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January 15, 2023 21:18
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A chatgpt-wrapper-based Python script that asks ChatGPT questions stored in a Pandas series, and saves the answers in a CSV
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import time | |
import pandas | |
from chatgpt_wrapper import ChatGPT | |
chat = ChatGPT() | |
def run_chat_loop(id_series, question_series, question_prefix, destination_path, pause_duration=1): | |
assert id_series.shape[0] == question_series.shape[0],\ | |
f"Non matching shapes for id ({id_series.shape}) and question series ({question_series.shape})" | |
result = pandas.DataFrame({'id': pandas.Series(dtype='str'), 'answer': pandas.Series(dtype='str')}) | |
try: | |
result = pandas.read_csv(destination_path) | |
except: | |
pass | |
print(f"Source series have length {id_series.shape[0]} and destination dataframe has length {result.shape[0]}") | |
for i in range(id_series.shape[0]): | |
id = id_series.loc[i] | |
if result[result['id'] == id].shape[0] > 0: | |
print(f"Answer for question #{i} with id {id} already exists in destination. Skipping.") | |
continue | |
print(f"Generating answer for question #{i} with id {id}...") | |
question = question_prefix + question_series.loc[i] | |
time.sleep(pause_duration) | |
print(f"Asking question: {question[:100]}") | |
answer = chat.ask(question) | |
print(f"Question answered. Appending answer...") | |
result = pandas.concat((result, pandas.DataFrame({'id': [id], 'answer': [answer]})), ignore_index=True) | |
print(f"Appended answer. Saving CSV...") | |
result.to_csv(destination_path) | |
return result |
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