_different_n_components ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardization_axis_clone ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardization_axis_copy ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardization_axis_debug ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardization_axis_equality ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_1d_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_3d_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_by_columns ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_by_rows ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_2d_test::test_spatial_dropout_2d_various_shapes ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_column_1d_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_empty_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_global ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_identical_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_infinite_epsilon ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_infinite_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_column_axis_large_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_nan_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_negative_epsilon ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_preserve_shape ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_row_1d_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_row_axis_large_array ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_single_value ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_small_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_with_negative_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_large_values ... ok
[INFO] [stdout] test test::utility_test::standardize_test::test_standardize_zero_epsilon ... ok
[INFO] [stdout] test test::utility_test::principal_component_analysis_test::test_pca_with_random_data ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_custom_creation ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_default_creation ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_centered_output ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_3d_embedding ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_empty_input ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_dim_exceeds_samples ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_infinite_input ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_invalid_dim ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_invalid_early_exaggeration ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_invalid_learning_rate ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_fit_transform_simple ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_invalid_perplexity ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_invalid_momentum ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_nan_input ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_perplexity_exceeds_samples ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_different_random_states ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_consistent_x_y_split ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_default_parameters ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_different_random_states_give_different_splits ... ok
[INFO] [stdout] test test::utility_test::normalize_test::test_normalize_large_array_performance ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_reproducibility ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_same_random_state_gives_same_split ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_train_test_split_valid_input ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_error_invalid_test_size ... ok
[INFO] [stdout] test test::utility_test::train_test_split_test::test_error_different_sample_sizes ... ok
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_training_mode ... ok
[INFO] [stdout] test test::neural_network_test::sequential_test::fit_with_batches_test ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_temporal_xor ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_temporal_xor ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_fit ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_bin_seeding has been running for over 60 seconds
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_cluster_all_parameter has been running for over 60 seconds
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_fit_predict has been running for over 60 seconds
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_predict has been running for over 60 seconds
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_parity_check has been running for over 60 seconds
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_parity_check has been running for over 60 seconds
[INFO] [stdout] test test::neural_network_test::spatial_dropout_3d_test::test_spatial_dropout_3d_various_shapes ... ok
[INFO] [stdout] test test::utility_test::t_sne_test::test_tsne_larger_dataset ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_predict ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_meanshift_fit_predict ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_cluster_all_parameter ... ok
[INFO] [stdout] test test::machine_learning_test::meanshift_test::test_bin_seeding ... ok
[INFO] [stdout] test test::neural_network_test::lstm_test::test_lstm_parity_check ... ok
[INFO] [stdout] test test::neural_network_test::gru_test::test_gru_parity_check ... ok
[INFO] [stdout] 
[INFO] [stdout] test result: ok. 532 passed; 0 failed; 0 ignored; 0 measured; 0 filtered out; finished in 118.15s
[INFO] [stdout] 
[INFO] [stderr]    Doc-tests rustyml
[INFO] [stdout] 
[INFO] [stdout] running 82 tests
[INFO] [stdout] test src/lib.rs - (line 129) ... ignored
[INFO] [stdout] test src/lib.rs - (line 79) ... ignored
[INFO] [stdout] test src/lib.rs - prelude (line 488) ... ok
[INFO] [stdout] test src/lib.rs - math (line 384) ... ok
[INFO] [stdout] test src/machine_learning/knn.rs - machine_learning::knn::KNN (line 37) ... ok
[INFO] [stdout] test src/math.rs - math::binary_search_sigma (line 797) ... ok
[INFO] [stdout] test src/machine_learning/svc.rs - machine_learning::svc::SVC (line 26) ... ok
[INFO] [stdout] test src/math.rs - math::entropy (line 392) ... ok
[INFO] [stdout] test src/machine_learning/dbscan.rs - machine_learning::dbscan::DBSCAN (line 19) ... ok
[INFO] [stdout] test src/lib.rs - utility (line 523) ... ok
[INFO] [stdout] test src/machine_learning/isolation_forest.rs - machine_learning::isolation_forest::IsolationForest (line 27) ... ok
[INFO] [stdout] test src/machine_learning/decision_tree.rs - machine_learning::decision_tree::DecisionTree (line 196) ... ok
[INFO] [stdout] test src/machine_learning/logistic_regression.rs - machine_learning::logistic_regression::LogisticRegression (line 24) ... ok
[INFO] [stdout] test src/math.rs - math::average_path_length_factor (line 746) ... ok
[INFO] [stdout] test src/math.rs - math::manhattan_distance_row (line 234) ... ok
[INFO] [stdout] test src/math.rs - math::information_gain (line 466) ... ok
[INFO] [stdout] test src/math.rs - math::sigmoid (line 108) ... ok
[INFO] [stdout] test src/machine_learning/meanshift.rs - machine_learning::meanshift::MeanShift (line 30) ... ok
[INFO] [stdout] test src/math.rs - math::sum_of_square_total (line 21) ... ok
[INFO] [stdout] test src/math.rs - math::sum_of_squared_errors (line 57) ... ok
[INFO] [stdout] test src/math.rs - math::gain_ratio (line 544) ... ok
[INFO] [stdout] test src/math.rs - math::minkowski_distance_row (line 274) ... ok
[INFO] [stdout] test src/math.rs - math::squared_euclidean_distance_row (line 193) ... ok
[INFO] [stdout] test src/math.rs - math::gini (line 323) ... ok
[INFO] [stdout] test src/math.rs - math::logistic_loss (line 148) ... ok
[INFO] [stdout] test src/math.rs - math::standard_deviation (line 676) ... ok
[INFO] [stdout] test src/machine_learning/logistic_regression.rs - machine_learning::logistic_regression::generate_polynomial_features (line 498) ... ok
[INFO] [stdout] test src/neural_network/layer/activation_layer/linear.rs - neural_network::layer::activation_layer::linear::Linear (line 28) ... ok
[INFO] [stdout] test src/math.rs - math::variance (line 620) ... ok
[INFO] [stdout] test src/neural_network/layer/activation_layer/softmax.rs - neural_network::layer::activation_layer::softmax::Softmax (line 50) ... ok
[INFO] [stdout] test src/neural_network/layer/activation_layer/relu.rs - neural_network::layer::activation_layer::relu::ReLU (line 38) ... ok
[INFO] [stdout] test src/neural_network/layer/activation_layer/tanh.rs - neural_network::layer::activation_layer::tanh::Tanh (line 40) ... ok
[INFO] [stdout] test src/neural_network/layer/activation_layer/sigmoid.rs - neural_network::layer::activation_layer::sigmoid::Sigmoid (line 39) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_average_pooling_1d.rs - neural_network::layer::pooling_layer::global_average_pooling_1d::GlobalAveragePooling1D (line 22) ... ok
[INFO] [stdout] test src/neural_network/layer/convolution_layer/conv_1d.rs - neural_network::layer::convolution_layer::conv_1d::Conv1D (line 41) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_average_pooling_3d.rs - neural_network::layer::pooling_layer::global_average_pooling_3d::GlobalAveragePooling3D (line 22) ... ok
[INFO] [stdout] test src/neural_network/layer/convolution_layer/conv_2d.rs - neural_network::layer::convolution_layer::conv_2d::Conv2D (line 41) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_max_pooling_1d.rs - neural_network::layer::pooling_layer::global_max_pooling_1d::GlobalMaxPooling1D (line 21) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_max_pooling_2d.rs - neural_network::layer::pooling_layer::global_max_pooling_2d::GlobalMaxPooling2D (line 21) ... ok
[INFO] [stdout] test src/neural_network/layer/flatten.rs - neural_network::layer::flatten::Flatten (line 28) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/average_pooling_1d.rs - neural_network::layer::pooling_layer::average_pooling_1d::AveragePooling1D (line 31) ... ok
[INFO] [stdout] test src/lib.rs - machine_learning (line 438) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/average_pooling_2d.rs - neural_network::layer::pooling_layer::average_pooling_2d::AveragePooling2D (line 32) ... ok
[INFO] [stdout] test src/neural_network/layer/dense.rs - neural_network::layer::dense::Dense (line 40) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_average_pooling_2d.rs - neural_network::layer::pooling_layer::global_average_pooling_2d::GlobalAveragePooling2D (line 22) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/max_pooling_2d.rs - neural_network::layer::pooling_layer::max_pooling_2d::MaxPooling2D (line 22) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/dropout_layer/dropout.rs - neural_network::layer::regularization_layer::dropout_layer::dropout::Dropout (line 22) ... ok
[INFO] [stdout] test src/lib.rs - neural_network (line 668) ... ok
[INFO] [stdout] test src/neural_network/layer/convolution_layer/depthwise_conv_2d.rs - neural_network::layer::convolution_layer::depthwise_conv_2d::DepthwiseConv2D (line 33) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/global_max_pooling_3d.rs - neural_network::layer::pooling_layer::global_max_pooling_3d::GlobalMaxPooling3D (line 21) ... ok
[INFO] [stdout] test src/machine_learning/kmeans.rs - machine_learning::kmeans::KMeans (line 28) ... ok
[INFO] [stdout] test src/neural_network/layer/recurrent_layer/gru.rs - neural_network::layer::recurrent_layer::gru::GRU (line 49) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/normalization_layer/batch_normalization.rs - neural_network::layer::regularization_layer::normalization_layer::batch_normalization::BatchNormalization (line 40) ... ok
[INFO] [stdout] test src/neural_network/loss_function/mean_absolute_error.rs - neural_network::loss_function::mean_absolute_error::MeanAbsoluteError (line 7) ... ok
[INFO] [stdout] test src/neural_network/loss_function/categorical_cross_entropy.rs - neural_network::loss_function::categorical_cross_entropy::CategoricalCrossEntropy (line 7) ... ok
[INFO] [stdout] test src/neural_network/layer/recurrent_layer/lstm.rs - neural_network::layer::recurrent_layer::lstm::LSTM (line 58) ... ok
[INFO] [stdout] test src/neural_network/layer/recurrent_layer/simple_rnn.rs - neural_network::layer::recurrent_layer::simple_rnn::SimpleRNN (line 35) ... ok
[INFO] [stdout] test src/neural_network/loss_function/binary_cross_entropy.rs - neural_network::loss_function::binary_cross_entropy::BinaryCrossEntropy (line 7) ... ok
[INFO] [stdout] test src/utility/label_encoding.rs - utility::label_encoding::to_categorical (line 22) ... ok
[INFO] [stdout] test src/utility/kernel_pca.rs - utility::kernel_pca::KernelPCA (line 26) ... ok
[INFO] [stdout] test src/utility/label_encoding.rs - utility::label_encoding::to_categorical_with_mapping (line 103) ... ok
[INFO] [stdout] test src/neural_network/loss_function/sparse_categorical_cross_entropy.rs - neural_network::loss_function::sparse_categorical_cross_entropy::SparseCategoricalCrossEntropy (line 9) ... ok
[INFO] [stdout] test src/machine_learning/linear_svc.rs - machine_learning::linear_svc::LinearSVC (line 31) ... ok
[INFO] [stdout] test src/utility/principal_component_analysis.rs - utility::principal_component_analysis::PCA (line 24) ... ok
[INFO] [stdout] test src/utility/label_encoding.rs - utility::label_encoding::to_sparse_categorical (line 169) ... ok
[INFO] [stdout] test src/utility/linear_discriminant_analysis.rs - utility::linear_discriminant_analysis::LDA (line 20) ... ok
[INFO] [stdout] test src/utility/standardize.rs - utility::standardize::standardize (line 42) ... ok
[INFO] [stdout] test src/utility/train_test_split.rs - utility::train_test_split::train_test_split (line 17) ... ok
[INFO] [stdout] test src/machine_learning/linear_regression.rs - machine_learning::linear_regression::LinearRegression (line 25) ... FAILED
[INFO] [stdout] test src/neural_network/loss_function/mean_squared_error.rs - neural_network::loss_function::mean_squared_error::MeanSquaredError (line 7) ... ok
[INFO] [stdout] test src/utility/normalize.rs - utility::normalize::normalize (line 73) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/max_pooling_1d.rs - neural_network::layer::pooling_layer::max_pooling_1d::MaxPooling1D (line 31) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/normalization_layer/layer_normalization.rs - neural_network::layer::regularization_layer::normalization_layer::layer_normalization::LayerNormalization (line 50) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/dropout_layer/spatial_dropout_1d.rs - neural_network::layer::regularization_layer::dropout_layer::spatial_dropout_1d::SpatialDropout1D (line 24) ... ok
[INFO] [stdout] test src/neural_network/layer/convolution_layer/conv_3d.rs - neural_network::layer::convolution_layer::conv_3d::Conv3D (line 41) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/dropout_layer/spatial_dropout_2d.rs - neural_network::layer::regularization_layer::dropout_layer::spatial_dropout_2d::SpatialDropout2D (line 24) ... ok
[INFO] [stdout] test src/neural_network/sequential.rs - neural_network::sequential::Sequential (line 28) ... FAILED
[INFO] [stdout] test src/neural_network/layer/pooling_layer/max_pooling_3d.rs - neural_network::layer::pooling_layer::max_pooling_3d::MaxPooling3D (line 27) ... ok
[INFO] [stdout] test src/neural_network/layer/pooling_layer/average_pooling_3d.rs - neural_network::layer::pooling_layer::average_pooling_3d::AveragePooling3D (line 27) ... ok
[INFO] [stdout] test src/neural_network/layer/convolution_layer/separable_conv_2d.rs - neural_network::layer::convolution_layer::separable_conv_2d::SeparableConv2D (line 45) ... ok
[INFO] [stdout] test src/utility/t_sne.rs - utility::t_sne::TSNE (line 29) ... ok
[INFO] [stdout] test src/neural_network/layer/regularization_layer/dropout_layer/spatial_dropout_3d.rs - neural_network::layer::regularization_layer::dropout_layer::spatial_dropout_3d::SpatialDropout3D (line 24) ... ok
[INFO] [stdout] 
[INFO] [stdout] failures:
[INFO] [stdout] 
[INFO] [stdout] ---- src/machine_learning/linear_regression.rs - machine_learning::linear_regression::LinearRegression (line 25) stdout ----
[INFO] [stdout] Test executable failed (exit status: 101).
[INFO] [stdout] 
[INFO] [stdout] stdout:
[INFO] [stdout] 
[INFO] [stdout] Linear Regression training completed: 3 samples, 2 features, 1000 iterations, final cost: 0.001324
[INFO] [stdout] 
[INFO] [stdout] stderr:
[INFO] [stdout] 
[INFO] [stdout] thread 'main' (635) panicked at /tmp/rustdoctest8m9xrq/doctest_bundle_2024.rs:315:52:
[INFO] [stdout] called `Result::unwrap()` on an `Err` value: StdIoError(Os { code: 30, kind: ReadOnlyFilesystem, message: "Read-only file system" })
[INFO] [stdout] stack backtrace:
[INFO] [stdout]    0:     0x62db619fe272 - std::backtrace_rs::backtrace::libunwind::trace::h62f3c6bea0fedab3
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/../../backtrace/src/backtrace/libunwind.rs:117:9
[INFO] [stdout]    1:     0x62db619fe272 - std::backtrace_rs::backtrace::trace_unsynchronized::hc41aaca6c0af0bde
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/../../backtrace/src/backtrace/mod.rs:66:14
[INFO] [stdout]    2:     0x62db619fe272 - std::sys::backtrace::_print_fmt::h33ac2b97007106cc
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:66:9
[INFO] [stdout]    3:     0x62db619fe272 - <std::sys::backtrace::BacktraceLock::print::DisplayBacktrace as core::fmt::Display>::fmt::h4e0a3aeea0f9c085
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:39:26
[INFO] [stdout]    4:     0x62db61a1009f - core::fmt::rt::Argument::fmt::h1edd6a3e00b22f10
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/fmt/rt.rs:173:76
[INFO] [stdout]    5:     0x62db61a1009f - core::fmt::write::hecf68a131630c74d
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/fmt/mod.rs:1468:25
[INFO] [stdout]    6:     0x62db619ca9b1 - std::io::default_write_fmt::haf8355dc2afbec95
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/io/mod.rs:639:11
[INFO] [stdout]    7:     0x62db619ca9b1 - std::io::Write::write_fmt::h93c9a261259c931a
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/io/mod.rs:1954:13
[INFO] [stdout]    8:     0x62db619d7122 - std::sys::backtrace::BacktraceLock::print::h75160192768e5621
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:42:9
[INFO] [stdout]    9:     0x62db619dbeaf - std::panicking::default_hook::{{closure}}::h14d82797cfb1ddcb
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:301:27
[INFO] [stdout]   10:     0x62db619dbd09 - std::panicking::default_hook::h63f9bf8161c5d325
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:328:9
[INFO] [stdout]   11:     0x62db619dc5e5 - std::panicking::panic_with_hook::h3173740e06bd0752
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:834:13
[INFO] [stdout]   12:     0x62db619dc3ca - std::panicking::panic_handler::{{closure}}::hbac492c61eb56a87
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:707:13
[INFO] [stdout]   13:     0x62db619d7269 - std::sys::backtrace::__rust_end_short_backtrace::haa3eac3df9535320
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:174:18
[INFO] [stdout]   14:     0x62db619bf0cd - __rustc[de0091b922c53d7e]::rust_begin_unwind
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:698:5
[INFO] [stdout]   15:     0x62db61a17d90 - core::panicking::panic_fmt::h5138da2ef87be35b
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/panicking.rs:75:14
[INFO] [stdout]   16:     0x62db61a17336 - core::result::unwrap_failed::h5d9b16b0b732a2ac
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/result.rs:1855:5
[INFO] [stdout]   17:     0x62db60f48d74 - doctest_bundle_2024::__doctest_12::main::h5dedf67c37923a92
[INFO] [stdout]   18:     0x62db60f490d6 - doctest_bundle_2024::__doctest_12::__main_fn::hc77c8e5a57d11948
[INFO] [stdout]   19:     0x62db60d55221 - doctest_runner_2024::__doctest_12::TEST::{{closure}}::h6ce0c220be9a7566
[INFO] [stdout]   20:     0x62db60d5ac76 - core::ops::function::FnOnce::call_once::h7ae16eb1282df0f3
[INFO] [stdout]   21:     0x62db60d593ed - doctest_runner_2024::main::hfbff75b16b304ce7
[INFO] [stdout]   22:     0x62db60d5ad23 - core::ops::function::FnOnce::call_once::h8549f4d84fe223ec
[INFO] [stdout]   23:     0x62db60d59856 - std::sys::backtrace::__rust_begin_short_backtrace::ha4df5c31efc62c7c
[INFO] [stdout]   24:     0x62db60d59639 - std::rt::lang_start::{{closure}}::h9dd624b86b7d51b5
[INFO] [stdout]   25:     0x62db619cc7c0 - core::ops::function::impls::<impl core::ops::function::FnOnce<A> for &F>::call_once::hc7ed5622678f5124
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/ops/function.rs:287:21
[INFO] [stdout]   26:     0x62db619cc7c0 - std::panicking::catch_unwind::do_call::hc59414a11cf2a25a
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:590:40
[INFO] [stdout]   27:     0x62db619cc7c0 - std::panicking::catch_unwind::hff67b45e0819a036
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:553:19
[INFO] [stdout]   28:     0x62db619cc7c0 - std::panic::catch_unwind::hec0fb0db85f7fd60
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panic.rs:359:14
[INFO] [stdout]   29:     0x62db619cc7c0 - std::rt::lang_start_internal::{{closure}}::h74bea026352620a3
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/rt.rs:175:24
[INFO] [stdout]   30:     0x62db619cc7c0 - std::panicking::catch_unwind::do_call::h931ef1bf7bdfcae2
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:590:40
[INFO] [stdout]   31:     0x62db619cc7c0 - std::panicking::catch_unwind::h3816830c825cbe04
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:553:19
[INFO] [stdout]   32:     0x62db619cc7c0 - std::panic::catch_unwind::h408406c8f02ebb9d
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panic.rs:359:14
[INFO] [stdout]   33:     0x62db619cc7c0 - std::rt::lang_start_internal::hce2b8b328837374b
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/rt.rs:171:5
[INFO] [stdout]   34:     0x62db60d59621 - std::rt::lang_start::h187c76611df1e11a
[INFO] [stdout]   35:     0x62db60d5f415 - main
[INFO] [stdout]   36:     0x770e9aedf1ca - <unknown>
[INFO] [stdout]   37:     0x770e9aedf28b - __libc_start_main
[INFO] [stdout]   38:     0x62db60d54285 - _start
[INFO] [stdout]   39:                0x0 - <unknown>
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] ---- src/neural_network/sequential.rs - neural_network::sequential::Sequential (line 28) stdout ----
[INFO] [stdout] Test executable failed (exit status: 101).
[INFO] [stdout] 
[INFO] [stdout] stdout:
[INFO] [stdout] Model: "sequential"
[INFO] [stdout] ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
[INFO] [stdout] ┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃
[INFO] [stdout] ┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
[INFO] [stdout] │ Layer (Dense)                   │ (None, 128)            │        100480 │
[INFO] [stdout] │ Layer_1 (Dense)                 │ (None, 64)             │          8256 │
[INFO] [stdout] │ Layer_2 (Dense)                 │ (None, 10)             │           650 │
[INFO] [stdout] └─────────────────────────────────┴────────────────────────┴───────────────┘
[INFO] [stdout]  Total params: 109386 (437544 B)
[INFO] [stdout]  Trainable params: 109386 (437544 B)
[INFO] [stdout]  Non-trainable params: 0 (0 B)
[INFO] [stdout] 
[INFO] [stdout] Neural network training completed: 32 samples, 10 epochs
[INFO] [stdout] 
[INFO] [stdout] stderr:
[INFO] [stdout] 
[INFO] [stdout] thread 'main' (1087) panicked at /tmp/rustdoctest8m9xrq/doctest_bundle_2024.rs:1971:34:
[INFO] [stdout] called `Result::unwrap()` on an `Err` value: StdIoError(Os { code: 30, kind: ReadOnlyFilesystem, message: "Read-only file system" })
[INFO] [stdout] stack backtrace:
[INFO] [stdout]    0:     0x5e0edf864272 - std::backtrace_rs::backtrace::libunwind::trace::h62f3c6bea0fedab3
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/../../backtrace/src/backtrace/libunwind.rs:117:9
[INFO] [stdout]    1:     0x5e0edf864272 - std::backtrace_rs::backtrace::trace_unsynchronized::hc41aaca6c0af0bde
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/../../backtrace/src/backtrace/mod.rs:66:14
[INFO] [stdout]    2:     0x5e0edf864272 - std::sys::backtrace::_print_fmt::h33ac2b97007106cc
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:66:9
[INFO] [stdout]    3:     0x5e0edf864272 - <std::sys::backtrace::BacktraceLock::print::DisplayBacktrace as core::fmt::Display>::fmt::h4e0a3aeea0f9c085
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:39:26
[INFO] [stdout]    4:     0x5e0edf87609f - core::fmt::rt::Argument::fmt::h1edd6a3e00b22f10
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/fmt/rt.rs:173:76
[INFO] [stdout]    5:     0x5e0edf87609f - core::fmt::write::hecf68a131630c74d
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/fmt/mod.rs:1468:25
[INFO] [stdout]    6:     0x5e0edf8309b1 - std::io::default_write_fmt::haf8355dc2afbec95
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/io/mod.rs:639:11
[INFO] [stdout]    7:     0x5e0edf8309b1 - std::io::Write::write_fmt::h93c9a261259c931a
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/io/mod.rs:1954:13
[INFO] [stdout]    8:     0x5e0edf83d122 - std::sys::backtrace::BacktraceLock::print::h75160192768e5621
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:42:9
[INFO] [stdout]    9:     0x5e0edf841eaf - std::panicking::default_hook::{{closure}}::h14d82797cfb1ddcb
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:301:27
[INFO] [stdout]   10:     0x5e0edf841d09 - std::panicking::default_hook::h63f9bf8161c5d325
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:328:9
[INFO] [stdout]   11:     0x5e0edf8425e5 - std::panicking::panic_with_hook::h3173740e06bd0752
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:834:13
[INFO] [stdout]   12:     0x5e0edf8423ca - std::panicking::panic_handler::{{closure}}::hbac492c61eb56a87
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:707:13
[INFO] [stdout]   13:     0x5e0edf83d269 - std::sys::backtrace::__rust_end_short_backtrace::haa3eac3df9535320
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/sys/backtrace.rs:174:18
[INFO] [stdout]   14:     0x5e0edf8250cd - __rustc[de0091b922c53d7e]::rust_begin_unwind
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:698:5
[INFO] [stdout]   15:     0x5e0edf87dd90 - core::panicking::panic_fmt::h5138da2ef87be35b
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/panicking.rs:75:14
[INFO] [stdout]   16:     0x5e0edf87d336 - core::result::unwrap_failed::h5d9b16b0b732a2ac
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/result.rs:1855:5
[INFO] [stdout]   17:     0x5e0ededc00df - doctest_bundle_2024::__doctest_71::main::hfc99e0502af089fa
[INFO] [stdout]   18:     0x5e0ededc0546 - doctest_bundle_2024::__doctest_71::__main_fn::h63fa956ae8955d3e
[INFO] [stdout]   19:     0x5e0edebbcfa1 - doctest_runner_2024::__doctest_71::TEST::{{closure}}::h841e53c3667b4875
[INFO] [stdout]   20:     0x5e0edebc04b6 - core::ops::function::FnOnce::call_once::h13c2aeb05581aede
[INFO] [stdout]   21:     0x5e0edebbf3ed - doctest_runner_2024::main::hfbff75b16b304ce7
[INFO] [stdout]   22:     0x5e0edebc0d23 - core::ops::function::FnOnce::call_once::h8549f4d84fe223ec
[INFO] [stdout]   23:     0x5e0edebbf856 - std::sys::backtrace::__rust_begin_short_backtrace::ha4df5c31efc62c7c
[INFO] [stdout]   24:     0x5e0edebbf639 - std::rt::lang_start::{{closure}}::h9dd624b86b7d51b5
[INFO] [stdout]   25:     0x5e0edf8327c0 - core::ops::function::impls::<impl core::ops::function::FnOnce<A> for &F>::call_once::hc7ed5622678f5124
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/core/src/ops/function.rs:287:21
[INFO] [stdout]   26:     0x5e0edf8327c0 - std::panicking::catch_unwind::do_call::hc59414a11cf2a25a
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:590:40
[INFO] [stdout]   27:     0x5e0edf8327c0 - std::panicking::catch_unwind::hff67b45e0819a036
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:553:19
[INFO] [stdout]   28:     0x5e0edf8327c0 - std::panic::catch_unwind::hec0fb0db85f7fd60
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panic.rs:359:14
[INFO] [stdout]   29:     0x5e0edf8327c0 - std::rt::lang_start_internal::{{closure}}::h74bea026352620a3
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/rt.rs:175:24
[INFO] [stdout]   30:     0x5e0edf8327c0 - std::panicking::catch_unwind::do_call::h931ef1bf7bdfcae2
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:590:40
[INFO] [stdout]   31:     0x5e0edf8327c0 - std::panicking::catch_unwind::h3816830c825cbe04
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panicking.rs:553:19
[INFO] [stdout]   32:     0x5e0edf8327c0 - std::panic::catch_unwind::h408406c8f02ebb9d
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/panic.rs:359:14
[INFO] [stdout]   33:     0x5e0edf8327c0 - std::rt::lang_start_internal::hce2b8b328837374b
[INFO] [stdout]                                at /rustc/f8297e351a40c1439a467bbbb6879088047f50b3/library/std/src/rt.rs:171:5
[INFO] [stdout]   34:     0x5e0edebbf621 - std::rt::lang_start::h187c76611df1e11a
[INFO] [stdout]   35:     0x5e0edebc5415 - main
[INFO] [stdout]   36:     0x7dfa989cb1ca - <unknown>
[INFO] [stdout]   37:     0x7dfa989cb28b - __libc_start_main
[INFO] [stdout]   38:     0x5e0edebba285 - _start
[INFO] [stdout]   39:                0x0 - <unknown>
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] 
[INFO] [stdout] failures:
[INFO] [stdout]     src/machine_learning/linear_regression.rs - machine_learning::linear_regression::LinearRegression (line 25)
[INFO] [stdout]     src/neural_network/sequential.rs - neural_network::sequential::Sequential (line 28)
[INFO] [stdout] 
[INFO] [stdout] test result: FAILED. 78 passed; 2 failed; 2 ignored; 0 measured; 0 filtered out; finished in 35.27s
[INFO] [stdout] 
[INFO] [stdout] all doctests ran in 47.49s; merged doctests compilation took 12.15s
[INFO] [stderr] error: doctest failed, to rerun pass `--doc`
[INFO] running `Command { std: "docker" "inspect" "3e2a20589bcf2c8931c7931bfbedf1db5c3e04100305caa7339f71b2667269f4", kill_on_drop: false }`
[INFO] running `Command { std: "docker" "rm" "-f" "3e2a20589bcf2c8931c7931bfbedf1db5c3e04100305caa7339f71b2667269f4", kill_on_drop: false }`
[INFO] [stdout] 3e2a20589bcf2c8931c7931bfbedf1db5c3e04100305caa7339f71b2667269f4