GSK-2396 allow edit feature mapping and scan config

scan_config.yaml

@@ -0,0 +1,8 @@
+detectors:
+  - ethical_bias
+  - text_perturbation
+  - robustness
+  - performance
+  - underconfidence
+  - overconfidence
+  - spurious_correlation

text_classification.py

@@ -50,7 +50,7 @@ def text_classification_map_model_and_dataset_labels(id2label, dataset_features)
             continue
         if len(feature.names) != len(id2label_mapping.keys()):
             continue
-
+        
         dataset_labels = feature.names
         # Try to match labels
         for label in feature.names:

utils.py

@@ -0,0 +1,24 @@
+import yaml
+import sys
+# read scanners from yaml file
+# return a list of scanners
+def read_scanners(path):
+    scanners = []
+    with open(path, "r") as f:
+        config = yaml.load(f, Loader=yaml.FullLoader)
+        scanners = config.get("detectors", None)
+    return scanners
+
+# convert a list of scanners to yaml file
+def write_scanners(scanners):
+    with open("./scan_config.yaml", "w") as f:
+        # save scanners to detectors in yaml
+        yaml.dump({"detectors": scanners}, f)
+
+# convert column mapping dataframe to json
+def convert_column_mapping_to_json(df, label=""):
+    column_mapping = {}
+    column_mapping[label] = []
+    for _, row in df.iterrows():
+        column_mapping[label].append(row.tolist())
+    return column_mapping