46 lines
2.0 KiB
Python
46 lines
2.0 KiB
Python
from app.utils.chatgpt_prompt import ChatgptService
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from app.utils.prompts.prompts import image_autotag_prompt
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from app.utils.prompts.schemas import SpaceType, Subject, Camera, MotionRecommended
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import asyncio
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async def autotag_image(image_url : str) -> list[str]: #tag_list
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chatgpt = ChatgptService()
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image_input_data = {
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"img_url" : image_url,
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"space_type" : list(SpaceType),
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"subject" : list(Subject),
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"camera" : list(Camera),
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"motion_recommended" : list(MotionRecommended)
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}
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image_result = await chatgpt.generate_structured_output(image_autotag_prompt, image_input_data, image_url, False)
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return image_result
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async def autotag_images(image_url_list : list[str]) -> list[dict]: #tag_list
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chatgpt = ChatgptService()
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image_input_data_list = [{
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"img_url" : image_url,
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"space_type" : list(SpaceType),
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"subject" : list(Subject),
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"camera" : list(Camera),
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"motion_recommended" : list(MotionRecommended)
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}for image_url in image_url_list]
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image_result_tasks = [chatgpt.generate_structured_output(image_autotag_prompt, image_input_data, image_input_data['img_url'], False, silent = True) for image_input_data in image_input_data_list]
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image_result_list = await asyncio.gather(*image_result_tasks, return_exceptions=True)
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MAX_RETRY = 3 # 하드코딩, 어떻게 처리할지는 나중에
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for _ in range(MAX_RETRY):
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failed_idx = [i for i, r in enumerate(image_result_list) if isinstance(r, Exception)]
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print("Failed", failed_idx)
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if not failed_idx:
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break
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retried = await asyncio.gather(
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*[chatgpt.generate_structured_output(image_autotag_prompt, image_input_data_list[i], image_input_data_list[i]['img_url'], False, silent=True) for i in failed],
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return_exceptions=True
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)
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for i, result in zip(failed_idx, retried):
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image_result_list[i] = result
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print("Failed", failed_idx)
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return image_result_list |