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hub / github.com/Depth2World/VLADBench / RoadChange_criterion_QA

Function RoadChange_criterion_QA

evaluate_utils.py:265–305  ·  view source on GitHub ↗
(third_task_data,MODEL=None)

Source from the content-addressed store, hash-verified

263
264
265def RoadChange_criterion_QA(third_task_data,MODEL=None):
266 ques_total_num = 0
267 right_num = 0
268 obey_insytruction = 0
269 totol_improve_score = 0
270 for d_ind, sample in enumerate(third_task_data):
271 reference = sample['reference']
272 prediction = sample['prediction']
273 scores_list = []
274 for q_ind, pred in enumerate(prediction):
275 ques_nopath = ''.join(sample['questions'][q_ind].lower().split(';')[1:])
276 tips = extract_options(ques_nopath)
277 pred = remove_symbols(pred)
278 ques_total_num += 1
279 clean_pred = clean_string(pred).lower()
280 options_nums = clean_pred.split("', '")
281 reference_q_ind = convert_if_number(reference[q_ind]).lower()
282 if len(options_nums)==1:
283 if clean_pred in ques_nopath:
284 obey_insytruction+=1
285 if clean_pred==reference_q_ind:
286 right_num+=1
287 scores_list.append(1)
288 elif reference_q_ind in clean_pred:
289 ### filter
290 if reference_q_ind in tips:
291 tips.remove(reference_q_ind)
292 if not any(tip in clean_pred for tip in tips):
293 right_num+=1
294 scores_list.append(1)
295 else:
296 scores_list.append(0)
297 else:
298 scores_list.append(0)
299 else:
300 scores_list.append(0)
301 scores_list = np.array(scores_list)
302 scores = compare_and_count(scores_list[len(scores_list)//2:], scores_list[:len(scores_list)//2])
303 totol_improve_score += scores
304
305 return ques_total_num,right_num/ques_total_num,obey_insytruction/ques_total_num,totol_improve_score*2/ques_total_num
306
307def RoadSpeed_criterion_QA(third_task_data,MODEL=None):
308 ques_total_num = 0

Callers

nothing calls this directly

Calls 5

extract_optionsFunction · 0.85
remove_symbolsFunction · 0.85
clean_stringFunction · 0.85
convert_if_numberFunction · 0.85
compare_and_countFunction · 0.85

Tested by

no test coverage detected