Update agieval.py

added few_shot split

agieval.py

@@ -16,6 +16,7 @@
 import datasets
 import json
 import ast
+import pandas as pd
 import csv
 
 _CITATION = """\
@@ -169,6 +170,7 @@ class AgiEval(datasets.GeneratorBasedBuilder):
                 "question": datasets.Value("string"),
                  "options": datasets.features.Sequence(datasets.Value("string")),
                  "label": datasets.ClassLabel(num_classes=4, names=["A", "B", "C", "D"]),
+                 "solution": datasets.Value("string"),
                  }
             )
         elif self.config.name == "math_agieval":
@@ -185,6 +187,7 @@ class AgiEval(datasets.GeneratorBasedBuilder):
                 {"question": datasets.Value("string"),
                  "options": datasets.features.Sequence(datasets.Value("string")),
                  "label": datasets.ClassLabel(num_classes=5, names=["A", "B", "C", "D", "E"]),
+                 "solution": datasets.Value("string"),
                  }
             )
 
@@ -218,30 +221,68 @@ class AgiEval(datasets.GeneratorBasedBuilder):
         return splits
 
     def _generate_examples(self, filepath, split):
+        # Mapping for column names in CSV to dataset names
+        names = {'aqua_rat': 'aqua-rat', 'sat_en': 'sat-en', 'sat_math': 'sat-math',
+                 'lsat_ar': 'lsat-ar', 'lsat_lr': 'lsat-lr', 'lsat_rc': 'lsat-rc',
+                 'logiqa': 'logiqa-en', 'math_agieval': 'math'}
+
         if split == "few_shot":
-            with open(filepath, mode="r", encoding="utf-8") as csv_file:
-                reader = csv.DictReader(csv_file)
-                
-                # Extract data for the current dataset configuration
-                print(reader.keys())
-                for key, row in enumerate(reader):
-                    data_str = row[self.config.name]
-                    
-                    # Skip if there's no data for this key (can happen due to alternating samples and explanations)
-                    if pd.isnull(data_str):
-                        continue
-                    
-                    # Convert the string representation into a dictionary
-                    data = json.loads(data_str.replace("'", "\""))
-    
-                    # Depending on the dataset, yield the correct format
-                    if self.config.name in ["aqua_rat", "sat_math", "sat_en"]:
+            # Load the data from the CSV
+            df = pd.read_csv(filepath, keep_default_na=False)
+
+            # Extract samples and explanations
+            samples = df[df.index % 2 == 0].reset_index(drop=True)
+            explanations = df[df.index % 2 != 0].reset_index(drop=True)
+
+            for key in range(samples.shape[0]):
+                try:
+                    data = ast.literal_eval(samples[names[self.config.name]][key])
+                    explanation_row = explanations[names[self.config.name]][key]
+                    if self.config.name in ["aqua_rat", "sat_math"]:
+                            yield key, {
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": str(explanation_row),
+                            }
+                    elif self.config.name == "logiqa":
+                        yield key, {
+                            "passage": data["passage"],
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                            "solution": str(explanation_row),
+                        }
+                    elif self.config.name == "math_agieval":
+                        if not data.get("level"):
+                            data["level"] = data['other']['level']
+                        if not data.get("type"):
+                            data["type"] = data['other']['type']
                         yield key, {
+                            "question": data["question"],
+                            "answer": data["answer"],
+                            "level": data["level"],
+                            "type": data["type"],
+                            "solution": str(explanation_row),
+                        }
+
+                    elif self.config.name == "sat_en":
+                        yield key, {
+                            "passage": data["passage"],
                             "question": data["question"],
                             "options": data["options"],
-                            "label": data.get("label", None),
-                            "solution": data.get("solution", None)
+                            "label": data["label"],
+                            "solution": str(explanation_row),
+                        }
+                    elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
+                        yield key, {
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                            "solution": str(explanation_row),
                         }
+                except:
+                    pass
         else:
             with open(filepath, encoding="utf-8") as f:
                 for key, row in enumerate(f):
@@ -260,6 +301,7 @@ class AgiEval(datasets.GeneratorBasedBuilder):
                             "question": data["question"],
                             "options": data["options"],
                             "label": data["label"],
+                            "solution": data["label"],
                         }
                     elif self.config.name == "math_agieval":
                         if not data.get("level"):
@@ -271,7 +313,7 @@ class AgiEval(datasets.GeneratorBasedBuilder):
                             "answer": data["answer"],
                             "solution": data["other"]["solution"],
                             "level": data["level"],
-                            "type": data["type"]
+                            "type": data["type"],
                         }
     
                     elif self.config.name == "sat_en":
@@ -287,5 +329,5 @@ class AgiEval(datasets.GeneratorBasedBuilder):
                             "question": data["question"],
                             "options": data["options"],
                             "label": data["label"],
+                            "solution": data["label"],
                         }
-