From cb404e9b9787a51864a127dd884183604fadcfb1 Mon Sep 17 00:00:00 2001 From: Izaskun Mallona Date: Fri, 12 Dec 2025 14:53:32 +0100 Subject: [PATCH 1/2] Extend benchmark --- Clustering_conda.yml | 46 ++++++++++++++++++------------------- Clustering_envmodules.yml | 48 +++++++++++++++++++-------------------- Clustering_oras.yml | 48 +++++++++++++++++++-------------------- 3 files changed, 71 insertions(+), 71 deletions(-) diff --git a/Clustering_conda.yml b/Clustering_conda.yml index 9a8e52c..2513921 100644 --- a/Clustering_conda.yml +++ b/Clustering_conda.yml @@ -51,8 +51,8 @@ stages: # - values: ["--dataset_generator", "fcps", "--dataset_name", "tetra"] # 4 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "twodiamonds"] # 2 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "wingnut"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 + - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 + - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 # - values: ["--dataset_generator", "graves", "--dataset_name", "line"] # 2 1 # - values: ["--dataset_generator", "graves", "--dataset_name", "parabolic"] # 2, 4 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "ring"] # 2 1 @@ -61,29 +61,29 @@ stages: # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_noisy"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_outliers"] # 3, 5 2 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "hdbscan"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris5"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "square"] # 2 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 + - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 + - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 # - values: ["--dataset_generator", "sipu", "--dataset_name", "flame"] # 2 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "jain"] # 2 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "pathbased"] # 3, 4 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "r15"] # 8, 9, 15 3 # - values: ["--dataset_generator", "sipu", "--dataset_name", "spiral"] # 3 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "unbalance"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "sonar"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "statlog"] # 7 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wdbc"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wine"] # 3 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "yeast"] # 10 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "graph"] # 10 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "isolation"] # 3 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "labirynth"] # 6 1 @@ -123,7 +123,7 @@ stages: commit: "45e43d3" parameters: - values: ["--linkage", "complete"] - # - values: ["--linkage", "ward"] + - values: ["--linkage", "ward"] # - values: ["--linkage", "average"] # - values: ["--linkage", "weighted"] # - values: ["--linkage", "median"] @@ -137,7 +137,7 @@ stages: commit: 5877378 parameters: - values: ["--method", "birch"] - # - values: ["--method", "kmeans"] + - values: ["--method", "kmeans"] # - values: ["--method", "spectral"] ## too slow # - values: ["--method", "gm"] - id: agglomerative @@ -148,7 +148,7 @@ stages: commit: 5454368 parameters: - values: ["--linkage", "average"] - # - values: ["--linkage", "complete"] + - values: ["--linkage", "complete"] # - values: ["--linkage", "ward"] - id: genieclust name: "genieclust" @@ -158,7 +158,7 @@ stages: commit: 6090043 parameters: - values: ["--method", "genie", "--gini_threshold", 0.5] - # - values: ["--method", "gic"] + - values: ["--method", "gic"] # - values: ["--method", "ica"] - id: fcps name: "fcps" @@ -169,7 +169,7 @@ stages: parameters: # - values: ["--method", "FCPS_AdaptiveDensityPeak"] # not in Conda - values: ["--method", "FCPS_Minimax", "--seed", 2] - # - values: ["--method", "FCPS_MinEnergy", "--seed", 2] + - values: ["--method", "FCPS_MinEnergy", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_2", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_4", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_8", "--seed", 2] @@ -198,15 +198,15 @@ stages: parameters: - values: ["--metric", "normalized_clustering_accuracy"] - values: ["--metric", "adjusted_fm_score"] - # - values: ["--metric", "adjusted_mi_score"] - # - values: ["--metric", "adjusted_rand_score"] - # - values: ["--metric", "fm_score"] - # - values: ["--metric", "mi_score"] - # - values: ["--metric", "normalized_clustering_accuracy"] - # - values: ["--metric", "normalized_mi_score"] - # - values: ["--metric", "normalized_pivoted_accuracy"] - # - values: ["--metric", "pair_sets_index"] - # - values: ["--metric", "rand_score"] + - values: ["--metric", "adjusted_mi_score"] + - values: ["--metric", "adjusted_rand_score"] + - values: ["--metric", "fm_score"] + - values: ["--metric", "mi_score"] + - values: ["--metric", "normalized_clustering_accuracy"] + - values: ["--metric", "normalized_mi_score"] + - values: ["--metric", "normalized_pivoted_accuracy"] + - values: ["--metric", "pair_sets_index"] + - values: ["--metric", "rand_score"] inputs: - entries: - clustering.predicted_ks_range diff --git a/Clustering_envmodules.yml b/Clustering_envmodules.yml index 1b0afee..0b4e58b 100644 --- a/Clustering_envmodules.yml +++ b/Clustering_envmodules.yml @@ -51,8 +51,8 @@ stages: # - values: ["--dataset_generator", "fcps", "--dataset_name", "tetra"] # 4 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "twodiamonds"] # 2 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "wingnut"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 + - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 + - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 # - values: ["--dataset_generator", "graves", "--dataset_name", "line"] # 2 1 # - values: ["--dataset_generator", "graves", "--dataset_name", "parabolic"] # 2, 4 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "ring"] # 2 1 @@ -61,29 +61,29 @@ stages: # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_noisy"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_outliers"] # 3, 5 2 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "hdbscan"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris5"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "square"] # 2 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 + - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 + - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 # - values: ["--dataset_generator", "sipu", "--dataset_name", "flame"] # 2 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "jain"] # 2 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "pathbased"] # 3, 4 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "r15"] # 8, 9, 15 3 # - values: ["--dataset_generator", "sipu", "--dataset_name", "spiral"] # 3 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "unbalance"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "sonar"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "statlog"] # 7 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wdbc"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wine"] # 3 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "yeast"] # 10 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "graph"] # 10 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "isolation"] # 3 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "labirynth"] # 6 1 @@ -123,7 +123,7 @@ stages: commit: "45e43d3" parameters: - values: ["--linkage", "complete"] - # - values: ["--linkage", "ward"] + - values: ["--linkage", "ward"] # - values: ["--linkage", "average"] # - values: ["--linkage", "weighted"] # - values: ["--linkage", "median"] @@ -137,7 +137,7 @@ stages: commit: 5877378 parameters: - values: ["--method", "birch"] - # - values: ["--method", "kmeans"] + - values: ["--method", "kmeans"] # - values: ["--method", "spectral"] ## too slow # - values: ["--method", "gm"] - id: agglomerative @@ -148,7 +148,7 @@ stages: commit: 5454368 parameters: - values: ["--linkage", "average"] - # - values: ["--linkage", "complete"] + - values: ["--linkage", "complete"] # - values: ["--linkage", "ward"] - id: genieclust name: "genieclust" @@ -158,7 +158,7 @@ stages: commit: 6090043 parameters: - values: ["--method", "genie", "--gini_threshold", 0.5] - # - values: ["--method", "gic"] + - values: ["--method", "gic"] # - values: ["--method", "ica"] - id: fcps name: "fcps" @@ -169,7 +169,7 @@ stages: parameters: # - values: ["--method", "FCPS_AdaptiveDensityPeak"] # not in Conda - values: ["--method", "FCPS_Minimax", "--seed", 2] - # - values: ["--method", "FCPS_MinEnergy", "--seed", 2] + - values: ["--method", "FCPS_MinEnergy", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_2", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_4", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_8", "--seed", 2] @@ -198,15 +198,15 @@ stages: parameters: - values: ["--metric", "normalized_clustering_accuracy"] - values: ["--metric", "adjusted_fm_score"] - # - values: ["--metric", "adjusted_mi_score"] - # - values: ["--metric", "adjusted_rand_score"] - # - values: ["--metric", "fm_score"] - # - values: ["--metric", "mi_score"] - # - values: ["--metric", "normalized_clustering_accuracy"] - # - values: ["--metric", "normalized_mi_score"] - # - values: ["--metric", "normalized_pivoted_accuracy"] - # - values: ["--metric", "pair_sets_index"] - # - values: ["--metric", "rand_score"] + - values: ["--metric", "adjusted_mi_score"] + - values: ["--metric", "adjusted_rand_score"] + - values: ["--metric", "fm_score"] + - values: ["--metric", "mi_score"] + - values: ["--metric", "normalized_clustering_accuracy"] + - values: ["--metric", "normalized_mi_score"] + - values: ["--metric", "normalized_pivoted_accuracy"] + - values: ["--metric", "pair_sets_index"] + - values: ["--metric", "rand_score"] inputs: - entries: - clustering.predicted_ks_range diff --git a/Clustering_oras.yml b/Clustering_oras.yml index b8afaeb..36b592e 100644 --- a/Clustering_oras.yml +++ b/Clustering_oras.yml @@ -51,8 +51,8 @@ stages: # - values: ["--dataset_generator", "fcps", "--dataset_name", "tetra"] # 4 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "twodiamonds"] # 2 1 # - values: ["--dataset_generator", "fcps", "--dataset_name", "wingnut"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 - # - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 + - values: ["--dataset_generator", "graves", "--dataset_name", "dense"] # 2 1 + - values: ["--dataset_generator", "graves", "--dataset_name", "fuzzyx"] # 2, 4, 5 6 # - values: ["--dataset_generator", "graves", "--dataset_name", "line"] # 2 1 # - values: ["--dataset_generator", "graves", "--dataset_name", "parabolic"] # 2, 4 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "ring"] # 2 1 @@ -61,29 +61,29 @@ stages: # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_noisy"] # 3, 5 2 # - values: ["--dataset_generator", "graves", "--dataset_name", "zigzag_outliers"] # 3, 5 2 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 - # - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t4_8k"] # 6 1 + - values: ["--dataset_generator", "other", "--dataset_name", "chameleon_t5_8k"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "hdbscan"] # 6 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "iris5"] # 3 1 # - values: ["--dataset_generator", "other", "--dataset_name", "square"] # 2 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 - # - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 + - values: ["--dataset_generator", "sipu", "--dataset_name", "aggregation"] # 7 1 + - values: ["--dataset_generator", "sipu", "--dataset_name", "compound"] # 4, 5, 6 5 # - values: ["--dataset_generator", "sipu", "--dataset_name", "flame"] # 2 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "jain"] # 2 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "pathbased"] # 3, 4 2 # - values: ["--dataset_generator", "sipu", "--dataset_name", "r15"] # 8, 9, 15 3 # - values: ["--dataset_generator", "sipu", "--dataset_name", "spiral"] # 3 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "unbalance"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "sonar"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "statlog"] # 7 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wdbc"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wine"] # 3 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "yeast"] # 10 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 - # - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "circles"] # 4 1 + - values: ["--dataset_generator", "wut", "--dataset_name", "cross"] # 4 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "graph"] # 10 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "isolation"] # 3 1 # - values: ["--dataset_generator", "wut", "--dataset_name", "labirynth"] # 6 1 @@ -123,7 +123,7 @@ stages: commit: "45e43d3" parameters: - values: ["--linkage", "complete"] - # - values: ["--linkage", "ward"] + - values: ["--linkage", "ward"] # - values: ["--linkage", "average"] # - values: ["--linkage", "weighted"] # - values: ["--linkage", "median"] @@ -137,7 +137,7 @@ stages: commit: 5877378 parameters: - values: ["--method", "birch"] - # - values: ["--method", "kmeans"] + - values: ["--method", "kmeans"] # - values: ["--method", "spectral"] ## too slow # - values: ["--method", "gm"] - id: agglomerative @@ -148,7 +148,7 @@ stages: commit: 5454368 parameters: - values: ["--linkage", "average"] - # - values: ["--linkage", "complete"] + - values: ["--linkage", "complete"] # - values: ["--linkage", "ward"] - id: genieclust name: "genieclust" @@ -158,7 +158,7 @@ stages: commit: 6090043 parameters: - values: ["--method", "genie", "--gini_threshold", 0.5] - # - values: ["--method", "gic"] + - values: ["--method", "gic"] # - values: ["--method", "ica"] - id: fcps name: "fcps" @@ -169,7 +169,7 @@ stages: parameters: # - values: ["--method", "FCPS_AdaptiveDensityPeak"] # not in Conda - values: ["--method", "FCPS_Minimax", "--seed", 2] - # - values: ["--method", "FCPS_MinEnergy", "--seed", 2] + - values: ["--method", "FCPS_MinEnergy", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_2", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_4", "--seed", 2] # - values: ["--method", "FCPS_HDBSCAN_8", "--seed", 2] @@ -198,15 +198,15 @@ stages: parameters: - values: ["--metric", "normalized_clustering_accuracy"] - values: ["--metric", "adjusted_fm_score"] - # - values: ["--metric", "adjusted_mi_score"] - # - values: ["--metric", "adjusted_rand_score"] - # - values: ["--metric", "fm_score"] - # - values: ["--metric", "mi_score"] - # - values: ["--metric", "normalized_clustering_accuracy"] - # - values: ["--metric", "normalized_mi_score"] - # - values: ["--metric", "normalized_pivoted_accuracy"] - # - values: ["--metric", "pair_sets_index"] - # - values: ["--metric", "rand_score"] + - values: ["--metric", "adjusted_mi_score"] + - values: ["--metric", "adjusted_rand_score"] + - values: ["--metric", "fm_score"] + - values: ["--metric", "mi_score"] + - values: ["--metric", "normalized_clustering_accuracy"] + - values: ["--metric", "normalized_mi_score"] + - values: ["--metric", "normalized_pivoted_accuracy"] + - values: ["--metric", "pair_sets_index"] + - values: ["--metric", "rand_score"] inputs: - entries: - clustering.predicted_ks_range From cef7c5836db113772b6b147c3b47b7acd31e35b6 Mon Sep 17 00:00:00 2001 From: Izaskun Mallona Date: Fri, 12 Dec 2025 14:55:39 +0100 Subject: [PATCH 2/2] Missed a UCI --- Clustering_conda.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Clustering_conda.yml b/Clustering_conda.yml index 2513921..676c720 100644 --- a/Clustering_conda.yml +++ b/Clustering_conda.yml @@ -76,7 +76,7 @@ stages: # - values: ["--dataset_generator", "sipu", "--dataset_name", "spiral"] # 3 1 # - values: ["--dataset_generator", "sipu", "--dataset_name", "unbalance"] # 8 1 - values: ["--dataset_generator", "uci", "--dataset_name", "ecoli"] # 8 1 - # - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 + - values: ["--dataset_generator", "uci", "--dataset_name", "ionosphere"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "sonar"] # 2 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "statlog"] # 7 1 # - values: ["--dataset_generator", "uci", "--dataset_name", "wdbc"] # 2 1