Create agieval_gen.py

agieval_gen.py

@@ -0,0 +1,324 @@
+import datasets
+import json
+import ast
+import pandas as pd
+import csv
+
+english_qa_datasets = ["lsat-ar", "lsat-lr", "lsat-rc", "logiqa-en", "sat-math", "sat-en", "aqua-rat",
+                       "sat-en-without-passage", "gaokao-english"]
+chinese_qa_datasets = ["logiqa-zh", "jec-qa-kd", "jec-qa-ca", "gaokao-chinese", "gaokao-geography", "gaokao-history",
+                       "gaokao-biology", "gaokao-chemistry", "gaokao-physics", "gaokao-mathqa"]
+english_cloze_datasets = ["math"]
+chinese_cloze_datasets = ["gaokao-mathcloze"]
+all_lst = english_qa_datasets + chinese_qa_datasets + english_cloze_datasets + chinese_cloze_datasets
+HEAD= 'https://raw.githubusercontent.com/microsoft/AGIEval/main/data/v1/'
+_URLS = {
+    e: {
+        "test": HEAD+e+'.jsonl',
+    } for e in all_lst
+    
+}
+_URLS['few_shot'] ={'few_shot':'https://raw.githubusercontent.com/microsoft/AGIEval/main/data/few_shot_prompts.csv'}
+
+class AgiEval(datasets.GeneratorBasedBuilder):
+    """TODO: Short description of my dataset."""
+    
+    
+    BUILDER_CONFIGS = [
+        datasets.BuilderConfig(
+            name= e,
+            version=datasets.Version("2.0.1"),
+            description="",
+        ) for e in all_lst
+        
+    ]
+    DEFAULT_CONFIG_NAME = "aqua_rat"
+
+    def _info(self):
+
+        if self.config.name == "aqua_rat":
+            features = datasets.Features(
+                {
+                    "passage": datasets.Value("string"),
+                    "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"),
+                }
+            )
+        elif self.config.name in ["sat_en", "sat_math", "sat-en-without-passage"]:
+            features = datasets.Features(
+                {"passage": datasets.Value("string"),
+                 "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 in ['logiqa-en', 'logiqa-zh']:
+            # remove solution from other
+            features = datasets.Features(
+                {"passage": datasets.Value("string"),
+                 "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':
+            features = datasets.Features(
+                {
+                 "passage": datasets.Value("string"),
+                 "question": datasets.Value("string"),
+                 "answer": datasets.Value("string"),
+                 "solution": datasets.Value("string"),
+                 "level": datasets.Value("int32"),
+                 "type": datasets.Value("string"),
+                 }
+            )
+        elif self.config.name == 'gaokao-mathcloze':
+            features = datasets.Features(
+                {
+                 "passage": datasets.Value("string"),
+                 "question": datasets.Value("string"),
+                 "answer": datasets.Value("string"),
+                 "solution": datasets.Value("string"),
+                 }
+            )
+        elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
+            features = datasets.Features(
+                {
+                 "passage": datasets.Value("string"),
+                 "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"),
+                 }
+            )
+        elif self.config.name in ['gaokao-mathqa', 'gaokao-chinese', 'gaokao-history', 'gaokao-geography', 'gaokao-biology', 'gaokao-chemistry', 'gaokao-english']:
+            features = datasets.Features(
+                {
+                 "passage": datasets.Value("string"),   
+                 "question": datasets.Value("string"),
+                 "options": datasets.features.Sequence(datasets.Value("string")),
+                 "label": datasets.features.Sequence(datasets.Value("string")),
+                 "solution": datasets.Value("string"),
+                 }
+            )
+        elif self.config.name in ['gaokao-physics', 'jec-qa-ca', 'jec-qa-kd']:
+            features = datasets.Features(
+                {
+                 "passage": datasets.Value("string"),   
+                 "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"),
+                 }
+            )
+
+
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=features,
+            homepage=_HOMEPAGE,
+            license=_LICENSE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        _urls = _URLS[self.config.name]
+        urls = {
+            "test": _urls["test"],
+            "few_shot": _URLS["few_shot"]["few_shot"],
+        }
+        data_dir = dl_manager.download_and_extract(urls)
+        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):
+        # 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":
+            # 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 == "aqua_rat":
+                        features = datasets.Features(
+                            {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": str(explanation_row),
+                            }
+                        )
+                    elif self.config.name in ["sat_en", "sat_math", "sat-en-without-passage"]:
+                        features = datasets.Features(
+                            {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": str(explanation_row),
+                            }
+                        )
+                    elif self.config.name in ['logiqa-en', 'logiqa-zh']:
+                        # remove solution from other
+                        features = datasets.Features(
+                            {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": str(explanation_row),
+                            }
+                        )
+                    elif self.config.name == 'math':
+                        features = datasets.Features(
+                            {
+                             "passage": data["passage"],
+                             "question": data["question"],
+                             "answer": data["answer"],
+                             "solution": str(explanation_row),
+                             "level": data["level"],
+                             "type": data["type"],
+                             }
+                        )
+                    elif self.config.name == 'gaokao-mathcloze':
+                        features = datasets.Features(
+                            {
+                             "passage": data["passage"],
+                             "question": data["question"],
+                             "answer": data["answer"],
+                             "solution": str(explanation_row),
+                             }
+                        )
+                    elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
+                        features = datasets.Features(
+                            {
+                             "passage": data["passage"],
+                             "question": data["passquestionage"],
+                             "options": data["options"],
+                             "label": data["label"],
+                             "solution": str(explanation_row),
+                             }
+                        )
+                    elif self.config.name in ['gaokao-mathqa', 'gaokao-chinese', 'gaokao-history', 'gaokao-geography', 'gaokao-biology', 'gaokao-chemistry', 'gaokao-english']:
+                        features = datasets.Features(
+                            {
+                             "passage": data["passage"],   
+                             "question": data["question"],
+                             "options": data["options"],
+                             "label": data["label"],
+                             "solution": str(explanation_row),
+                             }
+                        )
+                    elif self.config.name in ['gaokao-physics', 'jec-qa-ca', 'jec-qa-kd']:
+                        features = datasets.Features(
+                            {
+                             "passage": data["passage"],
+                             "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):
+                    data = json.loads(row)
+                    if self.config.name == "aqua_rat":
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["other"]["solution"],
+                        }
+                    elif self.config.name in ["sat_en", "sat_math", "sat-en-without-passage"]:
+                        label_index = "ABCDE".index(data["label"])
+                        if label_index > len(data["options"]) - 1:
+                            continue
+                        else:
+                            yield key, {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["other"]["solution"],
+                            }
+
+                    elif self.config.name in ['logiqa-en', 'logiqa-zh']:
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["label"],
+                        }
+                    elif self.config.name == 'math':
+                        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 == 'gaokao-mathcloze':
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["question"],
+                                "answer": data["answer"],
+                                "solution": data["answer"],
+                        }
+                    elif self.config.name in ['lsat_lr', 'lsat_rc', 'lsat_ar']:
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["passquestionage"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["label"],
+                        }
+                    elif self.config.name in ['gaokao-mathqa', 'gaokao-chinese', 'gaokao-history', 'gaokao-geography', 'gaokao-biology', 'gaokao-chemistry', 'gaokao-english']:
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["passquestionage"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["label"],
+                        }
+
+                    elif self.config.name in ['gaokao-physics', 'jec-qa-ca', 'jec-qa-kd']:
+                        yield key, {
+                                "passage": data["passage"],
+                                "question": data["passquestionage"],
+                                "options": data["options"],
+                                "label": data["label"],
+                                "solution": data["label"],
+                        }