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import openai
def set_openai_key(openai_key: str):
"""Set the OpenAI API key.
:param openai_key: the open AI key (https://help.openai.com/en/articles/4936850-where-do-i-find-my-secret-api-key)
"""
openai.api_key = openai_key
def call_completion_model(
prompt: str, model: str = "text-davinci-003", max_tokens: int = 512
) -> str:
"""Creates a request for the OpenAI Completion service and returns the response.
:param prompt: The prompt for the completion model
:param model: OpenAI model name
:param max_tokens: Model's max_tokens parameter
"""
response = openai.Completion.create(
model=model, prompt=prompt, max_tokens=max_tokens
)
return response["choices"][0].text
def create_prompt(anonymized_text: str) -> str:
"""
Create the prompt with instructions to GPT-3.
:param anonymized_text: Text with placeholders instead of PII values, e.g. My name is <PERSON>.
"""
prompt = f"""
Your role is to create synthetic text based on de-identified text with placeholders instead of personally identifiable information.
Replace the placeholders (e.g. , , {{DATE}}, {{ip_address}}) with fake values.
Instructions:
Use completely random numbers, so every digit is drawn between 0 and 9.
Use realistic names that come from diverse genders, ethnicities and countries.
If there are no placeholders, return the text as is and provide an answer.
input: How do I change the limit on my credit card {{credit_card_number}}?
output: How do I change the limit on my credit card 2539 3519 2345 1555?
input: {anonymized_text}
output:
"""
return prompt
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