Whitespace formatting

lm_eval/datasets/arithmetic/arithmetic.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-""" GPT-3 Arithmetic Test Dataset """
+"""GPT-3 Arithmetic Test Dataset."""
 
 
 import json

lm_eval/datasets/asdiv/asdiv.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-""" ASDIV dataset. """
+"""ASDIV dataset."""
 
 
 import os

lm_eval/datasets/headqa/headqa.py

@@ -17,8 +17,7 @@
 # https://github.com/huggingface/datasets/blob/3804442bb7cfcb9d52044d92688115cfdc69c2da/datasets/head_qa/head_qa.py 
 # with the exception of the `image` feature. This is to avoid adding `Pillow`
 # as a dependency.
-
-"""HEAD-QA: A Healthcare Dataset for Complex Reasoning"""
+"""HEAD-QA: A Healthcare Dataset for Complex Reasoning."""
 
 
 import json

lm_eval/datasets/hendrycks_ethics/hendrycks_ethics.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""The ETHICS dataset."""
+"""ETHICS dataset."""
 # TODO: Add the `hard` dataset splits.
 
 

lm_eval/datasets/hendrycks_math/hendrycks_math.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""The MATH dataset."""
+"""MATH dataset."""
 
 
 import json

lm_eval/datasets/pile/pile.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-"""The Pile dataset."""
+"""Pile dataset."""
 
 
 import json

lm_eval/datasets/sat_analogies/sat_analogies.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-""" SAT Analogy Questions dataset. """
+"""SAT Analogy Questions dataset."""
 
 
 import os

lm_eval/datasets/triviaqa/triviaqa.py

@@ -13,7 +13,7 @@
 # limitations under the License.
 #
 # Custom TriviaQA because HF version sanitizes the dataset differently.
-""" TriviaQA (Unfiltered Raw) dataset. """
+"""TriviaQA (Unfiltered Raw) dataset."""
 
 
 import json

lm_eval/tasks/arithmetic.py

@@ -13,7 +13,6 @@ from lm_eval.base import Task, rf
 from lm_eval.metrics import mean
 
 
-
 _CITATION = """
 @inproceedings{NEURIPS2020_1457c0d6,
     author = {Brown, Tom and Mann, Benjamin and Ryder, Nick and Subbiah, Melanie and Kaplan, Jared D and Dhariwal, Prafulla and Neelakantan, Arvind and Shyam, Pranav and Sastry, Girish and Askell, Amanda and Agarwal, Sandhini and Herbert-Voss, Ariel and Krueger, Gretchen and Henighan, Tom and Child, Rewon and Ramesh, Aditya and Ziegler, Daniel and Wu, Jeffrey and Winter, Clemens and Hesse, Chris and Chen, Mark and Sigler, Eric and Litwin, Mateusz and Gray, Scott and Chess, Benjamin and Clark, Jack and Berner, Christopher and McCandlish, Sam and Radford, Alec and Sutskever, Ilya and Amodei, Dario},

lm_eval/tasks/coqa.py

@@ -17,7 +17,6 @@ from lm_eval.base import Task, rf, mean
 from itertools import zip_longest
 
 
-
 _CITATION = """
 @misc{reddy2018coqa,
     title={CoQA: A Conversational Question Answering Challenge},

lm_eval/tasks/hendrycks_math.py

@@ -14,7 +14,6 @@ from lm_eval.metrics import mean
 from lm_eval.base import Task, rf
 
 
-
 _CITATION = """
 @article{hendrycksmath2021,
   title={Measuring Mathematical Problem Solving With the Math Dataset},

lm_eval/tasks/mutual.py

@@ -14,7 +14,6 @@ from lm_eval.base import Task, rf
 from lm_eval.metrics import mean
 
 
-
 _CITATION = """
 @inproceedings{mutual,
     title = "MuTual: A Dataset for Multi-Turn Dialogue Reasoning",