Create main1.py
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main1.py
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from fastapi import FastAPI, File, UploadFile, Form, HTTPException
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from fastapi.responses import JSONResponse
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from gradio_client import Client, handle_file
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import os
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import tempfile
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import shutil
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from fastapi.middleware.cors import CORSMiddleware
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import logging
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# Initialize logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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app = FastAPI()
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client = Client("Ashrafb/moondream_captioning")
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# Create the "uploads" directory if it doesn't exist
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os.makedirs("uploads", exist_ok=True)
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# Define a function to save uploaded file to a temporary file
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async def save_upload_file(upload_file: UploadFile) -> str:
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try:
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# Create a temporary directory if it doesn't exist
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os.makedirs("temp_uploads", exist_ok=True)
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# Create a temporary file path
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temp_file_path = os.path.join("temp_uploads", tempfile.NamedTemporaryFile(delete=False).name)
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# Save the uploaded file to the temporary file
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with open(temp_file_path, "wb") as buffer:
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shutil.copyfileobj(upload_file.file, buffer)
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return temp_file_path
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except Exception as e:
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logger.error(f"Error saving upload file: {e}")
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raise HTTPException(status_code=500, detail=f"Error saving upload file: {e}")
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"], # Adjust as needed, '*' allows requests from any origin
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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@app.post("/get_caption")
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async def get_caption(image: UploadFile = File(...), context: str = Form(...)):
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try:
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# Save the uploaded image to a temporary file
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temp_file_path = await save_upload_file(image)
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# Debugging: Print the value of additional_context
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logger.info(f"Additional Context: {context}")
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# Check if additional context is provided and not None
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if context is not None:
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context = context.strip()
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# Log the parameters being passed to the Gradio client
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logger.info(f"Calling client.predict with image={temp_file_path} and context={context}")
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# Use handle_file to handle the file upload correctly
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result = client.predict(
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image=handle_file(temp_file_path),
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question=context,
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api_name="/get_caption"
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)
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return {"caption": result}
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except Exception as e:
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logger.error(f"Error in get_caption: {e}")
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raise HTTPException(status_code=500, detail=f"Error in get_caption: {e}")
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# Serve the app
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=7860)
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