Add All Folders

2026-02-08 04:38:10 +03:30
commit 9bb57e4799
191 changed files with 8469 additions and 0 deletions
@@ -0,0 +1,55 @@
+import os
+import pysera
+from api.module import Module
+from api.io_port import InPort, OutPort, NIFTIImageType, CSVTableType
+
+
+def factory():
+    m = Module("PySERAExtractor")
+
+    in_image = InPort("image", NIFTIImageType())
+    in_mask  = InPort("mask",  NIFTIImageType())
+
+    out_features = OutPort("features", CSVTableType(columns=["name", "value"]))
+
+    m.add_in_port(in_image)
+    m.add_in_port(in_mask)
+    m.add_out_port(out_features)
+
+    def execute(inputs):
+        image_input = inputs["image"]
+        mask_input  = inputs["mask"]
+
+        output_dir = "results"
+        os.makedirs(output_dir, exist_ok=True)
+
+        result = pysera.process_batch(
+            image_input=image_input,
+            mask_input=mask_input,
+            output_path=output_dir,
+            num_workers="auto",
+            enable_parallelism=True,
+            apply_preprocessing=True,
+            categories="all",
+            dimensions="1st,2_5d,3d",
+            feature_value_mode="REAL_VALUE",
+            extraction_mode="handcrafted_feature",
+            report="info",
+        )
+
+        df = result.get("features_extracted")
+
+        features = []
+        if df is not None:
+            for idx, row in df.iterrows():
+                features.append({
+                    "name": row[0],
+                    "value": row[1]
+                })
+
+        return {
+            "features": features
+        }
+
+    m.execute = execute
+    return m