Update agieval.py

agieval.py

@@ -16,6 +16,7 @@
 import datasets
 import json
 import ast
+import csv
 
 _CITATION = """\
 @ARTICLE{10174688,
@@ -65,6 +66,9 @@ _URLS = {
     'math_agieval': {
         "test": HEAD+'math.jsonl'
     },
+    'few_shot': {
+        'few_shot': HEAD+'https://raw.githubusercontent.com/microsoft/AGIEval/main/data/few_shot_prompts.csv'
+    }
     
 }
 
@@ -197,59 +201,90 @@ class AgiEval(datasets.GeneratorBasedBuilder):
         _urls = _URLS[self.config.name]
         urls = {
             "test": _urls["test"],
+            "few_shot": _URLS["few_shot"]["few_shot"],
         }
         data_dir = dl_manager.download_and_extract(urls)
-        return [
+        splits = [
             datasets.SplitGenerator(
                 name=datasets.Split.TEST,
                 gen_kwargs={"filepath": data_dir["test"], "split": "test"},
             ),
         ]
+        splits.append(datasets.SplitGenerator(
+            name="few_shot",
+            gen_kwargs={"filepath": data_dir["few_shot"], "split": "few_shot"},
+        ))
+
+        return splits
 
     def _generate_examples(self, filepath, split):
-        with open(filepath, encoding="utf-8") as f:
-            for key, row in enumerate(f):
-                data = json.loads(row)
-
-                if self.config.name in ["aqua_rat","sat_math"]:
-                    yield key, {
-                        "question": data["question"],
-                        "options": data["options"],
-                        "label": data["label"],
-                        "solution": data["other"]["solution"],
-                    }
-                elif self.config.name == "logiqa":
-                    yield key, {
-                        "passage": data["passage"],
-                        "question": data["question"],
-                        "options": data["options"],
-                        "label": data["label"],
-                    }
-                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"],
-                        "solution": data["other"]["solution"],
-                        "level": data["level"],
-                        "type": data["type"]
-                    }
-
-                elif self.config.name == "sat_en":
-                    yield key, {
-                        "passage": data["passage"],
-                        "question": data["question"],
-                        "options": data["options"],
-                        "label": data["label"],
-                        "solution": data["other"]["solution"],
-                    }
-                elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
-                    yield key, {
-                        "question": data["question"],
-                        "options": data["options"],
-                        "label": data["label"],
-                    }
+        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
+                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"]:
+                        yield key, {
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data.get("label", None),
+                            "solution": data.get("solution", None)
+                        }
+        else:
+            with open(filepath, encoding="utf-8") as f:
+                for key, row in enumerate(f):
+                    data = json.loads(row)
+    
+                    if self.config.name in ["aqua_rat","sat_math"]:
+                        yield key, {
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                            "solution": data["other"]["solution"],
+                        }
+                    elif self.config.name == "logiqa":
+                        yield key, {
+                            "passage": data["passage"],
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                        }
+                    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"],
+                            "solution": data["other"]["solution"],
+                            "level": data["level"],
+                            "type": data["type"]
+                        }
+    
+                    elif self.config.name == "sat_en":
+                        yield key, {
+                            "passage": data["passage"],
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                            "solution": data["other"]["solution"],
+                        }
+                    elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
+                        yield key, {
+                            "question": data["question"],
+                            "options": data["options"],
+                            "label": data["label"],
+                        }