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fix lint
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@ -4,7 +4,6 @@ from opencompass.openicl.icl_prompt_template import PromptTemplate
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from opencompass.openicl.icl_retriever import ZeroRetriever
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from opencompass.openicl.icl_retriever import ZeroRetriever
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ZERO_SHOT_PROMPT = 'You are a helpful assistant for calculating a score for a given patient note. Please think step-by-step to solve the question and then generate the required score. Your output should only contain a JSON dict formatted as {"step_by_step_thinking": str(your_step_by_step_thinking_procress_to_solve_the_question), "answer": str(short_and_direct_answer_of_the_question)}. \n Here is the patient note:\n{patient_note}\n\nHere is the task:\n{question}\n\nPlease directly output the JSON dict formatted as {"step_by_step_thinking": str(your_step_by_step_thinking_procress_to_solve_the_question), "answer": str(short_and_direct_answer_of_the_question)}:'
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ZERO_SHOT_PROMPT = 'You are a helpful assistant for calculating a score for a given patient note. Please think step-by-step to solve the question and then generate the required score. Your output should only contain a JSON dict formatted as {"step_by_step_thinking": str(your_step_by_step_thinking_procress_to_solve_the_question), "answer": str(short_and_direct_answer_of_the_question)}. \n Here is the patient note:\n{patient_note}\n\nHere is the task:\n{question}\n\nPlease directly output the JSON dict formatted as {"step_by_step_thinking": str(your_step_by_step_thinking_procress_to_solve_the_question), "answer": str(short_and_direct_answer_of_the_question)}:'
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# Reader configuration
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# Reader configuration
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reader_cfg = dict(
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reader_cfg = dict(
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input_columns=[
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input_columns=[
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@ -1,16 +1,12 @@
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import argparse
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import math
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import math
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import os
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import re
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import re
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from datetime import datetime
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from datetime import datetime
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import numpy as np
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import numpy as np
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import pandas as pd
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from datasets import load_dataset
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from datasets import Dataset, load_dataset
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from opencompass.openicl import BaseEvaluator
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from opencompass.openicl import BaseEvaluator
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from opencompass.registry import LOAD_DATASET, TEXT_POSTPROCESSORS
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from opencompass.registry import LOAD_DATASET
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from opencompass.utils import get_logger
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from .base import BaseDataset
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from .base import BaseDataset
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"""
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"""
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@ -97,7 +93,13 @@ def extract_answer(answer, calid):
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extracted_answer = 'Not Found'
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extracted_answer = 'Not Found'
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else:
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else:
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extracted_answer = extracted_answer[-1].strip().strip('"')
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extracted_answer = extracted_answer[-1].strip().strip('"')
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if extracted_answer == 'str(short_and_direct_answer_of_the_question)' or extracted_answer == 'str(value which is the answer to the question)' or extracted_answer == 'X.XX':
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if extracted_answer == 'str(short_and_direct\
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_answer_of_the_question)':
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extracted_answer = 'Not Found'
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if extracted_answer == 'str(value which is\
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the answer to the question)':
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extracted_answer = 'Not Found'
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if extracted_answer == 'X.XX':
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extracted_answer = 'Not Found'
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extracted_answer = 'Not Found'
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if calid in [13, 68]:
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if calid in [13, 68]:
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@ -116,9 +118,8 @@ def extract_answer(answer, calid):
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elif calid in [69]:
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elif calid in [69]:
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# Output Type: integer (A, B)
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# Output Type: integer (A, B)
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match = re.search(
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match = re.search(
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r"\(?[\"\']?(\d+)\s*(weeks?)?[\"\']?,?\s*[\"\']?(\d+)\s*(days?)?[\"\']?\s*\)?",
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r"\(?[\"\']?(\d+)\s*(weeks?)?[\"\']?,\?\s*[\"\']?(\d+)\s*(days?)?[\"\']?\s*\)?",
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extracted_answer)
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extracted_answer)
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ground_truth = f'({match.group(1)}, {match.group(3)})'
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extracted_answer = extracted_answer.replace('[', '(').replace(
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extracted_answer = extracted_answer.replace('[', '(').replace(
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']', ')').replace("'", '').replace('"', '')
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']', ')').replace("'", '').replace('"', '')
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match = re.search(
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match = re.search(
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@ -157,7 +158,7 @@ def extract_answer(answer, calid):
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]:
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]:
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# Output Type: decimal
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# Output Type: decimal
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match = re.search(r'str\((.*)\)', extracted_answer)
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match = re.search(r'str\((.*)\)', extracted_answer)
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if match: # cases like "str(round((140 * (3.15 - 136) / 1400) * 72.36)"
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if match:
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expression = match.group(1).replace('^', '**').replace(
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expression = match.group(1).replace('^', '**').replace(
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'is odd', '% 2 == 1').replace('is even', '% 2 == 0').replace(
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'is odd', '% 2 == 1').replace('is even', '% 2 == 0').replace(
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'sqrt', 'math.sqrt').replace('.math', '').replace(
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'sqrt', 'math.sqrt').replace('.math', '').replace(
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@ -166,9 +167,7 @@ def extract_answer(answer, calid):
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'g/dl', '').replace('mmol/L', '').replace(
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'g/dl', '').replace('mmol/L', '').replace(
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'kg', '').replace('g',
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'kg', '').replace('g',
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'').replace('mEq/L', '')
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'').replace('mEq/L', '')
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expression = expression.split(
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expression = expression.split('#')[0]
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'#'
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)[0] # cases like round(45.5 * 166 - 45.3 + 0.4 * (75 - (45.5 * 166 - 45.3))))) # Calculation: ...
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if expression.count('(') > expression.count(')'): # add missing ')
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if expression.count('(') > expression.count(')'): # add missing ')
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expression += ')' * (expression.count('(') -
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expression += ')' * (expression.count('(') -
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expression.count(')'))
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expression.count(')'))
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@ -188,7 +187,7 @@ def extract_answer(answer, calid):
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'np': np,
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'np': np,
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'numpy': np
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'numpy': np
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})
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})
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except:
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except Exception:
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print(f'Error in evaluating expression: {expression}')
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print(f'Error in evaluating expression: {expression}')
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answer = 'N/A'
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answer = 'N/A'
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else:
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else:
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