incremental

Author: md-shafiul-alam

configs/incremental.json

@@ -1,4 +1,4 @@
-{
+{   "INCLUDE": ["./common/sklearn.json"],
     "PARAMETERS_SETS": {
         "common": {"bench": {"n_runs": 10, "time_limit": 60}},
         "covariance data": {
@@ -7,8 +7,8 @@
                     "source": "make_blobs",
                     "generation_kwargs": {
                         "centers": 1,
-                        "n_samples": 1000,
-                        "n_features": [16, 64]
+                        "n_samples": 12000000,
+                        "n_features": [10, 100]
                     },
                     "split_kwargs": {"ignore": true}
                 }
@@ -19,8 +19,8 @@
                 "source": "make_blobs",
                 "generation_kwargs": {
                     "centers": 1,
-                    "n_samples": 10000,
-                    "n_features": [16, 64]
+                    "n_samples": 12000000,
+                    "n_features": [10, 100]
                 },
                 "split_kwargs": {"ignore": true}
             }
@@ -30,8 +30,8 @@
                 "source": "make_regression",
                 "split_kwargs": {"train_size": 0.2, "test_size": 0.8},
                 "generation_kwargs": {
-                    "n_samples": 5000,
-                    "n_features": [40, 100],
+		    "n_samples": 12000000,
+                    "n_features": [10, 100],
                     "n_informative": 5,
                     "noise": 2.0
                 }
@@ -42,8 +42,8 @@
                 "source": "make_blobs",
                 "generation_kwargs": {
                     "centers": 1,
-                    "n_samples": 1000,
-                    "n_features": [16, 64]
+                    "n_samples": 12000000,
+                    "n_features": [10, 100]
                 },
                 "split_kwargs": {"ignore": true}
             }
@@ -54,16 +54,17 @@
                     "estimator": "IncrementalEmpiricalCovariance",
                     "library": "sklearnex.covariance",
                     "estimator_methods": {"training": "partial_fit"},
-                    "num_batches": {"training": 2}
+                    "num_batches": {"training": 12}
                 }
             ]
-        },
+	 },
         "basic_statistics": {
             "algorithm": [
                 {
                     "estimator": "IncrementalBasicStatistics",
                     "library": "sklearnex.basic_statistics",
-                    "num_batches": {"training": 2}
+                    "estimator_methods": {"training": "partial_fit"},
+                    "num_batches": {"training": 12}
                 }
             ]
         },
@@ -72,7 +73,8 @@
                 {
                     "estimator": "IncrementalLinearRegression",
                     "library": "sklearnex.linear_model",
-                    "num_batches": {"training": 2}
+                    "estimator_methods": {"training": "partial_fit"},
+                    "num_batches": {"training": 12}
                 }
             ]
         },
@@ -81,16 +83,18 @@
                 {
                     "estimator": "IncrementalPCA",
                     "library": "sklearnex.preview.decomposition",
-                    "num_batches": {"training": 2}
-                }
+                    "estimator_methods": {"training": "partial_fit"},
+                    "num_batches": {"training": 12}
+		    }
             ]
         }
     },
     "TEMPLATES": {
-        "covariance": {"SETS": ["common", "covariance", "covariance data"]},
+        "basic_statistics": {"SETS": ["common", "basic_statistics", "basic_statistics data", "sklearn-ex[gpu] implementations"]},
+        "covariance": {"SETS": ["common", "covariance", "covariance data", "sklearn-ex[gpu] implementations"]},
         "linear_regression": {
-            "SETS": ["common", "linear_regression", "linear_regression data"]
+            "SETS": ["common", "linear_regression", "linear_regression data", "sklearn-ex[gpu] implementations"]
         },
-        "pca": {"SETS": ["common", "pca", "pca data"]}
+        "pca": {"SETS": ["common", "pca", "pca data", "sklearn-ex[gpu] implementations"]}
     }
 }