[Dataset]Add GAIA Datasets

dataset-index.yml

@@ -503,6 +503,12 @@
     paper: https://aclanthology.org/D19-1632.pdf
     configpath: opencompass/configs/datasets/flores/flores_gen.py
     configpath_llmjudge: ''
+- gaia:
+    name: GAIA
+    category: Tool Utilization
+    paper: https://arxiv.org/abs/2311.12983
+    configpath: opencompass/configs/datasets/GAIA/gaia_gen.py
+    configpath_llmjudge: ''
 - game24:
     name: Game24
     category: Math

opencompass/configs/datasets/GAIA/gaia_gen.py

@@ -0,0 +1,52 @@
+from opencompass.openicl.icl_prompt_template import PromptTemplate
+from opencompass.openicl.icl_retriever import ZeroRetriever
+from opencompass.openicl.icl_inferencer import GenInferencer
+from opencompass.openicl.icl_evaluator import AccEvaluator
+from opencompass.datasets import GAIADataset
+from opencompass.utils.text_postprocessors import first_capital_postprocess
+
+gaia_reader_cfg = dict(
+    input_columns=['question', 'file_path'],
+    output_column='answerKey',
+    test_split='test')
+
+gaia_infer_cfg = dict(
+    prompt_template=dict(
+        type=PromptTemplate,
+        template=dict(round=[
+            dict(
+                role='HUMAN',
+                prompt=
+                '''You are a general AI assistant. I will ask you a question. Report your thoughts, and
+finish your answer with the following template: FINAL ANSWER: [YOUR FINAL ANSWER].
+YOUR FINAL ANSWER should be a number OR as few words as possible OR a comma separated
+list of numbers and/or strings.
+If you are asked for a number, don’t use comma to write your number neither use units such as $ or
+percent sign unless specified otherwise.
+If you are asked for a string, don’t use articles, neither abbreviations (e.g. for cities), and write the
+digits in plain text unless specified otherwise.
+If you are asked for a comma separated list, apply the above rules depending of whether the element
+to be put in the list is a number or a string.\nGAIA Question: {question}\nFile Path: {file_path}\n'''
+            ),
+        ]),
+    ),
+    retriever=dict(type=ZeroRetriever),
+    inferencer=dict(type=GenInferencer),
+)
+gaia_eval_cfg = dict(
+    evaluator=dict(type=AccEvaluator),
+    pred_role='BOT',
+    pred_postprocessor=dict(type=first_capital_postprocess),
+)
+
+gaia_datasets = [
+    dict(
+        abbr='gaia-validation',
+        type=GAIADataset,
+        path='opencompass/gaia',
+        local_mode=False,
+        reader_cfg=gaia_reader_cfg,
+        infer_cfg=gaia_infer_cfg,
+        eval_cfg=gaia_eval_cfg,
+    )
+]

opencompass/datasets/__init__.py

@@ -50,6 +50,7 @@
 from .eprstmt import *  # noqa: F401, F403
 from .FinanceIQ import *  # noqa: F401, F403
 from .flores import *  # noqa: F401, F403
+from .gaia import *  # noqa: F401, F403
 from .game24 import *  # noqa: F401, F403
 from .gaokao_math import *  # noqa: F401, F403
 from .GaokaoBench import *  # noqa: F401, F403

opencompass/datasets/gaia.py

@@ -0,0 +1,60 @@
+import json
+import os
+from os import environ
+
+from datasets import Dataset
+
+from opencompass.registry import LOAD_DATASET
+from opencompass.utils.datasets_info import DATASETS_MAPPING
+
+from .base import BaseDataset
+
+
+@LOAD_DATASET.register_module()
+class GAIADataset(BaseDataset):
+
+    @staticmethod
+    def load(path, local_mode: bool = False):
+        rows = []
+        if environ.get('DATASET_SOURCE') == 'HF':
+            from datasets import load_dataset
+            try:
+                hf_id = DATASETS_MAPPING[path]['hf_id']
+                # 因为ModelScope的GAIA数据集读取存在问题，所以从huggingface读取
+                ds = load_dataset(hf_id, '2023_all', split='validation')
+                rows = []
+                for item in ds:
+                    rows.append({
+                        'question': item['Question'],
+                        'answerKey': item['Final answer'],
+                        'file_path': item['file_path'],
+                        'file_name': item['file_name'],
+                        'level': item['Level']
+                    })
+            except Exception as e:
+                print(f'Error loading local file: {e}')
+        else:
+            # 从本地读取
+            compass_data_cache = os.environ.get('COMPASS_DATA_CACHE')
+            local_path = DATASETS_MAPPING[path]['local']
+            local_path = os.path.join(compass_data_cache, local_path)
+            with open(local_path, 'r', encoding='utf-8') as f:
+                for line in f:
+                    line = json.loads(line.strip())
+                    # 构建数据行
+                    row_data = {
+                        'question': line['Question'],
+                        'answerKey': line['Final answer'],
+                        'file_name': line['file_name'],
+                        'level': line['Level']
+                    }
+
+                    # 只有在file_name不为空时设置file_path
+                    if line['file_name']:
+                        file_name = line['file_name']
+                        row_data['file_path'] = f'{local_path}/{file_name}'
+                    else:
+                        row_data['file_path'] = ''
+
+                    rows.append(row_data)
+        return Dataset.from_list(rows)

opencompass/utils/datasets_info.py

@@ -1,4 +1,10 @@
 DATASETS_MAPPING = {
+    # GAIA Datasets
+    "opencompass/gaia": {
+        "ms_id": None,
+        "hf_id": "gaia-benchmark/GAIA",
+        "local": "./data/gaia/2023/validation/metadata.jsonl",
+    },
     # ADVGLUE Datasets
     "opencompass/advglue-dev": {
         "ms_id": None,