Merge pull request #10 from WenjieDu/dev

Add tutorials for US-GAN and GP-VAE, and update README
WenjieDu · Sep 28, 2023 · a7b21c8 · a7b21c8
2 parents 1154438 + 8a9dead
commit a7b21c8
Show file tree

Hide file tree

Showing 6 changed files with 307 additions and 41 deletions.
diff --git a/PyPOTS_Classification.ipynb b/PyPOTS_Classification.ipynb
@@ -42,6 +42,10 @@
    ],
    "source": [
     "from pypots.data.generating import gene_physionet2012\n",
+    "from pypots.utils.random import set_random_seed\n",
+    "from global_config import RANDOM_SEED\n",
+    "\n",
+    "set_random_seed(RANDOM_SEED)\n",
     "\n",
     "# Load the PhysioNet-2012 dataset, disable artificially-missing values for evaluation\n",
     "physionet2012_dataset = gene_physionet2012(artificially_missing_rate=0.1)\n",
@@ -183,8 +187,7 @@
       "PR_AUC: 0.45063928834235356,\n",
       "F1: 0.2766990291262136,\n",
       "Precision: 0.6404494382022472,\n",
-      "Recall: 0.17647058823529413,\n",
-      "\n"
+      "Recall: 0.17647058823529413,\n"
      ]
     }
    ],
@@ -310,8 +313,7 @@
       "PR_AUC: 0.45516800127428686,\n",
       "F1: 0.1904761904761905,\n",
       "Precision: 0.6545454545454545,\n",
-      "Recall: 0.11145510835913312,\n",
-      "\n"
+      "Recall: 0.11145510835913312,\n"
      ]
     }
    ],
@@ -435,8 +437,7 @@
       "PR_AUC: 0.42444960120448355,\n",
       "F1: 0.3355408388520972,\n",
       "Precision: 0.5846153846153846,\n",
-      "Recall: 0.23529411764705882,\n",
-      "\n"
+      "Recall: 0.23529411764705882,\n"
      ]
     }
    ],

diff --git a/PyPOTS_Clustering.ipynb b/PyPOTS_Clustering.ipynb
@@ -42,6 +42,10 @@
    ],
    "source": [
     "from pypots.data.generating import gene_physionet2012\n",
+    "from pypots.utils.random import set_random_seed\n",
+    "from global_config import RANDOM_SEED\n",
+    "\n",
+    "set_random_seed(RANDOM_SEED)\n",
     "\n",
     "# Load the PhysioNet-2012 dataset, disable artificially-missing values for evaluation\n",
     "physionet2012_dataset = gene_physionet2012(artificially_missing_rate=0)\n",
@@ -179,8 +183,7 @@
      "text": [
       "Testing clustering metrics: \n",
       "RI: 0.7470594150388848, \n",
-      "CP: 0.8519599666388658\n",
-      "\n"
+      "CP: 0.8519599666388658\n"
      ]
     }
    ],
@@ -303,8 +306,7 @@
      "text": [
       "Testing clustering metrics: \n",
       "RI: 0.7476464012041741, \n",
-      "CP: 0.8519599666388658,\n",
-      "\n"
+      "CP: 0.8519599666388658,\n"
      ]
     }
    ],

diff --git a/PyPOTS_Forecasting.ipynb b/PyPOTS_Forecasting.ipynb
@@ -40,6 +40,10 @@
    ],
    "source": [
     "from pypots.data.generating import gene_physionet2012\n",
+    "from pypots.utils.random import set_random_seed\n",
+    "from global_config import RANDOM_SEED\n",
+    "\n",
+    "set_random_seed(RANDOM_SEED)\n",
     "\n",
     "# Load the PhysioNet-2012 dataset\n",
     "physionet2012_dataset = gene_physionet2012()\n",