[pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

examples/multimodal-modeling/Qwen-VL/mm_evaluation/vqa.py

@@ -61,8 +61,8 @@ def createIndex(self):
         for ann in self.dataset['annotations']:
             imgToQA[ann['image_id']] += [ann]
             qa[ann['question_id']] = ann
-        for ques in self.questions['questions']:
-            qqa[ques['question_id']] = ques
+        for quest in self.questions['questions']:
+            qqa[quest['question_id']] = quest
         print('index created!')
 
         # create class members
@@ -75,7 +75,7 @@ def info(self):
 
         :return:
         """
-        for key, value in self.datset['info'].items():
+        for key, value in self.dataset['info'].items():
             print('%s: %s' % (key, value))
 
     def getQuesIds(self, imgIds=[], quesTypes=[], ansTypes=[]):
@@ -162,8 +162,8 @@ def showQA(self, anns):
         for ann in anns:
             quesId = ann['question_id']
             print('Question: %s' % (self.qqa[quesId]['question']))
-            for ans in ann['answers']:
-                print('Answer %d: %s' % (ans['answer_id'], ans['answer']))
+            for and in ann['answers']:
+                print('Answer %d: %s' % (and['answer_id'], and['answer']))
 
     def loadRes(self, resFile, quesFile):
         """Load result file and return a result object.
@@ -187,7 +187,7 @@ def loadRes(self, resFile, quesFile):
         annsQuesIds = [ann['question_id'] for ann in anns]
         assert set(annsQuesIds) == set(
             self.getQuesIds()
-        ), 'Results do not correspond to current VQA set. Either the results do not have predictions for all question ids in annotation file or there is atleast one question id that does not belong to the question ids in the annotation file.'
+        ), 'Results do not correspond to current VQA set. Either the results do not have predictions for all question ids in annotation file or there is at least one question id that does not belong to the question ids in the annotation file.'
         for ann in anns:
             quesId = ann['question_id']
             if res.dataset['task_type'] == 'Multiple Choice':

examples/multimodal-modeling/Qwen-VL/mm_evaluation/vqa_eval.py

@@ -216,7 +216,7 @@ def evaluate(self, quesIds=None):
             resAns = self.processPunctuation(resAns)
             resAns = self.processDigitArticle(resAns)
             gtAcc = []
-            gtAnswers = [ans['answer'] for ans in gts[quesId]['answers']]
+            gtAnswers = [and['answer'] for and in gts[quesId]['answers']]
             if len(set(gtAnswers)) > 1:
                 for ansDic in gts[quesId]['answers']:
                     ansDic['answer'] = self.processPunctuation(