''' This file is part of PM4Py (More Info: https://pm4py.fit.fraunhofer.de). PM4Py is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. PM4Py is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with PM4Py. If not, see . ''' from enum import Enum from pm4py.util import exec_utils from typing import Optional, Dict, Any import base64 from pm4py.util import constants class Parameters(Enum): API_URL = "api_url" API_KEY = "api_key" OPENAI_MODEL = "openai_model" IMAGE_PATH = "image_path" def encode_image(image_path): with open(image_path, "rb") as image_file: return base64.b64encode(image_file.read()).decode('utf-8') def apply(prompt: str, parameters: Optional[Dict[Any, Any]] = None) -> str: import requests if parameters is None: parameters = {} image_path = exec_utils.get_param_value(Parameters.IMAGE_PATH, parameters, None) api_key = exec_utils.get_param_value(Parameters.API_KEY, parameters, constants.OPENAI_API_KEY) api_url = exec_utils.get_param_value(Parameters.API_URL, parameters, None) simple_content_specification = image_path is None if api_url is None: api_url = constants.OPENAI_API_URL else: if not api_url.endswith("/"): api_url += "/" model = exec_utils.get_param_value(Parameters.OPENAI_MODEL, parameters, constants.OPENAI_DEFAULT_MODEL if image_path is None else constants.OPENAI_DEFAULT_VISION_MODEL) headers = { "Content-Type": "application/json", "Authorization": f"Bearer {api_key}" } messages = [] if simple_content_specification: messages.append({"role": "user", "content": prompt}) else: messages.append({"role": "user", "content": [{"type": "text", "text": prompt}]}) payload = { "model": model } if image_path is not None: base64_image = encode_image(image_path) messages[0]["content"].append({"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{base64_image} "}}) payload["max_tokens"] = 4096 payload["messages"] = messages response = requests.post(api_url+"chat/completions", headers=headers, json=payload).json() if "error" in response: # raise an exception when the request fails, with the provided message raise Exception(response["error"]["message"]) return response["choices"][0]["message"]["content"]