Created
June 28, 2023 03:45
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Script to test responses to PCQ-9 questions
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| import openai | |
| import os | |
| import json | |
| from tqdm import tqdm | |
| #change this! | |
| TEMPERATURE=1 | |
| #past work: https://twitter.com/colin_fraser/status/1636755134679224320 | |
| openai.api_key = os.environ["OPENAI_KEY"] | |
| initial_prompt = "Over the last 2 weeks, how often have you been bothered by any of the following problems, where 0 is not at all, 1 is several days, 2 is more than half the days, and 3 is nearly every day?" | |
| #source: https://www.apa.org/depression-guideline/patient-health-questionnaire.pdf | |
| questions = ["1. Little interest or pleasure in doing things:", "2. Feeling down, depressed, or hopeless:", "3. Trouble falling or staying asleep, or sleeping too much:","4. Feeling tired or having little energy:","5. Poor appetite or overeating:", "6. Feeling bad about yourself — or that you are a failure or have let yourself or your family down:","7. Trouble concentrating on things, such as reading the newspaper or watching television:","8. Moving or speaking so slowly that other people could have noticed? Or the opposite — being so fidgety or restless that you have been moving around a lot more than usual:","9. Thoughts that you would be better off dead or of hurting:"] | |
| #question #s are truncated for now | |
| responses = {k[3:]:[] for k in questions} | |
| for _ in tqdm(range(10)): | |
| for question in questions: | |
| response = openai.Completion.create( | |
| model="text-davinci-003", | |
| prompt=initial_prompt+"\n"+question[3:], | |
| temperature=TEMPERATURE, | |
| max_tokens=256, | |
| top_p=1, | |
| frequency_penalty=0, | |
| presence_penalty=0 | |
| ) | |
| try: | |
| number = int(response["choices"][0]["text"].strip().split("\n")[0]) | |
| responses[question[3:]].append(number) | |
| except: | |
| print("ISSUE") | |
| print(response["choices"][0]["text"]) | |
| print(responses) | |
| json.dump(responses, open(f"responses_temp_{TEMPERATURE}.json", "w")) |
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