Spaces:
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Sleeping
Istvan-Adem
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19897cd
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Parent(s):
de52cbd
remove ai
Browse files- ocr/api/message/openai_request.py +0 -17
- ocr/api/message/prompts.py +0 -44
- ocr/api/message/views.py +1 -5
- ocr/core/wrappers.py +0 -30
ocr/api/message/openai_request.py
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from ocr.api.message.prompts import OCRPrompts
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from ocr.core.wrappers import openai_wrapper
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@openai_wrapper(model='gpt-4o-mini')
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async def generate_report(request_content: list[dict]):
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messages = [
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{
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"role": "system",
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"content": OCRPrompts.generate_general_answer
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},
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{
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"role": "user",
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"content": request_content
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}
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]
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return messages
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ocr/api/message/prompts.py
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class OCRPrompts:
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generate_general_answer = """## Task
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You must analyze the attached medical document and generate a comprehensive report in **Markdown2** format. Ensure that every detail provided in the document is included, and do not omit or modify any information. Your output must strictly follow the required format.
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## Report Structure
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The report should be structured as follows, with each section containing only relevant information from the document:
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```markdown
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## Patient Information
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- Name: [Patient Name]
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- Age: [Patient Age]
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- Date of Scan: [Date]
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- Indication: [Reason for the CT scan]
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## Findings
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**Primary findings**:
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[Describe significant abnormalities or findings relevant to the indication]
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** Secondary findings**:
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[List incidental findings, e.g., "Mild hepatic steatosis noted."]
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**No abnormalities**:
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[Mention organs or systems without abnormalities, e.g., "No evidence of lymphadenopathy or pleural effusion."]
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## Impression
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[Summarize the findings concisely, e.g., "Findings suggest a primary lung tumor. Biopsy recommended for further evaluation."]
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## Recommendations
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[Include next steps or further tests, e.g., "PET scan and consultation with oncology recommended."]
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```
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[INST]
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## Instructions
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- **Do not invent or infer any information.** Only use data provided in the document.
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- Ensure that the format is followed strictly, and the output is complete without any deviations.
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[/INST]"""
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ocr/api/message/views.py
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from fastapi import File, UploadFile
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from ocr.api.message import ocr_router
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from ocr.api.message.openai_request import generate_report
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from ocr.api.message.schemas import OcrResponse
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from ocr.api.message.utils import divide_images, prepare_request_content, clean_response
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from ocr.core.wrappers import OcrResponseWrapper
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) -> OcrResponseWrapper[OcrResponse]:
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try:
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contents = await file.read()
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request_content = prepare_request_content(images)
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response = await generate_report(request_content)
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return OcrResponseWrapper(data=OcrResponse(text=clean_response(response)))
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finally:
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await file.close()
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from fastapi import File, UploadFile
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from ocr.api.message import ocr_router
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from ocr.api.message.schemas import OcrResponse
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from ocr.api.message.utils import divide_images, prepare_request_content, clean_response
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from ocr.core.wrappers import OcrResponseWrapper
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) -> OcrResponseWrapper[OcrResponse]:
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try:
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contents = await file.read()
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return OcrResponseWrapper(data=OcrResponse(text=clean_response("## Coming soon")))
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finally:
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await file.close()
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ocr/core/wrappers.py
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import json
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from functools import wraps
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from typing import Generic, Optional, TypeVar
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import pydash
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from fastapi import HTTPException
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from pydantic import BaseModel
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from starlette.responses import JSONResponse
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from ocr.core.config import settings
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T = TypeVar('T')
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return decorator
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def openai_wrapper(
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temperature: int | float = 0, model: str = "gpt-4o-mini", is_json: bool = False, return_: str = None
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):
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def decorator(func):
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@wraps(func)
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async def wrapper(*args, **kwargs) -> str:
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messages = await func(*args, **kwargs)
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completion = await settings.OPENAI_CLIENT.chat.completions.create(
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messages=messages,
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temperature=temperature,
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n=1,
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model=model,
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response_format={"type": "json_object"} if is_json else {"type": "text"}
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)
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response = completion.choices[0].message.content
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if is_json:
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response = json.loads(response)
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if return_:
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return pydash.get(response, return_)
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return response
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return wrapper
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return decorator
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def background_task():
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def decorator(func):
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@wraps(func)
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from functools import wraps
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from typing import Generic, Optional, TypeVar
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from fastapi import HTTPException
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from pydantic import BaseModel
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from starlette.responses import JSONResponse
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T = TypeVar('T')
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return decorator
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def background_task():
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def decorator(func):
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@wraps(func)
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